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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-428374	CLM	David Hernandez	1970-11-07	UHC-97769-98	—	1707 Lake View Rd, Eden Prairie, MN, 55375	0.90	Date of birth reformatted City re-cased State code upper-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-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-430771	CLM	Marilyn Spencer	1979-04-01	UHC-99441-70	7345195958	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted 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-415875	CLM	Sharon Davis	1989-10-12	UHC-66321-60	4437119827	2280 Willow Ct, Tucson, AZ, 85774	0.90	Date of birth reformatted Phone reformatted City re-cased 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-429473	CLM	Albert Rice	1985-09-04	—	3474723226	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400026	CLM	Catherine Walsh	1942-03-24	UHC-66390-90	9059889222	896 Valley View Dr, Charlotte, NC, 28267	0.90	Date of birth reformatted 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
CLM-427937	CLM	Amber Guerrero	1956-05-07	—	7755403052	5676 Jefferson Ave, Phoenix, AZ, 85053	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-418768	CLM	Sean Q Reynolds	1989-10-25	UHC-33152-78	5782881671	7232 Broadway, Charlotte, NC, 28298	0.90	Date of birth reformatted Phone reformatted Address re-cased Whitespace trimmed+1 more
CLM-412265	CLM	Cheryl Bisshop	1951-11-16	UHC-61142-38	—	9801 Cedar Ln, Seattle, WA, 98115	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-405913	CLM	Rebecca Robinson	1980-09-09	UHC-71751-18	2422418592	3146 Lincoln Way, Orlando, FL, 32873	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-404989	CLM	Charles Lane	1953-12-13	—	8327244393	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419785	CLM	Alexander Payne	2007-04-03	UHC-40615-86	2942080306	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420836	CLM	Jonathan Vega	1952-03-24	UHC-70582-68	5986930420	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403541	CLM	Gregory Elliott	1961-08-16	UHC-34661-18	3168762135	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-410374	CLM	Ronald B Espinoza	1938-04-26	UHC-18202-18	5643840310	4348 River Rd, Nashville, TN, 37289	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412500	CLM	Dennis Dunn	1984-02-25	UHC-21945-46	7884501406	4708 Valley View Dr, Tucson, AZ, 85718	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-415591	CLM	Jeffrey Willis	1999-12-20	UHC-26080-43	3173024246	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417488	CLM	Nelson Gloria	1954-09-08	UHC-36758-70	—	8017 Main St, Nashville, TN, 37206	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-405095	CLM	Valentina Alvarado	1953-06-20	—	2494603363	2353 Palm Dr, Orlando, FL, 32831	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430375	CLM	Vincent J Simpson	1982-02-19	UHC-76112-03	7294211676	2192 Meadow Ln, Charlotte, NC, 28219	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-411137	CLM	Vincent Larson	1988-05-15	—	8854984227	2120 Church St, Dallas, TX, 75240	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425939	CLM	Grace Wong	1974-10-21	UHC-64071-61	8953580520	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425094	CLM	Paul Luna	1974-05-11	UHC-71549-96	9529945118	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-412194	CLM	Ralph Rios	1940-09-12	—	3529736896	7140 Broadway, Plano, TX, 75082	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422959	CLM	Sara Morgna	1993-01-19	UHC-83917-94	4492814899	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409252	CLM	Pat Carpenter	1953-12-18	UHC-50496-96	—	4022 Grand Ave, Atlanta, GA, 30354	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403045	CLM	Brittany Kim	1958-12-16	—	3514706707	6440 Central Ave, Houston, TX, 77010	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402257	CLM	Lawrence Montgomery	1986-11-18	UHC-88172-45	5985851297	201 Church St, Phoenix, AZ, 85043	0.90	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-413452	CLM	Samantha Obrien	1965-02-22	UHC-10855-85	8708411422	6785 Oak St, Seattle, WA, 98136	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
CLM-400724	CLM	Patrick Robinson	1977-04-11	—	2776456911	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

10,559 rows, page 155 of 212Previous Next