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-50075	TPA	Richard Kelley	1961-01-10	UHC-55573-18	7543617207	1539 Spring St, Atlanta, GA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-64268	TPA	Matthews Rachel	1985-04-21	—	7363774936	8619 Lincoln Way, Los Angeles, CA, 90084	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58973	TPA	Jessica Miller	1952-02-08	—	—	8223 Jefferson Ave, Jacksonville, FL, 32252	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-52773	TPA	Logan Lucas	1985-09-26	—	9295223998	3084 Desert Sky Blvd, Mesa, AZ, 85281	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51940	TPA	Larry Martin	2001-01-13	—	—	4620 Valley View Dr Apt 1, San Antonio, TX, 78256	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-59909	TPA	Gloria Dean	—	—	—	7637 Bayshore Dr, Glendale, AZ, 85395	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
TPA-60030	TPA	Jacqueline Willsi	1998-05-09	—	6387119546	1671 Market St, Denver, CO	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-60176	TPA	Ryan Soto	2002-11-11	—	—	8891 Union St # 361, Tempe, AZ, 85233	0.48	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more
TPA-56124	TPA	Keith Ross	1939-07-21	—	—	4892 Baseline Rd, Phoenix, AZ, 85026	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-60006	TPA	Sharon Garza	1994-02-05	—	4454233349	9247 Highland Ave, Columbus, OH, 43298	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-59737	TPA	Janet Ryan	—	—	9558806102	1484 Mesa Dr, San Antonio, TX, 78203	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50003	TPA	James K Hunter	1960-03-14	—	—	6535 Bayshore Dr, Orlando, FL, 32832	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-64070	TPA	Vincent Riley	1964-12-24	—	—	1651 Grand Ave, Atlanta, GA, 30381	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-54682	TPA	Carlos Thompson	2002-01-26	—	—	7115 Apache Blvd Apt 38, Tampa, FL, 33652	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-56002	TPA	Jean Lucas	1978-04-09	—	5835111157	9228 Central Ave, Jacksonville, FL, 32284	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-64411	TPA	Emily Stephens	1940-08-13	—	—	7973 Mesa Dr, Scottsdale, AZ, 85204	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55720	TPA	Angela Z Watkins	1997-08-02	—	—	2215 Canyon Rd, Tampa, FL, 33613	0.48	Name re-cased Date of birth reformatted Phone missing area code City re-cased+4 more
TPA-58495	TPA	Alice Gordon	1961-02-17	—	—	9363 Lincoln Way, Seattle, WA, 98122	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-64379	TPA	Eily Hamilton	1958-04-24	—	—	1869 Apache Blvd Apt 16, San Antonio, TX, 78278	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-55063	TPA	Lucia Bailey	1938-08-26	—	—	5146 Meadow Ln, Plano, TX, 75054	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
TPA-58929	TPA	Gerald Gardner	1952-06-01	—	3414882720	2245 Meadow Ln, Charlotte, NC	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61639	TPA	Ahmed Carter	1980-10-01	—	8123256993	6189 Valley View Dr, Atlanta, GA, 30331	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53474	TPA	Jennifer Moore	1994-12-06	—	4163901772	3483 Church St, San Diego, CA, 92152	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55447	TPA	Bobby A Schultz	1958-07-18	—	—	1371 Maple Ave, Seattle, WA, 98198	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-51300	TPA	Natalie Weber	1977-12-13	—	8449489245	2493 Pine Dr, Jacksonville, FL, 32279	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61929	TPA	Aaron Z Murphy	1966-01-06	—	9577327505	5832 Mountain View Dr, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+4 more
TPA-50987	TPA	Pamela R Vazquez	1976-04-22	—	2657718014	2062 Park Pl, Fresno, CA, 93758	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61624	TPA	Alexander M Young	1952-05-28	—	4902003656	5866 Main St, Plano, TX, 75072	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51410	TPA	Jean Contreras	1943-06-21	UHC-29251-65	2555930153	3730 Hillcrest Rd, San Antonio, TX, 78202	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58165	TPA	Ralhp Montgomery	1968-03-03	—	4713220386	8841 Central Ave, Jacksonville, FL, 32223	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50493	TPA	Sara Jaes	1964-06-24	—	5152087217	2639 Sage Ct, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56423	TPA	Virrginia Hart	1982-10-13	—	5067498822	4504 Church St # 736, Miami, FL, 33139	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-60086	TPA	Bradley Bryant	1990-12-16	—	2034211154	3422 Lake View Rd, Atlanta, GA, 30370	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61688	TPA	Evelyn Palmer	1997-04-03	—	6092390924	8011 Church St Apt 11, Tucson, AZ, 85758	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-60464	TPA	Dennis Alvarez	1979-08-21	—	9587739772	3110 Desert Sky Blvd, Plano, TX, 75063	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-51215	TPA	Eugene Espinoza	1945-12-11	—	7592923712	4711 Mountain View Dr, Houston, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53110	TPA	Emma Tucker	1955-10-18	—	3596116766	4116 Market St, Mesa, AZ, 85245	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58845	TPA	Jacqueline Evns	1967-02-19	—	—	9777 Elm St, Tucson, AZ, 85706	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56998	TPA	Charlotte Lopez	1954-05-07	—	—	4337 Sage Ct, Houston, TX, 77053	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51262	TPA	Anna Freeman	2005-05-18	UHC-84558-26	—	9520 Apache Blvd, Nashville, TN	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-59755	TPA	Brandon James	1955-10-27	—	3366459875	9899 Central Ave, Chandler, AZ, 85263	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
TPA-58979	TPA	Dominguez Helen	2000-05-20	—	—	320 Pine Dr, Eden Prairie, MN, 55369	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55936	TPA	Larry H Freeman	1973-10-19	—	—	8114 Sage Ct, Tampa, FL, 33688	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
TPA-56156	TPA	Mary I Ruiz	2009-03-26	—	—	4939 Ocean Ave, San Antonio, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-52288	TPA	Thomas Boyd	1984-09-28	—	—	7546 Sunset Blvd, Sacramento, CA, 95883	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-53951	TPA	Arjun Flores	1978-12-09	—	—	2271 Elm St, Chandler, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61822	TPA	Andrew Johnson	1962-02-19	—	—	6062 Elm St, Sacramento, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-59187	TPA	Brenda Jenkins	1998-06-28	—	4452347436	8124 Ridge Rd, Las Vegas, NV, 89173	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-57461	TPA	Tommy Chapman	1967-01-23	—	8624451824	4340 Canyon Rd, Chandler, AZ, 85252	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51614	TPA	Jessica G Rios	1950-07-04	—	6348221949	552 Spring St, Charlotte, NC, 28238	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

1,229 rows, page 4 of 25Previous Next