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-55009	TPA	Christina Guzman	1999-07-27	—	—	3359 Cedar Ln, Scottsdale, AZ, 85253	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59595	TPA	Martha Morgan	1992-06-22	—	—	9387 Elm St, Denver, CO, 80249	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56249	TPA	Angela Espinoza	2005-12-14	—	—	764 Cedar Ln, Gilbert, AZ, 85219	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58086	TPA	James N Jacobs	1938-03-16	—	—	3229 Park Pl, Seattle, WA, 98131	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60319	TPA	Maria X Coleman	1984-05-06	—	—	2369 Broadway, Houston, TX, 77031	0.78	Name re-cased Date of birth reformatted Address re-cased State name converted to code+1 more
TPA-53275	TPA	Christian Reynolds	1969-04-15	—	—	836 Bayshore Dr, Plano, TX, 75001	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64177	TPA	Patricia Watson	1939-08-16	—	6788158135	5752 Desert Sky Blvd, Eden Prairie, MN, 55352	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54781	TPA	Jordan Burke	1989-12-25	—	—	6875 Meadow Ln, Miami, FL, 33177	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52335	TPA	Logan Williams	1942-05-11	—	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-62781	TPA	Dylan George	1994-10-24	—	—	5000 Bayshore Dr, Tampa, FL, 33663	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59667	TPA	Scott Bell	1976-09-05	UHC-21307-72	9677402548	5175 Union St, Columbus, OH, 43267	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62786	TPA	Hannah Valdez	1969-03-27	—	—	4569 Baseline Rd, Glendale, AZ, 85357	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57616	TPA	Nancy Hughes	1997-02-05	—	6757855487	7424 Cedar Ln, Las Vegas, NV, 89131	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58771	TPA	Elijah Adams	1968-01-13	—	—	4148 Highland Ave, Denver, CO, 80274	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62243	TPA	Cynthia Wells	1967-12-28	—	—	6936 Camelback Rd, San Diego, CA, 92168	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59139	TPA	Brandon Johnston	1979-09-16	—	—	9503 Lake View Rd, Seattle, WA, 98108	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-60700	TPA	Charlie Murray	1952-10-15	—	6703295030	8544 Apache Blvd, Nashville, TN, 37208	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50808	TPA	Theresa Olson	1955-11-04	—	—	9320 Main St, Glendale, AZ, 85354	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55471	TPA	Harold Smith	1965-12-25	—	—	6838 Camelback Rd, Denver, CO, 80214	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62308	TPA	Joyce Nunez	1991-01-18	—	—	6894 Desert Sky Blvd, Seattle, WA, 98141	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56664	TPA	Jeremy Long	2005-07-23	—	—	2147 Market St, Miami, FL, 33138	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58557	TPA	Christine X Duncan	2004-09-21	—	4579378079	5366 Canyon Rd, Minneapolis, MN, 55465	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51418	TPA	Brandon Pierce	1995-12-09	—	—	1835 Spring St, Charlotte, NC, 28289	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52580	TPA	Grace Vazquez	2000-05-14	—	7892399863	5067 Apache Blvd, Gilbert, AZ, 85265	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60156	TPA	Raymond Collins	1971-03-26	—	—	6254 Forest Ave, Seattle, WA, 98140	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-61748	TPA	Brittany M Gonzalez	2006-07-09	—	—	694 Cedar Ln, Austin, TX, 78745	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54659	TPA	Stephanie Porter	2001-02-18	—	—	3225 Forest Ave, Denver, CO, 80200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55465	TPA	Maria B Nunez	1952-09-06	—	—	2337 Palm Dr, Austin, TX, 78780	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51338	TPA	Hannah Aguilar	1973-09-23	—	—	5872 Harbor Blvd, Minneapolis, MN, 55402	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57678	TPA	Zachary Nelson	2000-07-12	UHC-64332-58	2539836843	4937 Mesa Dr, Orlando, FL, 32855	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59167	TPA	Evelyn Rios	1993-08-16	—	—	5133 Grand Ave, Tucson, AZ, 85754	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59166	TPA	Evelyn Rios	1993-08-16	—	—	5133 Grand Ave, Tucson, AZ, 85754	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63155	TPA	Heather Saalzar	1968-04-04	—	—	8565 Highland Ave, Denver, CO, 80256	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52025	TPA	Billy Tucker	1987-12-20	—	—	1246 Hillcrest Rd, Tampa, FL, 33679	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53882	TPA	Pamela Obrien	1944-02-20	—	—	3981 River Rd, Glendale, AZ, 85362	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62495	TPA	Beverly Ross	1960-07-26	—	—	8373 Hillcrest Rd, Eden Prairie, MN, 55370	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60177	TPA	Ryan U Soto	2002-11-11	—	—	8891 Union St, Tempe, AZ, 85233	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51582	TPA	Evelyn Ray	1941-10-09	—	—	1967 Camelback Rd, Eden Prairie, MN, 55330	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-52332	TPA	Sophia Schultz	1979-05-28	—	2338750924	2062 Jefferson Ave, Phoenix, AZ, 85019	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-61590	TPA	Paul W Nguyen	1940-12-21	—	6184889896	5086 Park Pl, Denver, CO, 80211	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53170	TPA	Grece Hayes	1964-09-27	—	2225621741	4935 Apache Blvd, Orlando, FL, 32804	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63051	TPA	Sofia Richards	1997-06-09	—	5318896083	7080 Market St, Tampa, FL, 33690	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50935	TPA	Rebecca Clark	2004-07-06	UHC-91106-06	—	4900 Market St, San Antonio, TX, 78263	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-61675	TPA	Hiroshi Greene	1997-09-26	—	—	7106 Market St, Sacramento, CA, 95896	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-53181	TPA	Wei Day	1964-04-22	—	—	3556 Baseline Rd, Seattle, WA, 98132	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-54658	TPA	Keith Campbell	1962-05-19	UHC-28637-30	4843988297	5441 Meadow Ln, Nashville, TN, 37234	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62286	TPA	Carol Stevens	1947-08-14	—	7813958341	5527 Highland Ave, Eden Prairie, MN, 55321	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64281	TPA	Roy James	1967-08-14	—	—	8311 Main St, Tucson, AZ, 85778	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51390	TPA	Heather Crawford	1983-05-19	—	9736054805	949 Camelback Rd, Tampa, FL, 33682	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59029	TPA	Frank Burton	1964-11-25	—	5826910621	7178 Indian School Rd, Minneapolis, MN, 55493	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

7,854 rows, page 122 of 158Previous Next