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-57444	TPA	Matthew Green	1993-09-16	—	—	1531 Oak St, Gilbert, AZ	0.70	ZIP missing Gender normalised Placeholder values cleared
TPA-63746	TPA	Adam Alexander	1994-02-24	—	4056762359	1034 Harbor Blvd, Eden Prairie, MN	0.70	State name converted to code ZIP missing Placeholder values cleared
TPA-56369	TPA	Nicole K Banks	1996-12-26	—	—	2517 Mountain View Dr, Mesa, AZ	0.70	Two-digit birth year ZIP missing Placeholder values cleared
TPA-52690	TPA	Laura Perkins	1956-09-28	—	—	5448 Baseline Rd # 300, Minneapolis, MN	0.70	Unit split from street ZIP missing Placeholder values cleared
TPA-64330	TPA	Laura Torres	1972-04-11	—	—	3253 Willow Ct, Columbus, OH	0.70	ZIP missing Gender normalised Placeholder values cleared
TPA-51277	TPA	RonaldJunk	2003-05-26	UHC-91719-11	—	373 Oak St, Eden Prairie, MN	0.70	ZIP missing Placeholder values cleared No usable name (quarantined)
TPA-60238	TPA	Aisha U Davis	1941-09-24	UHC-53783-77	—	7376 Broadway, Orlando, FL	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
TPA-55783	TPA	Zachary Morales	1995-08-08	—	—	9060 Washington St, Tampa, FL	0.70	Two-digit birth year ZIP missing Placeholder values cleared
TPA-50715	TPA	Judy Schultz	1971-11-05	—	6744583506	3200 Ridge Rd, Minneapolis, MN	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-56890	TPA	Austin Reid	1958-06-25	—	6234439959	6147 Harbor Blvd, Mesa, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
TPA-53818	TPA	Vincent Gordon	1973-01-03	—	2558169267	1710 Central Ave, Miami, FL	0.76	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
TPA-51697	TPA	Ashley Thompson	1961-04-11	—	—	5781 Broadway, Miami, FL	0.76	Name re-cased Date of birth reformatted Address re-cased ZIP missing+2 more
TPA-54487	TPA	Jmaes Johnson	1945-07-21	UHC-22933-11	—	9124 Grand Ave, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing+2 more
TPA-62806	TPA	Amber Henderson	1970-08-09	—	—	7298 Broadway, Sacramento, CA	0.76	Name re-cased Address re-cased State code upper-cased ZIP missing+2 more
TPA-51397	TPA	Rachel Washington	1965-11-02	—	5644745667	7169 Broadway, Glendale, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
TPA-53813	TPA	Paul Holmes	1953-01-28	—	—	5401 Forest Ave, Scottsdale, AZ	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
TPA-58275	TPA	Keith Vaquez	1956-11-01	—	4265038884	1466 Broadway, Plano, TX	0.76	Phone reformatted Address re-cased City re-cased ZIP missing+2 more
TPA-60901	TPA	Mara Robinson	1938-05-19	—	4207410329	7834 Apache Blvd, Plano, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
TPA-60875	TPA	Helen Welch	1953-04-03	—	—	2008 Jefferson Ave, Tucson, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-58298	TPA	Anthony Taylor	2004-02-11	—	4845118648	1177 Sage Ct, San Antonio, TX	0.76	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
TPA-53028	TPA	Jonathan Johnson	1946-02-08	—	—	2808 Broadway, Dallas, TX	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-64049	TPA	Julie Evans	1978-10-16	UHC-51135-08	—	847 Sage Ct, Tucson, AZ	0.76	Date of birth reformatted Member ID reformatted City re-cased ZIP missing+2 more
TPA-56079	TPA	Roger Stewart	1968-02-21	—	9217988735	6205 Sage Ct, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted ZIP missing Email lower-cased+2 more
TPA-52497	TPA	Jackie Fowler	1999-12-16	UHC-41947-43	—	1885 Central Ave, Jacksonville, FL	0.76	Date of birth reformatted City re-cased ZIP missing Plan code upper-cased+2 more
TPA-59874	TPA	Bobby Wilson	1980-12-08	UHC-65025-01	—	2048 Lake View Rd, San Antonio, TX	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
TPA-63207	TPA	Barrbara Peters	1951-04-10	—	6223928410	4436 Maple Ave, Tampa, FL	0.78	City re-cased ZIP missing Email lower-cased Whitespace trimmed+1 more
TPA-51505	TPA	Dennis T Weber	1990-02-17	—	2712935696	4987 Camelback Rd, Houston, TX	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
TPA-60769	TPA	Lawrence Ortiz	1977-03-25	UHC-54477-49	—	3355 Highland Ave, Dallas, TX	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-61660	TPA	Alan Price	1973-10-17	—	—	1978 Cedar Ln, Scottsdale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-60564	TPA	Denise Jackson	1949-03-07	UHC-63308-42	—	3077 Valley View Dr, Tampa, FL	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-50951	TPA	Benjamin Obriien	1938-08-21	UHC-68311-73	5019348070	3925 Central Ave, Glendale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-64346	TPA	Jnaet Hernandez	1974-05-06	—	—	37 Oak St, Orlando, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-50866	TPA	Anna Shaw	1956-08-26	—	5074415820	8585 Desert Sky Blvd, San Antonio, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-62760	TPA	Susan I Fields	1959-01-25	UHC-67312-24	—	8220 Grand Ave, Atlanta, GA	0.78	City re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
TPA-57170	TPA	Theresa Herrera	1945-04-08	—	—	4862 Indian School Rd, Tempe, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-55149	TPA	Valentina L Burke	1940-09-27	—	—	5368 Elm St, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
TPA-53576	TPA	Richard Silva	2005-06-25	UHC-51819-30	2443506833	4024 Lake View Rd, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-58854	TPA	Victoria Salazar	1970-06-13	—	—	9172 Lake View Rd, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-55348	TPA	Eugene B Ortiz	1992-06-02	UHC-22443-97	7517879983	8364 Broadway, Tucson, AZ	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
TPA-54105	TPA	Christian Rojas	2002-10-10	UHC-82285-28	7739920381	2152 Oak St, Phoenix, AZ	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
TPA-54728	TPA	Judy Maritn	1977-07-26	—	9288111335	9886 Highland Ave, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
TPA-51235	TPA	Karen Bishop	1983-05-01	—	8607064390	5869 Mountain View Dr, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
TPA-61464	TPA	Ahmed Grza	1940-04-10	UHC-76720-29	6492316062	4490 Elm St, Scottsdale, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+1 more
TPA-53163	TPA	Mason Harper	1996-05-08	UHC-52064-23	—	6142 Hillcrest Rd, Fresno, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-51921	TPA	Jensen Gregory	2005-08-16	—	—	3096 Pine Dr, Scottsdale, AZ	0.78	Name re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
TPA-57151	TPA	Dylan Rogers	1953-07-20	—	8109434477	9893 Sunset Blvd, Denver, CO	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more
TPA-55459	TPA	Munoz Brandon	1954-08-13	—	—	7696 Highland Ave, Tempe, AZ	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
TPA-60196	TPA	Keith Griffin	1979-04-15	—	5088426049	1713 Cedar Ln, Sacramento, CA	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP missing+1 more
TPA-62128	TPA	Sharon Collins	1974-04-03	—	—	3328 Camelback Rd, Charlotte, NC	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-51603	TPA	Janice Ramirez	1973-02-17	—	—	4673 Sunset Blvd, Eden Prairie, MN	0.78	Date of birth reformatted State code upper-cased ZIP missing Whitespace trimmed+1 more

1,012 rows, page 17 of 21Previous Next