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-427321	CLM	Charlie Gonzalez	1974-07-20	UHC-02909-70	—	559 Desert Sky Blvd, Mesa, AZ, 85295	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419891	CLM	Elijah Aadms	1968-01-13	UHC-50533-10	—	4148 Highland Ave, Denver, CO	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+2 more
CLM-419712	CLM	Sean Morgan	2005-10-24	UHC-75819-92	—	2936 Canyon Rd, Las Vegas, NV, 89133	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-406713	CLM	Gabriel Carter	—	UHC-25374-66	—	7602 Spring St, Scottsdale, AZ, 85282	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-414206	CLM	Heather Sympson	1995-12-01	UHC-44129-07	7052744371	4087 Apache Blvd, Plano, TX, 75005	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413510	CLM	William Folwer	1940-08-11	—	—	9182 Bayshore Dr, San Diego, CA, 92186	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413778	CLM	Mark Ross	1997-07-21	UHC-63530-22	5974027658	1949 Mountain View Dr, Los Angeles, CA, 90028	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-411437	CLM	Arthur George	2000-07-02	UHC-37062-38	—	3309 Sunset Blvd, Las Vegas, NV, 89177	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411993	CLM	Hannah M Flores	1941-11-18	UHC-63078-53	—	9304 Lake View Rd, Plano, TX, 75040	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
CLM-401432	CLM	Sophia Pierce	1973-09-23	UHC-04501-42	—	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427378	CLM	Roger Davis	1994-04-28	—	—	4491 Elm St Apt 16, Miami, FL, 33168	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420499	CLM	Charlotte Sanders	1978-04-13	—	7098248985	2361 Willow Ct, Eden Prairie, MN, 55354	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418036	CLM	Brandon Gilbert	1979-12-13	UHC-89487-07	—	2482 Market St, Phoenix, AZ, 85021	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405469	CLM	Amber Bailey	1999-11-06	UHC-62902-39	—	630 Union St, Jacksonville, FL, 32208	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414013	CLM	Karen Lucas	1976-10-28	UHC-73213-28	—	7119 Palm Dr, Dallas, TX, 75261	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-420092	CLM	Janet Harris	1998-10-06	UHC-03351-82	—	1529 Highland Ave, Tempe, AZ, 85248	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432477	CLM	Emma Maldonado	1997-11-02	UHC-45716-23	—	2613 Central Ave, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432476	CLM	Emma Maldonado	1997-11-02	UHC-45716-23	—	2613 Central Ave, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407265	CLM	Carol Mendoza	1946-05-19	UHC-73382-64	8912186104	7006 Harbor Blvd, Jacksonville, FL, 32220	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431925	CLM	Justin Hernandze	1939-02-15	UHC-93913-12	—	4617 Willow Ct, Gilbert, AZ, 85260	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-404545	CLM	Ktaherine Q Wang	1986-01-14	—	—	7805 Harbor Blvd, Gilbert, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413526	CLM	Benjamin Peters	2006-10-23	—	—	8029 Mesa Dr, Houston, TX, 77014	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-401740	CLM	Tersa Hanson	1968-11-19	—	—	6035 Indian School Rd # 188, Jacksonville, FL, 32265	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427623	CLM	Amber N Lee	2004-04-08	—	—	5091 Church St, Sacramento, CA, 95883	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417565	CLM	Mariana Freeman	1968-12-20	UHC-39956-01	8975461539	7185 Valley View Dr, Las Vegas, NV, 89109	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428135	CLM	Barbara Howell	1968-03-16	UHC-00518-51	3899438546	6495 Mountain View Dr, Los Angeles, CA, 90062	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403481	CLM	Hiroshi Wood	1960-10-20	—	—	8320 River Rd, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414363	CLM	Barbara Oliver	1976-07-15	UHC-71536-77	4512666444	2343 Sunset Blvd, Austin, TX, 78778	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406224	CLM	Jessica C Menndez	1958-11-24	UHC-94335-21	—	1455 Meadow Ln, Phoenix, AZ, 85016	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-402262	CLM	Sofia Day	1938-07-28	—	—	2714 Ocean Ave, Chandler, AZ, 85245	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-406108	CLM	Linda Gomez	2002-12-22	UHC-79026-95	8369190647	4100 Lincoln Way, Las Vegas, NV, 89109	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407540	CLM	Diana X Murphy	1963-09-13	UHC-35658-26	7635285128	800 Market St, Mesa, AZ, 85260	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407893	CLM	Alexis Olson	1974-03-23	—	—	2050 River Rd, Charlotte, NC, 28221	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422201	CLM	Henry Salazar	2006-05-10	—	8067857829	—	0.64	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+2 more
CLM-420807	CLM	Jordan Rose	1980-10-09	—	—	4464 Lincoln Way, Gilbert, AZ, 85241	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422621	CLM	Danielle Lee	1975-10-25	—	8745331126	7026 Jefferson Ave, Atlanta, GA, 30306	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-419631	CLM	Shirley Torres	1992-01-21	UHC-32432-85	—	5278 Harbor Blvd, San Diego, CA, 92112	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-430531	CLM	Christian Thomas	2005-10-19	—	—	4914 Market St, Gilbert, AZ, 85274	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408215	CLM	Priya Z Clark	1940-07-26	UHC-40047-74	7576815457	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-407901	CLM	Bradley X Robinson	1985-07-17	—	—	8938 Grand Ave, Tempe, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410869	CLM	Frakn Gomez	1940-12-15	—	5378475354	2750 Mesa Dr # 635, Austin, TX, 78787	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406179	CLM	Ronald U Reed	1947-10-26	—	7372074862	9356 Forest Ave Apt 8, Jacksonville, FL, 32254	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403356	CLM	Rachel Hart	1963-10-16	UHC-02912-42	—	8973 Indian School Rd Apt 4, Houston, TX, 77055	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400006	CLM	Jsse Black	2004-10-05	UHC-94495-51	—	3456 Bayshore Dr, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421594	CLM	Maria Salazar	1973-12-13	UHC-61139-77	—	2905 Harbor Blvd, Las Vegas, NV, 89192	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406082	CLM	Fernandez R George	1959-03-23	UHC-61162-85	—	5931 Union St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405056	CLM	Ashley Morrison	1987-09-22	UHC-68018-38	6515929829	5044 Maple Ave, Phoenix, AZ, 85056	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401770	CLM	Kathleen Nelson	2002-03-19	UHC-00781-10	3565482555	7481 Mesa Dr, Nashville, TN, 37287	0.64	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-429238	CLM	Sandra Brown	2005-02-05	UHC-38120-34	—	4287 Central Ave, Mesa, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410215	CLM	Gary West	1940-04-16	—	—	5456 Cedar Ln, Eden Prairie, MN, 55398	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more

18,771 rows, page 90 of 376Previous Next