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-418253	CLM	Billy T Ryan	1941-06-01	UHC-08302-55	5717744679	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417066	CLM	Ruth Martin	1995-04-11	UHC-14182-10	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-429555	CLM	Bradley Porter	2006-03-12	UHC-23306-28	8826185903	6298 Maple Ave, Fresno, CA, 93729	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415948	CLM	Ethan Morris	2006-06-12	UHC-85851-68	5887038705	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429622	CLM	Ronald Valdez	2002-06-14	UHC-47247-36	6164014248	6556 Oak St, Fresno, CA, 93706	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-423255	CLM	Isabella Perez	1981-06-24	UHC-78595-08	8019872500	3412 Apache Blvd, Charlotte, NC, 28282	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420124	CLM	Julia Rice	1993-04-10	UHC-46090-42	2637214551	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420123	CLM	Julia Rice	1993-04-10	UHC-46090-42	2637214551	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413038	CLM	Jesica Snyder	1964-07-06	UHC-92417-51	2095371111	7170 Desert Sky Blvd, Sacramento, CA, 95866	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
CLM-430508	CLM	Roger Wallace	2006-10-20	UHC-81010-87	4674144459	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414287	CLM	Emily Schultz	1965-04-05	UHC-94615-23	8202760943	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409993	CLM	Gary Guttierrez	2008-08-03	—	7415787953	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409810	CLM	Tommy Walsh	1959-02-19	UHC-48786-09	8986629979	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406079	CLM	Lisa Foster	1995-08-24	UHC-72634-68	4786590704	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-401386	CLM	Jean M Bennett	1988-07-22	UHC-16157-76	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-413733	CLM	Sara Franklin	1955-09-04	UHC-76769-82	3205679250	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413732	CLM	Sara Franklin	1955-09-04	UHC-76769-82	3205679250	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427309	CLM	Patricia Adams	1963-01-04	—	—	1077 Cedar Ln, Atlanta, GA, 30337	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-401307	CLM	Lisa Soto	1954-12-01	—	9312285367	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407837	CLM	Ahmed Vega	1991-05-16	UHC-71140-57	3914332193	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-423885	CLM	Sean P Garrett	1941-08-10	UHC-63417-50	7509554676	3081 Indian School Rd, Tampa, FL, 33662	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431638	CLM	Melissa Weber	1986-07-11	—	—	6764 Grand Ave, Nashville, TN, 37262	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-429343	CLM	Frenk J Carroll	1958-04-13	UHC-98820-98	9416796873	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417382	CLM	Natalie Miller	1996-01-18	—	—	9031 Apache Blvd, Scottsdale, AZ, 85210	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-414976	CLM	Keith Vasquez	1999-09-04	UHC-43961-56	—	3840 Elm St, Scottsdale, AZ, 85259	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-414623	CLM	Arthur Myers	1978-05-10	—	2647448277	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416425	CLM	Melissa Anderson	1981-07-02	UHC-00123-95	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-429487	CLM	Patterson F Peter	2005-03-14	UHC-20937-46	2505822327	6888 Oak St, Eden Prairie, MN, 55389	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-417483	CLM	Amber Ortega	1979-12-23	—	—	8545 Indian School Rd, Houston, TX, 77009	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-400845	CLM	Ashley Bennett	1985-01-08	—	6722048410	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-432525	CLM	Sandra Guzman	1945-08-09	UHC-12290-92	5187332117	3250 Indian School Rd, Miami, FL, 33177	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-400418	CLM	Gregory Dean	1965-10-03	—	9263007432	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414199	CLM	Mari Larson	1943-05-07	—	2014475982	3626 Union St, Seattle, WA, 98192	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-414200	CLM	Mari Larson	1943-05-07	—	2014475982	3626 Union St, Seattle, WA, 98192	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-428491	CLM	Russell X Rachel	1991-04-22	—	8517869926	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419836	CLM	Teresa Dixon	1970-04-03	UHC-78294-80	—	5177 Camelback Rd, Dallas, TX, 75270	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-412709	CLM	Randdy Dixon	1991-08-06	UHC-17679-69	—	6924 Willow Ct, Atlanta, GA, 30381	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-416959	CLM	Frances Bryant	1955-04-02	UHC-39441-14	—	3296 Lake View Rd, Minneapolis, MN, 55446	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-414341	CLM	Dorothy X Franklin	1992-10-09	UHC-46993-59	2463240752	4864 Highland Ave, Fresno, CA, 93735	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429466	CLM	Carol Turner	1988-06-04	UHC-66102-25	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+1 more
CLM-408962	CLM	Robert Herrera	2005-01-17	UHC-62324-31	8089175910	1636 Washington St, Jacksonville, FL, 32255	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428644	CLM	Jacqueline Reid	2004-11-04	UHC-57895-23	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-411844	CLM	Patrick Le	2007-07-13	—	7813629188	5819 Washington St, Gilbert, AZ, 85233	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417114	CLM	Julia Morales	1947-07-25	UHC-39302-26	—	8972 Central Ave, Tucson, AZ, 85781	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-429473	CLM	Albert Rice	1985-09-04	—	3474723226	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414632	CLM	Mason Ellis	1965-06-19	UHC-64618-74	—	5237 Indian School Rd, Glendale, AZ, 85388	0.90	Name re-cased Member ID reformatted City re-cased State code upper-cased+1 more
CLM-407135	CLM	Christina Bowman	1975-04-24	UHC-36877-11	3469615209	5791 Meadow Ln, Denver, CO, 80286	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-420849	CLM	Julia McDonald	1990-11-24	UHC-03252-20	3606643257	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-432231	CLM	George Sims	1980-09-19	UHC-72547-69	5022844476	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405210	CLM	Nicole U Davis	1952-06-01	UHC-48700-42	4347931582	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

13,120 rows, page 191 of 263Previous Next