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-412384	CLM	Mariana U Wagner	1966-02-27	UHC-61747-82	—	—	0.88	Name re-cased Date of birth reformatted Email lower-cased Plan code upper-cased+2 more
CLM-429210	CLM	Janice Guzman	1946-08-08	UHC-17068-79	2892855655	6966 Maple Ave, San Antonio, TX, 78208	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-405542	CLM	Alexis Johnson	1980-05-11	UHC-95918-59	5064211424	6585 Church St, Dallas, TX, 75230	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-405474	CLM	Albert Olson	1947-11-08	—	8178794171	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-421660	CLM	Robert Walsh	1970-02-25	UHC-24675-76	9523490553	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-410065	CLM	Brenda Watkins	1969-04-22	UHC-95987-55	3154705866	5769 Camelback Rd, Atlanta, GA, 30317	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-406090	CLM	Stephen W Maldonado	1941-06-16	UHC-08829-69	6146437845	5247 Hillcrest Rd, Sacramento, CA, 95839	0.90	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+1 more
CLM-426878	CLM	Ahmed Willis	2007-08-11	—	9683589025	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426879	CLM	Ahmed Willis	2007-08-11	—	9683589025	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430313	CLM	Sofia Bowman	1964-11-20	—	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 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-423631	CLM	Samuel R Clark	1942-06-03	UHC-46047-49	8156507802	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401034	CLM	Soffia Walker	1945-03-20	UHC-03102-14	4214520773	4802 Oak St, Austin, TX, 78761	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-427270	CLM	Kyle Myers	1982-10-21	UHC-86503-69	8117354532	2974 Ridge Rd, Mesa, AZ, 85211	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427269	CLM	Kyle Myers	1982-10-21	UHC-86503-69	8117354532	2974 Ridge Rd, Mesa, AZ, 85211	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425187	CLM	Duncan Larry	1989-04-28	UHC-94999-36	6885946290	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+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-421771	CLM	Jose Perez	1980-04-25	UHC-94809-39	6265567316	—	0.90	Name re-cased Date of birth reformatted Phone reformatted 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-416097	CLM	Joan Padilla	1968-09-01	UHC-77414-10	—	8521 Broadway, Gilbert, AZ, 85287	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-413491	CLM	Jeremy Armstrong	1989-04-21	UHC-07659-04	7188070514	—	0.90	Name re-cased Date of birth reformatted Phone reformatted 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-423072	CLM	Shirley E Obrien	1969-06-05	UHC-62601-51	4902453616	5922 Maple Ave, Sacramento, CA, 95838	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406528	CLM	Lauren Perry	1948-09-28	—	—	7404 Desert Sky Blvd, Eden Prairie, MN, 55338	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-422852	CLM	Julia Baker	1975-07-01	UHC-87121-87	4634874714	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413918	CLM	Barbara Stephens	2008-08-03	UHC-27000-56	7179503033	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431858	CLM	Kathleen L Lane	2005-05-21	UHC-17661-79	5406334740	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-408899	CLM	Alexis Lawson	1941-07-05	UHC-03023-14	4863082486	5486 Church St, Eden Prairie, MN, 55333	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412869	CLM	Nancy Johnson	1956-08-03	UHC-08685-37	7753400220	7906 Broadway, Tucson, AZ, 85789	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405554	CLM	Heather Autsin	1990-10-11	UHC-98318-39	7669865307	6047 Lincoln Way, Austin, TX, 78774	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407256	CLM	Jonathan Coleman	1983-08-19	—	6116831471	1446 Spring St, Denver, CO, 80248	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430378	CLM	Brenda Parker	1959-12-24	UHC-50412-36	—	6506 Elm St, Austin, TX, 78775	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-417208	CLM	Maria Ryan	1965-03-01	UHC-53814-07	2898118492	8437 Lake View Rd, Atlanta, GA, 30370	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-418383	CLM	Brenda Hernandez	1997-04-12	UHC-85229-30	—	1513 Bayshore Dr, Seattle, WA, 98146	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-420471	CLM	Philip Warrd	1953-06-10	UHC-48594-76	5814516961	4612 Baseline Rd, Miami, FL, 33199	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429514	CLM	Sofia M Richards	1997-06-09	UHC-38846-21	5318896083	7080 Market St, Tampa, FL, 33690	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
CLM-430196	CLM	Jennifer X Young	1969-04-01	UHC-35867-87	6323518064	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-423794	CLM	Samantha Reid	1977-02-22	—	6452977729	5376 Canyon Rd, Los Angeles, CA, 90092	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429500	CLM	Jonathan Long	2000-02-25	—	6754737058	7989 Market St, Nashville, TN, 37242	0.90	Name re-cased Date of birth reformatted Phone 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-404827	CLM	Robert S Dunn	1951-07-20	UHC-95326-41	3987553995	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424683	CLM	William Rivera	1971-03-13	UHC-47674-88	5122810729	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422103	CLM	Jean Chavez	1965-06-07	UHC-97809-22	7673313354	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-408295	CLM	Grace Cox	1962-03-19	UHC-73907-70	8353519760	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412246	CLM	Doris Mills	2004-03-08	—	8485147047	4034 Palm Dr, Tempe, AZ, 85225	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+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

13,120 rows, page 189 of 263Previous Next