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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51257	TPA	Elijah Porter	1950-09-15	—	—	1434 Canyon Rd, Columbus, OH, 43202	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61070	TPA	Alice Morrison	1965-01-13	—	2293968938	7940 Sage Ct, San Antonio, TX, 78265	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-51315	TPA	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-59404	TPA	Mason L Miller	1955-12-23	—	5818967848	825 Mountain View Dr, Houston, TX, 77005	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-63345	TPA	Nicholas R Wright	1948-05-06	—	—	9424 Park Pl, Columbus, OH, 43204	0.66	Name re-cased SSN last four extracted State name converted to code Whitespace trimmed+1 more
TPA-53492	TPA	Bryan Ryan	1983-06-11	—	—	1607 Desert Sky Blvd, Sacramento, CA, 95858	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
TPA-52780	TPA	Frances Mason	1979-03-07	—	—	7506 Highland Ave, Scottsdale, AZ	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
TPA-51938	TPA	Wei Gardner	1971-04-01	—	6495336650	7039 Apache Blvd, Columbus, OH, 43244	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56592	TPA	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-58328	TPA	Jonathan George	1950-03-11	—	2903031049	3565 Jefferson Ave, Jacksonville, FL, 32270	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-53737	TPA	Joe Matthews	1945-05-09	—	—	1238 Willow Ct, Las Vegas, NV, 89183	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-60927	TPA	Heather Carr	1940-09-28	—	—	7272 Spring St, San Antonio, TX, 78284	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-58548	TPA	Gloria Stone	1945-12-08	—	—	2470 Indian School Rd, Fresno, CA, 93724	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55003	TPA	Shirley Harrison	—	—	—	1543 Sunset Blvd, Fresno, CA, 93743	0.66	Name re-cased Date of birth missing City re-cased State name converted to code+1 more
TPA-52264	TPA	Richard Hudson	1974-01-08	—	7017400006	7415 Sage Ct, Seattle, WA, 98183	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64068	TPA	Cynthia Le	1945-09-14	—	—	3532 Pine Dr, Chandler, AZ, 85275	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58535	TPA	Pat Valdez	2004-08-20	—	5963246416	4711 Pine Dr, Columbus, OH, 43210	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63227	TPA	Jesse Jones	1967-07-15	—	—	9066 Union St, Tampa, FL, 33627	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56627	TPA	Amanda Carter	2008-02-14	—	—	4036 Valley View Dr, Chandler, AZ, 85274	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-51906	TPA	Teresa George	1971-06-02	—	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63168	TPA	Nancy Porter	1940-07-15	—	—	6331 Ocean Ave, Dallas, TX, 75291	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-64033	TPA	Tyler D Garza	1981-11-03	UHC-04182-51	6153694746	2887 Maple Ave, Gilbert, AZ, 85268	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-59372	TPA	Diana Lane	1990-09-25	—	—	3391 Indian School Rd, Mesa, AZ, 85265	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
TPA-55998	TPA	Frances Jacobs	1974-02-01	—	—	4632 Baseline Rd, Minneapolis, MN, 55474	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-52921	TPA	Amy Daniels	2007-04-08	—	—	1993 Main St, San Antonio, TX, 78293	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-63571	TPA	Judy Knight	1961-12-28	UHC-66791-46	—	1771 Ridge Rd Apt 24, Scottsdale, AZ, 85284	0.66	Date of birth reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
TPA-54906	TPA	Mark P Kennedy	2004-06-24	—	—	8236 Main St, Jacksonville, FL, 32202	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-63976	TPA	Andrew Hoffman	2004-01-28	—	—	8112 Meadow Ln, Tampa, FL, 33690	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-60478	TPA	Andrea O Guzman	1992-05-15	UHC-33667-52	4386722012	4778 Sage Ct, Tucson, AZ, 85773	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55159	TPA	Gerald King	1991-07-16	—	—	9108 Palm Dr, Tempe, AZ, 85212	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-51017	TPA	Sharon Garza	1965-03-01	—	—	6519 Union St, Denver, CO, 80247	0.66	City re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58284	TPA	Stephen Alexander	1977-05-25	—	—	1435 Indian School Rd, Austin, TX, 78701	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-53559	TPA	Abigail Bradley	1974-05-23	—	—	3110 Church St, Mesa, AZ, 85210	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-59277	TPA	Ryan Li	1963-09-10	—	—	5648 Elm St, Fresno, CA, 93735	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-64230	TPA	Danielle Herrera	1964-01-22	—	—	9155 Bayshore Dr, Phoenix, AZ, 85083	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-56349	TPA	Ashley Rios	1975-01-01	—	—	4034 Ridge Rd # 268, San Diego, CA, 92144	0.66	Name re-cased Date of birth reformatted Unit split from street State name converted to code+1 more
TPA-62820	TPA	Denise Tran	1994-09-08	—	—	7545 Spring St, San Antonio, TX, 78264	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-62568	TPA	Tyler Meyer	1964-04-20	—	5389045416	2469 Harbor Blvd, Mesa, AZ, 85268	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-51450	TPA	James M Espinoza	1998-01-19	—	—	5887 Central Ave, San Antonio, TX, 78268	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56502	TPA	Alice Marquez	1978-07-18	—	—	664 Oak St, Jacksonville, FL, 32229	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50696	TPA	Douglas Shaw	2007-05-05	—	—	2059 Valley View Dr, Charlotte, NC, 28285	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-53603	TPA	Madison W Lopez	1970-08-17	—	—	3579 Willow Ct, Miami, FL, 33104	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-59800	TPA	Noah Woods	1969-10-02	—	—	3225 Church St, Glendale, AZ, 85337	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-59826	TPA	Jack A Riley	1986-05-12	—	—	9899 Park Pl # 841, Phoenix, AZ, 85010	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
TPA-62227	TPA	Stephen Davis	1963-12-19	—	6675426757	4730 Washington St, Las Vegas, NV, 89174	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52512	TPA	Betty F Hernandez	1950-05-09	—	—	4114 Valley View Dr, Glendale, AZ, 85307	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-58982	TPA	Donald Elllis	1939-01-25	—	2809011502	9268 Union St, Tempe, AZ, 85269	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-63537	TPA	Diego Warren	1994-10-28	—	—	8476 Palm Dr, Chandler, AZ, 85210	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-51430	TPA	Ashley Park	1946-12-01	UHC-07501-14	8776170421	9167 Forest Ave, San Antonio, TX, 78297	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-56353	TPA	Brooks Valentina	1954-12-15	UHC-68658-61	8015204532	45 Hillcrest Rd, Minneapolis, MN, 55434	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared

1,229 rows, page 18 of 25Previous Next