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-421903	CLM	Andrew Knnight	1981-12-25	UHC-92918-43	7756303249	2680 Pine Dr, Chandler, AZ, 85255	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432404	CLM	Anna I Bennett	1953-09-15	UHC-53468-90	—	8268 Highland Ave, Gilbert, AZ, 85263	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-419801	CLM	Diane Reid	1954-02-03	—	—	2365 Sage Ct, Houston, TX, 77045	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-418173	CLM	Noah Wallace	1952-12-09	—	—	3878 Main St, Minneapolis, MN, 55470	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-405280	CLM	Judith M Harris	1938-09-18	UHC-25584-49	—	1921 Park Pl, Tucson, AZ, 85723	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403179	CLM	Roy Ray	1946-07-24	UHC-74378-53	—	176 Central Ave, Phoenix, AZ, 85055	0.78	Name re-cased City re-cased State code upper-cased Gender normalised+1 more
CLM-424433	CLM	Sam Nguyen	1983-07-13	—	—	6389 Palm Dr, Tucson, AZ, 85773	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412477	CLM	Jonathan Morgan	1982-03-23	UHC-47882-59	8498872973	3903 Mesa Dr, Fresno, CA, 93738	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-412476	CLM	Jonathan Morgan	1982-03-23	UHC-47882-59	8498872973	3903 Mesa Dr, Fresno, CA, 93738	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-419761	CLM	Cynthia Carlson	1994-02-25	UHC-58426-35	—	7120 Oak St, Las Vegas, NV, 89110	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-411815	CLM	Ashley Reyes	1948-10-05	UHC-44896-67	—	6513 Central Ave, Scottsdale, AZ, 85236	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405282	CLM	Kevin Larson	1956-05-10	UHC-37006-89	6415922785	4449 Cedar Ln, Atlanta, GA, 30302	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413880	CLM	Kathryn Sandoval	—	—	—	6364 Maple Ave, Seattle, WA, 98142	0.78	Name re-cased Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
CLM-400254	CLM	Henry T Brown	1998-08-21	—	—	3158 Indian School Rd, Miami, FL, 33178	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416102	CLM	Jack Park	1951-11-28	UHC-09724-75	—	9446 Mountain View Dr, Dallas, TX, 75281	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415144	CLM	Patricia M Robertson	1997-07-11	UHC-21505-88	—	5703 River Rd, Jacksonville, FL, 32257	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-402151	CLM	Henry Montgomery	1967-04-06	UHC-15551-53	2478275946	1386 Lincoln Way, Tampa, FL, 33630	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425282	CLM	Victooria Graham	1970-12-07	UHC-64777-70	—	2255 Cedar Ln, Las Vegas, NV, 89185	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408347	CLM	Brenda Stephens	1963-11-26	—	8336563455	6011 Grand Ave, Orlando, FL, 32849	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
CLM-417390	CLM	Jose Austyn	1965-08-18	UHC-09455-05	7028708983	7293 Camelback Rd, Plano, TX, 75065	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421997	CLM	George Schultz	2002-11-11	UHC-55554-57	2096549594	7977 River Rd, Tucson, AZ, 85729	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-404383	CLM	Arthur Meyer	1985-07-06	—	—	1047 Mountain View Dr, Houston, TX, 77050	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413311	CLM	Priya Rogers	1973-04-22	UHC-59829-72	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-413312	CLM	Priya Rogers	1973-04-22	UHC-59829-72	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-429531	CLM	Maria Stone	1970-12-01	UHC-53261-84	—	2623 Church St, San Diego, CA, 92133	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417857	CLM	Adam Rodriguez	—	UHC-87609-65	4485379656	7818 Oak St, San Diego, CA, 92131	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
CLM-406893	CLM	Don Gonzales	1991-03-04	UHC-75919-37	—	5540 Mesa Dr, Plano, TX, 75074	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-419184	CLM	Hiroshi Harris	1992-03-24	UHC-10926-62	5049109320	2833 Lake View Rd, Denver, CO, 80219	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-419183	CLM	Hiroshi Harris	1992-03-24	UHC-10926-62	5049109320	2833 Lake View Rd, Denver, CO, 80219	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-428795	CLM	Jonathan Snyder	1967-03-07	UHC-98421-67	—	2709 Desert Sky Blvd, Eden Prairie, MN, 55343	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-401831	CLM	Ryan Brooks	2008-12-27	—	—	3718 Main St, Fresno, CA, 93773	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412632	CLM	Nancy Richardson	2006-07-04	UHC-90846-48	—	8986 Willow Ct, Houston, TX, 77006	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-429469	CLM	Martha West	1951-08-13	—	6834713620	3664 Pine Dr, Tempe, AZ, 85218	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421217	CLM	Randy Carlson	1948-01-28	—	3114600537	9624 Baseline Rd, Dallas, TX, 75207	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432039	CLM	Heather Y Jones	1985-02-01	—	—	1863 Lake View Rd, Phoenix, AZ, 85071	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-418193	CLM	Brandon Reid	1969-11-07	UHC-76294-19	5535939403	4052 Indian School Rd, Glendale, AZ, 85388	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-403969	CLM	Hiroshi M Dean	1990-01-21	UHC-65896-87	—	4880 Mountain View Dr, Austin, TX, 78737	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-420147	CLM	Sue Yang	2000-01-13	—	—	3414 Church St, Jacksonville, FL, 32295	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410329	CLM	Ronalld Watkins	2008-06-26	UHC-74277-24	—	21 Washington St, Fresno, CA, 93792	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-426040	CLM	Lisa Harrisn	1953-06-05	UHC-11790-15	—	6571 Ocean Ave, Dallas, TX, 75266	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431990	CLM	Christian Nichols	1949-03-23	UHC-98422-73	—	1259 Church St, San Antonio, TX, 78218	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414707	CLM	Sophia Prez	1948-12-19	—	—	2043 Forest Ave, Sacramento, CA, 95833	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401147	CLM	Victoria I Wilson	1951-06-12	UHC-11161-09	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-405384	CLM	Chistopher O Wallace	2000-08-07	—	5297517988	2898 Indian School Rd, San Diego, CA, 92101	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-402373	CLM	Matthew Q Allen	1989-07-11	—	2306515265	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-412028	CLM	Grace Hughes	1963-06-21	UHC-49736-31	—	2697 Cedar Ln, Houston, TX, 77036	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-418034	CLM	William Williams	1953-12-19	—	6328536869	6941 Elm St, Scottsdale, AZ, 85239	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-429342	CLM	Diana D Bishop	1938-09-21	—	—	943 Union St, Miami, FL, 33121	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-417063	CLM	Jordan Ford	1978-07-12	UHC-27315-41	9782992078	1158 Oak St, Minneapolis, MN, 55427	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-420459	CLM	Samantha Torres	1954-08-20	UHC-71644-84	—	5874 Sunset Blvd, Austin, TX, 78717	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

13,120 rows, page 124 of 263Previous Next