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-421513	CLM	Joe Stewart	1953-02-11	UHC-21317-80	—	286 Sage Ct, Los Angeles, CA, 90063	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425529	CLM	Scott J Johnston	1965-08-10	—	3599750648	7864 Oak St, Nashville, TN, 37209	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426058	CLM	Carol D Arnold	1994-11-22	—	4317751242	8501 Central Ave, Minneapolis, MN, 55461	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400193	CLM	Sharon C Patel	1955-09-08	UHC-61755-29	—	400 Washington St, Chandler, AZ, 85207	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428252	CLM	Diana Valdez	1963-09-17	UHC-50202-93	6528315915	3165 Lake View Rd, Tampa, FL, 33603	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-406641	CLM	Laura X Gonzales	—	UHC-04399-76	—	6818 Camelback Rd, Las Vegas, NV, 89113	0.78	Name re-cased Date of birth missing Email lower-cased Whitespace trimmed+1 more
CLM-405296	CLM	Roy Price	1940-05-28	UHC-37121-77	—	267 Hillcrest Rd, Tucson, AZ, 85775	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421325	CLM	Martha Silva	1999-10-03	UHC-10223-53	4559877433	313 Main St, Chandler, AZ, 85257	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408660	CLM	Roger Morrison	1992-03-22	UHC-69557-31	—	1173 Apache Blvd, Las Vegas, NV, 89139	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-426484	CLM	Jennifer Z Williamson	—	UHC-04711-37	—	5587 Apache Blvd, Denver, CO, 80290	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
CLM-405635	CLM	Williamson Kathryn	1943-10-27	UHC-31158-46	—	6937 Church St, Miami, FL, 33184	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-429113	CLM	Santiago Stone	2008-06-10	—	—	1723 Cedar Ln, Houston, TX, 77084	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429114	CLM	Santiago Stone	2008-06-10	—	—	1723 Cedar Ln, Houston, TX, 77084	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412636	CLM	Mateo Estrada	1981-01-25	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-412700	CLM	Sara Wheeler	1989-11-13	—	6665486492	5897 Baseline Rd, Los Angeles, CA, 90028	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403571	CLM	Karen Diaz	2003-12-18	—	—	9655 Grand Ave, Eden Prairie, MN, 55362	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419780	CLM	Chris Meyer	2004-02-28	—	—	8041 Main St, Nashville, TN, 37251	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428752	CLM	Danielle Chen	1977-06-02	UHC-81652-63	—	1213 Hillcrest Rd, Minneapolis, MN, 55425	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418852	CLM	Douglas McDonald	1959-11-11	UHC-18708-72	—	6907 Valley View Dr, Austin, TX, 78704	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406121	CLM	Judiht H Rivera	1953-09-08	UHC-82345-54	—	7771 Lake View Rd, Nashville, TN, 37239	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432517	CLM	Isabella Gordon	2007-08-24	—	4819094118	752 Mountain View Dr, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-432816	CLM	Janet Ryan	1975-11-19	UHC-91920-53	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-428722	CLM	Danielle Chapman	1999-07-14	—	8683447811	611 Mesa Dr, Los Angeles, CA, 90051	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
CLM-417480	CLM	Diana U Bell	1962-10-11	UHC-78952-19	—	3912 Mountain View Dr, Phoenix, AZ, 85032	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-408496	CLM	Virginia Jenkins	1985-02-17	UHC-21056-21	—	3009 Park Pl, Denver, CO, 80290	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427710	CLM	Julie Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ, 85208	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-427709	CLM	Julie Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ, 85208	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-416782	CLM	Karen Meyer	1970-12-09	—	—	211 Ridge Rd, Atlanta, GA, 30338	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431588	CLM	Deburah Mendez	1978-02-28	UHC-11886-57	—	2883 Forest Ave, Las Vegas, NV, 89170	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412655	CLM	Mark Hamilton	1957-09-22	UHC-13468-46	—	775 Willow Ct, Denver, CO, 80207	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-431800	CLM	Judy Banks	1995-10-25	—	—	6291 Canyon Rd, Tempe, AZ, 85204	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-401001	CLM	Diana Stevens	1981-11-16	UHC-59010-76	7858443304	7736 Valley View Dr, Nashville, TN, 37249	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-400144	CLM	Young X Katherine	1985-06-08	UHC-45033-96	9274545148	9786 Mountain View Dr, Austin, TX, 78765	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417102	CLM	Susan McOy	1988-11-09	UHC-28356-24	4782899345	9660 Sage Ct, Las Vegas, NV	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-406281	CLM	Carol Willis	1978-04-14	UHC-44523-10	3298180918	3797 Palm Dr, Los Angeles, CA, 90057	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-418931	CLM	Carl Andrews	1941-01-28	UHC-08966-48	3166548207	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-410776	CLM	William T Estrada	1986-03-23	UHC-21935-35	—	8952 Cedar Ln, Plano, TX, 75003	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431847	CLM	Roy U James	2008-11-12	—	—	6635 Park Pl, Las Vegas, NV, 89178	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-429215	CLM	Christine Vega	1995-04-02	—	6629273422	3340 Willow Ct, Atlanta, GA, 30342	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415302	CLM	Amy Lawrence	2003-09-23	UHC-73297-66	—	2012 Mountain View Dr, Denver, CO, 80247	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414686	CLM	Alice Gutierrez	2008-02-02	UHC-29633-39	—	8084 Baseline Rd, Tampa, FL, 33626	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430337	CLM	Cheryl H Carroll	1988-05-10	—	—	3772 Elm St, Phoenix, AZ, 85051	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421118	CLM	Jessica U Schmidt	1999-11-07	—	7513869572	1851 River Rd, Houston, TX, 77083	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410478	CLM	Marilyn Hill	1991-04-08	UHC-35136-12	—	8995 Desert Sky Blvd, Tucson, AZ, 85792	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-429929	CLM	Michelle Oliver	1978-02-16	UHC-82552-09	4003361707	8192 Indian School Rd, Sacramento, CA, 95899	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430153	CLM	Diane Carter	1973-06-22	UHC-52209-86	3799179824	663 Main St, San Diego, CA, 92173	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-419519	CLM	Karen Pdilla	1998-05-28	UHC-05442-22	—	8532 Forest Ave, Tucson, AZ, 85740	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430796	CLM	Jacob Rose	1989-01-02	UHC-83239-78	4309787580	—	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-400672	CLM	Mariana Berry	1988-03-20	UHC-67182-96	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-404218	CLM	Daniel Matthews	1942-11-06	UHC-84431-15	—	6458 Washington St, Miami, FL, 33190	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

13,120 rows, page 122 of 263Previous Next