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

Third-party administrator, 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
TPA-63679	TPA	Kathryn Z Vasquez	1960-12-12	UHC-42036-52	—	9460 Sunset Blvd, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-56431	TPA	Henry Pierce	2006-12-27	—	—	1170 Camelback Rd, Jacksonville, FL	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
TPA-59802	TPA	Omaar Myres	1982-12-10	—	—	7679 Maple Ave, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52612	TPA	Hunt Stephanie	1938-10-16	—	4562020786	1688 Grand Ave, San Diego, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-60521	TPA	John Hamilton	1939-02-07	—	—	3945 Main St, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-62248	TPA	Gabriel Weber	2004-05-01	—	—	3435 Desert Sky Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52372	TPA	Elijah Tran	2008-03-05	—	6005697813	5797 Elm St, San Antonio, TX	0.66	Phone reformatted State name converted to code ZIP missing Email lower-cased+1 more
TPA-63720	TPA	Soophia Wang	1950-01-28	—	6203519167	6636 Spring St, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62149	TPA	Eric I Schmidt	2005-05-04	—	—	311 Meadow Ln, Mesa, AZ	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
TPA-55955	TPA	Ashley A Arnold	1960-12-17	—	—	5208 Baseline Rd, Sacramento, CA	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
TPA-55035	TPA	Brenda Tran	1994-10-17	—	—	9506 Lake View Rd, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-63717	TPA	Doris Mendez	1997-11-25	—	—	4014 Harbor Blvd, Miami, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57283	TPA	Omar Castro	1938-12-18	UHC-52606-73	—	6204 Forest Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-59326	TPA	Kathleen Santiago	1943-10-11	—	5027555551	3108 Apache Blvd, Las Vegas, NV	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53473	TPA	Tyler Long	1981-04-15	—	4175177821	277 Jefferson Ave, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58141	TPA	Justin X Schultz	1985-08-09	—	—	6556 Mountain View Dr, Glendale, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-51217	TPA	Maria Clark	1994-08-10	—	—	6838 Central Ave, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-63614	TPA	Ryan Martinez	1951-06-25	—	—	7459 Main St, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-55577	TPA	Janet Carpenter	1987-05-09	UHC-93080-30	2083223594	9345 Sunset Blvd, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62876	TPA	Diego Li	1992-02-05	—	—	181 Meadow Ln, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62875	TPA	Diego Li	1992-02-05	—	—	181 Meadow Ln, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52802	TPA	Ralph J Gutierrez	1950-11-24	UHC-07884-13	—	1974 Meadow Ln, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-56547	TPA	Christina Gardner	1973-08-26	—	—	3126 Central Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-63730	TPA	Sharon Lewis	1982-06-20	—	—	7383 Central Ave, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53276	TPA	Thersea Little	1957-10-27	—	2475402381	3599 Meadow Ln, Eden Prairie, MN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
TPA-63375	TPA	Natalie Z Silva	1982-06-24	—	—	6923 Bayshore Dr, Eden Prairie, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61347	TPA	Emily Knight	1985-04-13	—	—	7278 Harbor Blvd, Jacksonville, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62686	TPA	Lori Franklin	1982-04-15	—	—	3386 Washington St, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55505	TPA	Lauren Holmes	1992-02-16	—	2107885949	8144 Camelback Rd, Austin, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
TPA-55501	TPA	Denny Dunn	1984-02-25	—	—	4708 Valley View Dr, Tucson, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61087	TPA	Christopher Payne	1996-03-28	—	—	5133 Canyon Rd, Houston, TX	0.66	Name re-cased City re-cased State name converted to code ZIP missing+1 more
TPA-55804	TPA	Charlotte Gomez	1939-09-12	—	4559728822	7981 River Rd, Sacramento, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-60885	TPA	Joyce Sanchez	1966-10-24	UHC-16910-09	5079071539	2620 Market St, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-55329	TPA	Kayla Bradley	1953-02-12	—	—	3936 Jefferson Ave, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-55328	TPA	Kayla Bradley	1953-02-12	—	—	3936 Jefferson Ave, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-63352	TPA	Hannah Arnld	1989-06-16	—	3699562370	4860 Desert Sky Blvd, Charlotte, NC	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63087	TPA	Helen Diaz	2000-05-28	—	—	5905 Camelback Rd, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-63327	TPA	Brian Evnas	1955-01-05	—	3974220095	7147 Cedar Ln, Nashville, TN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63871	TPA	Josh Crawford	1966-05-13	—	8655014135	7519 Elm St, Denver, CO	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58079	TPA	Bboby E Rodriguez	1967-01-04	UHC-12282-59	—	2655 Bayshore Dr, Phoenix, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54780	TPA	Rebecca Vasquez	2002-07-27	—	—	8831 Canyon Rd, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-51359	TPA	Ralph Clark	1960-06-27	—	—	6348 Indian School Rd, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-51547	TPA	Marilyn Hayes	1971-05-03	—	—	9800 Grand Ave, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-62168	TPA	Willie Valdez	1988-02-17	—	—	5816 Washington St, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-63353	TPA	Stephen Armstrong	1947-08-05	—	—	6996 Spring St, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-54333	TPA	Alexis Ruiz	1973-05-05	—	—	3858 Harbor Blvd, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-58397	TPA	Theresa Thompson	1998-04-21	—	3065372127	7858 Palm Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54595	TPA	Marilyn Hill	1991-04-08	—	—	8995 Desert Sky Blvd, Tucson, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-56740	TPA	Jacqueline McCoy	1939-11-01	—	9819756254	4927 Church St, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-59516	TPA	Heather Duncan	1946-05-05	—	—	7012 Central Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more

1,012 rows, page 14 of 21Previous Next