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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429799	CLM	Evelyn U Smith	1939-01-01	UHC-25625-12	—	7492 Ridge Rd, Fresno, CA, 93726	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-417904	CLM	George Slva	1972-09-06	UHC-43784-68	—	9064 Camelback Rd, Glendale, AZ, 85322	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-417715	CLM	Brenda H Santiago	1995-01-10	UHC-09741-04	5637327961	7882 Washington St, Glendale, AZ, 85377	0.90	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-415662	CLM	Kimberly Harvey	1986-05-25	UHC-10955-58	5593519059	2965 Washington St, Nashville, TN, 37299	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415663	CLM	Kimberly Harvey	1986-05-25	UHC-10955-58	5593519059	2965 Washington St, Nashville, TN, 37299	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-410731	CLM	Arjun Gutierrez	2005-12-12	UHC-35844-53	4976030816	1284 Canyon Rd, San Antonio, TX, 78238	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-401870	CLM	Albert Rogers	1965-11-21	UHC-07011-45	6964007555	4423 Lincoln Way, Scottsdale, AZ, 85275	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-427904	CLM	Kyle Weber	1987-08-09	UHC-48005-03	9683645938	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-402824	CLM	Theresa Weaver	2001-03-15	UHC-34492-56	6742434258	1689 Indian School Rd, Tampa, FL, 33682	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-412586	CLM	Omar Wilson	1957-04-17	UHC-13913-40	6832353654	2548 Cedar Ln, Eden Prairie, MN, 55340	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-420232	CLM	Theresa Meyer	1970-02-18	UHC-06837-05	6277376605	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-422178	CLM	Austni Tucker	1954-08-12	UHC-47758-36	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415150	CLM	Linda McDonald	1987-03-12	UHC-89393-86	—	3863 Broadway, San Antonio, TX, 78286	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-420332	CLM	Willie Carlson	1985-10-01	UHC-17692-67	9242564054	9215 Ocean Ave, Minneapolis, MN, 55427	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-423813	CLM	Evelyn Hansen	1971-05-08	UHC-97559-91	5753798685	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-425530	CLM	Judy Hawkins	1997-01-20	UHC-29542-31	8818646037	5530 Hillcrest Rd, Las Vegas, NV, 89187	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408633	CLM	Valentina Mitchell	1995-06-21	UHC-63873-04	7586010060	9613 Lincoln Way, Miami, FL, 33130	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-401106	CLM	Sara James	1964-06-24	UHC-16502-55	5152087217	2639 Sage Ct, Tempe, AZ, 85213	0.90	Name re-cased Phone reformatted Member ID 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-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-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-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-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-400775	CLM	Mark Freeman	2006-04-11	UHC-14472-19	6483263859	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.90	Phone reformatted Member ID reformatted City re-cased 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-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-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-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-400092	CLM	Terry Reid	1980-07-06	UHC-20740-77	—	3199 Highland Ave, Glendale, AZ, 85369	0.90	Name re-cased Member ID reformatted City re-cased 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-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-427844	CLM	Ruht Montgomery	1968-10-18	UHC-83646-29	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-404118	CLM	Ray Wood	1977-12-17	UHC-43430-18	4136458907	409 Cedar Ln, Las Vegas, NV, 89148	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
CLM-410662	CLM	Carolyn King	1957-07-13	UHC-08940-62	—	2064 Park Pl, San Antonio, TX, 78271	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-412892	CLM	Kathryn Tucker	2006-06-26	UHC-29928-51	5537032967	7904 Bayshore Dr, Sacramento, CA, 95875	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-428887	CLM	Judith Carlson	1962-08-13	UHC-82292-64	6369555002	9441 Canyon Rd, San Diego, CA, 92110	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-404483	CLM	Henry I Anderson	1953-11-06	UHC-79339-20	5592831672	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-432764	CLM	Brenda Elliott	1954-10-24	UHC-48551-68	8424556271	2647 Ridge Rd, Columbus, OH, 43272	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-401159	CLM	Terry Fox	2007-08-14	UHC-25927-17	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421770	CLM	Henry Allen	1971-08-01	UHC-76663-03	—	3966 Ocean Ave, Gilbert, AZ, 85252	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-432493	CLM	Roger Martinze	1990-03-15	UHC-40330-54	5044255946	6998 Cedar Ln, Phoenix, AZ, 85049	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-416446	CLM	Charlote Lopez	1983-09-27	UHC-22887-94	5137336497	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-401640	CLM	Charles Marquez	1991-05-09	UHC-90696-28	5675652015	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408800	CLM	Emma Dunn	1972-11-22	UHC-28577-51	6095564294	7042 Broadway, Chandler, AZ, 85249	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-407068	CLM	Nathan Reid	2006-12-04	UHC-40503-63	4882185012	5762 Jefferson Ave, Miami, FL, 33164	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-404792	CLM	Patick N Spencer	2007-05-02	UHC-96131-84	4588726298	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-416218	CLM	Kyle Rogers	1941-02-15	UHC-43750-48	5772038067	628 Pine Dr, Seattle, WA, 98105	0.90	Phone reformatted Member ID reformatted City re-cased Email lower-cased+1 more
CLM-412154	CLM	Arjun Cruz	1941-01-12	UHC-83745-64	2809222156	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more

2,293 rows, page 36 of 46Previous Next