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-53731	TPA	Stephanie Valdez	1982-02-19	—	—	6959 River Rd, Gilbert, AZ, 85223	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55814	TPA	Emma Washington	1985-07-26	UHC-86378-61	—	6403 Park Pl, Miami, FL, 33143	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-58998	TPA	Mara Romero	1964-03-15	—	—	4347 Willow Ct, Dallas, TX, 75275	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60343	TPA	Wei Soto	1961-10-08	UHC-13631-55	—	6071 Valley View Dr, Columbus, OH, 43240	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-64144	TPA	Ethan Lopez	1972-07-10	—	—	992 Sage Ct, San Diego, CA, 92148	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50850	TPA	Jordan McCoy	1995-02-04	—	6385888589	1084 Canyon Rd, Seattle, WA, 98172	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-60276	TPA	Stephen Fernandez	1944-08-17	—	—	5103 Lake View Rd, Phoenix, AZ, 85072	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52617	TPA	Jose Ellitt	2004-11-26	—	—	1677 Oak St, San Diego, CA, 92172	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55107	TPA	Thomas Dean	1982-06-08	—	—	8694 Ocean Ave, Miami, FL, 33163	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-64383	TPA	Chhristina Williams	1996-12-21	—	4427525175	9383 Ocean Ave, Tucson, AZ, 85705	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64132	TPA	Mateo Sims	1980-03-12	—	—	4897 Canyon Rd, San Diego, CA, 92187	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53846	TPA	Kenneth Evans	1972-06-04	—	—	7384 Harbor Blvd, Houston, TX, 77045	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-56004	TPA	Wei Cooper	1980-10-26	—	9248358912	9846 Washington St, Columbus, OH, 43211	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58357	TPA	Doglas McDonald	1959-11-11	—	—	6907 Valley View Dr, Austin, TX, 78704	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59203	TPA	Tom Bnks	1970-05-19	—	—	707 Meadow Ln, San Antonio, TX, 78210	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-55230	TPA	Roy Park	1962-04-11	—	—	675 Church St, Las Vegas, NV, 89128	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-58341	TPA	Beverly I Martinez	1985-09-20	—	3366673465	127 Valley View Dr, Phoenix, AZ, 85045	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-61708	TPA	Thomas Sims	1971-03-19	—	9817131418	4750 Grand Ave, Orlando, FL, 32898	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59959	TPA	Edward Duncan	1961-06-25	—	8545193167	619 Market St, Denver, CO, 80280	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-58554	TPA	Samantha Burns	1993-07-27	—	—	9661 Main St, Nashville, TN, 37248	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-54126	TPA	Timothy S Santos	1980-07-26	—	9562094053	5827 Camelback Rd, Seattle, WA, 98180	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55007	TPA	Heather Garza	1983-04-15	—	—	7382 Baseline Rd, Phoenix, AZ, 85013	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51066	TPA	Olivia Hunt	1987-09-16	—	5355722990	4796 Hillcrest Rd, Atlanta, GA, 30302	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-51366	TPA	Hannah Sims	1983-06-23	—	—	3516 Lake View Rd, Tampa, FL, 33663	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53857	TPA	Eugene Arnold	1945-12-07	—	—	8379 Valley View Dr, Gilbert, AZ, 85204	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
TPA-58852	TPA	Daniel Webb	1951-10-12	—	3948521162	4456 Harbor Blvd, Denver, CO, 80231	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58122	TPA	Megan Ford	2008-05-18	—	—	1688 Bayshore Dr, Columbus, OH, 43231	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57763	TPA	Hnry Graham	1969-04-04	UHC-16030-05	—	46 Grand Ave, Plano, TX, 75023	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55493	TPA	Dorothy Padilla	2002-12-01	—	—	412 River Rd, Tucson, AZ, 85751	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59208	TPA	Henry Fernandez	1963-09-11	—	3877296361	8236 Canyon Rd, Dallas, TX, 75208	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54468	TPA	Kevin Wilson	1995-09-15	—	7835702670	2944 Valley View Dr, Minneapolis, MN, 55410	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54469	TPA	Kevin Wilson	1995-09-15	—	7835702670	2944 Valley View Dr, Minneapolis, MN, 55410	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55183	TPA	Luis Munoz	1963-10-07	—	5683113536	8503 Oak St, Atlanta, GA, 30354	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60088	TPA	Loggan Simmons	1959-06-11	—	9247951154	8239 Forest Ave, Fresno, CA, 93786	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-58635	TPA	Anrold Mariana	1973-01-18	—	6208609139	7880 Ocean Ave, Tempe, AZ, 85216	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60365	TPA	Ryan Cox	1954-05-17	—	—	8127 Desert Sky Blvd, Phoenix, AZ, 85056	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59708	TPA	Gary J Young	2001-11-25	UHC-27384-74	—	9289 Meadow Ln, Plano, TX, 75075	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59604	TPA	Eric James	1977-02-03	UHC-07217-69	—	1977 Lincoln Way, Houston, TX, 77000	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58129	TPA	Maria F Castillo	1955-10-06	—	—	3511 Ocean Ave, Seattle, WA, 98161	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60324	TPA	James Smith	1942-08-18	—	7345710297	3221 Oak St, Chandler, AZ, 85242	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-55753	TPA	Kevin Mendoza	1943-10-03	—	9597701472	4415 Lincoln Way, Chandler, AZ, 85253	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52008	TPA	Brian McCoy	1948-03-27	UHC-41653-53	8606873161	5981 Hillcrest Rd, Seattle, WA, 98102	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63078	TPA	Doris James	1972-03-15	—	—	9312 Pine Dr, Glendale, AZ, 85359	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55564	TPA	Mark Hamilton	1957-09-22	—	8333017423	775 Willow Ct, Denver, CO, 80207	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59701	TPA	Daniel D Sanchez	1968-03-01	—	—	1280 Mesa Dr, Eden Prairie, MN, 55396	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52673	TPA	Andrea Woood	2008-06-21	—	—	2241 Desert Sky Blvd, Minneapolis, MN, 55405	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52537	TPA	Elijah Sims	1991-05-19	—	—	2636 Highland Ave, Sacramento, CA, 95889	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50147	TPA	Joe X Hudson	1988-08-22	—	—	22 Grand Ave, Scottsdale, AZ, 85213	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50826	TPA	Timothy Jensen	1976-10-04	—	5595814675	1467 Harbor Blvd, Charlotte, NC, 28280	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59178	TPA	Ana Ortiz	1959-05-28	—	6247425118	1779 Central Ave, Atlanta, GA, 30336	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

7,854 rows, page 118 of 158Previous Next