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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402699	CLM	Carl George	1959-08-09	UHC-98825-70	9338891224	—	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-429168	CLM	Laura Franklni	1946-02-10	UHC-32182-41	—	9718 Camelback Rd Apt 11, Phoenix, AZ, 85017	0.64	Name re-cased Unit split from street 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-405593	CLM	Catherine Morrison	2008-01-27	—	—	4880 Ocean Ave, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411771	CLM	Natalie Fernandez	1950-09-17	UHC-41735-10	—	9140 Bayshore Dr, Nashville, TN, 37220	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429433	CLM	Jack Smith	—	—	—	742 Bayshore Dr, Las Vegas, NV, 89189	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-410512	CLM	Brandon Sandoval	1947-03-07	—	3475981600	5758 Baseline Rd, Minneapolis, MN, 55492	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426752	CLM	Raymond Vargas	1949-03-02	UHC-85125-76	—	5047 Spring St, Charlotte, NC	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407084	CLM	Bryan Carter	1973-11-26	—	—	2538 Valley View Dr, Austin, TX, 78720	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401204	CLM	Katherine Carpenter	1949-04-23	—	—	4824 Lake View Rd, Plano, TX, 75046	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-408394	CLM	Vincent Moreno	1975-02-13	UHC-16686-40	9019744288	9606 Pine Dr, Jacksonville, FL, 32278	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417318	CLM	George C Mejia	1981-02-28	UHC-53320-70	—	6007 Lake View Rd, Dallas, TX, 75257	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402134	CLM	Lori Mejia	1955-11-11	—	—	8436 Palm Dr, Tempe, AZ, 85251	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408348	CLM	Stehen Reyes	1960-07-03	—	6667724835	6423 Harbor Blvd, Mesa, AZ, 85269	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-430972	CLM	Edard Dominguez	1964-02-08	UHC-10224-04	—	4760 Mesa Dr # 841, Sacramento, CA, 95824	0.64	Date of birth reformatted Unit split from street 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-421600	CLM	Shirley C Gilbert	1982-10-02	UHC-05399-64	—	8549 Lake View Rd, Minneapolis, MN, 55408	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411759	CLM	Jacquleine D Soto	1959-08-05	UHC-59864-67	—	5178 Camelback Rd, Sacramento, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-428578	CLM	Tyler P Gray	1939-10-16	UHC-05293-42	—	1504 Bayshore Dr, Jacksonville, FL, 32216	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-407516	CLM	Lawrence Maldonado	1994-07-20	UHC-97544-20	—	7498 Main St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-405420	CLM	Maria Ramirez	1999-04-23	—	—	1102 Market St Apt 29, Los Angeles, CA, 90037	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414840	CLM	Elijah Ferguson	1965-08-27	UHC-23904-16	8288159443	1718 River Rd, Fresno, CA, 93792	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411877	CLM	Theresa Cruz	1962-06-06	—	8077973392	8152 Camelback Rd, Jacksonville, FL, 32280	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428307	CLM	Jerry Perkins	—	UHC-63351-43	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-404363	CLM	Marilyn Willis	1997-06-15	UHC-30752-12	—	8924 Grand Ave, Atlanta, GA, 30334	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-424301	CLM	Jordan Wood	1979-07-09	UHC-90845-16	—	289 Lake View Rd, Seattle, WA, 98108	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
CLM-404896	CLM	Wayne N Weaver	1954-08-08	UHC-84816-21	2849344569	8045 Main St, Austin, TX, 78710	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415486	CLM	George W Morrison	1993-02-26	—	—	8726 Maple Ave, Plano, TX, 75041	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422443	CLM	Emma B Silva	1977-06-11	UHC-22819-36	—	6272 Church St, Plano, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-424371	CLM	Roger Sanders	1954-05-05	—	2283317495	5786 Grand Ave, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415288	CLM	Albert S Knight	1994-08-07	UHC-52355-58	—	6424 Mesa Dr Apt 10, Tempe, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-417571	CLM	Lucia Hernandez	—	UHC-88709-12	2966076326	1139 Mountain View Dr, Seattle, WA, 98146	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419968	CLM	Judy U Ward	1978-11-04	UHC-61206-39	—	931 Sunset Blvd, San Antonio, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-425646	CLM	Roy Brooks	2006-11-27	UHC-54707-20	—	6646 Sunset Blvd, Orlando, FL, 32879	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-407062	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	—	5806 Oak St, Dallas, TX, 75223	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-415208	CLM	Julia N Kelly	1974-10-24	—	3745237414	7439 Washington St, Phoenix, AZ, 85020	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415719	CLM	Luica Russell	2001-11-13	UHC-89539-23	—	3497 Oak St, Tampa, FL, 33652	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403472	CLM	Andrea K Scott	1947-02-12	UHC-70977-09	—	4760 Mesa Dr, Glendale, AZ, 85348	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-429955	CLM	Aisha H King	1980-07-14	UHC-01605-28	4604334400	2857 Lincoln Way Apt 7, Chandler, AZ, 85208	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402862	CLM	Jason White	1971-04-05	—	—	4266 Forest Ave, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423671	CLM	Donna Owens	1956-08-12	UHC-44246-61	—	7269 Pine Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424950	CLM	Joe Ramos	1969-08-23	UHC-60247-76	3058535416	6532 Mountain View Dr, San Antonio, TX, 78281	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-418877	CLM	Carl Marshall	1963-07-22	UHC-27566-03	6894527111	1078 Forest Ave # 973, Gilbert, AZ, 85246	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413437	CLM	Alan Sanchez	1966-11-25	UHC-35719-69	—	5421 Hillcrest Rd, Phoenix, AZ, 85064	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

18,771 rows, page 72 of 376Previous Next