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-410669	CLM	Hernandez Ken	1978-11-12	UHC-86070-65	—	4079 Valley View Dr, Glendale, AZ	0.84	Member ID reformatted ZIP missing
CLM-410668	CLM	Hernandez Ken	1978-11-12	UHC-86070-65	—	4079 Valley View Dr, Glendale, AZ	0.84	Member ID reformatted ZIP missing
CLM-410176	CLM	Christine Morales	2007-01-19	UHC-18121-75	5674677874	9879 Lincoln Way, Fresno, CA, 93702	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-416977	CLM	Mark Contreras	1994-06-05	UHC-18319-57	3653359957	7677 Indian School Rd, Sacramento, CA, 95831	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-420008	CLM	Patricia Z Dixon	1980-05-05	UHC-19955-99	8944666462	4078 Elm St, Charlotte, NC, 28210	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-425457	CLM	Edward Reyes	2004-09-24	UHC-07461-95	5445091423	—	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-404979	CLM	Julia Silva	1961-06-28	UHC-78965-73	4274742207	180 Lake View Rd, Sacramento, CA, 95817	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-426057	CLM	Evelyn Ruiz	1969-09-25	UHC-60263-23	—	—	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-430680	CLM	Camila A Castillo	2000-07-24	UHC-26142-58	3084750346	—	0.88	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased+2 more
CLM-429439	CLM	Sharon V Rose	1956-02-12	UHC-95563-56	—	1190 Grand Ave, Los Angeles, CA, 90044	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-418169	CLM	Ronald Hoffman	1979-03-11	UHC-79889-87	8652159800	4022 Park Pl, Austin, TX, 78792	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-418207	CLM	Janice Valdez	1979-01-23	UHC-71780-60	—	—	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-404671	CLM	Albert Ray	1963-01-25	UHC-24942-04	2715871969	4063 Elm St, Denver, CO, 80232	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-413024	CLM	Kayla Gardner	1947-02-13	UHC-87728-37	8635967809	9879 Elm St, Jacksonville, FL, 32278	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-431263	CLM	Jacob D Parker	1969-11-12	UHC-01644-25	4603785370	3708 Desert Sky Blvd, San Antonio, TX, 78250	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
CLM-409912	CLM	Kyle Snachez	1963-05-16	UHC-85114-93	9607333637	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-418731	CLM	Abigail Vasquez	1956-07-25	UHC-24730-66	5174250119	—	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-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-429881	CLM	Julie Pena	1994-12-14	UHC-64751-19	8296431839	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-412937	CLM	Maria McDonald	1959-09-15	UHC-99859-28	4795566129	8254 Cedar Ln, Glendale, AZ, 85327	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-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-413066	CLM	Stephen Y Montgomery	1975-11-13	UHC-57923-64	5164584594	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-428882	CLM	Kyle Kelly	1961-11-14	UHC-76124-01	4133906145	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-427428	CLM	Brian F Thomas	1956-12-02	UHC-07672-91	8093837394	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-408914	CLM	Peter Hart	1968-07-14	UHC-61611-95	6354902797	7329 River Rd, Chandler, AZ, 85233	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-419856	CLM	Rechel Dunn	1979-12-14	UHC-82112-42	—	—	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-431098	CLM	Julia Roberts	1944-04-19	UHC-00443-94	8448149697	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-415771	CLM	William Carlson	1991-12-18	UHC-03108-32	2307520205	4889 Willow Ct, Seattle, WA, 98148	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-422907	CLM	Laura Weber	1941-09-14	UHC-70400-26	3908170764	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-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-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-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-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-405244	CLM	Kathleen Berry	1975-09-17	UHC-51781-32	5243308879	6290 Broadway, Gilbert, AZ, 85290	0.88	Name re-cased Date of birth reformatted Member ID reformatted Address 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-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-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-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-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-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-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

2,293 rows, page 35 of 46Previous Next