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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56566	TPA	Rebecca Bailey	1986-12-20	—	—	1884 Willow Ct, Jacksonville, FL, 32214	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-61056	TPA	Russell Rogers	1989-10-26	—	—	2184 Grand Ave, Nashville, TN, 37248	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50181	TPA	Heather Hunt	2001-05-18	—	—	4288 Baseline Rd, Sacramento, CA, 95890	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62652	TPA	Diana Mills	1972-11-19	—	8517641826	7835 Broadway Apt 25, Atlanta, GA, 30342	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
TPA-50435	TPA	Christian Knight	1939-09-07	—	2884829234	5667 Broadway, San Antonio, TX, 78204	0.76	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
TPA-56296	TPA	Jose Lopez	2001-01-13	UHC-63472-97	4102847568	1260 Elm St, Plano, TX, 75012	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-52644	TPA	Douglas Walker	1961-03-24	—	—	4492 Meadow Ln, Sacramento, CA, 95824	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50512	TPA	Jerry West	2005-09-21	—	—	5719 Willow Ct, Chandler, AZ, 85278	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53445	TPA	Aaron Richardson	2005-03-08	UHC-17201-17	6953255626	7110 Indian School Rd, Houston, TX, 77077	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-55473	TPA	Bevelry Padilla	1988-12-19	—	6967591907	404 Park Pl, Denver, CO, 80256	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57009	TPA	Jordan Bailey	1963-06-28	UHC-61063-87	—	7325 Harbor Blvd, Eden Prairie, MN, 55313	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58809	TPA	Maria Holmes	1944-06-28	—	—	3447 Desert Sky Blvd, Tempe, AZ, 85290	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61567	TPA	Barbara Dunn	2007-01-04	—	4253954487	8620 Cedar Ln, Miami, FL, 33198	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56240	TPA	Ralph Cole	1964-06-11	—	2518714110	9782 Valley View Dr, Tucson, AZ, 85778	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
TPA-54339	TPA	Jose Carter	1996-09-11	—	—	9314 Jefferson Ave, Jacksonville, FL, 32281	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59898	TPA	Mark Perez	1962-05-13	—	—	8922 Canyon Rd, Los Angeles, CA, 90089	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62277	TPA	Sean Kelly	2003-08-08	—	—	4766 Grand Ave, Eden Prairie, MN, 55307	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56057	TPA	Dyylan Andrews	1961-11-08	—	8068906466	7202 Washington St, Sacramento, CA, 95879	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61640	TPA	Hiiroshi H Smith	1993-06-06	—	3558748275	3852 Elm St, Las Vegas, NV, 89111	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63661	TPA	Megan Vargas	2001-01-27	—	—	7543 Grand Ave, San Antonio, TX, 78266	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55874	TPA	Marcus Whte	1984-02-10	UHC-00927-15	8558303111	3172 Main St, Scottsdale, AZ, 85299	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-59397	TPA	Dylan Bowman	1984-06-22	—	4386976432	2383 Cedar Ln, Jacksonville, FL, 32237	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54615	TPA	Bradley Perkins	2003-08-26	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
TPA-61043	TPA	Sean Campbell	1982-12-12	UHC-19745-75	3667000422	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-59344	TPA	Juan Dean	1979-07-12	—	9192093811	7400 Church St, Glendale, AZ, 85376	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59619	TPA	Andrea Marquez	2008-10-18	UHC-63854-86	6473618372	7039 Grand Ave, Houston, TX, 77056	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-58893	TPA	Rebecca Foster	1972-09-20	—	3755638106	2598 Oak St, San Diego, CA, 92198	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58291	TPA	Alike Herrera	1980-06-25	—	—	4802 Camelback Rd, Tucson, AZ, 85783	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59125	TPA	Santiago U Bishop	1969-09-14	—	—	5634 Bayshore Dr, Atlanta, GA, 30367	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55279	TPA	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd, Gilbert, AZ, 85245	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58885	TPA	Wei Griffin	1983-07-13	—	—	6937 Union St, Houston, TX, 77001	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-56277	TPA	Philip Valdez	1996-03-02	—	7198936030	713 Camelback Rd, Denver, CO, 80234	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57475	TPA	Bradley Sims	2006-09-04	—	7973864640	5554 Cedar Ln, Atlanta, GA, 30300	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51321	TPA	Fatima Ryan	1959-08-24	—	—	9612 Ridge Rd, Austin, TX, 78767	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51602	TPA	Janice Ramirez	1972-02-17	—	—	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51601	TPA	Janice Ramirez	1972-02-17	—	—	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50425	TPA	Camila Cruz	1998-04-14	—	5088337527	3842 Ocean Ave, Atlanta, GA, 30346	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63648	TPA	Diana Cruz	1984-05-15	—	—	2273 Main St, Orlando, FL, 32808	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55526	TPA	Thomas H Webb	1966-07-03	—	—	5126 Cedar Ln, Scottsdale, AZ, 85220	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63254	TPA	Martha J Marquez	2002-07-06	—	8807405655	6570 Mesa Dr, Phoenix, AZ, 85053	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64101	TPA	Albert Herrera	1941-05-20	—	8202511168	5804 Lake View Rd, Plano, TX, 75063	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60441	TPA	Linda Barnes	1984-10-21	UHC-93776-99	4523407863	1023 Palm Dr, Chandler, AZ, 85252	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-50253	TPA	Mateo Espinoza	1979-03-21	UHC-22304-73	7177346822	2755 Central Ave, Austin, TX, 78798	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-60145	TPA	Olivia Coopper	1981-09-05	—	6877811662	683 Bayshore Dr, Minneapolis, MN, 55492	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59884	TPA	Bob Marquez	1950-08-05	—	—	590 Palm Dr, Scottsdale, AZ, 85200	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62480	TPA	Karen T Fisher	1987-06-18	—	—	3938 Camelback Rd, Austin, TX, 78730	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55460	TPA	Brandon Munoz	1954-08-13	—	—	7696 Highland Ave, Tempe, AZ, 85265	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-61968	TPA	Justin Cox	1948-02-24	—	—	614 Ridge Rd, Atlanta, GA, 30383	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57558	TPA	Timothy Wong	1965-08-08	—	6834109706	3169 Camelback Rd, Fresno, CA, 93793	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56732	TPA	Steven K Welch	1999-11-20	UHC-45711-80	—	259 Broadway, Los Angeles, CA, 90000	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more

4,728 rows, page 40 of 95Previous Next