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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102596	ENR	Robert T Chen	1981-09-28	UHC-20989-04	9444041252	3700 Willow Ct, Las Vegas, NV, 89139	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-413025	CLM	Kayla Gardner	1947-02-13	UHC-87728-37	—	9879 Elm St, Jacksonville, FL, 32278	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
TPA-58242	TPA	Carol Siingh	—	—	5752674334	5749 Canyon Rd, Las Vegas, NV, 89107	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-404277	CLM	Virginia H Ross	1944-06-04	UHC-66259-56	4014827608	8604 Maple Ave, Tempe, AZ, 85297	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422107	CLM	Olivia Davis	1995-11-18	—	—	5346 Elm St, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135217	ENR	Sean X Barnes	1988-07-02	UHC-81350-59	9827299022	8435 Mesa Dr, Las Vegas, NV, 89154	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25298	PRV	Benjamin Taylor	2001-12-08	UHC-67866-65	9405908262	6565 Cedar Ln, Las Vegas, NV	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50381	TPA	Sandra Medina	—	—	3678336241	2837 Willow Ct, Las Vegas, NV, 89158	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-104861	ENR	Amber R Lawrence	1997-10-14	UHC-47479-45	—	6010 Indian School Rd, San Diego, CA, 92161	0.50	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted City re-cased+3 more
TPA-62934	TPA	Allice Gibson	1952-08-03	—	9569565704	3399 Palm Dr, Los Angeles, CA, 90062	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428959	CLM	Robert Carter	1978-08-07	—	—	1465 Ocean Ave, Eden Prairie, MN, 55337	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-414509	CLM	Samuel Guerrero	2004-08-11	—	3562221119	4432 Willow Ct, Plano, TX, 75040	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141123	ENR	Joe Graham	1972-07-05	UHC-78221-88	8115051406	8873 Harbor Blvd, Tampa, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418453	CLM	Julia Jackson	1987-05-03	UHC-00538-03	—	9856 Maple Ave, San Antonio, TX, 78252	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412200	CLM	Karen Y Jackson	1949-11-02	—	—	1976 Main St, Tempe, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
PRV-23359	PRV	Wayne Rice	1999-12-05	—	3802391706	103 Sunset Blvd, Fresno, CA, 93729	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26445	PRV	Dennis Diaz	2005-06-03	—	9303490223	6178 Ocean Ave, Las Vegas, NV, 89129	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27914	PRV	Elijah Campbell	1959-10-22	—	3409678447	6580 Central Ave, Sacramento, CA, 95886	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430095	CLM	Jean O Nelson	1987-09-12	UHC-20738-64	—	5776 Ridge Rd, Charlotte, NC, 28236	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-121858	ENR	Marcus Johnston	1957-01-12	UHC-13149-50	4234305655	7914 Meadow Ln, Las Vegas, NV, 89167	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136311	ENR	Amy Fernandez	1948-03-16	UHC-54769-51	2897204760	3078 Lake View Rd, Los Angeles, CA, 90029	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114201	ENR	Dorothy Q Mason	1997-01-28	UHC-16584-13	—	8937 Desert Sky Blvd, Glendale, AZ, 85340	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424868	CLM	Hiroshi Brooks	1990-08-15	UHC-65032-33	4385737130	2677 Washington St, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139771	ENR	Juan Owens	1990-04-23	UHC-80301-15	9665314257	9414 Hillcrest Rd # 736, Orlando, FL, 32819	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more
TPA-64095	TPA	Jacqueline Sandoval	1955-11-17	UHC-05415-48	7052189275	1902 Canyon Rd, Dallas, TX, 75237	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112646	ENR	Christina Allen	1957-02-22	UHC-12140-68	3233474932	5023 Apache Blvd, Charlotte, NC, 28205	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-423629	CLM	Joan Knight	1997-11-15	UHC-05751-15	9414703845	3802 Highland Ave, Fresno, CA, 93796	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-20117	PRV	Christine Bennett	1991-08-23	UHC-46148-59	6425155425	1835 Sunset Blvd, Glendale, AZ, 85304	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-102909	ENR	Christina Y Bradley	1958-08-26	UHC-61892-18	9852474058	934 Apache Blvd Apt 11, Plano, TX, 75078	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-423634	CLM	Carol M Franklin	1938-04-22	UHC-98866-30	—	8103 Union St, Tempe, AZ, 85292	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-22456	PRV	Mark Sanchez	1989-03-12	UHC-08088-38	3526111154	7775 Desert Sky Blvd, Columbus, OH, 43278	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-50914	TPA	Jack Arnold	1950-10-23	—	—	6818 Spring St, Columbus, OH, 43276	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406320	CLM	Stephanie Vargas	1954-12-15	—	7878145246	5974 Desert Sky Blvd, Fresno, CA, 93745	0.50	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+3 more
ENR-123103	ENR	Jeffrey K Singh	2008-10-28	UHC-30073-49	9054588942	3844 Cedar Ln, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126934	ENR	Alan P Rice	1997-11-15	UHC-77693-50	7126101939	1231 Desert Sky Blvd, Phoenix, AZ, 85087	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126933	ENR	Alan P Rice	1997-11-15	UHC-77693-50	7126101939	1231 Desert Sky Blvd, Phoenix, AZ, 85087	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112399	ENR	Bobby Harper	1991-12-14	UHC-24069-93	2702784382	516 Park Pl, Fresno, CA, 93701	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426792	CLM	Scott Vazquez	1997-04-28	UHC-50406-76	3305732909	7201 Sunset Blvd, Charlotte, NC, 28225	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426791	CLM	Scott Vazquez	1997-04-28	UHC-50406-76	3305732909	7201 Sunset Blvd, Charlotte, NC, 28225	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424854	CLM	Thomas Butler	—	UHC-27322-96	2342784349	7572 Central Ave, Scottsdale, AZ, 85242	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-411426	CLM	Tim Rice	1953-04-19	—	9814006920	7553 Desert Sky Blvd, Tucson, AZ, 85723	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-104768	ENR	Lawrence V Estrada	1944-10-22	UHC-71464-18	2576532633	4645 Harbor Blvd, Columbus, OH, 43290	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59202	TPA	Jessica Romero	1959-11-02	—	6048115514	2273 Lincoln Way, Nashville, TN, 37264	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107762	ENR	Kevin Franklin	1974-07-23	UHC-68794-85	4983975282	8025 Valley View Dr, Gilbert, AZ, 85242	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418056	CLM	Brittany W Nunez	2006-06-06	UHC-13686-89	5748079358	2966 Cedar Ln, Seattle, WA, 98195	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133868	ENR	Nathan A Alvarez	1999-11-21	UHC-29311-43	7384171614	3534 Mesa Dr, Seattle, WA, 98176	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105673	ENR	Patryck Willis	1966-07-03	UHC-50932-49	4114404827	1850 Cedar Ln, Denver, CO, 80233	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
ENR-100971	ENR	Ronald Perez	1980-01-07	UHC-12194-35	4698227013	3180 Elm St, Charlotte, NC, 28284	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-432583	CLM	Mateo Caarlson	1937-10-22	—	5974108821	805 Ocean Ave, Atlanta, GA, 30382	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29470	PRV	Diana Pena	1978-11-05	—	9416171581	8865 Sunset Blvd, Atlanta, GA, 30309	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

9,980 rows, page 39 of 200Previous Next