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-428080	CLM	Teresa Vargas	1944-05-14	UHC-52653-73	3254399943	8464 Broadway, Los Angeles, CA, 90090	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
CLM-423125	CLM	Jeffrey P Delgado	1978-01-06	UHC-40955-02	9054808362	3273 Spring St, Scottsdale, AZ, 85214	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-402914	CLM	Dennis Gutierrez	1984-04-08	UHC-41524-39	—	—	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
CLM-428352	CLM	Dennis Sims	1988-04-12	UHC-61431-40	—	1106 Jefferson Ave, Gilbert, AZ, 85240	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-424536	CLM	Ben Thomas	2000-07-14	UHC-38480-29	—	1402 Hillcrest Rd, Tempe, AZ, 85248	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-426610	CLM	Barb Johnston	1973-12-10	UHC-24731-68	8266139748	7133 Apache Blvd, Tampa, FL, 33651	0.80	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed
CLM-415365	CLM	Arjun J Hart	1977-06-09	UHC-92843-04	—	4075 Lincoln Way, Miami, FL, 33187	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423201	CLM	Charlotte Richards	1938-04-21	UHC-72303-37	—	2821 Canyon Rd, Plano, TX, 75028	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408160	CLM	Vincent Hayes	1945-11-04	UHC-40423-93	4099895608	1652 Washington St, Phoenix, AZ, 85099	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-408159	CLM	Vincent Hayes	1945-11-04	UHC-40423-93	4099895608	1652 Washington St, Phoenix, AZ, 85099	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-431872	CLM	Charles Stevens	2004-01-25	UHC-12624-66	3586152962	9425 Jefferson Ave, Atlanta, GA, 30382	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-422943	CLM	Laura V Bishop	1952-08-16	UHC-15246-57	—	9665 Ridge Rd, Miami, FL, 33125	0.80	Date of birth reformatted Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-422942	CLM	Laura V Bishop	1952-08-16	UHC-15246-57	—	9665 Ridge Rd, Miami, FL, 33125	0.80	Date of birth reformatted Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-412872	CLM	Nancy L Tran	1968-05-04	UHC-46507-42	9308262631	3686 Union St, Phoenix, AZ, 85010	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408992	CLM	Kathy Clark	1999-06-28	UHC-53597-08	—	—	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
CLM-406425	CLM	Elijah E Lawrence	—	UHC-97485-21	—	—	0.80	Date of birth missing Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-404329	CLM	Ana R Banks	1968-01-12	UHC-34703-52	5547536159	5264 Elm St, Minneapolis, MN, 55474	0.80	Member ID reformatted Street suffix standardised Address re-cased City re-cased
CLM-427733	CLM	Beverly Padilla	1940-02-20	UHC-77581-82	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430527	CLM	Andrea Dean	1993-10-02	UHC-48771-18	—	1987 Meadow Ln, Tempe, AZ, 85201	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-402694	CLM	Ralph Cunningham	1969-04-16	UHC-93386-23	9744194940	6758 Highland Ave, Orlando, FL, 32887	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
CLM-406254	CLM	Linda Wood	—	UHC-88685-49	—	4941 Highland Ave, Columbus, OH, 43231	0.80	Name re-cased Date of birth unreadable Member ID reformatted Placeholder values cleared
CLM-422874	CLM	Zachary Greene	1992-12-26	UHC-69793-13	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-430735	CLM	Jesse Bryant	1948-07-25	UHC-24474-58	—	—	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-428840	CLM	Samantha Bell	1970-12-02	UHC-53711-81	6409890536	5505 Church St, Tampa, FL, 33695	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-407434	CLM	Amber Fowler	2000-03-12	UHC-88541-95	—	2749 Broadway, Chandler, AZ, 85262	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-403462	CLM	Mason Yang	1979-11-19	UHC-23214-93	5309965779	5607 Broadway, Seattle, WA, 98186	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402408	CLM	Justin J Brooks	—	UHC-41144-38	—	—	0.80	Date of birth missing Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-415082	CLM	Jordan Ellis	2004-09-04	UHC-92342-99	—	9877 Mesa Dr, Houston, TX, 77026	0.80	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-419981	CLM	Joseph Carroll	1970-10-05	UHC-92686-44	—	319 Jefferson Ave, Fresno, CA, 93789	0.80	Member ID reformatted Street suffix standardised Address re-cased City re-cased
CLM-420169	CLM	Carolyn Morales	1972-02-18	UHC-88658-70	—	9473 Elm St, Miami, FL, 33182	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401975	CLM	Brittany Warren	2008-09-09	UHC-22159-07	6117304680	4501 Park Pl, Austin, TX, 78721	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-423927	CLM	Ethan Wood	1961-04-06	UHC-73564-91	3819228901	5108 Lincoln Way, Nashville, TN, 37258	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
CLM-415896	CLM	Virginia W Bennett	2007-07-09	UHC-85901-18	—	3368 Lincoln Way, San Antonio, TX, 78246	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-431400	CLM	Matthew Bailey	2003-08-08	UHC-60063-87	—	—	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-425709	CLM	Gerald Mendez	1963-01-11	UHC-05892-32	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408608	CLM	Timothy Yang	1954-04-02	UHC-70570-53	—	5445 Forest Ave, Phoenix, AZ, 85093	0.80	Member ID reformatted City re-cased State name converted to code Placeholder values cleared
CLM-423298	CLM	Nathan Turner	1987-05-06	UHC-08557-62	—	528 Market St, Gilbert, AZ, 85275	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
CLM-428209	CLM	Kyle Jimenez	1971-03-11	UHC-69540-42	—	5206 Broadway, Chandler, AZ, 85244	0.80	Member ID reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-429249	CLM	Haarold Y Butler	1939-08-28	UHC-48098-73	—	151 Valley View Dr, Seattle, WA, 98145	0.80	Two-digit birth year Member ID reformatted State code upper-cased Placeholder values cleared
CLM-425019	CLM	Alan Ferguson	1942-03-01	UHC-70793-11	7162426654	—	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-432332	CLM	Brittany H Torres	1969-12-15	UHC-61986-06	—	716 Broadway, Plano, TX, 75014	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418226	CLM	Mariana Reid	1995-07-20	UHC-16307-85	—	7707 Central Ave, Tempe, AZ, 85268	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408335	CLM	Mateo Gonzalees	1978-04-10	UHC-83490-21	4712284517	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
CLM-418543	CLM	Natalie Alvarado	1990-02-08	UHC-29660-87	—	6392 Palm Dr, San Antonio, TX	0.80	Name re-cased Member ID reformatted ZIP missing Placeholder values cleared
CLM-412306	CLM	Aisha Kelely	1983-12-17	UHC-59132-34	—	8180 Mountain View Dr, Chandler, AZ, 85223	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430356	CLM	Atnhony Elliott	1979-10-12	UHC-44993-10	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408861	CLM	Cheryl Wallace	2008-11-01	UHC-75781-68	—	7965 Camelback Rd, Eden Prairie, MN, 55323	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426283	CLM	Nathan Crawford	2002-06-03	UHC-83107-81	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406415	CLM	Anthony Barnes	1974-08-04	UHC-00910-34	7434779540	4823 Highland Ave, Phoenix, AZ, 85069	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-415180	CLM	Bradly Oliver	1951-09-07	UHC-67161-27	—	5188 Union St # 888, Tampa, FL, 33656	0.80	Member ID reformatted Unit split from street Whitespace trimmed Placeholder values cleared

2,293 rows, page 33 of 46Previous Next