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-409183	CLM	Richard Mendez	1960-12-03	UHC-15987-92	—	2643 Desert Sky Blvd, Gilbert, AZ, 85235	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-415609	CLM	Joshua Coleman	1999-09-26	UHC-97761-78	5245278049	3148 Willow Ct, Chandler, AZ, 85286	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429021	CLM	Nancy Martin	1947-07-28	UHC-66350-74	—	7326 Highland Ave, Tempe, AZ, 85243	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403839	CLM	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428263	CLM	Jason Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-418136	CLM	Arjun XJunk	1978-11-24	UHC-32380-64	7484410765	5957 Elm St, Mesa, AZ, 85231	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+2 more
CLM-403999	CLM	Amber Richards	1978-07-21	UHC-43880-34	7769510980	7473 Willow Ct, Columbus, OH, 43218	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426357	CLM	Juan Williamson	1956-04-04	UHC-85093-20	9003655053	8463 Valley View Dr, Denver, CO, 80253	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425497	CLM	Stephen Cox	1959-07-01	UHC-59464-99	—	2758 Mountain View Dr, Gilbert, AZ, 85227	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413678	CLM	Betty Simmons	1972-11-14	UHC-99046-36	6969900828	797 Maple Ave, San Diego, CA, 92170	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-410532	CLM	Frank Stephens	1983-04-08	UHC-78691-82	—	8890 Lincoln Way, Chandler, AZ, 85223	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415580	CLM	Lori Foster	1993-05-17	UHC-94326-05	—	8427 River Rd, Eden Prairie, MN, 55339	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408387	CLM	Sara Greene	1987-04-04	UHC-84724-26	2129192051	3971 Lincoln Way, Minneapolis, MN, 55405	0.76	Date of birth reformatted Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-404162	CLM	Kenneth Obrien	1948-04-17	UHC-17109-44	—	8106 Cedar Ln, Charlotte, NC, 28212	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421003	CLM	Debra Garza	1984-04-28	UHC-51147-76	—	6588 Ocean Ave, Columbus, OH, 43243	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416036	CLM	Priya Edwards	1939-06-03	UHC-25800-96	—	3809 Grand Ave, Seattle, WA, 98135	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417182	CLM	Albert Schultz	1939-12-06	UHC-79247-71	9186930633	8850 Hillcrest Rd, Columbus, OH, 43219	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-424084	CLM	Jean Owens	1956-07-14	UHC-67566-52	9342836189	4511 Cedar Ln, San Diego, CA, 92156	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-423237	CLM	Logan Greenne	—	UHC-51467-56	2165107683	—	0.76	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-404457	CLM	Brittany K Freeman	1943-04-15	UHC-13360-01	7207147632	199 Grand Ave, Scottsdale, AZ, 85268	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-417741	CLM	Ollivia Duncan	1983-01-27	UHC-66759-58	—	894 Mountain View Dr, Tampa, FL, 33658	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411512	CLM	Judith Castillo	1984-08-12	UHC-17837-26	—	5562 Pine Dr, Tucson, AZ, 85793	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425215	CLM	Sofia P Guerrero	1958-11-24	UHC-77814-77	7436579225	—	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Member ID reformatted+2 more
CLM-426157	CLM	Russelll Schultz	1964-07-04	UHC-11427-28	—	1372 Forest Ave, Plano, TX, 75033	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404245	CLM	Mark Jimanez	1945-07-08	UHC-31118-02	8336902953	396 Elm St, Sacramento, CA, 95877	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426694	CLM	Lucia Turres	1981-05-24	UHC-10261-77	8078860849	7826 Willow Ct, Chandler, AZ, 85240	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407371	CLM	Jeremy Harvey	1965-06-25	UHC-56546-03	—	3677 Pine Dr, Houston, TX, 77046	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415496	CLM	Omar Rios	1949-12-16	UHC-84757-69	—	—	0.76	Name re-cased Member ID reformatted Email lower-cased Gender normalised+2 more
CLM-400961	CLM	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-417868	CLM	Andrea Hanson	1971-11-09	UHC-89587-64	5337465441	8510 Camelback Rd, Plano, TX, 75012	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411496	CLM	Edward Ward	1939-08-01	UHC-15071-61	4403600369	4128 Washington St, Atlanta, GA, 30301	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401491	CLM	Marcus F Mendez	1998-01-10	UHC-43400-14	7578791239	878 Camelback Rd, Chandler, AZ, 85287	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429083	CLM	Diaana Hunter	1979-08-04	UHC-94261-15	3552938225	5523 Central Ave, Tampa, FL, 33646	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-421904	CLM	Ryan Burke	2001-08-12	UHC-76409-12	3333786791	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-415052	CLM	Albert Hall	1981-10-24	UHC-09057-91	4889737661	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-413896	CLM	Mason Vasquez	1967-05-27	UHC-71588-63	—	3053 Central Ave, Los Angeles, CA, 90066	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427469	CLM	Jacob Mitchell	1981-05-21	UHC-54026-38	—	9611 Bayshore Dr, Houston, TX, 77028	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411699	CLM	Elijah Garza	1955-08-02	UHC-38088-77	3632254182	5045 Broadway, Eden Prairie, MN, 55350	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+2 more
CLM-404975	CLM	Jack Marshall	1963-06-13	UHC-15423-91	—	4285 Main St, Mesa, AZ, 85263	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404143	CLM	Camila Alvarado	1977-07-19	UHC-49908-53	—	2575 Park Pl, Charlotte, NC, 28201	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-401548	CLM	Nicole Maldonado	1960-07-08	UHC-16949-67	—	88 Meadow Ln, Tucson, AZ, 85788	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410946	CLM	Beth Epinoza	1945-07-01	UHC-70832-05	8217601825	3005 Desert Sky Blvd, Glendale, AZ, 85373	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400857	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-400856	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-427435	CLM	Joan G Carroll	1970-09-19	UHC-43377-63	5684337114	6474 Indian School Rd, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-418481	CLM	Shirley V Thompson	1953-08-09	UHC-90994-28	—	9564 Washington St, Columbus, OH, 43265	0.76	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-419561	CLM	Wayne Harper	1964-10-28	UHC-30787-33	—	3822 Church St, Tampa, FL, 33679	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418363	CLM	Lawrence George	1996-12-12	UHC-17614-13	5134305184	6604 Indian School Rd, Fresno, CA, 93721	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426787	CLM	Lsia G Evans	1981-09-07	UHC-89181-42	5939544189	214 Elm St, Denver, CO, 80286	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429898	CLM	Susan Thompson	1982-03-10	UHC-71038-23	—	287 Palm Dr, Tampa, FL, 33619	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more

2,293 rows, page 23 of 46Previous Next