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-431000	CLM	Judy Oliver	1939-04-05	UHC-16714-15	6075564845	9763 Harbor Blvd, Plano, TX, 75089	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-400974	CLM	Mason Sanchez	2001-03-12	UHC-57803-79	—	9677 Camelback Rd, Tempe, AZ, 85240	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-428823	CLM	Carlos V Bryant	1954-09-18	UHC-52690-27	—	6753 Hillcrest Rd, Tampa, FL, 33609	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-412402	CLM	Jack Duncan	2002-09-20	UHC-98564-09	—	9199 Desert Sky Blvd, Fresno, CA, 93746	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-425822	CLM	Harold Porter	1942-05-01	UHC-09588-38	—	2658 Grand Ave, Glendale, AZ, 85372	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420857	CLM	Peter Arnold	1996-09-19	UHC-28031-48	6347208004	3662 Ocean Ave, Charlotte, NC, 28282	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-400357	CLM	Joe X Hudson	1988-08-22	UHC-75967-80	3826732509	22 Grand Ave, Scottsdale, AZ, 85213	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-417827	CLM	Ashley Bradley	1956-04-18	UHC-66935-98	9799207989	6661 Apache Blvd, Las Vegas, NV, 89153	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-425429	CLM	Denise Wilson	1987-11-14	UHC-05747-60	—	420 Hillcrest Rd, San Diego, CA	0.78	Date of birth reformatted Member ID reformatted City re-cased ZIP missing+1 more
CLM-417222	CLM	Barbara Garza	1988-06-23	UHC-50918-39	6615309669	3720 Mesa Dr, Dallas, TX, 75268	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411520	CLM	Kathleen Robertson	1975-05-13	UHC-47236-25	3522814693	7407 Pine Dr # 203, Tampa, FL, 33685	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-423050	CLM	Alan Adasm	1967-08-10	UHC-50559-22	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-414943	CLM	Benjamin I Contreras	1980-06-23	UHC-74433-78	9464555695	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-421089	CLM	Roger Thomas	1953-10-06	UHC-41176-15	8967664439	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-415491	CLM	Betty Brooks	1952-05-01	UHC-46475-01	—	2768 Park Pl, Mesa, AZ, 85231	0.78	Member ID reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-401463	CLM	Gerald Roberts	1971-08-19	UHC-67087-61	8499643728	4789 Baseline Rd, Seattle, WA, 98156	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418769	CLM	Sean Reynolds	1989-10-25	UHC-33152-78	—	7232 Broadway, Charlotte, NC, 28298	0.78	Member ID reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-418896	CLM	Grace V Hall	2000-05-09	UHC-20965-19	—	2262 Bayshore Dr, Tempe, AZ, 85213	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418805	CLM	Heather Z Williamson	1954-09-11	UHC-16635-25	9093592363	3052 Valley View Dr, Chandler, AZ, 85241	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418806	CLM	Heather Z Williamson	1954-09-11	UHC-16635-25	9093592363	3052 Valley View Dr, Chandler, AZ, 85241	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422417	CLM	Alexander Collins	1980-05-24	UHC-69267-58	8253936353	6735 Hillcrest Rd, Jacksonville, FL, 32263	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432183	CLM	Madison Allen	1995-10-23	UHC-41395-61	—	8889 Ocean Ave, Sacramento, CA, 95893	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423746	CLM	Mariana Gardner	2001-01-24	UHC-13906-61	—	7580 Willow Ct, Miami, FL, 33169	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-405507	CLM	Madyson Montgomery	1976-10-17	UHC-92303-01	—	9194 Broadway, Gilbert, AZ, 85219	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-422427	CLM	Amanda C Brooks	1966-05-17	UHC-53265-89	—	497 Canyon Rd, Nashville, TN, 37214	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-429910	CLM	Kathryn Padilla	1991-02-26	UHC-78549-23	6822566405	5993 River Rd, Gilbert, AZ, 85224	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-421654	CLM	Jimmy Maldonado	1954-08-19	UHC-48927-65	—	9382 Mountain View Dr, Mesa, AZ, 85272	0.78	Name re-cased Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-431368	CLM	Cynthia Martinez	1996-09-25	UHC-73516-61	—	7315 Broadway, Gilbert, AZ, 85227	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Plan code upper-cased+1 more
CLM-417484	CLM	Henry Reid	1978-04-03	UHC-99272-22	—	5672 Camelback Rd, Atlanta, GA, 30355	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403144	CLM	Ryan Rios	1988-09-13	UHC-93367-89	8335460505	635 Union St, Tucson, AZ, 85798	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-419414	CLM	Charlotte Weebr	1964-03-02	UHC-81561-06	7445328343	6065 Sage Ct, Scottsdale, AZ	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-426999	CLM	Billy Dean	1982-09-27	UHC-18419-83	—	969 Valley View Dr, San Antonio, TX, 78202	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-421883	CLM	Philip Williamson	1969-09-05	UHC-61206-81	—	4970 Lake View Rd, Atlanta, GA, 30396	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409940	CLM	Heather Burton	1958-11-28	UHC-86821-62	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-422784	CLM	Arthur Matthews	2006-07-12	UHC-68724-72	—	5542 Pine Dr, Los Angeles, CA, 90052	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418238	CLM	Abigail Lawrence	1988-07-20	UHC-25880-45	4909450445	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-422640	CLM	Deborah Willis	1975-02-17	UHC-78282-13	—	2399 Harbor Blvd, Miami, FL, 33157	0.78	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-405966	CLM	Megan Long	1996-02-20	UHC-83868-54	—	9168 Cedar Ln, Charlotte, NC, 28240	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432820	CLM	Sarah Harvey	1994-03-07	UHC-63568-85	2548181830	9589 Church St, Phoenix, AZ	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
CLM-431917	CLM	Ethan F Gutierrez	1991-09-27	UHC-50365-76	2586764838	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-427374	CLM	Laura Simpson	—	UHC-59203-29	8532744790	7788 Sunset Blvd, Chandler, AZ, 85271	0.78	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+1 more
CLM-418971	CLM	Logan Luna	1942-09-06	UHC-90592-70	—	8848 Cedar Ln, Scottsdale, AZ, 85297	0.78	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409498	CLM	Rebecca Campbell	1953-05-09	UHC-35903-72	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-401294	CLM	Kevin Ford	1946-09-25	UHC-90193-21	—	3596 Broadway, Houston, TX, 77069	0.78	Two-digit birth year Member ID reformatted Address re-cased Whitespace trimmed+1 more
CLM-408343	CLM	Gloria Le	1940-08-28	UHC-26291-93	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-404947	CLM	Turner Kathryn	1952-02-22	UHC-15096-04	—	1319 Harbor Blvd, Eden Prairie, MN, 55396	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-418222	CLM	Ruth J Henedrson	1993-10-25	UHC-84114-22	—	3156 Sunset Blvd, Phoenix, AZ, 85086	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-427694	CLM	Amy Fernandez	1948-03-16	UHC-54769-51	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-428538	CLM	Isabella Mruphy	1957-02-06	UHC-81397-53	—	1338 Central Ave, Columbus, OH, 43298	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407742	CLM	Samantha Smith	1958-06-16	UHC-07147-08	—	1097 Spring St, Los Angeles, CA, 90067	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more

2,293 rows, page 29 of 46Previous Next