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-429182	CLM	Megan Richardson	1959-05-13	—	9409138587	2569 Indian School Rd, Orlando, FL, 32855	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407320	CLM	Jason H Fowler	1940-08-26	UHC-57273-87	9437245381	7152 Willow Ct, Dallas, TX, 75239	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429232	CLM	Soia J Alvarez	1970-01-10	—	4097160451	3305 Mesa Dr, Orlando, FL, 32802	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431376	CLM	Logan Porter	1973-10-07	—	3147183504	1265 Valley View Dr, Mesa, AZ, 85208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404717	CLM	Sam Johnston	1978-02-08	—	3232751298	1434 Palm Dr, Las Vegas, NV, 89112	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-414279	CLM	Zachary Watkins	1962-03-15	UHC-26709-92	7126853630	9266 Ridge Rd, Atlanta, GA, 30322	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432507	CLM	Kevin Johnston	1956-06-01	UHC-81285-76	3885379182	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-413631	CLM	Hannah Day	1991-08-23	UHC-89666-89	2932364050	914 Indian School Rd, Minneapolis, MN, 55469	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400620	CLM	Gary J Gutierrez	1992-12-06	—	—	3140 Canyon Rd, Sacramento, CA, 95894	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404015	CLM	Terry Cartar	2003-06-11	UHC-90297-29	—	721 Apache Blvd, Austin, TX, 78764	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422055	CLM	Greg Bishop	1962-08-05	—	9844591436	8093 Canyon Rd, Atlanta, GA, 30366	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408200	CLM	Theresa Trores	1990-03-18	—	3989496320	4431 Highland Ave, San Antonio, TX, 78202	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424737	CLM	Bradley Watkins	2008-04-01	UHC-12179-45	5773987294	4441 Valley View Dr, Atlanta, GA, 30329	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400521	CLM	Danielle Fuller	1963-03-07	—	2572606122	8088 Central Ave, Phoenix, AZ, 85057	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417897	CLM	Brian Hamilton	1939-06-26	—	5164634652	8951 Market St, Atlanta, GA, 30341	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-404194	CLM	Jason Green	1941-11-27	—	5939084146	7548 Harbor Blvd, Tucson, AZ, 85738	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430455	CLM	Ralph Phillips	1983-08-09	—	4636004576	6178 Park Pl, Austin, TX, 78712	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425721	CLM	Kethleen Day	1966-11-21	—	4146753098	3932 Meadow Ln Apt 11, Tampa, FL, 33660	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-424706	CLM	Nathan E Yang	1957-05-21	UHC-79738-91	4949271401	4848 Hillcrest Rd, Los Angeles, CA, 90002	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400243	CLM	Pamela Gonzalez	1996-12-18	UHC-32865-94	8298741320	2138 Highland Ave, San Diego, CA, 92148	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-423366	CLM	Yuki Z Wright	1986-02-22	UHC-59968-86	9466835588	9017 Pine Dr, Jacksonville, FL, 32241	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414440	CLM	Evelyn Q Guzman	1993-10-24	—	—	8001 Pine Dr, San Diego, CA, 92158	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412544	CLM	Shirley Ryan	1986-10-27	—	6283490014	4300 Grand Ave, Tempe, AZ, 85243	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418142	CLM	Alexis Ortega	1967-10-25	—	5729478817	8143 Palm Dr, San Diego, CA, 92152	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429464	CLM	George F Walker	2006-09-14	UHC-22901-24	8729423605	4176 Washington St, Sacramento, CA, 95864	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414736	CLM	Johnny Hicks	1949-02-26	UHC-08693-71	4809016447	582 Ocean Ave, Austin, TX, 78737	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400349	CLM	Bruce Herny	2001-02-18	UHC-59684-25	9738491510	415 Palm Dr, Nashville, TN, 37202	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418812	CLM	Philip Scott	1943-05-13	UHC-89601-27	—	6752 River Rd, Tempe, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410800	CLM	Amy Baer	1941-03-15	UHC-09542-03	2475612191	1815 Oak St, Atlanta, GA, 30331	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432470	CLM	Kylle Medna	1968-11-28	UHC-64058-26	—	2454 Canyon Rd, Dallas, TX, 75246	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424607	CLM	Jose Ford	1992-03-16	—	—	7094 Jefferson Ave, Mesa, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400168	CLM	Bryan Webbb	1961-10-09	UHC-61894-96	2515226792	5836 Central Ave, Charlotte, NC, 28269	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-413602	CLM	Jason Phillips	1986-08-11	UHC-16875-64	—	6367 Maple Ave, Houston, TX, 77051	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-419919	CLM	Albert Dean	1990-11-20	UHC-88054-86	5273213288	5601 Market St, Sacramento, CA, 95829	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-402847	CLM	Ronald Q Smith	2004-07-06	UHC-43052-53	—	9385 Park Pl, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-414697	CLM	Nicholas Ellis	1982-03-16	UHC-59410-03	—	7082 Willow Ct, Mesa, AZ, 85298	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424754	CLM	Scott Singh	2006-10-16	—	7792045030	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408070	CLM	James O Rodriguez	2001-03-20	UHC-66449-14	2049632593	44 Meadow Ln, Charlotte, NC, 28289	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417854	CLM	Lori Patel	2001-10-19	UHC-75874-08	3799411619	4018 Indian School Rd, Orlando, FL, 32812	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418810	CLM	Alice Vazquez	1939-02-06	UHC-55168-96	—	9804 Indian School Rd, Seattle, WA, 98183	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-421967	CLM	Jeffrey Harrison	1942-09-28	UHC-17502-07	5592909024	6635 Canyon Rd, Las Vegas, NV, 89189	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410118	CLM	Mei Fisher	2004-09-05	UHC-50798-14	5663907234	4419 Highland Ave, Nashville, TN, 37253	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411149	CLM	Noah Burns	2000-03-03	—	5035800367	7504 Broadway, Tampa, FL	0.64	Name split from “Last, First”Phone reformatted Address re-cased ZIP missing+2 more
CLM-412651	CLM	Evelyn Stewart	1997-03-04	—	—	8320 Union St, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-415012	CLM	Walter Soto	1956-03-07	UHC-24718-51	9048148344	—	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-418378	CLM	Rebecca Fuller	1939-08-19	UHC-58010-49	6327349378	3291 Valley View Dr, Las Vegas, NV, 89143	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431461	CLM	Jesse Bennett	1940-12-16	UHC-57219-23	9488340392	3288 Forest Ave, Jacksonville, FL, 32201	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419687	CLM	Diego Nguyen	1963-10-15	UHC-76302-57	—	4782 Lake View Rd, Las Vegas, NV, 89185	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
CLM-401658	CLM	Fatima T Taylor	1979-11-28	—	—	9519 Desert Sky Blvd, San Antonio, TX, 78283	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409985	CLM	Danielle Parker	1944-05-13	—	—	8373 Church St, Tampa, FL, 33691	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more

3,226 rows, page 24 of 65Previous Next