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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58091	TPA	Gary Hart	1983-01-04	—	—	5166 Ridge Rd, Mesa, AZ, 85272	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54662	TPA	Cynthia Ryan	1948-04-19	—	8147336786	1187 Broadway, San Antonio, TX, 78200	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
TPA-59143	TPA	Emily Jones	—	—	—	9687 Valley View Dr, Orlando, FL, 32808	0.68	Date of birth missing City re-cased State name converted to code Placeholder values cleared
TPA-60286	TPA	Patrick Hawkins	2007-10-27	UHC-18890-29	—	4154 Baseline Rd, Charlotte, NC, 28207	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-57609	TPA	Andrea Anderson	1945-09-25	—	—	1436 Cedar Ln, San Antonio, TX, 78250	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
TPA-51704	TPA	Tony Jenesn	1983-08-12	—	—	4054 Church St, Tampa, FL, 33636	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-63385	TPA	Bryan Weber	1945-07-26	UHC-47291-99	—	5198 Willow Ct, Fresno, CA	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
TPA-62897	TPA	Bruce Q Wilson	2007-09-09	—	—	2098 Baseline Rd, Tampa, FL, 33668	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-50328	TPA	Gary Arnold	1996-08-01	—	7362148274	4541 Baseline Rd, Dallas, TX, 75246	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-50976	TPA	Aaron Z Chapman	1967-06-11	—	8024873015	7379 Grand Ave, Minneapolis, MN	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
TPA-57724	TPA	Joyce Snyder	1961-01-07	UHC-38342-05	—	7991 Meadow Ln, Glendale, AZ, 85350	0.68	Member ID reformatted Street suffix standardised Address re-cased State name converted to code
TPA-54198	TPA	Gerald Nichols	1956-12-02	—	—	592 Broadway, Los Angeles, CA, 90092	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-60677	TPA	Sue Vazquez	2007-09-06	UHC-84134-22	3206987761	7588 Apache Blvd, Eden Prairie, MN, 55378	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-53281	TPA	Sophia Back	2005-12-01	—	—	5644 Hillcrest Rd, Dallas, TX, 75255	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-56874	TPA	Maosn Wong	1991-01-03	—	—	4234 Willow Ct, Los Angeles, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50748	TPA	Jacob Diaz	1951-10-15	—	2629357695	37 Camelback Rd, Glendale, AZ, 85327	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56462	TPA	Jacob Watkins	1948-01-23	—	9825231742	1221 Church St, Fresno, CA, 93719	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-53545	TPA	Megan Henry	1944-01-14	—	—	4325 Hillcrest Rd, Las Vegas, NV, 89153	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-62699	TPA	Ethan S Butler	1957-01-03	UHC-86946-59	2552516678	4299 Forest Ave, Columbus, OH, 43284	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-58429	TPA	Walter Gilbert	1963-05-27	—	—	2595 Maple Ave, Chandler, AZ, 85266	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54570	TPA	Margaret Owens	1976-07-02	—	—	549 Oak St, Tampa, FL, 33638	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
TPA-62094	TPA	Deborah Perry	1941-09-28	—	—	1929 Oak St, Fresno, CA, 93777	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-54845	TPA	Alexander T Parker	1977-02-05	—	—	5802 Palm Dr, Nashville, TN, 37282	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-58285	TPA	Amanda McCoy	2002-05-06	UHC-05467-15	—	9338 Jefferson Ave, Chandler, AZ, 85243	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-60080	TPA	Arthur Mendoza	1978-08-19	—	—	4435 Sage Ct, Tampa, FL, 33615	0.70	Name split from “Last, First”State name converted to code 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-53016	TPA	Susan Edwards	1977-01-25	—	—	1215 Ridge Rd, Orlando, FL, 32867	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
TPA-51635	TPA	Mateo T Henderson	1947-03-13	—	—	2138 Central Ave, Chandler, AZ, 85227	0.70	Two-digit birth year State name converted to code Placeholder values cleared
TPA-63746	TPA	Adam Alexander	1994-02-24	—	4056762359	1034 Harbor Blvd, Eden Prairie, MN	0.70	State name converted to code ZIP missing Placeholder values cleared
TPA-64180	TPA	Jeffrey O Arnold	1996-06-16	UHC-02477-34	—	838 River Rd, Sacramento, CA, 95825	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-54929	TPA	Daniel Martinez	1990-03-07	—	—	8221 Willow Ct, Phoenix, AZ, 85001	0.70	Two-digit birth year State name converted to code Placeholder values cleared
TPA-60892	TPA	Patricia L Gibson	1979-12-07	—	—	7601 Hillcrest Rd, Atlanta, GA, 30327	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-60563	TPA	Denise Jackson	1949-03-07	—	—	3077 Valley View Dr, Tampa, FL, 33626	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-60520	TPA	John Hamilton	1939-02-07	—	6365820436	3945 Main St, Tucson, AZ, 85749	0.70	Name split from “Last, First”State name converted to code 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-60174	TPA	Jeremy A Wong	1939-09-08	UHC-88270-98	—	4708 Grand Ave Apt 26, Seattle, WA, 98141	0.70	Unit split from street State name converted to code Placeholder values cleared
TPA-57822	TPA	Joseph Wheeler	1991-05-12	—	—	3173 Willow Ct, Sacramento, CA, 95892	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-62481	TPA	Gerald L Parker	1970-07-24	—	—	7751 Mesa Dr, Chandler, AZ, 85228	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-60208	TPA	Kyle Carlson	2002-02-21	—	—	7284 Harbor Blvd, Glendale, AZ, 85398	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-50428	TPA	Carolyn Lewis	1996-08-27	UHC-83255-14	—	5024 Spring St # 381, Charlotte, NC, 28254	0.70	Unit split from street State name converted to code Placeholder values cleared
TPA-61079	TPA	Carlos Jordan	2006-09-02	—	—	86 Oak St, Sacramento, CA, 95886	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-59901	TPA	Ssan Q Sandoval	1987-02-16	—	—	5988 River Rd, Tempe, AZ, 85250	0.70	Two-digit birth year State name converted to code 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-62489	TPA	Olivia Woods	1971-02-02	—	3383475513	3669 Broadway, Fresno, CA, 93711	0.74	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
TPA-57941	TPA	Carl N Valdez	1964-02-03	—	—	6049 Forest Ave, Atlanta, GA, 30380	0.74	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
TPA-55739	TPA	Kathyn Henry	2002-02-12	—	—	7738 Broadway, Tampa, FL, 33657	0.74	Name re-cased Date of birth reformatted Address re-cased City re-cased+3 more
TPA-51805	TPA	Sofia Carr	2004-07-11	—	6935724805	6550 Main St, Sacramento, CA, 95865	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-60748	TPA	Heather Lane	1983-07-19	—	9836743051	7827 Valley View Dr, Scottsdale, AZ, 85213	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-57990	TPA	Emily Chen	1949-03-07	UHC-23290-49	6623859741	8476 Palm Dr, Glendale, AZ, 85381	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-59914	TPA	Ryan Harrison	1958-11-16	—	5703612668	2325 Washington St, Atlanta, GA, 30353	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more

1,229 rows, page 20 of 25Previous Next