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-420390	CLM	Laura Smith	2008-02-11	—	3367712501	3423 Park Pl, Las Vegas, NV, 89135	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403890	CLM	Raymond Aguilar	1951-04-03	UHC-81281-26	4118760579	1291 Highland Ave, Chandler, AZ, 85250	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426271	CLM	Kelly Mitchell	1991-07-13	UHC-46965-75	—	256 Sunset Blvd, Seattle, WA, 98147	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422360	CLM	Brian Barnes	1984-10-09	—	3054498682	1011 Meadow Ln, San Antonio, TX, 78281	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-430320	CLM	Joyce Santos	1986-04-08	—	—	9522 Central Ave, Orlando, FL, 32815	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426834	CLM	Justin I Rios	1940-03-24	UHC-51097-31	—	3324 Jefferson Ave, Sacramento, CA, 95878	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402114	CLM	Albert Crawford	1942-11-20	UHC-09010-78	—	2926 Ocean Ave Apt 33, Glendale, AZ, 85347	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-422221	CLM	Henry Foster	1976-04-11	UHC-39147-45	6318756399	2845 Forest Ave, Glendale, AZ, 85352	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407587	CLM	Charles H Thomas	1941-07-20	—	8862680111	3700 Washington St # 424, Dallas, TX, 75203	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431953	CLM	Dougals Castillo	1962-12-03	UHC-86309-17	—	81 Mesa Dr, Phoenix, AZ, 85050	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426078	CLM	Lauren Peters	1984-07-16	—	—	1420 Oak St, Glendale, AZ, 85392	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411980	CLM	Hiroshi J Lawrence	1943-01-16	UHC-54967-01	—	5431 Hillcrest Rd, San Antonio, TX, 78200	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428761	CLM	Shirley Patel	1990-11-08	UHC-16580-02	—	8596 Mountain View Dr # 412, Fresno, CA, 93740	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-408702	CLM	Ann Gray	1981-06-26	—	7686554715	4566 Camelback Rd # 691, Houston, TX, 77023	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-404390	CLM	Joe M Flores	1977-12-18	UHC-45040-71	—	8481 River Rd, Plano, TX, 75008	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416779	CLM	Adam Li	1945-01-18	UHC-03793-43	3782546894	51 Oak St # 934, Houston, TX, 77050	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-427578	CLM	Dane Ortega	2003-07-13	—	—	913 Valley View Dr, Chandler, AZ, 85233	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430449	CLM	Lucia Hicks	1969-08-25	UHC-33115-56	—	9284 Bayshore Dr, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411967	CLM	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd, Gilbert, AZ, 85245	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413508	CLM	Joyce Z Hanson	1949-10-10	—	7099852727	7845 Jefferson Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427660	CLM	Mason Hamilton	1988-11-25	—	8045434995	3651 Ocean Ave, Gilbert, AZ, 85269	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413924	CLM	Jessica Perez	1997-02-15	UHC-75199-96	—	9284 Willow Ct, Dallas, TX, 75277	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424764	CLM	Martha I Knight	1949-02-09	UHC-46240-42	—	9616 Valley View Dr, Denver, CO, 80276	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404481	CLM	Willie Johnson	1938-10-17	UHC-36023-37	9618583013	1333 Indian School Rd, Seattle, WA, 98169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430970	CLM	Sharon Webb	1974-10-26	UHC-86487-27	—	6290 Cedar Ln, Denver, CO, 80269	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-413528	CLM	Valentina Q Baker	1998-03-24	—	—	1465 Apache Blvd, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431509	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-431510	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-430696	CLM	Rachel Wagner	1981-04-09	UHC-43793-67	—	8428 Indian School Rd, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431746	CLM	Lauren Jones	1990-08-01	UHC-47493-60	9143326951	5472 Mountain View Dr, Sacramento, CA, 95849	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-423410	CLM	Nicole Shaw	1945-12-13	UHC-95009-85	9894268957	8639 Indian School Rd, Gilbert, AZ, 85296	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411433	CLM	Harold Nguyen	1994-06-13	UHC-06434-75	3292291517	8987 Central Ave, Los Angeles, CA, 90050	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431882	CLM	Singh Victoria	1941-04-18	UHC-82237-08	—	3955 Grand Ave Apt 8, Chandler, AZ, 85255	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411439	CLM	Brenda Tran	1994-10-17	—	3952791709	9506 Lake View Rd, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409009	CLM	Jacqueline V Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407544	CLM	Evelyn O Woods	1980-12-02	UHC-04940-63	8195389686	7917 Central Ave # 702, Tampa, FL, 33653	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-409186	CLM	Jack Delgado	1978-12-01	—	6297836156	928 Harbor Blvd, Tucson, AZ, 85710	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429019	CLM	Justin Sims	1938-10-22	UHC-97386-84	—	5124 Highland Ave, Fresno, CA, 93787	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429018	CLM	Justin Sims	1938-10-22	UHC-97386-84	—	5124 Highland Ave, Fresno, CA, 93787	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400442	CLM	Sean Evans	1958-08-01	UHC-66436-57	—	5226 Oak St, Los Angeles, CA, 90009	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414298	CLM	Margaret Rice	2001-03-12	UHC-28781-31	—	1283 Church St, Eden Prairie, MN, 55387	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-402459	CLM	Christian Gomez	1984-11-27	—	—	7865 Bayshore Dr, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429481	CLM	Denise Obrien	1947-05-13	UHC-16406-79	—	9137 Indian School Rd, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410640	CLM	Eugene Peterson	1942-11-20	UHC-76324-61	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-401149	CLM	Albert Woods	1954-07-09	UHC-81873-91	9056557520	1380 Harbor Blvd, Denver, CO, 80213	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-414504	CLM	Julia Vasquez	1956-12-05	UHC-90179-25	—	7887 Indian School Rd, Minneapolis, MN, 55436	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400211	CLM	Brandon D Bennett	1976-10-06	—	6375998649	625 Spring St, Tampa, FL, 33620	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-418443	CLM	Carol Cook	1973-12-02	UHC-47697-12	—	9188 Central Ave, Nashville, TN, 37218	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427429	CLM	Mariana Rios	1939-03-01	—	4766492981	8891 Pine Dr, Tampa, FL, 33624	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429254	CLM	Mei Miller	1981-04-16	—	—	8901 Indian School Rd, Austin, TX, 78766	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

13,120 rows, page 48 of 263Previous Next