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-418106	CLM	Melissa Padilla	—	—	2992239486	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-411972	CLM	Jesze Contreras	1998-12-20	—	4163750386	1322 Mountain View Dr, Columbus, OH, 43232	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411694	CLM	Santiago Thompson	1966-09-08	UHC-18101-93	—	5453 Valley View Dr, Charlotte, NC, 28226	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-426698	CLM	Dennis Harris	1980-02-23	—	6754060943	9387 Valley View Dr, Sacramento, CA, 95868	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-425518	CLM	Andrea Salezar	1956-08-17	UHC-73205-86	—	267 Lincoln Way, Tempe, AZ, 85221	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432633	CLM	Mateo Bleck	1994-09-12	—	3126194905	1266 Jefferson Ave, Tucson, AZ, 85722	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-416093	CLM	Sophia Morrison	1973-09-01	UHC-01730-23	5002870664	8156 Highland Ave, Eden Prairie, MN, 55306	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404829	CLM	Lauren James	1965-04-05	UHC-45123-42	—	9798 Main St, Tucson, AZ, 85732	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432719	CLM	Mrac Carter	1973-12-02	UHC-88098-45	2922719033	2539 Desert Sky Blvd, Columbus, OH, 43272	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-412184	CLM	Kathryn Hart	1983-10-22	—	6156147128	1868 Park Pl, Jacksonville, FL, 32215	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417957	CLM	Wayne Q Silva	2005-02-18	UHC-07518-90	—	3386 Union St, Orlando, FL, 32817	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425418	CLM	Samantha R Palmar	2008-02-16	UHC-09047-81	—	523 Lake View Rd Apt 16, Los Angeles, CA, 90049	0.78	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
CLM-409978	CLM	Priya Dixon	1976-03-20	UHC-24326-31	5154865831	2543 Cedar Ln, Tucson, AZ, 85742	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414659	CLM	Sandra Taylor	2006-11-26	UHC-73410-51	—	93 Church St, Austin, TX, 78750	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401600	CLM	Michelle M Greene	1957-03-15	—	6157187595	3486 Camelback Rd, Eden Prairie, MN, 55341	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411513	CLM	Judith Castillo	1984-08-12	UHC-17837-26	4316528624	5562 Pine Dr, Tucson, AZ, 85793	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-420438	CLM	Ronald Ellis	2007-01-06	UHC-47088-25	7347267534	1443 Apache Blvd, Denver, CO, 80260	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-403276	CLM	Betty West	2001-09-13	UHC-62994-95	7288226476	7361 Jefferson Ave, Chandler, AZ, 85278	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418814	CLM	Mariana Ferguson	1992-09-24	UHC-69580-26	4095010491	3155 Pine Dr, Jacksonville, FL, 32295	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432710	CLM	Elijah Wood	1990-06-06	UHC-36510-96	—	2449 Meadow Ln, Plano, TX, 75045	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414946	CLM	Doonna Austin	1956-02-08	—	7603592571	3198 Maple Ave, Fresno, CA, 93784	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401990	CLM	Sean Alvarado	1974-11-08	UHC-95582-59	—	3881 Palm Dr, Los Angeles, CA, 90000	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-427005	CLM	Terry Lane	2004-07-22	UHC-64702-47	6907025122	5422 Canyon Rd, Sacramento, CA, 95833	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-417419	CLM	Brandun Shaw	1960-11-07	—	—	7007 Oak St, Denver, CO, 80237	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425954	CLM	Isabella Ferguson	1995-12-16	—	—	2535 Park Pl, Gilbert, AZ, 85279	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414500	CLM	Melissa G Gardner	1973-10-22	UHC-62350-59	5298089020	3643 Main St, Charlotte, NC, 28299	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420662	CLM	Robert Marshall	1969-02-23	UHC-66795-74	—	3119 Elm St, Eden Prairie, MN, 55300	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-423220	CLM	Rachel Coleman	1971-12-27	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-411614	CLM	Debbie Howard	1958-08-08	UHC-46791-90	4137536810	6384 Maple Ave, Eden Prairie, MN, 55305	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429933	CLM	Walter Flores	1947-07-06	UHC-24155-05	—	9510 Grand Ave, Los Angeles, CA, 90056	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-408724	CLM	Wei Walsh	1983-12-11	UHC-26657-53	—	4054 Willow Ct Apt 21, Chandler, AZ, 85210	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-405355	CLM	Sophia Q Hughes	2006-11-23	—	7506300514	2143 Bayshore Dr, Tempe, AZ, 85230	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401451	CLM	Melissa Cruz	1996-09-15	—	7224673408	8804 Mesa Dr, Gilbert, AZ, 85249	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430171	CLM	Judy N Munoz	1938-12-27	UHC-90489-10	2278319737	1477 Lincoln Way, Fresno, CA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-405446	CLM	Cheryl M Hill	1949-12-23	—	7959883143	3321 Mountain View Dr, Chandler, AZ, 85213	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-405402	CLM	Carolyn Wallake	1999-01-07	UHC-49684-67	—	2659 Grand Ave, Tampa, FL, 33668	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-424172	CLM	Mary Burke	1966-08-04	UHC-56530-83	7907371041	4620 Washington St, Plano, TX, 75066	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432424	CLM	Ronald Harrison	1984-04-25	—	4743819889	8832 Mountain View Dr, San Diego, CA, 92193	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407845	CLM	Jose Perry	1967-07-03	UHC-29861-70	9156935561	7548 Mountain View Dr, Fresno, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-410797	CLM	Thomas G Beryr	2008-05-13	UHC-53888-98	—	5287 Jefferson Ave, Sacramento, CA, 95821	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-400259	CLM	Noah Alvarez	1953-03-24	UHC-34963-51	—	7184 Sunset Blvd, Fresno, CA, 93715	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408482	CLM	Richard Oliver	1966-04-09	UHC-53963-27	3038586680	4100 Valley View Dr, Charlotte, NC, 28285	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400947	CLM	Torres I Amy	1959-05-04	—	7654556388	5688 Cedar Ln, Austin, TX, 78783	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410627	CLM	Cynthia Ryan	1948-04-19	—	8147336786	1187 Broadway, San Antonio, TX, 78200	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-420052	CLM	Kimberly Clark	1979-07-14	UHC-11805-38	—	1289 Bayshore Dr, Minneapolis, MN, 55474	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429782	CLM	David Webb	1962-05-23	—	2637983502	602 Hillcrest Rd, Tempe, AZ, 85213	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400356	CLM	Hannah Dominguez	1988-11-24	UHC-53763-37	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-416485	CLM	Martha C Black	1995-03-02	—	—	2104 Lake View Rd # 376, Mesa, AZ, 85247	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-415557	CLM	Roy Cole	1939-01-05	—	4494561521	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-407041	CLM	Maria King	1991-09-16	UHC-93835-29	—	4798 Elm St, Columbus, OH, 43265	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

13,120 rows, page 127 of 263Previous Next