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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50393	TPA	Albert Henderson	2008-10-03	—	—	4658 Maple Ave, Scottsdale, AZ, 85240	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58948	TPA	Jessica McCoy	1952-01-10	—	3684178956	2580 Hillcrest Rd, Jacksonville, FL, 32287	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-57351	TPA	Luis Delgado	1999-05-08	—	5032223372	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-60228	TPA	Philip R Robinson	1977-01-04	—	—	9046 Valley View Dr, Dallas, TX, 75249	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-61878	TPA	Alex Estrada	2004-12-02	—	—	2506 Indian School Rd, Houston, TX, 77036	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62419	TPA	Stephen Padilla	1989-03-27	—	—	212 Church St, Jacksonville, FL, 32236	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61628	TPA	Jmaes Williams	2008-09-26	—	—	7942 Central Ave, Austin, TX, 78790	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51649	TPA	Mateo Wallace	1968-04-26	—	—	5689 Sage Ct, Minneapolis, MN, 55498	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55677	TPA	Susan Watson	1941-02-08	—	—	2514 Broadway, Atlanta, GA, 30335	0.80	Address re-cased City re-cased Gender normalised Whitespace trimmed
TPA-63137	TPA	Kathryn Burton	1973-11-08	UHC-99290-35	9353996976	7243 Ocean Ave, Houston, TX, 77046	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-63820	TPA	Billy Reynolds	1969-01-20	—	—	6808 Mesa Dr, Scottsdale, AZ, 85213	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54103	TPA	Aisha Price	1939-08-27	—	—	2027 Ocean Ave, Miami, FL, 33124	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63848	TPA	Logan Pierce	1978-12-19	—	3866077385	7115 Elm St, Dallas, TX, 75238	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54303	TPA	Andrea Sanchez	1987-10-28	—	4354443128	4587 Lake View Rd, Houston, TX, 77087	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-54809	TPA	Gerald Robertson	1950-10-09	—	7873326872	—	0.80	Gender normalised Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-58679	TPA	Robert Webb	1999-07-16	—	2977999298	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52278	TPA	Danielle Schultz	1946-09-04	—	3744703471	9873 Mesa Dr, Miami, FL, 33120	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51264	TPA	Anthoony Gilbert	1968-05-02	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55981	TPA	Kevin Price	1988-06-23	—	5727758697	8595 Broadway, Austin, TX, 78786	0.80	Phone reformatted Address re-cased Gender normalised Placeholder values cleared
TPA-59789	TPA	Jeremy Richards	1952-10-11	—	—	2676 Highland Ave, Tempe, AZ, 85293	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61163	TPA	Philip Bailey	2006-02-08	UHC-50588-65	—	4686 Ocean Ave, Miami, FL, 33118	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-63593	TPA	Bradley Chen	1983-05-06	UHC-87280-46	—	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59691	TPA	Nancy Dean	1947-05-23	—	8347463387	3690 Union St, Glendale, AZ, 85359	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56490	TPA	Jose Carlson	1959-11-04	—	—	2996 Elm St, Fresno, CA, 93744	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
TPA-63271	TPA	Angela G Martinez	1942-09-13	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-52235	TPA	Arthur Greene	2006-06-20	—	3703598162	4014 Cedar Ln, Atlanta, GA, 30392	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-51128	TPA	Kally Lawson	1976-01-10	—	8888384992	2654 Sunset Blvd, Miami, FL, 33192	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55426	TPA	Gabriel Romero	1952-06-22	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-52704	TPA	Catherine E Taylor	1965-12-12	—	8284089875	7245 Hillcrest Rd, Chandler, AZ, 85253	0.80	Gender normalised Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-53910	TPA	Paul Warren	1988-02-11	—	6558986393	4438 Willow Ct, Los Angeles, CA, 90034	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-55235	TPA	Ahmed Hicks	1956-08-28	—	—	8970 Union St, Jacksonville, FL, 32282	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
TPA-56360	TPA	George Torres	1964-05-20	—	9294162649	4804 Market St, Mesa, AZ, 85267	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-62037	TPA	Stephen Carter	1945-09-16	—	4782268064	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55640	TPA	Yuki Scott	1981-05-13	—	7598603511	8031 Lake View Rd, Scottsdale, AZ, 85212	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
TPA-60263	TPA	Harold Ramirez	1943-04-28	—	7223160778	6606 Forest Ave, Charlotte, NC, 28260	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57083	TPA	Aslhey Johnston	1964-09-24	—	—	3722 Maple Ave, Sacramento, CA, 95854	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-54277	TPA	Ruth Cole	1966-12-16	—	—	2598 Broadway, Jacksonville, FL, 32232	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54793	TPA	Sarah Fernandez	1951-11-24	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52051	TPA	Ahmed Vega	2002-10-16	—	3932206753	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55359	TPA	Evelyn Ortiz	2000-03-11	—	—	5848 Sage Ct, Plano, TX, 75025	0.80	Date of birth reformatted Email lower-cased Gender normalised Placeholder values cleared
TPA-58196	TPA	Susan Alvarez	1965-11-01	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-58307	TPA	Gry Vaga	1996-03-01	—	9553631305	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-58664	TPA	Arthur Sanders	1946-01-06	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55528	TPA	Elizabeth Ward	1947-08-04	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58124	TPA	Sophia Munoz	1980-02-11	—	2096952786	3607 Mountain View Dr, Chandler, AZ, 85248	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60453	TPA	Donald O Jones	1995-03-24	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53023	TPA	Brandon Coleman	1945-02-20	—	—	3945 Lake View Rd, Mesa, AZ, 85261	0.80	Gender normalised Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-64453	TPA	Ryan Stephens	1975-11-12	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57093	TPA	Marcus Valdez	1994-01-05	—	5282052210	6287 Broadway, Denver, CO, 80221	0.80	Name re-cased State code upper-cased Gender normalised Placeholder values cleared
TPA-63570	TPA	Brittany Banks	1948-07-03	UHC-86957-86	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared

2,435 rows, page 43 of 49Previous Next