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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404370	CLM	Anthony Kennedy	1982-05-09	UHC-68806-30	6745269662	621 Forest Ave, Fresno, CA, 93749	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421175	CLM	Willie Le	1969-09-17	UHC-73240-85	—	6908 Oak St, Sacramento, CA, 95814	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-413721	CLM	Alan S Bennett	1985-09-11	UHC-10761-18	—	2470 Lake View Rd, Charlotte, NC, 28209	0.78	Date of birth reformatted Street suffix standardised Address re-cased 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-412800	CLM	Keith Burns	1988-09-16	—	3388309775	9209 Lake View Rd, Phoenix, AZ, 85010	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-432041	CLM	Santiago B Burton	1998-05-26	—	4428302308	3029 Willow Ct, Orlando, FL, 32897	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408516	CLM	Larry Spencer	1961-04-01	—	6719597345	3145 Sunset Blvd, Austin, TX, 78795	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431613	CLM	Logan Hamilton	1950-02-15	—	4669453707	1168 Sage Ct, Jacksonville, FL, 32291	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-429545	CLM	Jacob Coleman	1952-08-26	UHC-36389-70	—	7965 Palm Dr, Jacksonville, FL, 32268	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-422783	CLM	Eriic Rojas	2005-01-24	—	—	7821 Central Ave, Miami, FL, 33123	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-400769	CLM	Sara K Phillips	2002-08-13	UHC-60451-51	9719993287	5025 Desert Sky Blvd # 533, Orlando, FL, 32803	0.78	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
CLM-415734	CLM	Mateo Wells	1973-10-27	—	—	5952 Highland Ave, Miami, FL, 33141	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-417690	CLM	Sophia Martinez	1950-04-27	UHC-22861-85	—	9261 Lake View Rd, Mesa, AZ, 85258	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403766	CLM	Kelly Munoz	1944-09-17	UHC-78676-71	—	8886 Central Ave, Plano, TX, 75066	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-425387	CLM	Shirley Cruz	1951-11-28	UHC-36590-35	—	7029 Ridge Rd, Tampa, FL, 33643	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-430650	CLM	Ed O Boyd	2003-11-09	UHC-44082-26	—	8783 Willow Ct, San Diego, CA, 92123	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-415500	CLM	Sharon Z Simmons	2005-02-04	—	—	3873 Hillcrest Rd, Miami, FL, 33126	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-418009	CLM	Sophia U Butler	1987-10-25	UHC-99861-22	—	8857 Washington St, Orlando, FL, 32847	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-422323	CLM	Heather Cox	1957-09-25	—	6348182128	613 Ridge Rd, Los Angeles, CA, 90008	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-416130	CLM	Albert Vargas	1994-09-27	UHC-47502-36	9218845151	113 Willow Ct, Minneapolis, MN, 55444	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417785	CLM	Jordan Mitchell	1999-01-13	UHC-41287-90	9138838022	882 Lake View Rd, Dallas, TX, 75281	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-411081	CLM	Sandra Y Luna	1964-03-12	UHC-78857-62	—	9505 Oak St, Eden Prairie, MN, 55386	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-415116	CLM	Rebecca Chavez	1973-10-17	UHC-20228-30	8185646492	1883 Main St, Plano, TX, 75084	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
CLM-425742	CLM	Emma Q Nelson	1966-03-09	UHC-24962-50	—	2058 Central Ave, Chandler, AZ, 85287	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-419248	CLM	Sophia Bell	1946-11-12	UHC-20089-46	5486368009	381 Jefferson Ave, Scottsdale, AZ, 85285	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413959	CLM	Maria Z Yang	2007-10-28	UHC-66599-90	6939148689	5815 Hillcrest Rd, Los Angeles, CA, 90047	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414806	CLM	Janet Shaw	—	UHC-96109-23	2618567515	1812 Maple Ave, Glendale, AZ, 85306	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-413204	CLM	Danielle Peterson	1989-06-24	UHC-96439-17	4604764356	5530 Harbor Blvd, San Antonio, TX, 78236	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421775	CLM	Luis McDonald	1940-06-07	UHC-12314-12	—	4096 Main St, Glendale, AZ, 85353	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-432627	CLM	Eddie O Wright	2008-09-03	UHC-92029-25	—	758 Lincoln Way, Phoenix, AZ, 85024	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-415210	CLM	Lucia L Holmes	2007-02-04	—	7564792473	8617 Highland Ave, Glendale, AZ, 85314	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-427805	CLM	Ronald R Contreras	1942-09-18	—	—	7677 Indian School Rd, Dallas, TX, 75225	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-428375	CLM	David Hernandez	1970-11-07	UHC-97769-98	—	5149 Bayshore Dr, Columbus, OH, 43208	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-415959	CLM	Marilyn Walker	1999-12-09	UHC-36287-89	—	721 River Rd, Minneapolis, MN, 55443	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-431252	CLM	Barbara Cox	1962-01-13	UHC-93560-89	4684654934	1468 Hillcrest Rd, Columbus, OH, 43234	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-407217	CLM	Theresa Espinoza	1979-02-20	—	—	8697 Mountain View Dr, Orlando, FL, 32873	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-424732	CLM	Joe Olson	1951-01-23	—	4554462453	8346 Desert Sky Blvd, San Diego, CA, 92115	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-424733	CLM	Joe Olson	1951-01-23	—	4554462453	8346 Desert Sky Blvd, San Diego, CA, 92115	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-421552	CLM	Kevin P King	1980-12-17	UHC-00010-37	—	7344 Indian School Rd, Sacramento, CA, 95823	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-406709	CLM	Douglas Schultz	1954-10-05	UHC-05331-95	—	3506 Baseline Rd, Miami, FL, 33103	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-412885	CLM	Joyce Martin	1989-03-11	—	5783885952	4978 Mountain View Dr, Eden Prairie, MN, 55366	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414754	CLM	Davis B Andrea	1979-07-08	—	—	5797 Spring St, Denver, CO, 80205	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-415450	CLM	Randy Soto	1969-03-03	UHC-79800-96	7264909914	368 Ridge Rd, Tucson, AZ, 85782	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-430965	CLM	Luis Butler	1948-01-28	—	4235671000	7243 Sunset Blvd, Tampa, FL, 33671	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-403392	CLM	Henry Hunter	1944-09-06	UHC-56451-44	4696066935	8415 Canyon Rd, Tampa, FL, 33682	0.78	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+1 more
CLM-423103	CLM	Kenneth Rios	1940-03-10	UHC-43039-54	8148105963	1594 Washington St, Mesa, AZ, 85226	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-419093	CLM	Vyncent S Gilbert	2005-03-11	UHC-99716-09	4174329160	5120 Cedar Ln, San Diego, CA, 92158	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-410343	CLM	Megan Olson	1945-12-08	—	—	3348 Ridge Rd, Los Angeles, CA, 90097	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-410342	CLM	Megan Olson	1945-12-08	—	—	3348 Ridge Rd, Los Angeles, CA, 90097	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-431258	CLM	Park Evelyn	1965-01-24	UHC-44290-82	—	732 Hillcrest Rd, Scottsdale, AZ, 85236	0.78	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+1 more

5,235 rows, page 70 of 105Previous Next