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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57891	TPA	Betty Paetl	1959-02-07	UHC-54842-23	7427794631	1321 River Rd Apt 2, Charlotte, NC, 28291	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
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-53234	TPA	Eric Palmer	1964-11-24	—	—	7424 Palm Dr Apt 22, Los Angeles, CA, 90025	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
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-63399	TPA	Judith Davis	1977-06-09	UHC-83672-30	—	5600 Meadow Ln, Glendale, AZ, 85361	0.68	Two-digit birth year 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-54327	TPA	Alan Nunez	2003-08-05	—	9433305822	6551 Maple Ave, Tampa, FL, 33644	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-53627	TPA	Jerry King	1983-09-23	—	—	2993 Ocean Ave, Tampa, FL, 33632	0.68	Two-digit birth year Street suffix standardised Address re-cased 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-58855	TPA	Paul Medina	1979-09-11	—	—	6454 Forest Ave, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-52850	TPA	Logan Powell	1961-06-22	—	—	9821 Cedar Ln, Sacramento, CA, 95845	0.68	Street suffix standardised Address re-cased ZIP+4 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-50411	TPA	Emily O Hudson	1963-09-10	—	—	7372 Grand Ave, Fresno, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-56208	TPA	Ruszell Le	1946-09-18	—	—	509 Central Ave, Dallas, TX, 75275	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-51931	TPA	Hannah Pierce	1997-06-26	—	—	340 Indian School Rd, Orlando, FL, 32857	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-50657	TPA	Amanda Lee	1944-07-18	—	—	114 Mesa Dr, Atlanta, GA, 30338	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-50656	TPA	Amanda Lee	1944-07-18	—	—	114 Mesa Dr, Atlanta, GA, 30338	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-61232	TPA	Ahmed Li	1964-03-09	—	8592720573	754 Elm St, Seattle, WA, 98104	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed 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-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-50018	TPA	Jeremy Franklin	1974-09-25	—	—	3588 Jefferson Ave, Houston, TX, 77063	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-52260	TPA	Billy Morgan	1977-10-28	—	—	2010 Union St, Denver, CO, 80224	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
TPA-50389	TPA	Marcus Wallace	—	—	—	7455 Palm Dr, Plano, TX, 75030	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
TPA-50150	TPA	Anna Stevens	1970-11-09	UHC-64371-85	—	582 Union St, Orlando, FL, 32828	0.68	Two-digit birth year Street suffix standardised Address re-cased 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-59535	TPA	Jeffrey Bradley	—	—	—	3300 Cedar Ln, Eden Prairie, MN, 55321	0.68	Date of birth missing Street suffix standardised Address re-cased 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-63784	TPA	Terry Williams	1939-10-17	UHC-02175-32	—	9227 Cedar Ln # 409, Nashville, TN, 37268	0.68	Unit split from street Street suffix standardised Address re-cased 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-53265	TPA	Vincent Meyer	2005-07-25	—	—	7588 Camelback Rd, Dallas, TX, 75251	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-58881	TPA	Jessica G Marquez	1995-02-23	—	—	2107 Sunset Blvd, Gilbert, AZ, 85212	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-58202	TPA	Sophia Roberts	1942-06-05	UHC-04642-04	—	3413 Valley View Dr, Austin, TX, 78720	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed 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-64041	TPA	Juan Y Williams	1981-08-04	—	8432327017	7824 Sunset Blvd, Los Angeles, CA, 90049	0.68	Two-digit birth year Street suffix standardised Address re-cased 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-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-51000	TPA	Gerald Walsh	2000-04-07	—	—	8766 Forest Ave, Plano, TX, 75052	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-60436	TPA	Ronald West	2007-07-24	—	3499013255	1699 Union St, Minneapolis, MN, 55467	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed 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-63418	TPA	Daniel Davis	2004-12-08	UHC-43463-17	—	8632 Camelback Rd, Dallas, TX, 75272	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
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-62729	TPA	Betty Stephens	2006-12-15	—	—	2735 Lincoln Way, Atlanta, GA, 30337	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 84 of 156Previous Next