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-408535	CLM	Kathleen Matthews	1998-02-01	—	—	5746 Church St, Fresno, CA, 93731	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421075	CLM	Adams Madisun	1984-01-18	UHC-70742-05	4836334700	5739 Oak St, Gilbert, AZ, 85258	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-422502	CLM	Lauren Powell	1999-02-04	UHC-87679-57	—	126 Harbor Blvd, Eden Prairie, MN, 55353	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414005	CLM	Donna Ortega	1970-05-14	UHC-71161-86	—	7419 Church St, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-400866	CLM	Zachary George	1999-07-23	UHC-99695-66	—	4326 Sage Ct Apt 16, Austin, TX, 78784	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413940	CLM	Albert Marshall	1991-07-04	UHC-01330-32	—	8011 Maple Ave, Plano, TX, 75058	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422800	CLM	Kye Freeman	1958-03-26	UHC-61797-78	6089736741	1330 Jefferson Ave, Tucson, AZ, 85755	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-403935	CLM	Frances Ross	1996-02-24	UHC-77600-96	—	1901 Sage Ct, Jacksonville, FL, 32266	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-407260	CLM	Lucia Woods	1976-07-17	—	8129798905	3667 Grand Ave, Jacksonville, FL, 32212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425853	CLM	Dougas Sims	1987-01-18	UHC-75923-17	6554536588	5046 Indian School Rd, Gilbert, AZ, 85252	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432133	CLM	Maria W Welch	1950-04-01	UHC-40855-94	—	5189 Camelback Rd # 798, Jacksonville, FL, 32254	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-417717	CLM	Jordan Brooks	1968-03-04	UHC-43996-98	—	6544 Mesa Dr, Chandler, AZ, 85215	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428244	CLM	Jacqueline West	1985-05-28	—	—	9211 Park Pl, Fresno, CA, 93702	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-429012	CLM	Nathan Santiago	1943-12-11	UHC-27681-55	—	2615 Lake View Rd, Tucson, AZ, 85779	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414935	CLM	Tyler Gray	2005-10-24	UHC-40253-88	7107961023	3159 Harbor Blvd, Glendale, AZ, 85326	0.66	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-406086	CLM	Brandon Hyll	1984-07-26	UHC-22856-42	—	9744 Maple Ave, Scottsdale, AZ, 85223	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411552	CLM	Danielle M Tucker	1953-06-27	UHC-36926-50	—	3682 Central Ave, Gilbert, AZ, 85289	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-413156	CLM	Zachary Morales	1995-08-08	UHC-95210-09	—	9060 Washington St Apt 37, Tampa, FL, 33656	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422627	CLM	Timothy Wheeler	1939-02-03	UHC-43507-18	—	3238 Jefferson Ave, San Antonio, TX, 78239	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417368	CLM	Susan Bishop	1972-05-10	UHC-19257-25	5435585995	2549 Jefferson Ave, Los Angeles, CA, 90073	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418470	CLM	Madison I McCoy	1979-04-23	UHC-54920-73	7418068186	7606 Camelback Rd, Jacksonville, FL, 32268	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-416555	CLM	Christine N Stewart	1946-01-03	UHC-62819-22	6954879216	—	0.66	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-407431	CLM	Stepen Montgomery	1965-05-01	UHC-38299-58	—	535 Maple Ave, Fresno, CA, 93769	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420196	CLM	Sharon Woods	2002-07-05	UHC-33271-36	—	6811 Lake View Rd, Plano, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-415829	CLM	Heather Jones	1988-04-22	UHC-15154-41	—	7379 Broadway, Dallas, TX, 75291	0.66	State code upper-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-420379	CLM	George Weaver	1961-03-13	—	—	6059 Bayshore Dr, San Antonio, TX, 78243	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407676	CLM	Christine H Carpenter	1987-07-20	UHC-18449-39	5964267462	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-420976	CLM	Sophia Reid	1993-12-11	UHC-39328-57	—	1738 River Rd, Columbus, OH, 43284	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-428684	CLM	Maria Perez	2004-11-22	—	2953991135	4071 Park Pl, Tempe, AZ, 85204	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-416855	CLM	Jeff Mendoza	1965-08-12	—	—	3159 Canyon Rd, Dallas, TX, 75221	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-400755	CLM	Elijah Brown	—	UHC-31375-51	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-404139	CLM	Willie Schmidt	1942-05-12	UHC-28576-15	—	446 Maple Ave, Houston, TX, 77030	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423193	CLM	Nicholas Jenkins	1935-07-18	UHC-11466-95	3635635383	6227 Spring St # 643, Tucson, AZ, 85788	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-422773	CLM	Jesse D Cunningham	—	—	—	9591 Palm Dr, Tempe, AZ, 85211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407212	CLM	Kimberly Mnuoz	2007-12-22	UHC-59562-45	—	5212 Spring St, Jacksonville, FL, 32237	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-402780	CLM	Johnston Carol	1943-08-12	—	—	130 Elm St, Seattle, WA, 98143	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-400760	CLM	Mei Parker	1994-08-21	UHC-57662-13	6649460948	9632 Baseline Rd, Fresno, CA, 93761	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406679	CLM	Don Torres	1963-09-18	UHC-28843-56	—	4999 Jefferson Ave, Charlotte, NC, 28240	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418560	CLM	Stephen Cox	1997-04-01	UHC-91227-85	—	9136 Broadway # 863, San Antonio, TX, 78208	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-406462	CLM	Eric Long	—	—	—	4296 River Rd, San Antonio, TX, 78273	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421973	CLM	Donald Cole	1981-09-23	UHC-18671-94	4764019642	3084 Camelback Rd, Jacksonville, FL, 32252	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-431473	CLM	Henry Jacobs	1962-05-18	UHC-84856-83	—	6411 Forest Ave, Las Vegas, NV, 89188	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-425136	CLM	Hiroshi Carter	1967-11-03	—	—	5104 Ocean Ave, Denver, CO, 80296	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402619	CLM	Julie Olson	1972-11-08	UHC-69723-76	—	—	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-413370	CLM	Marcus White	1948-02-10	—	—	3172 Main St, Scottsdale, AZ, 85299	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420422	CLM	Victoria Campbell	1950-12-06	UHC-88823-22	4456898050	1779 Cedar Ln, San Antonio, TX, 78269	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408433	CLM	Ryan Diaz	1991-04-01	—	3212105174	1621 Willow Ct # 290, Columbus, OH, 43295	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420420	CLM	Bruce Davis	1963-02-04	UHC-59299-76	—	7325 Willow Ct, Houston, TX, 77081	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429065	CLM	Lauren Silva	—	UHC-22401-06	2487498456	7322 Ocean Ave, Phoenix, AZ, 85099	0.66	Date of birth missing Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423980	CLM	Jerry Dominguez	1959-04-24	—	—	8695 Indian School Rd # 260, Austin, TX, 78784	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 114 of 376Previous Next