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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57163	TPA	Kathleen Johnston	1964-01-05	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59964	TPA	Lori Hamilton	1961-09-04	—	8493519558	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59386	TPA	Elijah Clark	1966-03-23	UHC-01209-61	—	3071 Oak St, Chandler, AZ, 85295	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-56891	TPA	Teresa Vazquez	2003-03-18	—	—	6244 Union St, Plano, TX, 75087	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-56111	TPA	Carol Crawford	1980-09-14	UHC-16231-67	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63563	TPA	Janice Salazar	1959-08-16	—	—	5992 Palm Dr, Tempe, AZ, 85222	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56164	TPA	Luis Walker	1980-06-17	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63150	TPA	Heather Ramirez	1984-02-13	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57832	TPA	Doris Cole	1979-03-15	UHC-59466-15	—	4228 Canyon Rd, Charlotte, NC, 28209	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
TPA-63318	TPA	John Vazquez	1956-03-21	—	5213268166	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57692	TPA	Ahmed Hudosn	1963-04-04	UHC-89402-89	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-52370	TPA	Rebecca Z Austin	1983-03-26	—	—	2519 Spring St, Atlanta, GA, 30354	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51522	TPA	Tyler Jackson	1948-07-16	—	9297363562	7548 Baseline Rd, Atlanta, GA, 30326	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56329	TPA	Mariana I Parker	2008-11-14	—	—	9046 Church St, Gilbert, AZ, 85224	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-53635	TPA	Elizabeth Ramirez	2001-01-11	UHC-37122-33	—	2787 Indian School Rd, Austin, TX, 78741	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-64460	TPA	Patricia Yang	1991-10-21	—	—	3279 Cedar Ln, Tucson, AZ, 85792	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56886	TPA	Susan Z Martin	2006-12-27	UHC-48771-56	—	5676 Central Ave, Seattle, WA, 98103	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54405	TPA	Jerry Flores	1995-09-19	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60418	TPA	David Long	1966-04-07	UHC-02750-47	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56330	TPA	Juan Castro	1981-08-02	—	5608809025	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55369	TPA	Robert Weaver	1962-01-16	—	—	9421 Desert Sky Blvd, Miami, FL, 33162	0.92	Date of birth reformatted City re-cased State code upper-cased Placeholder values cleared
TPA-55452	TPA	Brittany Maldonado	1971-09-18	UHC-59228-39	—	147 Lake View Rd, Miami, FL, 33133	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-58821	TPA	Denise Spencer	1953-02-02	—	6476441833	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53972	TPA	Emma Carteer	1943-02-15	—	—	2898 Church St, Austin, TX, 78758	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-62719	TPA	Christina Gonzalez	1968-01-23	UHC-26758-34	—	87 Sage Ct, Jacksonville, FL, 32218	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54362	TPA	Priya H Dixon	1976-03-20	—	5154865831	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55478	TPA	Angela D Jacobs	1969-08-28	—	8567131841	9636 Pine Dr, Las Vegas, NV, 89134	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63153	TPA	Julia Chapman	2008-09-26	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62620	TPA	Nathan K Bryannt	1962-12-05	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53364	TPA	Rivera Andrea	1976-05-09	—	—	7221 Valley View Dr, Denver, CO, 80259	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56096	TPA	Vincent Berry	1966-04-10	—	3575393670	8119 Market St, Miami, FL, 33187	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59097	TPA	Christopher Lucas	1946-01-07	—	7858852136	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62120	TPA	Gregory Santos	1984-11-21	—	4366624051	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56295	TPA	Danielle Carroll	1992-03-01	—	—	1954 Maple Ave, Gilbert, AZ, 85256	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56367	TPA	Evelyn Munoz	1972-10-06	—	—	6463 Ocean Ave, Glendale, AZ, 85333	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-59109	TPA	Bryan Graham	1999-09-04	—	—	301 Baseline Rd, Denver, CO, 80251	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-52796	TPA	Brcue R Jacos	1950-04-21	—	2109894072	6148 Sunset Blvd, Tucson, AZ, 85723	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-61172	TPA	Sarah T Parker	1990-02-23	—	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-52019	TPA	George Kim	1946-06-06	—	—	4350 Church St, Denver, CO, 80236	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-59816	TPA	Linda Ross	1969-06-14	—	—	9275 Ridge Rd, Chandler, AZ, 85246	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64332	TPA	Diego Lawrence	1978-11-27	—	8476469423	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50251	TPA	Emily Shaw	1952-02-06	—	—	1742 Indian School Rd, Nashville, TN, 37253	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59123	TPA	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
TPA-61012	TPA	Denise Alexander	1954-06-06	—	4085520921	1316 Sunset Blvd, Nashville, TN, 37233	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53179	TPA	Susan Estrada	1958-05-10	—	—	4482 Union St, Tempe, AZ, 85200	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52191	TPA	Catherine Alexander	1944-04-27	—	7578050801	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62782	TPA	Donald Cooper	1989-03-11	UHC-62188-44	5756987106	4619 Central Ave, Los Angeles, CA, 90000	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
TPA-54685	TPA	Elizabeth Gardner	1944-03-22	—	8422717716	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-61527	TPA	Natalie Obrien	1969-07-27	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57310	TPA	Rachel Johnston	2005-08-26	UHC-09885-88	—	9518 Jefferson Ave, Scottsdale, AZ, 85278	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

4,728 rows, page 82 of 95Previous Next