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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126268	ENR	XJunk	1994-02-07	UHC-72104-05	8603519447	8276 Spring St, Las Vegas, NV	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120562	ENR	Anna C Fox	1995-06-05	UHC-77555-18	4938302103	8586 Central Ave, San Diego, CA	0.52	Middle initial moved out of first name Phone reformatted City re-cased ZIP missing+2 more
ENR-108626	ENR	Kevin Boyd	2007-02-20	UHC-41277-68	4229242477	9379 Ridge Rd Apt 30, Columbus, OH	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105083	ENR	Dorothy T Clakr	1989-03-13	UHC-97273-05	—	9671 Sunset Blvd, San Antonio, TX	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-136287	ENR	Bradley E Lawrence	1991-06-06	UHC-86126-65	8235323645	4747 Desert Sky Blvd, Jacksonville, FL	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61253	TPA	Joe Bradley	2005-11-16	—	—	5348 Apache Blvd Apt 39, Denver, CO	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140830	ENR	Elizzabeth V Lucas	2008-07-01	UHC-40561-13	8098235084	8572 Sage Ct Apt 37, Plano, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
TPA-55600	TPA	Zachary Gonzalez	1994-03-17	—	9378045143	6204 Hillcrest Rd, Las Vegas, NV	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-111851	ENR	Juan Carroll	1960-11-20	UHC-88791-78	2164361800	6460 Church St # 925, San Antonio, TX	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114075	ENR	Ethna Jacobs	1943-12-05	UHC-87152-41	7244354459	8666 Mountain View Dr, Glendale, AZ	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121198	ENR	George C Sanchez	1970-05-24	UHC-75107-90	2257196452	1944 Park Pl Apt 15, Seattle, WA	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
PRV-24739	PRV	Rivera Logan	1976-05-01	UHC-27810-95	7747795587	8658 Elm St Apt 11, Phoenix, AZ	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-134254	ENR	Jese P Park	1950-02-11	UHC-31353-24	9487225676	5096 Valley View Dr, Charlotte, NC	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104001	ENR	Ann O Adams	1964-03-09	UHC-49487-89	9476613565	4774 Broadway, Scottsdale, AZ	0.52	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-134691	ENR	Dennis Warren	1969-11-23	UHC-83107-26	8718928053	5204 Bayshore Dr, Dallas, TX	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416222	CLM	Donna Edwards	2006-07-13	UHC-93006-69	3987702080	7842 Harbor Blvd, Gilbert, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-409804	CLM	Knight Wayne	1983-04-27	UHC-95604-13	—	6599 Market St # 292, Chandler, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134956	ENR	Hannah Ortiz	1957-10-10	UHC-87191-37	4432852812	6790 Harbor Blvd, San Diego, CA	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123550	ENR	George Silva	1972-09-06	UHC-43784-68	4807252921	9064 Camelback Rd, Glendale, AZ	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405793	CLM	Walter Mejia	1953-04-24	—	—	2777 Indian School Rd, Houston, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412142	CLM	Sean A Roberts	1959-07-19	UHC-73892-44	2164810149	7042 Ocean Ave, Eden Prairie, MN	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-27527	PRV	Charlotte V Nichols	1970-05-19	UHC-53965-50	8148244059	3495 Market St # 722, Columbus, OH	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-59754	TPA	Joyce K Reynolds	1963-10-28	—	—	3813 Harbor Blvd, Sacramento, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-132014	ENR	Abigail Luna	1940-11-08	UHC-74464-69	6709880589	4651 Hillcrest Rd, Jacksonville, FL	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-429211	CLM	Ronald Henry	—	UHC-15188-94	6573050700	8751 Park Pl, Chandler, AZ	0.52	Date of birth unreadable Phone reformatted Member ID reformatted ZIP missing+2 more
TPA-59842	TPA	Andrew Carr	1974-06-15	—	—	1806 Church St, Houston, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-420395	CLM	Christian Simmons	1942-08-17	—	—	2759 Main St, Atlanta, GA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420870	CLM	Donna Cook	—	—	—	6772 Desert Sky Blvd, Nashville, TN	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403063	CLM	Angela Franklin	1956-01-13	UHC-82634-27	—	8529 Lake View Rd, Scottsdale, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
TPA-60968	TPA	Kenneth West	1989-04-08	—	—	8925 Pine Dr, Austin, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-60967	TPA	Kenneth West	1989-04-08	—	—	8925 Pine Dr, Austin, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-425423	CLM	Barbara S Park	1982-05-01	UHC-16638-84	3326972621	4177 Pine Dr, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416997	CLM	Abigail H Gomez	1954-05-20	—	—	9733 Apache Blvd, Tempe, AZ	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-111886	ENR	Carlos E Black	1984-07-05	UHC-87243-22	4546646146	1501 Willow Ct, Houston, TX	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26098	PRV	Barbara Z Fields	—	—	3183196559	5933 Oak St, Glendale, AZ	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429355	CLM	Isabella Shaw	1942-11-09	—	—	1072 Maple Ave, Tampa, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134984	ENR	Katherine G King	1976-10-05	UHC-75429-97	6082717320	7807 Baseline Rd, Atlanta, GA	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412591	CLM	Jordan Wheeer	—	UHC-68353-50	—	7792 Sage Ct, Dallas, TX	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-60389	TPA	Patrick Knight	1978-08-19	—	—	4240 Indian School Rd, Plano, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103484	ENR	Marcus Richards	2008-01-28	UHC-72468-49	7475956022	8720 Market St Apt 18, Atlanta, GA	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419082	CLM	Magaret Parker	1970-03-03	UHC-49124-60	8119125673	2902 Willow Ct, Fresno, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55047	TPA	Terry N Arnold	1952-02-27	—	—	5298 Elm St, Sacramento, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104967	ENR	Robert Wels	1957-10-10	UHC-36855-16	2588341398	3675 Mountain View Dr # 443, San Antonio, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-404497	CLM	Heather Soto	1972-04-28	UHC-92949-91	9742559371	4780 Union St, Tampa, FL	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58258	TPA	Aisha Snyder	1967-03-11	—	—	7756 Hillcrest Rd, Atlanta, GA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-410690	CLM	Robertson M Ahmed	1973-04-27	—	—	9758 Valley View Dr, Sacramento, CA	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123947	ENR	Diana H Lopez	1990-12-20	UHC-00021-65	6766634845	7282 Sunset Blvd, Tempe, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411817	CLM	Jason Robinson	1978-02-06	—	5295219982	3577 Lake View Rd, Atlanta, GA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
TPA-63705	TPA	Madison Spencer	1973-01-18	—	9489971918	8387 River Rd, Denver, CO	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58647	TPA	Carolyn Gordn	1956-11-16	UHC-62649-12	—	5433 Desert Sky Blvd, Scottsdale, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more

7,146 rows, page 39 of 143Previous Next