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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50814	TPA	Gary Walker	1999-02-04	—	7853045209	6703 Cedar Ln Apt 19, San Diego, CA, 92189	0.54	Phone reformatted Unit split from street State name converted to code Gender normalised+1 more
TPA-55546	TPA	Christopher Chavez	1944-04-25	—	—	5415 Forest Ave, Los Angeles, CA, 90043	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57290	TPA	Debra Wagner	1967-06-21	—	—	4557 Canyon Rd, San Antonio, TX, 78240	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-64256	TPA	Austin Morgan	2003-05-17	—	—	6020 Sunset Blvd, Dallas, TX, 75225	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50067	TPA	Evelyn Singh	1976-01-08	—	—	9466 Union St, Minneapolis, MN, 55477	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56708	TPA	Ann Gonzalez	1960-10-27	UHC-34996-49	2788362292	4617 Grand Ave, Sacramento, CA, 95855	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-54640	TPA	Sara Ortiz	1979-04-07	—	3052494046	6585 Lake View Rd, Minneapolis, MN, 55411	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-50529	TPA	Danielle Young	1954-06-21	—	6733814339	3852 Market St, Scottsdale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-54529	TPA	Elizabeth Morrison	1967-12-24	—	—	7434 Sunset Blvd, Fresno, CA, 93723	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-53387	TPA	Natalie N Wagner	1965-07-26	—	7903788518	9743 Sunset Blvd, Orlando, FL, 32818	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
TPA-53326	TPA	Joe Turner	1997-09-21	—	—	3679 Lincoln Way, Denver, CO	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-51202	TPA	Luis W Wallace	—	—	—	6713 Main St, Columbus, OH, 43232	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60277	TPA	Gerald Ruiz	1989-02-10	—	2346481263	8019 Canyon Rd, Columbus, OH, 43251	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62899	TPA	Virginia Ramos	1989-04-27	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-54368	TPA	Nicole Hayes	1939-04-16	UHC-32516-68	—	695 Apache Blvd Apt 28, Plano, TX, 75090	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52662	TPA	Brian Perkins	1971-11-22	UHC-98944-17	—	2848 Sage Ct, Seattle, WA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-54449	TPA	Alxis Brooks	1966-03-25	—	—	741 Ridge Rd, San Antonio, TX, 78284	0.54	Name split from “Last, First”State name converted to code Email lower-cased Gender normalised+1 more
TPA-57861	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-53721	TPA	Bryan Palmer	—	UHC-88787-64	—	7401 Lincoln Way, Los Angeles, CA	0.54	Name re-cased Date of birth unreadable ZIP missing Gender normalised+1 more
TPA-59253	TPA	Joshua Williamson	1987-07-19	—	—	2202 Apache Blvd, Jacksonville, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-52048	TPA	Vincent Contreras	1992-05-18	—	—	5174 Forest Ave, Tucson, AZ, 85732	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-61204	TPA	Bryan Stevens	1978-01-24	—	—	2714 Harbor Blvd, Scottsdale, AZ	0.56	Two-digit birth year ZIP missing Gender normalised Placeholder values cleared
TPA-54436	TPA	Dylan Oliver	1958-01-17	—	—	—	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
TPA-52783	TPA	Don W Walsh	1951-05-07	—	8584013690	7131 Spring St, Denver, CO, 80243	0.56	Name split from “Last, First”Middle initial moved out of first name Gender normalised Placeholder values cleared
TPA-57752	TPA	Alexanedr O Williams	1964-05-18	—	3415249761	9121 Lincoln Way, Los Angeles, CA, 90058	0.56	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised
TPA-53409	TPA	Rebecca X Clark	1990-06-12	—	9403639048	9740 Oak St, Jacksonville, FL, 32208	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-56121	TPA	Julia Cunningham	1954-05-28	UHC-98772-34	—	3668 Spring St, Austin, TX	0.56	Name split from “Last, First”City re-cased ZIP missing Gender normalised
TPA-57624	TPA	Adam P Dunn	—	—	—	232 Lincoln Way, Atlanta, GA, 30366	0.56	Date of birth unreadable ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-62294	TPA	Carol G Baker	1956-10-28	—	—	3917 Maple Ave, Houston, TX, 77006	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-57131	TPA	Elizabeth Li	1954-02-01	—	—	3590 Willow Ct, Eden Prairie, MN, 55392	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-53171	TPA	Lori Williams	1984-07-03	UHC-29788-73	2018001039	7301 Mountain View Dr, Tempe, AZ, 85213	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-57821	TPA	Brenda Santiago	1995-01-10	—	5637327961	7882 Washington St, Glendale, AZ, 85377	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-55510	TPA	Henry Pierce	2007-07-20	—	—	6795 Park Pl # 146, Plano, TX, 75007	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
TPA-60423	TPA	Sharon Romero	2008-11-02	—	4672269397	633 Park Pl, Orlando, FL, 32897	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-55295	TPA	Adam I Howell	—	—	—	—	0.56	Name split from “Last, First”Date of birth unreadable Gender normalised Placeholder values cleared
TPA-57805	TPA	Janice Tucker	2005-12-03	—	—	1178 Palm Dr, Sacramento, CA, 95825	0.56	State name converted to code ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-53227	TPA	Jean Edwards	1991-12-01	UHC-85008-34	—	4057 Sage Ct Apt 4, Sacramento, CA, 95868	0.56	Name split from “Last, First”Unit split from street Gender normalised Whitespace trimmed
TPA-53568	TPA	Tylre S Alvarez	—	UHC-06222-12	7976380868	9548 Mountain View Dr # 419, Mesa, AZ, 85242	0.56	Date of birth missing Unit split from street Gender normalised Placeholder values cleared
TPA-59016	TPA	Nicole George	2006-06-12	—	—	5730 Sunset Blvd # 529, Austin, TX, 78750	0.56	Name split from “Last, First”Unit split from street Gender normalised Placeholder values cleared
TPA-52643	TPA	Nick X Gonzales	1999-02-28	—	—	3035 Harbor Blvd, Glendale, AZ, 85333	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
TPA-54736	TPA	Fatima Baker	1982-12-22	—	—	7973 Apache Blvd, Chandler, AZ, 85289	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-50615	TPA	Benjamin B Harris	1978-11-02	—	7414289056	1764 Mountain View Dr, Las Vegas, NV, 89190	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-54052	TPA	Walter P Meyer	1980-06-04	—	—	2722 Grand Ave, Scottsdale, AZ, 85224	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-52696	TPA	Deborah Nguyen	1982-07-12	—	2496456874	8504 Oak St Apt 34, Denver, CO, 80256	0.58	Unit split from street State name converted to code Gender normalised
TPA-62010	TPA	Alice Palmer	1968-07-18	—	6022567270	2542 Palm Dr, Minneapolis, MN, 55402	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-54110	TPA	Douglas Robinson	1974-11-27	—	5426819497	9031 Apache Blvd, Nashville, TN, 37242	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-53876	TPA	Alan Cole	1977-06-25	—	9124839337	4335 Ocean Ave, Mesa, AZ, 85295	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-51222	TPA	Janet Harvey	1964-07-22	—	8706682954	7746 Palm Dr, Tucson, AZ, 85708	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62595	TPA	Elliott David	1955-05-20	—	6265296430	4394 Main St, Nashville, TN, 37200	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-64200	TPA	Benjamin Copoer	1968-06-14	—	4894411550	5419 Market St, Houston, TX, 77041	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

2,435 rows, page 14 of 49Previous Next