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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431279	CLM	Hannah Ramos	1952-09-18	UHC-51097-46	—	8140 Broadway, Tempe, AZ, 85258	0.88	Name re-cased Date of birth reformatted Address re-cased City re-cased+2 more
CLM-411855	CLM	Christian Henderson	1964-08-16	—	6639945607	145 Mountain View Dr, Charlotte, NC, 28227	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-429952	CLM	Danielle Young	2004-09-22	—	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-419266	CLM	Kimberly Henderson	1979-01-28	UHC-38908-47	4012007130	2478 Forest Ave, Sacramento, CA, 95810	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-430486	CLM	Sarah Sanchez	1943-03-13	UHC-82518-76	—	7645 Sage Ct, Fresno, CA, 93724	0.88	Date of birth reformatted Member ID reformatted City re-cased State code upper-cased+2 more
CLM-418547	CLM	Russell Q Powell	1939-10-22	UHC-73379-98	6546722457	8283 Willow Ct, Fresno, CA, 93760	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-410905	CLM	Sara Snyder	1959-08-17	UHC-32651-31	—	4222 Sage Ct, Miami, FL, 33195	0.88	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased+2 more
CLM-405153	CLM	Douglas Hernandez	1945-10-12	UHC-13991-22	2623919056	1934 Lincoln Way, San Antonio, TX, 78213	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-416824	CLM	Kyle T Watkins	1984-12-10	UHC-94843-45	2243979350	2406 Palm Dr, Tampa, FL, 33648	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-427305	CLM	Ausin Madina	1954-03-06	UHC-50918-06	8027098372	4470 Main St, Fresno, CA, 93780	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-402825	CLM	Chaarles Ford	1950-05-01	UHC-71049-42	6656299130	5204 Washington St, Mesa, AZ, 85230	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-400594	CLM	Haroold X West	2003-10-12	—	3109956201	9739 Pine Dr, Mesa, AZ, 85270	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-419305	CLM	Willie Harrison	1984-07-13	UHC-17637-88	5139515823	7270 Harbor Blvd, Dallas, TX, 75203	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-415924	CLM	Marcus Alexander	1987-11-15	UHC-89293-82	4999021320	1390 Valley View Dr, Tempe, AZ, 85294	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-409538	CLM	Maria Park	1979-04-01	UHC-74024-31	3945588640	1510 Grand Ave, Phoenix, AZ, 85034	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-432255	CLM	Harold W Delgado	1989-07-19	UHC-55070-03	7113132644	7685 Ridge Rd, San Diego, CA, 92160	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-400473	CLM	Racehl Steves	1945-10-14	UHC-75585-92	3464806818	7985 Pine Dr, Houston, TX, 77030	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-403667	CLM	Ken Schultz	1944-12-20	UHC-13416-25	2282432552	455 Washington St, Nashville, TN, 37280	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-401928	CLM	Jean Contreras	1943-05-24	UHC-66804-04	6796195090	6390 Pine Dr, Orlando, FL, 32822	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
CLM-429177	CLM	Kathleen Le	1987-06-08	UHC-95340-31	9124584030	8323 Bayshore Dr, Tucson, AZ, 85782	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-410556	CLM	Joe Green	1980-10-16	UHC-41373-96	6076011068	3650 Union St, Fresno, CA, 93785	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-400176	CLM	Tony Maldonado	1958-06-17	UHC-57454-98	8816298459	7136 Sage Ct, Dallas, TX, 75246	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-428513	CLM	Hannah Nelson	1987-03-10	—	9654875248	7495 Mesa Dr, Tampa, FL, 33646	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-412202	CLM	Frances Harrrison	1988-08-03	UHC-07662-30	2027216922	5983 Apache Blvd, Dallas, TX, 75292	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-425405	CLM	Jeremy Cruz	1952-07-06	UHC-05311-82	3644865549	6553 River Rd, Orlando, FL, 32829	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-411522	CLM	Aaron Webb	1964-02-02	UHC-01857-64	3242847345	8555 Apache Blvd, San Antonio, TX, 78290	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-407829	CLM	Mark Moore	1944-12-06	UHC-67771-87	6105689554	8179 Ridge Rd, Columbus, OH, 43210	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-420432	CLM	Charles Little	1962-09-11	—	4295579712	9523 Baseline Rd, Jacksonville, FL, 32240	0.88	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+2 more
CLM-401877	CLM	Isabella Bowman	1953-10-22	—	2488754259	1711 Union St, Chandler, AZ, 85238	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-405888	CLM	Larry Herrera	1954-02-16	UHC-34195-55	—	3663 Mountain View Dr, Austin, TX, 78779	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-402683	CLM	Alan Jacobs	1988-10-28	—	3645787610	7390 Desert Sky Blvd, Eden Prairie, MN, 55388	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-407759	CLM	Daniel Wang	1963-08-01	UHC-30615-60	2123718667	1901 Valley View Dr, Denver, CO, 80235	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-408105	CLM	Angela Wright	1957-10-18	UHC-17417-94	6426097904	706 Maple Ave, Denver, CO, 80229	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-415983	CLM	Christine Harvey	1997-03-09	UHC-40603-08	—	141 Apache Blvd, Tucson, AZ, 85753	0.88	Name re-cased Date of birth reformatted City re-cased State code upper-cased+2 more
CLM-414507	CLM	Wei Willis	1998-11-23	—	8846613508	107 Meadow Ln, Dallas, TX, 75249	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-430010	CLM	Tyler Moreno	1993-10-28	UHC-67882-42	2823271925	8882 Maple Ave, Orlando, FL, 32814	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-431704	CLM	Chris Wallace	1962-08-25	UHC-56875-41	—	8665 Camelback Rd, Eden Prairie, MN, 55309	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-411656	CLM	Ann Williamson	1963-04-10	UHC-19399-24	5353523822	402 Elm St, Miami, FL, 33107	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-419603	CLM	Frances George	1939-02-15	UHC-23464-33	8102616775	4849 Lincoln Way, Minneapolis, MN, 55483	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-422370	CLM	Bradley Perez	1973-11-13	UHC-66369-60	5096169459	3090 Central Ave, Tucson, AZ, 85765	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-403194	CLM	Dennis Hunt	1993-03-07	—	7022047001	9777 Mountain View Dr, Columbus, OH, 43245	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-403353	CLM	Jeremy Torres	1982-06-17	UHC-01486-09	7966453095	8802 Jefferson Ave, Plano, TX, 75017	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-417860	CLM	Kevin Walker	1985-12-27	—	2626768000	8453 Washington St, Los Angeles, CA, 90085	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-415146	CLM	Carol Ramirez	1944-09-23	—	—	1707 Maple Ave, Minneapolis, MN, 55464	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
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-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-419420	CLM	Evelyn Vargas	1969-01-18	UHC-34654-11	5484943332	9477 Forest Ave, Plano, TX, 75085	0.90	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+1 more
CLM-406500	CLM	Barb Lynch	1958-02-01	UHC-29653-61	2557232605	8824 Maple Ave, Austin, TX, 78742	0.90	Phone reformatted City re-cased Email lower-cased Plan code upper-cased+1 more
CLM-421148	CLM	Maria Hoffman	2000-05-27	—	5308692265	6203 Indian School Rd, Tampa, FL, 33658	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-420660	CLM	Melissa Hansen	1996-03-18	—	7109650472	5176 Lincoln Way, Las Vegas, NV, 89109	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more

5,235 rows, page 89 of 105Previous Next