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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432530	CLM	Robert Lewis	1938-06-12	UHC-97618-20	3827826549	1524 Oak St, Sacramento, CA, 95858	0.88	Name re-cased Phone reformatted State code upper-cased Email lower-cased+2 more
CLM-428885	CLM	Aisha Hudson	1969-07-28	UHC-06355-21	3515930306	7330 Sunset Blvd, Tucson, AZ, 85756	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-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-414122	CLM	Henry I Reynolds	2002-08-03	UHC-89188-18	9764888719	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-423137	CLM	Dylan Marrtin	1946-03-15	UHC-41516-35	9334409259	3591 Lake View Rd, Tampa, FL, 33622	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-431585	CLM	Marilyn Dominguez	1991-04-14	UHC-83227-42	4116909711	6157 Camelback Rd, Fresno, CA, 93745	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-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-417143	CLM	Santiago Edwards	2005-04-18	UHC-35700-34	6012477087	2556 Oak St, Sacramento, CA, 95847	0.88	Name re-cased Phone reformatted State code upper-cased Email lower-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-417792	CLM	Roger Nelson	1989-06-14	UHC-31937-38	9684758967	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 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-408942	CLM	Susan Garrett	1939-08-02	UHC-86282-68	6795593135	4507 Ridge Rd, Denver, CO, 80256	0.90	Phone reformatted Member ID reformatted State code upper-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-406657	CLM	Alexander Rose	1978-06-08	UHC-33854-74	7467454489	2877 Washington St, Austin, TX, 78758	0.90	Date of birth reformatted Phone reformatted Member ID 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-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-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-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-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-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-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-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-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-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

11,960 rows, page 177 of 240Previous Next