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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411251	CLM	Heather B Webb	—	—	—	4296 Harbor Blvd, Dallas, TX, 75252	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-420409	CLM	Abigail Jordan	1997-10-26	UHC-73690-42	—	3737 Oak St # 136, Denver, CO, 80294	0.40	Name split from “Last, First”SSN last four extracted Unit split from street State name converted to code+2 more
CLM-405376	CLM	Jeffrey B Valdez	—	—	—	8667 Baseline Rd, Nashville, TN, 37240	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-416896	CLM	Caol Hall	2004-04-28	—	9579779207	6376 Desert Sky Blvd Apt 3, Phoenix, AZ, 85018	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-421084	CLM	Rebecca Carlson	—	—	—	3457 Bayshore Dr, Chandler, AZ, 85242	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-413187	CLM	Steven O Wagner	1938-02-24	UHC-58486-02	2649432064	2800 Highland Ave, Los Angeles, CA	0.40	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-419530	CLM	Ashley B Munoz	—	—	5102809704	776 Apache Blvd # 350, Nashville, TN, 37282	0.40	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+2 more
CLM-431131	CLM	Debra Nelson	1945-02-26	UHC-84410-57	—	9628 Maple Ave, San Diego, CA, 92142	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432791	CLM	Nancy Miller	1953-09-11	—	7795003781	3880 Desert Sky Blvd # 907, Dallas, TX, 75272	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422037	CLM	Abby Nichols	1956-10-26	UHC-31174-53	—	4189 Elm St, Orlando, FL, 32889	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-418822	CLM	Sophia U Davis	1966-05-17	UHC-17097-41	8063812193	4997 Baseline Rd, Houston, TX	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407763	CLM	Heather Hansen	1938-08-09	—	—	8586 Apache Blvd, Sacramento, CA, 95812	0.40	Name split from “Last, First”Phone missing area code SSN last four extracted State name converted to code+2 more
CLM-422268	CLM	Justin Knight	1985-10-27	UHC-39714-96	—	2762 Forest Ave, Seattle, WA, 98102	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-421133	CLM	Jacqueline Woods	1954-12-17	UHC-84563-22	6207410360	8373 Mesa Dr, Chandler, AZ	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424377	CLM	Anna Morris	1960-03-24	—	—	3498 Willow Ct, Columbus, OH	0.40	Name split from “Last, First”State name converted to code ZIP missing Gender normalised+2 more
CLM-432142	CLM	Joyce Hunt	1993-11-16	—	—	2184 Main St, Atlanta, GA, 30324	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-431126	CLM	Joshua Watson	—	UHC-57517-29	—	5300 Lake View Rd, Atlanta, GA, 30366	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-430596	CLM	Stephanie O Rojas	—	UHC-23206-48	5809342163	3938 Main St, Jacksonville, FL, 32217	0.40	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-409802	CLM	Betty Martinez	1996-03-10	UHC-16621-19	7324930602	5975 Lake View Rd, Jacksonville, FL, 32274	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-420716	CLM	Sandra Owens	1972-03-03	UHC-34059-29	—	7000 Harbor Blvd Apt 16, Chandler, AZ, 85271	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-402224	CLM	Kimberly Morris	1946-08-16	—	—	3790 River Rd Apt 2, Tucson, AZ, 85792	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400426	CLM	Jacqueline Chen	1997-08-07	UHC-37309-92	—	5143 Grand Ave, Los Angeles, CA	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424742	CLM	Mason Reynolds	—	UHC-47917-80	8472524049	4475 Indian School Rd, Charlotte, NC, 28276	0.40	Name split from “Last, First”Date of birth unreadable Phone reformatted SSN last four extracted+2 more
CLM-428471	CLM	Kyle Brown	2002-05-02	UHC-94017-83	2363788633	901 Lincoln Way Apt 11, Seattle, WA, 98137	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408488	CLM	Austin Dominguez	1943-02-20	UHC-60615-04	—	6619 Main St, Glendale, AZ, 85320	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-423246	CLM	Sophia Lawrenke	1989-05-04	—	—	2752 Valley View Dr, Charlotte, NC, 28215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410025	CLM	Andrea Morris	—	UHC-84486-67	—	3845 Maple Ave, Denver, CO, 80280	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-416791	CLM	Park Luis	1961-06-19	UHC-49347-27	7889236984	7004 Harbor Blvd, Sacramento, CA, 95876	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428702	CLM	Helen Thomas	—	UHC-64641-02	—	5587 Grand Ave, Tucson, AZ, 85772	0.40	Name split from “Last, First”Date of birth missing Phone missing area code Gender normalised+2 more
CLM-422795	CLM	William Lynch	1958-01-03	—	—	8148 Sunset Blvd, Los Angeles, CA, 90013	0.40	Name split from “Last, First”Two-digit birth year Phone missing area code Gender normalised+2 more
CLM-405782	CLM	Matthew Ryan	—	—	—	2434 Willow Ct, Eden Prairie, MN, 55386	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-416413	CLM	Nancy I Sandoval	1983-11-03	UHC-95939-67	9558260487	2398 Desert Sky Blvd, Scottsdale, AZ, 85284	0.40	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414951	CLM	Kathryn Gonzalez	1988-08-13	UHC-91606-76	—	4472 Main St, Minneapolis, MN	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-420653	CLM	Jacob Z Carpenter	—	UHC-24720-46	—	5511 Mountain View Dr, Tempe, AZ	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-409599	CLM	Debra J Olson	1973-11-04	—	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.42	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
CLM-404291	CLM	Carlos Gray	1941-08-12	UHC-64484-73	7286315196	8227 Grand Ave, San Diego, CA, 92146	0.42	Name split from “Last, First”SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
CLM-406926	CLM	Jose K Medina	—	UHC-85752-84	—	4922 Sunset Blvd, San Diego, CA, 92110	0.42	Name split from “Last, First”Date of birth missing ZIP+4 trimmed Gender normalised+1 more
CLM-428685	CLM	Cynthia V Fuller	1974-01-03	—	—	2479 Park Pl Apt 3, Charlotte, NC, 28299	0.42	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+1 more
CLM-412922	CLM	Lucia Little	2008-01-04	UHC-70129-25	9542185645	5507 Mesa Dr, Miami, FL, 33115	0.42	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-426209	CLM	Zachary Schultz	1966-05-06	UHC-17530-09	—	9272 River Rd, Seattle, WA, 98170	0.42	Name split from “Last, First”State name converted to code ZIP+4 trimmed Gender normalised+1 more
CLM-413217	CLM	Mark F Maldonado	1990-06-11	UHC-07588-91	5335139184	925 Central Ave, Eden Prairie, MN, 55325	0.44	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-425287	CLM	Ana A Banks	1964-10-09	—	6217960533	2552 Union St, Houston, TX, 77045	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-404575	CLM	Judith Carroll	1939-03-06	UHC-51003-01	2202538358	9103 Church St, Phoenix, AZ, 85075	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-406712	CLM	Jessica Johnson	1979-10-05	—	—	222 Harbor Blvd, Las Vegas, NV, 89122	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-410658	CLM	Jacqueline Jenkins	1954-01-08	UHC-69211-43	8249375053	995 Baseline Rd, Minneapolis, MN, 55452	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-406672	CLM	Nicole V Burke	1985-04-14	UHC-61538-74	9049854277	7663 River Rd, Orlando, FL	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-417459	CLM	Isabella Gutierrez	1951-12-15	UHC-20838-77	—	4325 Elm St, Fresno, CA, 93790	0.46	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-432551	CLM	Robert Ramos	1946-11-20	UHC-34491-97	—	5876 Indian School Rd, San Antonio, TX, 78239	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-401590	CLM	Gloria Chapman	1945-07-20	UHC-02870-23	6343153093	9217 Elm St, Phoenix, AZ	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-417542	CLM	Jacob Cooper	1976-06-10	UHC-40451-39	9829574303	7873 Jefferson Ave # 788, San Diego, CA, 92167	0.46	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more

3,226 rows, page 5 of 65Previous Next