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-401439	CLM	Bruce Chavez	1940-08-25	UHC-59211-88	4823286893	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429827	CLM	Yuki A Ruiz	1972-03-21	UHC-19041-11	—	6056 Ridge Rd, Nashville, TN, 37257	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-401276	CLM	Albert P Clark	1977-05-15	UHC-36686-91	8862532948	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-408069	CLM	James O Rodriguez	2001-03-20	UHC-66449-14	—	44 Meadow Ln, Charlotte, NC, 28289	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-408284	CLM	Betty Williamson	2006-04-21	—	—	9404 Camelback Rd, Seattle, WA, 98111	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-431347	CLM	Tyler M Ortiz	1975-09-09	—	4674587223	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401117	CLM	Jennifer Jordan	1962-08-13	—	6782407291	9005 Oak St, Gilbert, AZ, 85274	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415154	CLM	Kenneth Reyes	1956-06-07	UHC-43176-47	6318610641	4850 Sunset Blvd, San Diego, CA, 92110	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-428507	CLM	Paul Ross	1983-09-13	UHC-15295-38	9544437643	3208 Lincoln Way, Plano, TX, 75029	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400827	CLM	Stephen West	1956-10-13	UHC-82322-65	9634492533	4569 Highland Ave, Dallas, TX, 75243	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-405977	CLM	Ahmed Gibson	2001-11-13	UHC-08757-66	3242184962	1726 Valley View Dr, San Antonio, TX, 78217	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-413405	CLM	Lori Singh	1973-06-04	—	5726897822	2288 Canyon Rd, Denver, CO, 80250	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-413322	CLM	Nancy Santiago	1974-03-03	—	7647189716	3929 Camelback Rd, Eden Prairie, MN, 55346	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-410464	CLM	Luis F Smith	1940-11-24	UHC-09878-93	6982923154	4992 Park Pl, Los Angeles, CA, 90054	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-430618	CLM	Petter Burton	1996-12-18	—	7825019637	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417991	CLM	Jacqueline U Baker	1995-07-20	UHC-58335-95	—	838 Mesa Dr, Nashville, TN, 37247	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-415117	CLM	Rebecca T Chavez	1973-10-17	UHC-20228-30	8185646492	1883 Main St, Plano, TX, 75084	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430112	CLM	William E Ray	1943-10-22	UHC-70885-47	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-407767	CLM	James Wong	1993-06-23	UHC-53109-44	9773019909	1693 Sunset Blvd, Gilbert, AZ, 85223	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428053	CLM	Ethan S Williamson	1984-11-20	UHC-49331-36	—	2609 Palm Dr, Seattle, WA, 98106	0.90	Name re-cased Member ID reformatted City re-cased Plan code upper-cased+1 more
CLM-410611	CLM	Gregory Marquez	2005-03-18	—	—	7419 Oak St, Fresno, CA, 93772	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-400707	CLM	Kyle Nelson	1949-09-04	UHC-49038-08	2295679104	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430988	CLM	Adam Sandoval	1953-10-27	—	6173363432	1308 Pine Dr, San Diego, CA, 92195	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402525	CLM	Dennis Lopez	1926-10-07	UHC-83888-95	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421067	CLM	Helen O Parker	1993-11-12	UHC-81686-86	8169377899	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-432115	CLM	Andrea Gray	1975-11-10	UHC-38378-27	2313446925	1001 Broadway, Gilbert, AZ, 85266	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414086	CLM	Thomas Juhnson	1987-06-12	UHC-39209-73	6676715244	2625 Main St, Minneapolis, MN, 55431	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-403385	CLM	Mergaret Daniels	1967-05-01	UHC-58157-12	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-405230	CLM	Catherine Kelly	1960-03-04	UHC-17734-12	8416322999	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416239	CLM	Jeremy Roberts	1957-11-11	—	4709170656	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419960	CLM	Bryan Jenkins	1960-03-11	UHC-86921-29	4164526987	9780 Union St, Nashville, TN, 37242	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-427897	CLM	William Patterson	1953-03-02	UHC-87036-79	6245199885	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419230	CLM	Shirley Harris	1985-11-26	UHC-59657-64	2507911758	2404 Maple Ave, San Diego, CA, 92185	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-411197	CLM	Roy Olson	1956-12-13	UHC-80127-17	2272189033	1270 Sunset Blvd, Sacramento, CA, 95897	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400660	CLM	Ashley U Brown	1940-06-24	—	6696799132	1274 Ridge Rd, Nashville, TN, 37257	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413610	CLM	Gloria Burke	1981-11-07	UHC-56404-96	3933439367	8287 Valley View Dr, Tucson, AZ, 85728	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-418454	CLM	Jordan Hill	1979-05-24	—	2466149749	9487 Church St, Tampa, FL, 33695	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-402202	CLM	Charles Wong	1963-02-01	UHC-46103-78	5454684159	2646 Broadway, Miami, FL, 33116	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-400757	CLM	Jennifer Hernandez	1947-08-10	—	5569393965	6284 Indian School Rd, Chandler, AZ, 85214	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431435	CLM	Susan Welch	1983-01-10	—	9638151044	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407237	CLM	Jason Ryan	1993-06-10	—	—	1933 Lake View Rd, Gilbert, AZ, 85207	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-407236	CLM	Jason Ryan	1993-06-10	—	—	1933 Lake View Rd, Gilbert, AZ, 85207	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-422106	CLM	Stephen Freeman	1982-03-03	UHC-40789-90	9834652120	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-428766	CLM	Kyle Delgado	1997-02-18	UHC-21688-31	6677743819	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412405	CLM	Kathleeen Ryan	1941-07-27	UHC-93566-19	5773461486	5311 Washington St, Las Vegas, NV, 89102	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403074	CLM	Jean Santiago	1943-08-12	UHC-49960-87	5786613242	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-432402	CLM	Peter Marshall	1968-10-23	—	3417412237	6560 Camelback Rd, Tampa, FL, 33646	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-422760	CLM	Lucia O Washington	1972-06-19	UHC-13607-07	4562862266	3201 Main St, Tampa, FL, 33603	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-420243	CLM	Emma Pena	2007-12-15	UHC-89588-48	2135477737	1716 Sunset Blvd, Austin, TX, 78701	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-400209	CLM	Maria Martin	1991-05-20	—	8536854230	5568 Indian School Rd, Phoenix, AZ, 85006	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more

13,120 rows, page 195 of 263Previous Next