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-411047	CLM	Matthew G Harper	1987-11-08	UHC-68492-17	—	1568 Central Ave, Gilbert, AZ, 85224	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-406673	CLM	Martha Young	2006-09-17	UHC-71458-40	—	5367 Grand Ave, Tucson, AZ, 85710	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425656	CLM	Jack Kennedy	1955-03-14	—	—	1930 Valley View Dr, Orlando, FL, 32880	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400154	CLM	Joseph Ward	1982-07-04	UHC-50573-60	—	8400 Baseline Rd, Nashville, TN, 37202	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406055	CLM	Hannah Green	1981-12-16	—	—	9332 Camelback Rd, Dallas, TX, 75293	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409271	CLM	Gabriel Murray	1953-06-20	UHC-77098-33	—	3949 Forest Ave, Mesa, AZ, 85235	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-420534	CLM	Frances Harris	2008-05-17	UHC-24775-06	—	1203 Church St Apt 36, Tampa, FL, 33691	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-401884	CLM	Sean Ramirez	2007-05-18	UHC-19509-62	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-421650	CLM	Mark Washington	2006-12-27	UHC-53180-18	7607640652	5914 Ridge Rd, Minneapolis, MN, 55434	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410057	CLM	Randy Mason	1959-10-09	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-424997	CLM	Ralph Q Wright	1942-07-13	—	—	9787 River Rd, Phoenix, AZ, 85064	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431928	CLM	Patrick Jenkins	1987-04-22	UHC-24809-52	—	975 Valley View Dr, Jacksonville, FL, 32234	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424299	CLM	Lawrence Ortega	1967-07-16	UHC-70245-41	—	2386 Indian School Rd, Charlotte, NC, 28279	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403228	CLM	Meagn Perkins	1985-09-03	UHC-28097-08	9665580892	3220 Camelback Rd, Seattle, WA, 98196	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401145	CLM	Victroia Wilson	1951-06-12	—	9346631750	9848 Indian School Rd, Jacksonville, FL, 32289	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408527	CLM	Cheryl Griffin	1971-06-03	UHC-95521-19	5197996313	9790 Grand Ave, Fresno, CA, 93705	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-403644	CLM	Elijah Stephens	1960-12-16	—	9089421924	6193 Cedar Ln, Eden Prairie, MN, 55393	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408841	CLM	Carolyn Clark	2000-02-04	UHC-25927-01	—	7512 Meadow Ln, Tampa, FL, 33629	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-427258	CLM	Jessica T Thompson	1967-03-15	UHC-22683-14	—	1744 Valley View Dr, Nashville, TN, 37222	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431294	CLM	Brittany Jenkins	1948-10-02	UHC-38740-62	8455739459	4783 Ocean Ave, Charlotte, NC, 28273	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-425063	CLM	Kyle Miller	1972-10-17	UHC-06290-50	—	436 Union St, Minneapolis, MN, 55458	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401983	CLM	Catherine Robinson	1945-09-28	UHC-29027-31	4729579668	1847 Willow Ct, San Diego, CA, 92174	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403610	CLM	Robert Jordan	1974-09-10	—	—	6722 Meadow Ln, Miami, FL, 33169	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401828	CLM	Teresa Chavez	1953-05-09	UHC-36535-42	4362124413	1648 Valley View Dr, Eden Prairie, MN, 55343	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406743	CLM	Gloria Stone	1965-04-03	—	4863376974	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-418557	CLM	Lauren Graham	1979-06-03	UHC-12369-48	4347087361	7492 Jefferson Ave Apt 33, Scottsdale, AZ, 85207	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-408554	CLM	Mariana Anderson	2000-10-14	UHC-20476-18	—	340 Ocean Ave, Columbus, OH, 43274	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421312	CLM	Vincent Diaz	1958-10-01	UHC-09083-91	3337818612	8104 Lincoln Way, Seattle, WA, 98147	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-418177	CLM	Wei Obrien	1984-07-20	UHC-75656-22	6076294776	9069 Lincoln Way, Fresno, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-412207	CLM	Jason Holmes	1944-04-09	UHC-86982-57	—	7300 Elm St, Columbus, OH, 43290	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430505	CLM	Kevin Andrews	1982-03-06	—	9164171251	7867 Ocean Ave, San Diego, CA, 92114	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406495	CLM	Omar Torres	1973-08-04	—	5603618723	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-406496	CLM	Omar Torres	1973-08-04	—	5603618723	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-427431	CLM	Michelle R Gray	2008-09-10	—	—	7692 Maple Ave, Charlotte, NC, 28243	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-412484	CLM	Emily Peterson	1996-08-21	UHC-82743-71	—	8912 Camelback Rd, Miami, FL, 33123	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-424758	CLM	Thomes Matthews	2005-09-23	—	—	6278 Central Ave, Nashville, TN, 37204	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-405257	CLM	Frnak Padilla	1964-02-14	UHC-18739-54	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-415508	CLM	Keith Andrws	1997-10-08	UHC-08891-75	—	9469 Ocean Ave, Chandler, AZ, 85253	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422317	CLM	Sandra B Grant	1979-05-21	UHC-89882-02	—	9883 Bayshore Dr, Phoenix, AZ, 85070	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-412470	CLM	Matthew Arnold	1944-08-07	UHC-10919-83	7106837939	2877 Apache Blvd, Austin, TX, 78783	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414655	CLM	Alan Z Washington	1947-10-05	UHC-41085-50	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-432350	CLM	James K Kim	1968-09-24	UHC-64142-84	—	9095 Elm St, Nashville, TN, 37272	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423174	CLM	Walter Mitchell	1982-10-27	UHC-96664-98	—	9681 Elm St, Fresno, CA, 93786	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410845	CLM	Laura Powell	1969-05-21	UHC-45064-52	—	3187 Harbor Blvd, Eden Prairie, MN, 55356	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405468	CLM	Melissa Thomas	1951-12-08	—	—	4896 Canyon Rd, Sacramento, CA, 95893	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402505	CLM	Douglas Salazar	1999-09-04	UHC-82593-56	7145725493	147 Broadway, Plano, TX, 75050	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-416719	CLM	Jerry Montgomery	1973-01-26	UHC-61947-38	—	9637 Valley View Dr, San Diego, CA, 92137	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427629	CLM	Jordan Banks	1980-04-06	—	2035825625	8932 Elm St, Charlotte, NC, 28211	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429245	CLM	Austin Jensen	1945-08-06	—	—	6006 Church St, San Diego, CA, 92179	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404652	CLM	Hannah Wood	1982-10-02	—	—	8882 Harbor Blvd, Houston, TX, 77005	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

13,120 rows, page 131 of 263Previous Next