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

Claims, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413895	CLM	Mason Vasquez	1967-05-27	UHC-71588-63	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-411727	CLM	Karen Watsn	1972-03-12	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-407182	CLM	Lori Nunez	1987-04-10	UHC-61380-99	—	2512 Canyon Rd, Orlando, FL, 32892	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-410912	CLM	Joseph Watkins	2008-07-19	—	—	8272 Sunset Blvd, Charlotte, NC, 28277	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-409758	CLM	Bryan Martinez	2008-10-21	—	—	4682 Washington St, Orlando, FL, 32825	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-428547	CLM	Joseph A Pena	1945-01-07	UHC-35846-37	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408242	CLM	Doris Dunn	1990-04-22	—	—	6561 Valley View Dr, Scottsdale, AZ, 85289	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-421091	CLM	Sara Gordon	1947-05-25	UHC-17238-13	7009316062	8339 Ocean Ave, Minneapolis, MN, 55412	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-417344	CLM	Ana Mason	1960-05-06	UHC-37551-83	3148898155	4563 Lincoln Way, Eden Prairie, MN, 55381	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-404312	CLM	Meegan Fox	1971-06-23	UHC-06501-28	3982561019	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-415607	CLM	Beverly Q Garza	1973-04-17	UHC-81899-11	5735185683	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406951	CLM	Fatima Holmes	1970-05-01	UHC-66550-61	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416109	CLM	Ruth Contreras	1946-07-24	—	4494259697	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-409703	CLM	Gary Stewart	1979-12-12	UHC-82371-38	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-420663	CLM	Scott Thomas	1970-07-24	UHC-17753-40	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-424353	CLM	Dennis S Bradley	1944-01-12	UHC-87114-24	7836394413	2195 Park Pl, Plano, TX, 75024	0.80	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed
CLM-417599	CLM	Theresa Mejia	1950-03-10	UHC-12335-75	—	1593 River Rd, Sacramento, CA, 95856	0.80	Name re-cased Two-digit birth year State code upper-cased Placeholder values cleared
CLM-411618	CLM	Olivia Espinoza	1998-06-06	—	—	4233 Apache Blvd, Fresno, CA, 93730	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-431160	CLM	Brian Montgomery	1997-04-14	UHC-99370-99	—	1387 Hillcrest Rd, Miami, FL, 33116	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-410417	CLM	Kelly P Miller	1977-09-23	UHC-87446-96	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-413949	CLM	Anthony Y Harris	1960-08-04	UHC-51862-60	8492710678	2320 Harbor Blvd, Orlando, FL, 32824	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419716	CLM	Russell Hamilton	1974-01-01	UHC-40797-97	—	5634 Hillcrest Rd, San Antonio, TX, 78232	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-407449	CLM	Jordan Parker	1983-05-25	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-401737	CLM	John Gardner	1994-01-21	—	4755491673	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-412874	CLM	Donna F Le	1965-02-06	UHC-38557-93	3839133452	6110 Valley View Dr, Chandler, AZ, 85262	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-405892	CLM	Patricia Hanson	2006-01-25	UHC-26195-41	4478472521	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425890	CLM	Randy Edwards	1967-04-07	UHC-90277-38	9118890062	1054 Washington St, Miami, FL, 33128	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-421756	CLM	Jean Ramirez	2005-03-05	UHC-02634-12	5376725919	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-431319	CLM	Joe Thomas	2007-03-01	UHC-54570-05	—	—	0.80	Name re-cased Two-digit birth year Email lower-cased Placeholder values cleared
CLM-420165	CLM	Chris Jimenez	2000-08-25	UHC-90658-11	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-402401	CLM	Cheryl Z King	1968-09-10	—	5733546069	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405185	CLM	Watson P Austin	1998-06-16	—	—	7865 Highland Ave, Minneapolis, MN, 55425	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-422656	CLM	Gary Myers	1981-04-13	—	—	5636 Ridge Rd, Fresno, CA, 93701	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-419017	CLM	Richard Snyder	1942-06-12	—	—	2861 Main St, Chandler, AZ, 85246	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418298	CLM	Billy K Gardner	1991-12-14	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-432763	CLM	Brenda G Elliott	1954-10-24	UHC-48551-68	—	4133 Apache Blvd, Miami, FL, 33129	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-418526	CLM	Hiroshi Powell	1951-07-05	UHC-87923-96	—	7769 Camelback Rd, Tucson, AZ, 85759	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-415332	CLM	Nancy Boyd	1967-04-18	—	4295382034	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422530	CLM	Mariana Rios	1962-04-19	UHC-75754-51	8695158736	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-418047	CLM	Joey Hunt	1983-12-06	—	—	4149 Central Ave, Austin, TX, 78710	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-424676	CLM	Jerry M Lawrence	1950-12-23	—	2566847581	1879 Lincoln Way, Houston, TX, 77085	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
CLM-404449	CLM	Justin Crawford	1982-10-08	—	—	3216 Park Pl, Houston, TX, 77003	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-419541	CLM	Charlotte Dixon	1943-10-16	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-408366	CLM	Sean V Owens	1984-01-05	UHC-64788-47	—	5632 Baseline Rd, San Diego, CA, 92137	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-431700	CLM	Anna Rice	1938-09-07	UHC-08508-68	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-421222	CLM	Christian B Butler	1982-04-27	—	2716317792	9899 River Rd, Glendale, AZ, 85372	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416771	CLM	Josshua Shaw	1977-03-20	UHC-83625-46	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412411	CLM	Andrew Fostr	1955-10-12	—	—	6503 Cedar Ln, Las Vegas, NV, 89173	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-406445	CLM	Abby A Vazquez	1966-07-01	—	—	8198 Mesa Dr, Jacksonville, FL, 32255	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-413716	CLM	Denise Hayes	2007-04-27	UHC-92115-37	—	4768 Mountain View Dr, San Antonio, TX, 78254	0.80	Name re-cased Two-digit birth year City re-cased Whitespace trimmed

2,168 rows, page 35 of 44Previous Next