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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54111	TPA	Mariana Jimenez	1965-07-21	—	—	4008 Church St, Miami, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
TPA-59317	TPA	Jeremy Nguyen	1990-03-26	—	—	5719 Jefferson Ave, Atlanta, GA, 30308	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-54737	TPA	Raymond Flores	2007-11-09	—	—	147 Apache Blvd, Eden Prairie, MN, 55357	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
TPA-63480	TPA	Ray A Meyer	1983-01-04	—	—	5905 Mountain View Dr, Gilbert, AZ, 85221	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-52413	TPA	Shirley Estrada	1982-10-07	—	—	1380 Mountain View Dr, Tempe, AZ, 85202	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-64302	TPA	Juan Wallace	1954-02-27	UHC-92362-72	—	5508 Union St, Columbus, OH, 43254	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
TPA-53393	TPA	Billy Hat	1986-01-16	—	—	6343 Ridge Rd, San Antonio, TX, 78288	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-64347	TPA	Robert Lewis	1938-06-12	—	—	1524 Oak St, Sacramento, CA, 95858	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-51286	TPA	Mason Santos	1964-03-21	—	—	8308 Canyon Rd, Glendale, AZ, 85385	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63856	TPA	Jennifer X Wong	1956-10-21	—	4244742948	3291 Sunset Blvd, Gilbert, AZ, 85259	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-55479	TPA	Ahmed Wright	1972-11-22	UHC-78812-39	—	617 Camelback Rd, Chandler, AZ, 85214	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-50775	TPA	Walter I Washington	1944-03-04	—	—	2644 Hillcrest Rd, San Diego, CA, 92127	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-64456	TPA	Mason V Payne	1979-11-17	—	3238353551	5013 Forest Ave, Atlanta, GA, 30385	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-55463	TPA	Amy Wiliamson	1982-11-20	—	—	7943 Desert Sky Blvd, Jacksonville, FL, 32201	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
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-50338	TPA	Margaret Pena	1985-10-06	—	—	978 Market St, Eden Prairie, MN, 55319	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-53774	TPA	Susan Murphy	1996-06-03	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53575	TPA	Yuki Wagner	1980-05-17	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN, 37205	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-61701	TPA	Tyler Patel	1955-10-09	UHC-72738-99	—	2695 Hillcrest Rd, Dallas, TX	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
TPA-58984	TPA	Jerry Martin	1939-03-08	—	—	8116 Ridge Rd, Nashville, TN, 37256	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-59615	TPA	Julie Carroll	1953-12-25	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59975	TPA	Dennis Hill	1956-09-17	—	—	1492 Ridge Rd, Houston, TX, 77057	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62594	TPA	Helen Snyder	1967-06-25	—	—	4492 Ridge Rd, Atlanta, GA, 30333	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-60391	TPA	Janet Hakins	1996-03-26	—	5695896314	7647 Mesa Dr, Tucson, AZ, 85704	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-64248	TPA	Denise Mills	1982-03-24	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-56963	TPA	Judy Williams	1997-09-06	—	4322595626	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56962	TPA	Judy Williams	1997-09-06	—	4322595626	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61500	TPA	Danielle Palmer	2001-07-22	UHC-01567-87	—	9568 Maple Ave, San Diego, CA, 92162	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-56083	TPA	Cheryl Cruz	1952-05-01	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-59770	TPA	Ruth Olson	1960-10-19	—	—	8833 Sage Ct, Seattle, WA, 98120	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-63760	TPA	Jordan Munoz	2007-05-27	UHC-45378-23	—	4852 Mountain View Dr, Mesa, AZ, 85211	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
TPA-50156	TPA	Bobby C Gilbert	2001-02-27	—	—	6310 Grand Ave, Dallas, TX, 75253	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-58069	TPA	Sullivan Janet	1962-02-20	UHC-73270-99	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57033	TPA	Cynthia Webb	1953-08-22	—	—	4802 Hillcrest Rd, Scottsdale, AZ	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
TPA-52910	TPA	Denise T Henderson	—	—	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-57487	TPA	Judith Cunningham	1999-05-20	UHC-01302-60	—	2252 Mesa Dr, Minneapolis, MN, 55436	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-60561	TPA	Margaret Roberts	1939-12-16	—	—	5221 Cedar Ln, Houston, TX, 77017	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-58403	TPA	Sandra White	1941-03-24	—	—	498 Main St, San Antonio, TX, 78253	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62655	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-62656	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-51707	TPA	Brian Bishop	1959-01-02	—	2383251453	1478 Lincoln Way, Plano, TX, 75057	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-57932	TPA	Roger Arnold	2005-06-25	—	—	2065 Lake View Rd, Denver, CO, 80213	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-59767	TPA	Richard Shultz	1960-09-04	—	6765722649	3637 Union St, Tempe, AZ, 85264	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-55494	TPA	Dorothy Padilla	2002-12-01	—	5543601961	412 River Rd, Tucson, AZ, 85751	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-60036	TPA	Julia Baker	1975-07-01	—	—	659 Central Ave # 111, Glendale, AZ, 85321	0.70	Name split from “Last, First”Unit split from street 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-62600	TPA	Abigail Morris	—	—	—	—	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
TPA-57989	TPA	Margaret Mills	1980-01-24	UHC-42099-41	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-62116	TPA	Diane Meendoza	1967-08-13	—	—	3454 Bayshore Dr, Mesa, AZ, 85216	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-64408	TPA	Mei W McCoy	1955-01-23	UHC-65566-67	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared

1,488 rows, page 21 of 30Previous Next