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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426503	CLM	Jesse Delgado	1956-12-12	—	—	662 Harbor Blvd, Atlanta, GA, 30376	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-431329	CLM	Diana Luna	1953-09-27	UHC-63649-97	—	8549 Grand Ave, Columbus, OH, 43269	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-418962	CLM	Yuki Boyd	1947-07-04	UHC-23434-82	8843187022	4553 Oak St, Eden Prairie, MN, 55367	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418961	CLM	Yuki Boyd	1947-07-04	UHC-23434-82	8843187022	4553 Oak St, Eden Prairie, MN, 55367	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-427891	CLM	Emily Palmer	1961-07-18	UHC-80821-83	—	2418 Oak St, Chandler, AZ, 85247	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-413530	CLM	Brian Parker	1983-03-04	UHC-69055-38	4525864470	2214 Grand Ave, Charlotte, NC, 28240	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-408515	CLM	Julie Fowler	1984-10-15	UHC-96571-16	2496927446	6025 Washington St, Seattle, WA, 98116	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-402161	CLM	SamanthaJunk	1995-06-23	UHC-22982-65	—	—	0.80	Name re-cased Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-416149	CLM	Eugene Q Turner	1999-11-14	UHC-36409-32	—	5304 Apache Blvd, Las Vegas, NV, 89113	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-418914	CLM	Joe Sullivan	1976-08-10	UHC-21823-12	—	6632 Baseline Rd, Miami, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-404113	CLM	Nancy Palmer	1975-12-11	UHC-18015-69	8348821792	4573 Elm St, Dallas, TX, 75273	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
CLM-429733	CLM	Ronald Daniels	1967-06-11	UHC-10524-07	9574886605	8619 Central Ave, San Diego, CA, 92134	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-412887	CLM	Russell G Smith	2002-07-05	UHC-62805-28	8945056635	8088 Ridge Rd, Eden Prairie, MN, 55377	0.80	Name re-cased Phone reformatted Member ID reformatted Gender normalised
CLM-402648	CLM	George Brown	1982-06-15	—	6792577583	8083 Ridge Rd, Plano, TX, 75028	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-409260	CLM	Shirley McDonald	1949-08-25	UHC-84446-46	—	3937 Church St, San Diego, CA, 92164	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427110	CLM	Isabella Barnes	1995-09-02	—	2236578131	5646 Elm St, Fresno, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-404774	CLM	Angela Kennedy	1998-08-04	UHC-50851-54	—	890 Forest Ave, Dallas, TX, 75239	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402356	CLM	Ethan Black	2006-05-10	UHC-93207-47	—	4513 Washington St, Columbus, OH, 43285	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-406220	CLM	Denise Sandoval	2002-02-19	—	—	2055 Indian School Rd, Sacramento, CA, 95836	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-432154	CLM	Kelly Gutierrez	1990-10-16	—	—	6693 Maple Ave, Las Vegas, NV, 89123	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
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-400667	CLM	Brandon Carlson	1988-11-07	—	4738937394	4875 Apache Blvd, Houston, TX, 77012	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-423166	CLM	Matthew Sims	1949-01-14	UHC-92965-60	—	9604 Lake View Rd, Chandler, AZ, 85284	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-417144	CLM	Anna Burke	1938-07-28	—	—	6502 Mesa Dr, Dallas, TX, 75203	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-414378	CLM	Jason Ortega	1941-09-03	UHC-52395-15	7943648119	8529 Indian School Rd, Seattle, WA, 98166	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-416447	CLM	Charlotte Lopez	1983-09-27	—	5137336497	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427043	CLM	Brayn Santiago	2003-02-27	UHC-24972-80	3852343249	6211 Highland Ave, Tempe, AZ, 85258	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-402812	CLM	Brandon Y Obrien	1985-10-23	UHC-52239-76	—	2492 Forest Ave, Las Vegas, NV, 89131	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-425394	CLM	Wayne M Benentt	1948-01-25	—	—	4348 Maple Ave, Tampa, FL, 33602	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-401651	CLM	Doris Martin	1979-11-14	UHC-99173-76	—	2759 Ocean Ave, Scottsdale, AZ, 85299	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-401801	CLM	Kayla Lee	1993-05-21	—	—	5402 Lincoln Way Apt 3, Charlotte, NC, 28242	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-423212	CLM	Camila Kelly	—	UHC-20025-62	8273197244	—	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-410732	CLM	Brien Garcia	1948-10-17	—	7906305029	678 Church St, Tampa, FL, 33625	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-409690	CLM	Kelly Flores	1971-04-25	—	—	4492 Park Pl, Scottsdale, AZ	0.80	Name re-cased ZIP missing 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-407796	CLM	Rachel Nunez	1965-08-22	—	—	189 Lincoln Way, Nashville, TN, 37298	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-418362	CLM	Isabella G Harvey	1942-01-02	UHC-50401-81	—	3704 Highland Ave, Columbus, OH, 43229	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-403798	CLM	Jeffrey Allen	1990-01-02	UHC-29346-52	6203934513	3685 Sunset Blvd, Chandler, AZ, 85287	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-410286	CLM	Daniel Alvarez	1943-05-25	—	—	6848 Grand Ave, Austin, TX, 78790	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-417244	CLM	Kyle Lawernce	2006-04-14	—	—	9398 Meadow Ln, Jacksonville, FL, 32213	0.80	Name re-cased Street suffix standardised Address re-cased 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-409173	CLM	Logan Cox	1967-07-18	UHC-60227-35	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
CLM-425170	CLM	Amanad A Simmons	1945-02-14	UHC-72306-59	—	4107 Indian School Rd, San Diego, CA, 92111	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-403621	CLM	Kenneth Gomez	1985-03-06	—	9314943332	6290 Hillcrest Rd, Gilbert, AZ, 85261	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-425417	CLM	Samantha Palmer	2008-02-16	—	—	523 Lake View Rd, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-420309	CLM	Sophia Kennedy	1977-12-02	UHC-74147-24	—	2158 Main St, Tucson, AZ, 85742	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-406985	CLM	Debra Ortiz	1998-11-25	UHC-91264-58	—	4384 Pine Dr, Tempe, AZ, 85240	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-414800	CLM	Wei Cooper	1944-01-22	UHC-24248-68	—	9506 Sunset Blvd, Orlando, FL, 32808	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-428397	CLM	Paul Vega	1960-06-01	—	—	3685 Park Pl, Tampa, FL, 33657	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-401357	CLM	Jesse Kelly	1979-05-10	—	—	419 Lake View Rd, San Antonio, TX, 78283	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared

13,120 rows, page 161 of 263Previous Next