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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429022	CLM	Nancy Martin	1947-07-28	UHC-66350-74	8185449260	7326 Highland Ave, Tempe, AZ, 85243	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402764	CLM	Frank Ramirez	1947-10-18	UHC-29023-35	8285237923	3119 Camelback Rd, Tampa, FL, 33645	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-410281	CLM	Donald Bennett	1977-02-28	UHC-07240-34	9089696822	2493 Elm St, Fresno, CA, 93702	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402359	CLM	Philip O Morgan	1939-11-19	—	—	5281 River Rd, Minneapolis, MN, 55432	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431104	CLM	Kathryn Garza	1950-12-02	UHC-35299-16	7002835404	3592 Park Pl, Chandler, AZ, 85209	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427263	CLM	Rob Singh	1975-01-16	UHC-01396-37	2298620343	6850 Baseline Rd, Nashville, TN, 37261	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430211	CLM	Alan Gilbert	1965-01-14	—	—	7071 Union St, Columbus, OH, 43298	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-423041	CLM	Randy Reid	1997-10-25	UHC-02401-36	—	6483 Highland Ave Apt 9, Austin, TX, 78720	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420435	CLM	Brenda Adaams	1953-06-22	UHC-68921-36	—	2980 Washington St, Charlotte, NC, 28273	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-401148	CLM	Victoria I Wilson	1951-06-12	—	9346631750	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-422729	CLM	Benjamin V Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-400507	CLM	Will M Ferguson	1965-09-19	UHC-03740-18	4812110400	29 Market St, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426521	CLM	Kelly Robinson	1981-07-19	UHC-76289-79	9245058985	7506 Cedar Ln, Orlando, FL, 32883	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-410038	CLM	Joan Y Clark	1967-11-09	UHC-92120-58	—	3163 Grand Ave, Atlanta, GA, 30308	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426388	CLM	Judy Delgado	2005-03-05	UHC-10925-71	—	9895 Jefferson Ave, Los Angeles, CA, 90053	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427037	CLM	Kyle Cuok	—	UHC-80562-19	9472163495	8422 Hillcrest Rd, Tampa, FL, 33671	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406036	CLM	Lrry Barnes	1958-04-09	—	—	2481 Mesa Dr, San Antonio, TX, 78207	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-406037	CLM	Lrry Barnes	1958-04-09	—	—	2481 Mesa Dr, San Antonio, TX, 78207	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-417502	CLM	Justin Reyes	—	—	—	4889 Spring St, Glendale, AZ, 85337	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-407506	CLM	Daniel Le	1973-04-26	—	2253270364	7309 Oak St, Tucson, AZ, 85782	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422764	CLM	Fatima U Alvarado	—	UHC-94101-36	—	2711 Desert Sky Blvd, Chandler, AZ, 85277	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-421411	CLM	Philip Rodriguez	1939-08-18	UHC-28391-78	2717791205	4856 Desert Sky Blvd Apt 18, Atlanta, GA, 30334	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
CLM-415774	CLM	Carlos D Aguilar	1938-04-25	—	—	9373 Maple Ave, Nashville, TN, 37250	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-425588	CLM	Douglas Edwards	1962-05-28	UHC-96258-72	6676298303	6463 Palm Dr, Denver, CO, 80246	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416561	CLM	Priya Ellis	1996-01-11	UHC-47259-09	9194213268	7290 Lake View Rd, Miami, FL, 33131	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416382	CLM	Grace Soto	1948-12-28	UHC-03021-42	—	3732 Highland Ave, Scottsdale, AZ, 85206	0.64	Name re-cased State name converted to code Gender normalised Plan code upper-cased+2 more
CLM-409010	CLM	Jennifer Scott	1999-04-26	—	—	4552 Apache Blvd, Plano, TX, 75006	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
CLM-407663	CLM	Shirley Dean	1993-10-19	UHC-15898-83	—	3967 Mesa Dr, Miami, FL, 33140	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-403148	CLM	Margaret James	1943-09-04	—	—	831 Grand Ave Apt 13, Tempe, AZ, 85240	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422053	CLM	Alan P Perry	1958-11-22	UHC-67699-54	2437354474	5216 Desert Sky Blvd, Austin, TX, 78739	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402702	CLM	Judy Turner	1957-08-03	UHC-54618-59	—	5845 Central Ave, Denver, CO, 80296	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415981	CLM	Chris Harvey	1997-03-09	UHC-40603-08	3793261896	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-415338	CLM	Margaret N Foster	1970-07-13	UHC-64307-23	9732494998	3524 Broadway, Dallas, TX, 75276	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-413897	CLM	Mason V Vasqez	1967-05-27	—	—	3053 Central Ave, Los Angeles, CA, 90066	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403245	CLM	Kenneth Martinez	1966-11-26	UHC-66774-91	—	6621 Sage Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410283	CLM	Santiago Watson	1962-07-25	UHC-78715-95	8228034857	9573 Sage Ct # 487, Los Angeles, CA, 90024	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-427855	CLM	Sara Hawkins	1986-02-02	—	9262901022	1415 Ocean Ave, Atlanta, GA, 30337	0.64	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+2 more
CLM-420282	CLM	Maria Cox	1940-09-01	UHC-85402-44	8355198846	49 Highland Ave, Plano, TX, 75044	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427190	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	6723806149	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424892	CLM	Cheryl Thomas	2004-07-05	UHC-65987-55	3458542994	8717 Ridge Rd, Houston, TX, 77047	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-412401	CLM	Pamela West	1961-07-26	—	—	2946 Sage Ct, Austin, TX, 78794	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417489	CLM	Gloria Nelson	1954-09-08	UHC-36758-70	—	8017 Main St, Nashville, TN, 37206	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-431355	CLM	Daniel Fowler	1974-12-04	UHC-99397-30	—	9441 Broadway, Atlanta, GA, 30300	0.64	Name split from “Last, First”Member ID reformatted City re-cased Gender normalised+2 more
CLM-413107	CLM	Henry X Hanson	—	UHC-69978-70	—	8735 Bayshore Dr, Houston, TX, 77067	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-414952	CLM	Kathryn T Gonzalez	1988-08-13	UHC-91606-76	—	4472 Main St, Minneapolis, MN, 55483	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-410422	CLM	Ethan Grant	1983-09-09	—	—	9820 Highland Ave, Austin, TX, 78753	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412123	CLM	Jeffreey G Gonzalez	1980-02-24	UHC-50032-35	4225263923	4581 Meadow Ln, Austin, TX, 78744	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413201	CLM	Jacqueline Little	1987-12-24	UHC-07892-65	—	8051 Camelback Rd, Eden Prairie, MN, 55303	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-412274	CLM	James E Watkins	1998-10-19	—	5792920257	4317 Union St, Tucson, AZ, 85701	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413837	CLM	Dylan Rivera	1988-12-22	UHC-21374-40	3528639705	2045 Meadow Ln, Glendale, AZ, 85349	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

18,771 rows, page 85 of 376Previous Next