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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60129	TPA	Kathleen Hughes	1949-12-20	—	6968408950	5289 Oak St, Phoenix, AZ, 85065	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59675	TPA	William Black	1956-04-12	—	—	3862 Canyon Rd, Houston, TX, 77098	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58880	TPA	Mari Armstrong	1965-02-02	—	5689235002	6800 Maple Ave, Tampa, FL, 33677	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50762	TPA	Yuki Brown	1968-10-15	—	—	6134 Canyon Rd, Austin, TX, 78708	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62632	TPA	Bnejamin Hicks	1968-09-17	UHC-96945-10	—	3782 Jefferson Ave, Tucson, AZ, 85701	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-60637	TPA	Fatima Fisher	1971-07-19	—	8483242784	740 Cedar Ln, Tucson, AZ, 85783	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55049	TPA	Anthony Guerrero	1972-11-10	UHC-93685-60	2622920400	6030 Main St, Austin, TX, 78733	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60110	TPA	Mason Reynolds	1983-10-14	UHC-91476-92	—	3585 Mountain View Dr, Scottsdale, AZ, 85270	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60664	TPA	Brandon Guzman	1948-12-09	—	—	3766 Sunset Blvd, Tempe, AZ, 85226	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61601	TPA	Aan Greene	1943-11-23	—	5397331749	9748 Oak St, Columbus, OH, 43243	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53915	TPA	Michael M Patel	1960-12-08	—	—	4190 Forest Ave, Tempe, AZ, 85260	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61230	TPA	Elizabeth Weaver	1985-07-09	UHC-21629-88	—	2357 Ocean Ave, San Antonio, TX, 78239	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61231	TPA	Elizabeth Weaver	1985-07-09	UHC-21629-88	—	2357 Ocean Ave, San Antonio, TX, 78239	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53708	TPA	Ronald Garza	1959-09-25	—	—	1160 Highland Ave, Sacramento, CA, 95849	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61134	TPA	Isabella Garrett	1940-11-15	—	9362653325	571 Camelback Rd, Plano, TX, 75096	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60852	TPA	Mason Garrett	1942-05-13	—	5384033079	2814 Desert Sky Blvd, Tucson, AZ, 85751	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56107	TPA	John Hill	1979-07-23	—	5987395817	1953 Church St, Orlando, FL, 32807	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57321	TPA	Marcus Johnston	1957-01-12	UHC-13149-50	4234305655	7914 Meadow Ln, Las Vegas, NV, 89167	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-62392	TPA	Ryan A Carr	1973-07-20	—	—	2674 Ridge Rd, Glendale, AZ, 85343	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54137	TPA	Kelly Wagner	1955-03-01	UHC-43037-05	—	4324 Apache Blvd, Eden Prairie, MN, 55352	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60815	TPA	Jordan Guerrero	2008-02-22	—	—	8988 Cedar Ln, Los Angeles, CA, 90008	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61521	TPA	Denise Daniels	1988-07-27	—	—	6417 Baseline Rd, Glendale, AZ, 85307	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54374	TPA	Terry Rojas	1939-04-22	—	2036433507	6182 Maple Ave, Scottsdale, AZ, 85200	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56927	TPA	Lawson W Cynthia	1943-07-11	—	3019598469	5399 Indian School Rd, Tucson, AZ, 85712	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-58038	TPA	Steven Taylor	2003-03-25	—	8447533790	9165 Palm Dr, Gilbert, AZ, 85258	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63876	TPA	Peter Roberts	2008-09-12	—	—	1031 Grand Ave, Plano, TX, 75042	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63911	TPA	Ahmed Ray	1985-10-07	—	—	2795 Meadow Ln, Jacksonville, FL, 32288	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51708	TPA	Yuki Fox	1944-10-15	—	—	3744 Park Pl, Denver, CO, 80247	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52042	TPA	Albert Murphy	1953-11-18	—	9256811998	3133 Lincoln Way, Miami, FL, 33132	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51310	TPA	Albert Lawson	2001-01-12	—	—	7179 River Rd, Denver, CO, 80213	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-55910	TPA	Joan Porter	1989-01-07	—	—	6094 Hillcrest Rd, Chandler, AZ, 85220	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56546	TPA	Betty Petesr	1990-01-10	UHC-55125-01	—	143 Desert Sky Blvd, Chandler, AZ, 85232	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52565	TPA	Eugene Foster	1959-03-24	—	—	6273 Central Ave, Sacramento, CA, 95833	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61011	TPA	Lawrence Kelly	1942-12-20	—	4542950274	9622 Central Ave, Fresno, CA, 93798	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54066	TPA	Luri Graham	1968-06-02	—	8098483852	4806 Palm Dr, Jacksonville, FL, 32211	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58873	TPA	Adam Peterson	1997-05-01	—	—	782 Palm Dr, Scottsdale, AZ, 85228	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58872	TPA	Adam Peterson	1997-05-01	—	—	782 Palm Dr, Scottsdale, AZ, 85228	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62211	TPA	Justin Barnes	1967-11-25	—	7253477336	7470 Valley View Dr, Seattle, WA, 98115	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60829	TPA	Douglas Grant	2005-04-15	—	7452703908	4836 Spring St, Gilbert, AZ, 85268	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52605	TPA	Andrea Washington	1981-01-01	—	—	912 Palm Dr, Charlotte, NC, 28285	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56449	TPA	Vasquez Alexander	1951-09-23	—	—	4517 Ridge Rd, Seattle, WA, 98176	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58814	TPA	Terry Rodriguez	1984-06-25	—	3666159413	7763 Mountain View Dr, Gilbert, AZ, 85264	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-51179	TPA	Justin Murphy	1997-05-06	—	5407500245	176 Lake View Rd, Gilbert, AZ, 85253	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62490	TPA	Luis Weber	1955-07-22	UHC-82340-28	—	452 Willow Ct, Los Angeles, CA, 90040	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-52382	TPA	Diana Vldez	2005-07-24	UHC-41712-58	8046134231	1783 Cedar Ln, Chandler, AZ, 85204	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57084	TPA	Megan Diaz	1959-07-04	—	—	6636 Market St, Plano, TX, 75098	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61924	TPA	Adam Mndoza	1956-02-27	—	—	430 Market St, Tucson, AZ, 85758	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61441	TPA	Linda I Stewart	1976-03-11	—	—	3321 Valley View Dr, Minneapolis, MN, 55411	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61670	TPA	Luis Campbell	1941-02-25	—	2595153539	3241 Union St, Tampa, FL, 33684	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56507	TPA	Carlos Ramos	1967-06-09	—	—	2238 Indian School Rd, Tempe, AZ, 85255	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,767 rows, page 123 of 156Previous Next