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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61315	TPA	Loagn Gibson	1961-12-08	—	—	5444 Union St, Sacramento, CA, 95815	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-56684	TPA	Terry Z Diaz	2005-09-08	—	—	1888 Lincoln Way, San Diego, CA, 92166	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-55717	TPA	Bryan C Soto	1986-10-28	—	—	1605 Lincoln Way, San Antonio, TX, 78221	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-50616	TPA	Yuki Green	1907-08-13	—	—	6180 Jefferson Ave, San Antonio, TX, 78223	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-54456	TPA	Nancy Lynch	1970-02-10	—	—	1365 Spring St, Denver, CO, 80289	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-59963	TPA	Wei Morris	1970-02-14	—	—	9555 Central Ave, Mesa, AZ, 85253	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-59235	TPA	Ruth Mills	2005-05-13	—	—	6713 Market St, Tampa, FL, 33618	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
TPA-51580	TPA	Elijah Stephens	1960-12-16	—	—	6193 Cedar Ln Apt 5, Eden Prairie, MN, 55393	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-62573	TPA	Jessica Welch	1952-01-27	—	—	1213 Apache Blvd Apt 9, Dallas, TX, 75284	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-51307	TPA	Joe Gray	1949-02-23	—	5243736300	2333 Apache Blvd, Mesa, AZ, 85283	0.70	ZIP+4 trimmed Gender normalised Whitespace trimmed
TPA-63691	TPA	Ann Castro	1997-07-15	—	—	8768 Washington St, Charlotte, NC, 28237	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
TPA-52883	TPA	Kevin Martin	1983-05-19	—	—	3725 Park Pl, Dallas, TX, 75262	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-56415	TPA	Joyce A Tran	1939-04-24	—	5446290568	3124 Grand Ave, Miami, FL, 33162	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-59365	TPA	Lawrence Shaw	1968-10-26	—	—	1839 Ridge Rd, Columbus, OH, 43205	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
TPA-64311	TPA	Christina Cooper	1958-05-08	—	—	6821 Sage Ct, Miami, FL, 33179	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-50520	TPA	Katherine Carpenter	1949-04-23	—	6706839429	4824 Lake View Rd, Plano, TX, 75046	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
TPA-57560	TPA	Jesse Dean	1985-05-24	—	—	8179 Ridge Rd, Chandler, AZ, 85206	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-58479	TPA	Kenneth Williamson	2005-08-17	—	—	2871 Lake View Rd, Seattle, WA, 98135	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-58198	TPA	Kelly Bishop	1958-01-12	—	—	3102 Highland Ave, Chandler, AZ, 85249	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-58103	TPA	Marcus Soto	1977-03-21	—	—	8050 Main St, Atlanta, GA, 30362	0.72	Name split from “Last, First”ZIP+4 trimmed
TPA-62191	TPA	Sean C Cunningham	1976-03-27	—	7413625672	9346 Cedar Ln, Eden Prairie, MN, 55308	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-55423	TPA	Lisa Hawkins	2004-03-27	—	—	6779 Broadway, Charlotte, NC, 28250	0.74	Name re-cased Date of birth reformatted Address re-cased City re-cased+3 more
TPA-53278	TPA	Barbara M Estrada	1942-09-28	UHC-62835-15	4444749446	5846 Highland Ave, Glendale, AZ, 85303	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-62132	TPA	Jack Danies	1952-12-08	—	6764784172	6951 Church St, Atlanta, GA, 30313	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-54072	TPA	Arjun Sullivan	1967-11-02	—	7098308941	5726 Broadway, Jacksonville, FL, 32202	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-61715	TPA	Bryan Pena	1961-08-26	UHC-12094-45	4859801555	6885 Market St, Houston, TX, 77041	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-57052	TPA	Bruce Steves	2003-02-23	UHC-19250-74	8658387604	4915 Broadway, Tucson, AZ, 85778	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-62851	TPA	Stephanie Ruiz	1960-09-07	—	—	7665 Mesa Dr, Los Angeles, CA, 90093	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Plan code upper-cased+2 more
TPA-61202	TPA	Eric Li	1942-04-03	—	2816377947	3044 Park Pl, Denver, CO, 80212	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-55943	TPA	Bill Fowler	1940-08-11	—	6689393287	9182 Bayshore Dr, San Diego, CA, 92186	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-59008	TPA	Betty F Wallace	1955-10-16	UHC-43761-16	4558392726	7130 Union St, Los Angeles, CA, 90013	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
TPA-59619	TPA	Andrea Marquez	2008-10-18	UHC-63854-86	6473618372	7039 Grand Ave, Houston, TX, 77056	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-50253	TPA	Mateo Espinoza	1979-03-21	UHC-22304-73	7177346822	2755 Central Ave, Austin, TX, 78798	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-56110	TPA	Eugene Evans	1975-09-28	—	5113029399	9216 Main St, Eden Prairie, MN, 55338	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-54863	TPA	Randy Howell	1948-03-18	—	6207543744	9138 Maple Ave, Tempe, AZ, 85264	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-56008	TPA	Ruth Brooks	1962-11-18	—	4472187387	298 Church St, Denver, CO, 80237	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-63071	TPA	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd, Scottsdale, AZ, 85275	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-59649	TPA	Sean Chen	1972-03-10	—	7488890655	376 Apache Blvd, Tampa, FL, 33632	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-53539	TPA	Angela Salazar	1979-06-05	—	6996412968	5809 Mountain View Dr, Minneapolis, MN, 55406	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-63372	TPA	Jeffrey A George	1955-06-26	—	7824573599	5231 Apache Blvd, Austin, TX, 78724	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-60619	TPA	Sharon Richards	1951-01-26	—	8032546192	3206 Valley View Dr, Houston, TX, 77067	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52942	TPA	Debra Maldonado	1973-10-14	—	—	1488 Union St, Austin, TX, 78724	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57691	TPA	Dylan Harvey	1976-03-10	—	—	5090 Ridge Rd, Phoenix, AZ, 85057	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57774	TPA	Frank Santos	1972-10-25	—	—	1611 Meadow Ln, Glendale, AZ, 85345	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
TPA-60933	TPA	Charles Reid	1969-06-14	—	—	3202 Lincoln Way, Tempe, AZ, 85211	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58104	TPA	Joshua X Contreras	1959-04-17	—	—	8975 Ocean Ave, Denver, CO, 80271	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59124	TPA	Joe Carlson	1974-02-08	—	7359461783	8045 Willow Ct, Tampa, FL, 33695	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54101	TPA	Wei Mendoza	1965-07-18	—	—	69 Mountain View Dr, Tampa, FL, 33679	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59244	TPA	Sandra Gardner	1958-11-11	—	—	129 Palm Dr, Jacksonville, FL, 32283	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55634	TPA	Santiago Dominguez	1998-11-18	—	3123935797	2418 Sunset Blvd, Seattle, WA, 98177	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more

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