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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62166	TPA	Mariana Owens	1998-06-24	—	5198981877	6172 Ocean Ave, Orlando, FL, 32836	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53427	TPA	Ben Webb	1967-03-24	UHC-91181-73	4184709271	9584 Hillcrest Rd, San Diego, CA, 92173	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-51830	TPA	Kevin Bakeer	2001-01-12	—	8966871486	9150 Church St, Jacksonville, FL, 32225	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57757	TPA	Mason Espinoza	1941-11-26	—	—	9727 Canyon Rd, Scottsdale, AZ, 85256	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59297	TPA	Maria Fields	2001-09-12	—	8792688239	8076 Highland Ave, Seattle, WA, 98195	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
TPA-64016	TPA	Christian Rivera	1988-10-19	UHC-65906-62	—	1552 Willow Ct, Tucson, AZ, 85785	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62182	TPA	Donald Adams	1946-11-07	—	—	9804 Sunset Blvd, Plano, TX, 75003	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57173	TPA	Albert Deniels	1954-05-11	—	—	5558 Oak St, Tampa, FL, 33681	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53542	TPA	Kimberly Maldonado	1991-02-08	—	—	8564 Washington St, Columbus, OH, 43255	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52342	TPA	Megan Chavez	2006-02-24	—	—	1613 Lincoln Way, Las Vegas, NV, 89112	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62152	TPA	Brian Matthews	1964-09-19	—	—	6673 Meadow Ln, Miami, FL, 33132	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56109	TPA	Diana V Bowman	1949-07-02	—	8376057654	3258 Forest Ave, Tucson, AZ, 85742	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61221	TPA	Dennis Daniels	1972-02-10	UHC-93018-85	—	3114 Elm St, Houston, TX, 77041	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60452	TPA	Sarah Boyd	1955-02-23	UHC-43849-79	8093101076	1040 Willow Ct, Glendale, AZ, 85376	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-55609	TPA	Ethan U Turner	1979-07-21	UHC-63512-82	—	3909 Central Ave, Seattle, WA, 98119	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-63469	TPA	Evelyn Hudson	1989-06-07	—	—	1021 Grand Ave, Plano, TX, 75034	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55119	TPA	Juan Jordan	2000-07-03	—	—	7107 Jefferson Ave, Plano, TX, 75064	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-60690	TPA	Beverly Butler	1993-10-06	UHC-36916-85	3688040538	8572 Ocean Ave, Houston, TX, 77078	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60540	TPA	Roger Harrison	1981-01-09	—	—	778 Harbor Blvd, Glendale, AZ, 85345	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-58622	TPA	Mary Lewis	1964-12-11	—	—	801 Highland Ave, Eden Prairie, MN, 55315	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55030	TPA	Olivia Andrews	1939-10-13	—	—	1729 Union St, Charlotte, NC, 28261	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50836	TPA	Kayla Berry	1951-03-20	—	—	1481 Bayshore Dr, Denver, CO, 80256	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54220	TPA	Samantha U Patterson	1973-10-20	—	—	1608 Sage Ct, Scottsdale, AZ, 85290	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-52374	TPA	Joshua Hill	1990-06-01	UHC-62851-11	2524879032	1228 Central Ave, Seattle, WA, 98125	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58384	TPA	Kevin Wheeler	1946-04-21	—	—	6231 Broadway, Plano, TX, 75022	0.78	Name split from “Last, First”Date of birth reformatted Address re-cased City re-cased+1 more
TPA-58869	TPA	Olivia Turner	1974-09-17	—	—	1202 Pine Dr, Tucson, AZ, 85746	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51011	TPA	Carl Morales	1979-12-15	—	6095466523	5098 Market St, Orlando, FL, 32800	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63187	TPA	Ann Garrett	1938-12-18	UHC-63615-33	2218085199	5563 Lincoln Way, Houston, TX, 77073	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54388	TPA	Christina Howell	1939-09-22	UHC-20356-10	—	6124 Mesa Dr, Tempe, AZ, 85271	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52775	TPA	Nicole Roodriguez	2008-05-07	—	9859842278	9401 Ocean Ave, Tempe, AZ, 85221	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63337	TPA	Janice Marshall	1985-05-08	UHC-01618-80	5874308972	8752 Spring St, Mesa, AZ, 85276	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61272	TPA	Sarah Wung	1948-03-17	UHC-18126-07	—	8431 Desert Sky Blvd, Houston, TX, 77032	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54564	TPA	Emma Hawkins	1947-08-08	UHC-98014-78	—	1302 Ocean Ave, Nashville, TN, 37263	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53996	TPA	Gabriel Munoz	1938-08-21	—	—	1299 Indian School Rd, Glendale, AZ, 85370	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58145	TPA	Nicholas Garrett	1987-02-16	—	—	8090 Lincoln Way, Tucson, AZ, 85776	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56794	TPA	Gabriel N Davis	1980-10-28	—	—	7481 Church St, Tampa, FL, 33684	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60144	TPA	Olivia Cooper	1981-09-05	—	—	683 Bayshore Dr, Minneapolis, MN, 55492	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-55180	TPA	Arjun Herrera	1983-12-20	—	—	6028 Maple Ave, Chandler, AZ, 85287	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58296	TPA	Brittany Lucas	1951-04-16	—	—	495 Washington St, San Antonio, TX, 78269	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59426	TPA	Peter Ferguson	1948-03-25	—	—	1560 Central Ave, Houston, TX, 77066	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60084	TPA	Stephanie Williamson	1949-05-06	UHC-63783-56	9729341424	4702 Central Ave, Austin, TX, 78722	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55772	TPA	Michael Castillo	1991-06-26	—	3536235228	9313 Sage Ct, Scottsdale, AZ, 85203	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52606	TPA	Pamela Jones	1975-12-10	—	—	2254 Spring St, Fresno, CA, 93792	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58081	TPA	Janet Morrison	1993-11-28	—	2848247814	9399 Cedar Ln, San Antonio, TX, 78206	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55900	TPA	Camila Snyder	1951-11-11	—	—	8443 Valley View Dr, Austin, TX, 78762	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-54731	TPA	Marilyn Reyes	1964-03-28	—	—	8962 Elm St, Houston, TX, 77055	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-52854	TPA	Carlos Santiago	1977-10-23	—	5372772702	2768 Ocean Ave, Eden Prairie, MN, 55373	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64344	TPA	Ana Murphhy	1949-09-21	—	—	2678 Bayshore Dr, Tempe, AZ, 85265	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55692	TPA	Elijah Meyer	1957-01-17	—	—	1014 Mountain View Dr, Atlanta, GA, 30316	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-50076	TPA	Mason Williams	1994-07-17	—	—	6790 Valley View Dr, Eden Prairie, MN, 55389	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

7,854 rows, page 113 of 158Previous Next