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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421188	CLM	Sofia Thompson	1987-07-21	UHC-17637-54	—	4099 Willow Ct, Charlotte, NC, 28268	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
CLM-411025	CLM	Sara Andrews	1961-11-02	UHC-45537-10	—	—	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-421925	CLM	Brenda Henry	1982-05-17	UHC-49567-69	—	62 Ridge Rd, Los Angeles, CA, 90069	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
CLM-408092	CLM	William Weaver	2005-10-15	UHC-50237-81	—	8974 Indian School Rd # 663, Atlanta, GA, 30355	0.68	Date of birth reformatted Phone missing area code Unit split from street Placeholder values cleared
CLM-403428	CLM	Aisha Cole	1975-04-01	—	—	4922 Cedar Ln, Minneapolis, MN, 55410	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
CLM-402940	CLM	Patrick McDonald	1916-09-01	UHC-20249-57	—	8384 Baseline Rd, Jacksonville, FL, 32286	0.70	Phone missing area code Street suffix standardised Address re-cased
CLM-431652	CLM	Valentina Simmons	1940-12-10	UHC-46999-92	—	5097 Desert Sky Blvd, Tucson, AZ, 85750	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
CLM-401939	CLM	Emma Munoz	1994-09-16	UHC-82412-81	—	2062 Jefferson Ave, Dallas, TX, 75213	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
CLM-426127	CLM	Victoria Rogers	2008-05-10	UHC-57091-14	—	1444 Indian School Rd, Plano, TX	0.70	Phone missing area code ZIP missing Placeholder values cleared
CLM-422181	CLM	Marcus Lewis	1981-05-06	UHC-53639-04	—	2066 Main St, Atlanta, GA, 30343	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
CLM-403973	CLM	Catherine O Warren	1967-02-15	UHC-42276-35	—	290 Grand Ave, Fresno, CA, 93735	0.70	Phone missing area code Gender normalised Placeholder values cleared
CLM-415656	CLM	Jack Garza	1965-12-27	UHC-07484-53	—	—	0.70	Two-digit birth year Phone missing area code Placeholder values cleared
CLM-415479	CLM	Philip Payne	1950-02-15	UHC-56576-45	—	448 Grand Ave, Tucson, AZ, 85777	0.70	Phone missing area code Gender normalised Placeholder values cleared
CLM-424039	CLM	Mazon Schultz	—	UHC-06517-82	—	773 Church St, Seattle, WA, 98158	0.70	Date of birth unreadable Phone missing area code Placeholder values cleared
CLM-415439	CLM	Aeron Fisher	1993-10-26	UHC-39898-77	—	1654 Ocean Ave, Jacksonville, FL	0.70	Phone missing area code ZIP missing Placeholder values cleared
CLM-428412	CLM	William Bradley	1938-04-02	—	—	—	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
CLM-401342	CLM	Zachary Rodriguez	1941-10-09	UHC-03456-11	—	7339 Jefferson Ave, Los Angeles, CA, 90091	0.70	Phone missing area code Gender normalised Placeholder values cleared
CLM-422087	CLM	Amanda Espinoza	2006-08-13	UHC-65635-71	—	—	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
CLM-425991	CLM	Carl Clark	1964-10-03	UHC-07708-62	—	—	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
CLM-417047	CLM	Lori Nunez	2002-06-18	—	—	5216 Meadow Ln Apt 5, Plano, TX, 75053	0.70	Phone missing area code Unit split from street Placeholder values cleared
CLM-409253	CLM	Douglas Harris	1941-12-09	UHC-15357-52	—	—	0.72	Two-digit birth year Phone missing area code
CLM-404911	CLM	Bruce Ferguson	1977-04-10	UHC-65891-58	—	—	0.72	Two-digit birth year Phone missing area code
CLM-405179	CLM	Marilyn Aguilar	1977-06-02	UHC-97377-90	—	3638 Bayshore Dr, Dallas, TX, 75200	0.76	Name re-cased Phone missing area code Member ID reformatted City re-cased+2 more
CLM-425090	CLM	Christopher Hall	1951-02-21	UHC-25937-42	—	1703 Spring St, Eden Prairie, MN, 55302	0.76	Date of birth reformatted Phone missing area code Member ID reformatted City re-cased+2 more
CLM-431784	CLM	McHelle Le	1978-11-05	—	—	6244 Apache Blvd, Austin, TX, 78746	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-421818	CLM	Larry C Morales	1941-06-09	—	—	3047 Main St, Nashville, TN, 37222	0.76	Name re-cased Date of birth reformatted Phone missing area code Plan code upper-cased+2 more
CLM-423841	CLM	Noah Ortiz	1988-06-04	UHC-65429-19	—	3793 Park Pl, Minneapolis, MN, 55435	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-419718	CLM	Hiroshi Fowler	1947-09-07	UHC-09603-43	—	—	0.76	Name re-cased Phone missing area code Member ID reformatted Email lower-cased+2 more
CLM-426536	CLM	Adam Singh	1948-02-03	UHC-56507-16	—	1814 Broadway, Tucson, AZ, 85761	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-425982	CLM	Gerald D McDonald	1983-06-24	UHC-64643-77	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-410323	CLM	Tyler Perkins	1941-01-20	—	—	4711 Mountain View Dr, Columbus, OH, 43249	0.78	Name re-cased Phone missing area code Plan code upper-cased Whitespace trimmed+1 more
CLM-408349	CLM	Stephen Reyes	1960-07-03	UHC-57936-49	—	6423 Harbor Blvd, Mesa, AZ, 85269	0.78	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed+1 more
CLM-420363	CLM	Ashley Ramos	1994-03-27	UHC-23204-76	—	1140 Forest Ave, Jacksonville, FL, 32283	0.78	Name re-cased Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-429237	CLM	Kathleen E Rivera	1948-11-08	UHC-52835-24	—	1509 Willow Ct, Miami, FL, 33179	0.78	Name re-cased Phone missing area code Member ID reformatted City re-cased+1 more
CLM-421760	CLM	Isabella Kennedy	1951-08-10	—	—	2989 Ridge Rd, Chandler, AZ, 85217	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-408082	CLM	Ranyd Wood	1981-05-19	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-405126	CLM	Beth Mitchell	2003-08-22	UHC-66315-76	—	—	0.78	Name re-cased Phone missing area code Email lower-cased Whitespace trimmed+1 more
CLM-427840	CLM	Patricia Lawson	1963-01-04	UHC-61632-44	—	2289 Broadway, San Antonio, TX, 78251	0.78	Name re-cased Phone missing area code Address re-cased Whitespace trimmed+1 more
CLM-432266	CLM	David Garrett	2002-11-27	UHC-37765-78	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-409234	CLM	Logan Hamilton	1972-01-12	UHC-20469-91	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-402435	CLM	Karen Little	1959-03-03	UHC-06105-79	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
CLM-405520	CLM	Priya O Crawford	1980-08-21	UHC-19959-40	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-426152	CLM	Ryn Gibson	2000-03-10	UHC-58746-33	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-426151	CLM	Ryn Gibson	2000-03-10	UHC-58746-33	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-405982	CLM	Abigail George	1993-07-19	UHC-48841-18	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-429204	CLM	Brian R Little	2007-11-25	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-412468	CLM	Matt Arnold	1944-08-07	UHC-10919-83	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-427928	CLM	Kevin Guerrero	1956-03-23	UHC-55296-65	—	4927 River Rd, Fresno, CA, 93783	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-422640	CLM	Deborah Willis	1975-02-17	UHC-78282-13	—	2399 Harbor Blvd, Miami, FL, 33157	0.78	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-424937	CLM	Wayne Ward	1940-05-22	—	—	8946 Apache Blvd, Plano, TX, 75025	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more

505 rows, page 8 of 11Previous Next