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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50853	TPA	Brrittany Warren	2008-09-09	UHC-22159-07	—	4501 Park Pl, Austin, TX, 78721	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62494	TPA	Beverly Ross	1960-07-26	—	3396899358	8373 Hillcrest Rd, Eden Prairie, MN, 55370	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52685	TPA	Gregory Boyd	1959-04-06	—	—	9511 Harbor Blvd, Scottsdale, AZ, 85203	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61731	TPA	Matthew Spencer	2002-08-26	—	5719070427	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60717	TPA	Ralph Santiago	1964-01-11	—	2875128451	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53636	TPA	Elizabeth Ramirez	2003-01-11	—	—	2787 Indian School Rd, Austin, TX, 78741	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-58290	TPA	Alice Herrera	1980-06-25	—	7517554693	4802 Camelback Rd, Tucson, AZ, 85783	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-54995	TPA	Sndra Clark	1967-09-06	—	—	9762 Apache Blvd, Gilbert, AZ, 85260	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63771	TPA	Andrew Obrien	1947-01-13	—	7333074938	8424 Lincoln Way, Columbus, OH, 43265	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-59225	TPA	Brittany Hudson	1966-07-21	—	—	1462 Canyon Rd, Minneapolis, MN, 55447	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52378	TPA	Bobby Foster	1999-04-05	—	—	8924 Oak St, Los Angeles, CA, 90026	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53318	TPA	Daniel Wong	1981-07-10	—	—	4430 Meadow Ln, Jacksonville, FL, 32235	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57567	TPA	Harold Simmons	1948-07-21	—	—	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.80	Name re-cased SSN last four extracted State code upper-cased Placeholder values cleared
TPA-50173	TPA	Ralph Elliott	1993-06-26	UHC-06749-67	2268174021	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51831	TPA	Kevin Baker	2001-01-12	—	—	9150 Church St, Jacksonville, FL, 32225	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61613	TPA	Diane Cox	1947-05-26	UHC-99365-35	—	4429 Harbor Blvd, Phoenix, AZ, 85031	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64201	TPA	Tim Nunez	1982-04-25	UHC-87616-06	7109259699	3333 Church St, Los Angeles, CA, 90015	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56945	TPA	Diana Fields	1990-09-26	UHC-61484-50	4043211488	1618 Jefferson Ave, Chandler, AZ, 85205	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56555	TPA	Droothy Hudson	1988-11-08	—	—	3077 Meadow Ln, Minneapolis, MN, 55437	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63259	TPA	Adam Burns	1964-04-28	—	6982269928	7744 Willow Ct, Atlanta, GA, 30395	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62509	TPA	Angela Johnston	1938-09-11	—	—	6887 Forest Ave, Fresno, CA, 93754	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50528	TPA	Bob Anderson	1993-09-12	—	—	7064 Sunset Blvd, Denver, CO, 80294	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56898	TPA	Aisha Gordon	1975-06-12	UHC-01782-66	—	1950 Canyon Rd, Chandler, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-62640	TPA	Donald Gomez	1938-04-07	—	—	6300 Ocean Ave, Plano, TX, 75011	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51182	TPA	Thomas Soto	1907-03-01	UHC-25252-21	—	3604 Spring St Apt 14, Tempe, AZ, 85201	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
TPA-62814	TPA	Beverly E Bradley	1977-11-02	—	2584005634	2313 Desert Sky Blvd, Fresno, CA, 93700	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-53953	TPA	Maria Hansen	1939-04-07	—	—	1426 Washington St, Seattle, WA, 98139	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-56639	TPA	Hiroshi Sims	2007-10-27	—	—	6745 Grand Ave, San Antonio, TX, 78297	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61770	TPA	Nancy Richards	1948-06-12	UHC-93715-49	8129566702	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62514	TPA	Frances Hunter	2005-04-16	—	—	3674 Oak St, Glendale, AZ, 85353	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60776	TPA	James Burke	2001-04-16	—	3938204845	1454 Elm St, Phoenix, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-64151	TPA	Julia Hill	1956-09-02	—	—	8677 Indian School Rd, Chandler, AZ, 85259	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55882	TPA	Charlotte Carrroll	1940-04-25	UHC-85517-38	—	886 Broadway, San Antonio, TX, 78207	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58138	TPA	Kyle U Gray	1998-02-04	UHC-48658-50	—	2344 Cedar Ln, Houston, TX, 77009	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-55096	TPA	Michael Parker	1942-08-22	—	—	2195 Church St, Seattle, WA, 98158	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55095	TPA	Michael Parker	1942-08-22	—	—	2195 Church St, Seattle, WA, 98158	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52903	TPA	Ray N Garza	1963-07-27	—	—	7988 Bayshore Dr, Jacksonville, FL, 32213	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-62536	TPA	Daniel Yang	1950-03-26	—	—	8826 Valley View Dr, Tucson, AZ, 85735	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61406	TPA	Diego Snyder	1944-01-08	—	3989341877	2917 Washington St, Seattle, WA, 98101	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57857	TPA	Luis Hoffman	1991-12-19	—	—	7925 Sage Ct, Dallas, TX, 75204	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62026	TPA	Arthur Rice	2005-03-06	—	2665327781	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-55222	TPA	Patrick Le	2007-07-13	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56714	TPA	Carlos Richardson	1994-06-02	—	—	9280 Forest Ave, Minneapolis, MN, 55458	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52499	TPA	Sharon Lynch	1977-12-04	UHC-62183-25	—	8452 Desert Sky Blvd, Miami, FL, 33157	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57020	TPA	Eugene Hall	1955-04-30	—	3839135842	8430 Palm Dr, Orlando, FL, 32868	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57866	TPA	Aisha Nguyen	1985-06-09	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-55547	TPA	Roy Hart	1938-02-10	—	—	241 Forest Ave, San Antonio, TX, 78202	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54080	TPA	Ethan Dixon	1987-11-14	—	—	7408 Desert Sky Blvd, Seattle, WA, 98143	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-59402	TPA	Sandra Foster	2001-07-19	—	—	2551 Pine Dr, Columbus, OH, 43252	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63851	TPA	Cynthia Martinez	1996-09-25	—	—	7315 Broadway, Gilbert, AZ, 85227	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared

14,135 rows, page 175 of 283Previous Next