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-408383	CLM	Nicholas Orbien	1958-09-02	UHC-77329-14	5115297318	4628 Sunset Blvd, Las Vegas, NV, 89125	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-421223	CLM	Christian Butler	1982-04-27	UHC-45946-22	2716317792	9899 River Rd, Glendale, AZ, 85372	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-432057	CLM	Nicholas Hill	1939-12-25	UHC-19819-24	—	7755 Canyon Rd, Los Angeles, CA, 90089	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407500	CLM	Peter W Fowler	1972-04-02	UHC-94395-87	9664871123	646 Willow Ct, Tampa, FL, 33675	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-429818	CLM	Jacob K Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA, 30380	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-408352	CLM	Jack Williams	1945-08-05	UHC-49650-74	—	9245 Jefferson Ave, Nashville, TN, 37298	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423412	CLM	Alexander Warren	2002-04-27	UHC-79134-14	5516451719	8072 Desert Sky Blvd, Columbus, OH, 43265	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406585	CLM	Kelly Gordon	1941-07-19	UHC-60170-41	8057999170	8001 River Rd Apt 22, Los Angeles, CA, 90020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-409363	CLM	Sandra I Sandoval	1973-09-20	UHC-77343-46	—	3146 Indian School Rd, Tucson, AZ, 85793	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419906	CLM	Lisa Harrison	1982-07-19	UHC-17341-10	8183417523	2224 Ocean Ave, Minneapolis, MN, 55431	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-425267	CLM	Diane S Moore	1940-11-02	UHC-33475-05	4906470638	3407 Desert Sky Blvd, Chandler, AZ, 85296	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-426174	CLM	Russell L Nelson	1967-07-07	UHC-16363-20	5063453009	8563 Ridge Rd, San Diego, CA, 92144	0.76	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-423802	CLM	Doris King	1976-07-06	UHC-76651-46	—	1377 Indian School Rd, Tampa, FL, 33644	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418716	CLM	Jason Watson	1999-06-27	UHC-31272-97	—	8344 Harbor Blvd, Columbus, OH, 43282	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-430838	CLM	Scott Fowler	1950-02-03	UHC-57615-89	3366539256	2210 River Rd, Jacksonville, FL, 32264	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-427445	CLM	Michelle N Carr	1968-12-25	UHC-88441-75	3277298800	3407 Mountain View Dr, Glendale, AZ, 85366	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431127	CLM	Joshua Watson	1989-01-28	UHC-57517-29	7273853678	5300 Lake View Rd, Atlanta, GA, 30366	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-411770	CLM	Alexander Gibson	1959-10-11	UHC-75982-61	—	5157 Cedar Ln, Atlanta, GA, 30383	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425009	CLM	Denny Elliott	1944-08-12	UHC-36167-23	8989955409	2860 Ocean Ave, Eden Prairie, MN, 55387	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405680	CLM	Lucia Henderson	1978-09-11	UHC-15058-21	9705990017	7600 Ocean Ave, Nashville, TN, 37295	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432001	CLM	Jack L Wang	1974-08-11	UHC-20925-04	—	470 Sage Ct, Las Vegas, NV, 89183	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428096	CLM	Melissa Hawkins	1975-06-26	UHC-87638-87	—	9255 Harbor Blvd, Chandler, AZ, 85225	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425787	CLM	Danielle Bradley	1998-02-18	UHC-78142-72	—	670 Pine Dr, Denver, CO, 80201	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412040	CLM	Brenda Banks	1954-12-08	UHC-05819-20	—	2233 Broadway, Orlando, FL	0.76	Name re-cased Date of birth reformatted Member ID reformatted Address re-cased+2 more
CLM-402539	CLM	Frances C Sanders	1995-12-19	UHC-30460-10	—	9272 Meadow Ln, Miami, FL, 33150	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426846	CLM	Brenda Austin	1952-09-21	UHC-54657-53	4455042178	4937 Lake View Rd, Gilbert, AZ, 85206	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-431547	CLM	Jason Hudzon	1969-07-26	UHC-83255-99	—	8256 Elm St, Seattle, WA, 98183	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409604	CLM	Ryan O Evans	1975-02-07	UHC-88185-60	6479882680	1580 Sunset Blvd, San Diego, CA, 92191	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409483	CLM	Diego Mason	1942-06-19	UHC-86673-18	2463476114	2375 Sage Ct, Mesa, AZ, 85216	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419731	CLM	Donna Wong	1967-09-15	UHC-05699-88	—	7147 Mountain View Dr, Glendale, AZ, 85396	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-419702	CLM	Jesse V Pena	1982-07-12	UHC-77062-43	—	9522 Oak St, Las Vegas, NV, 89171	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415691	CLM	Bryan Scott	1969-06-16	UHC-62566-01	—	7540 Jefferson Ave, Chandler, AZ, 85242	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411753	CLM	Emily B Thompson	1964-02-27	UHC-60492-22	—	7291 Mesa Dr, Charlotte, NC, 28216	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-411218	CLM	Kevin Mlls	1976-08-28	UHC-48283-04	7234116514	8930 Mesa Dr, Orlando, FL, 32899	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414904	CLM	James Albert	1962-11-11	UHC-00467-13	—	2638 Forest Ave, Tempe, AZ, 85266	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-403671	CLM	Andrea Burke	1989-01-15	UHC-04666-59	—	6622 Maple Ave, Los Angeles, CA, 90062	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403403	CLM	Sofia Carpenter	1995-07-07	UHC-20485-01	7647427104	4840 Central Ave, Nashville, TN, 37231	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425784	CLM	Jason H Ruiz	2000-12-27	UHC-96989-78	5813823891	5935 Jefferson Ave, Chandler, AZ, 85251	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412081	CLM	Willie Price	1976-01-15	UHC-38904-57	—	2918 Highland Ave, San Diego, CA, 92176	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401412	CLM	Amy Graham	1942-12-08	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-400787	CLM	Alice Knight	1958-06-21	UHC-58125-21	4708262531	—	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+2 more
CLM-413811	CLM	Ryan Johnson	1997-09-28	UHC-89836-17	—	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.76	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-428417	CLM	Tyler Washington	1941-08-11	UHC-77864-45	—	4828 Harbor Blvd, Sacramento, CA, 95892	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-426800	CLM	Judy Powell	1950-12-05	UHC-29982-74	—	3896 Sunset Blvd, Tampa, FL, 33642	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405613	CLM	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ, 85234	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405179	CLM	Marilyn Aguilar	1977-06-02	UHC-97377-90	—	3638 Bayshore Dr, Dallas, TX, 75200	0.76	Name re-cased Phone missing area code Member ID reformatted City re-cased+2 more
CLM-425090	CLM	Christopher Hall	1951-02-21	UHC-25937-42	—	1703 Spring St, Eden Prairie, MN, 55302	0.76	Date of birth reformatted Phone missing area code Member ID reformatted City re-cased+2 more
CLM-426464	CLM	Suusan Bradley	1983-04-27	UHC-85039-25	—	7748 Forest Ave, Scottsdale, AZ, 85241	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405608	CLM	Diego Q Riley	1995-07-22	UHC-05758-75	2096792870	1017 Harbor Blvd, Miami, FL, 33136	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-411864	CLM	Naalie Garza	1984-06-04	UHC-86293-53	—	6728 Elm St, Austin, TX, 78794	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

2,293 rows, page 21 of 46Previous Next