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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406916	CLM	Gerald Davis	1959-07-13	UHC-68736-64	—	7154 Pine Dr, Tempe, AZ, 85215	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419738	CLM	Kathryn Day	1982-11-24	—	4948845985	9600 Ridge Rd, Phoenix, AZ, 85081	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401664	CLM	Beverly McDonald	1983-10-12	UHC-63479-17	—	1805 Canyon Rd, Fresno, CA, 93785	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-400799	CLM	Laura Sullivan	1974-11-11	UHC-42409-28	—	1021 Highland Ave, Atlanta, GA, 30378	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419500	CLM	Stephanie Palmer	1975-06-20	UHC-80188-86	7956629019	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-419617	CLM	Aaron Berry	1972-03-04	UHC-34568-51	—	3935 Market St, Chandler, AZ, 85286	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-427775	CLM	Chris Valdez	1969-03-12	UHC-20572-11	8573991733	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419213	CLM	Gary S Patterson	2000-03-08	UHC-74046-14	7902342108	704 Apache Blvd, Tempe, AZ, 85257	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424535	CLM	Sofia Evans	1979-10-10	UHC-83218-10	—	6276 Oak St, Seattle, WA, 98170	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-414307	CLM	Doris Turner	1981-03-16	—	—	8826 Highland Ave, Glendale, AZ, 85381	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411448	CLM	Jaocb Rios	2008-04-24	—	—	3158 Canyon Rd, Orlando, FL, 32863	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431864	CLM	Doris Espinoza	1965-01-18	UHC-94052-91	—	5805 Meadow Ln, Scottsdale, AZ, 85244	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403056	CLM	Kimberly Espinoza	1961-04-10	UHC-60403-35	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-409229	CLM	Joe Castillo	1971-02-06	—	6245948061	4630 Church St, Tampa, FL, 33600	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426075	CLM	Doruthy Peterson	1947-10-04	—	—	1631 Camelback Rd, Phoenix, AZ, 85062	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424098	CLM	Russell L Barens	2003-02-11	—	4717832575	3123 Forest Ave # 817, Seattle, WA, 98160	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-432334	CLM	Larry Fields	1966-04-23	—	6448566042	7205 Broadway, Miami, FL, 33100	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-415426	CLM	Ahmed Hernandez	1942-04-15	UHC-21736-01	—	3347 Jefferson Ave, Sacramento, CA	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
CLM-403017	CLM	Nnacy Vazquez	1967-08-27	—	—	1015 Meadow Ln, Seattle, WA, 98115	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410637	CLM	Shirley Alvarez	1998-01-12	UHC-08145-31	—	8606 Lake View Rd, Dallas, TX, 75218	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-404486	CLM	Mason I Duncan	1984-04-28	UHC-64676-94	—	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-415224	CLM	Teresa A Le	1961-11-04	UHC-37931-16	—	76 Park Pl, Tempe, AZ, 85208	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429705	CLM	Joshua Park	1943-06-03	—	8369592846	5944 Church St, Austin, TX, 78727	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-429704	CLM	Joshua Park	1943-06-03	—	8369592846	5944 Church St, Austin, TX, 78727	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-423942	CLM	Hannah Ward	1997-01-01	UHC-07354-59	4855947776	4451 Mesa Dr, Fresno, CA, 93701	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426661	CLM	Debra T Lee	1995-07-27	UHC-67515-75	—	8651 Jefferson Ave, Eden Prairie, MN, 55330	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418694	CLM	Daniel Chavez	1944-07-20	—	—	629 Maple Ave, Los Angeles, CA, 90080	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408135	CLM	Joseph Scott	1975-08-21	UHC-72343-79	—	7502 Desert Sky Blvd, Austin, TX, 78761	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424819	CLM	Shirley Roberts	1964-09-11	UHC-98206-77	6513291275	9848 Oak St, Glendale, AZ, 85305	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-430781	CLM	Rebecca Jacobs	1971-06-11	UHC-14819-53	—	6100 Spring St, Glendale, AZ, 85366	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-406531	CLM	Charlote Wallace	1991-01-04	—	—	8740 Highland Ave, Mesa, AZ, 85202	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414926	CLM	Michael Tran	2008-05-26	UHC-75255-96	—	9081 Camelback Rd, Jacksonville, FL, 32204	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428773	CLM	Aaron Rojas	1962-10-06	—	7882917186	2380 Central Ave, Austin, TX, 78766	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-422507	CLM	Willie V Hayes	1946-01-27	—	9282206708	9064 River Rd, Phoenix, AZ, 85026	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404151	CLM	Paul Crawford	1973-04-11	—	—	6341 Grand Ave, Tampa, FL, 33672	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417796	CLM	Jacob Schmidt	1969-03-25	UHC-25356-26	—	7946 Oak St, Columbus, OH, 43211	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-410785	CLM	Justin Castro	1943-10-26	—	—	5655 Bayshore Dr, Tucson, AZ, 85719	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-423922	CLM	Kevin McDonald	1940-02-20	UHC-63676-32	2795420329	2674 Highland Ave, Minneapolis, MN, 55446	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410467	CLM	Nicole L Munoz	2006-06-19	UHC-35202-88	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-400438	CLM	Thomas P Ashley	1966-01-12	UHC-12215-03	—	2710 Sunset Blvd, Tempe, AZ, 85252	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-416583	CLM	Diana Wallace	2004-07-14	UHC-56666-20	—	9592 Broadway, Tampa, FL, 33603	0.78	Name re-cased Two-digit birth year Address re-cased Email lower-cased+1 more
CLM-419772	CLM	Hannah Schultz	1981-07-03	UHC-07964-17	9624747147	8354 Mountain View Dr, Scottsdale, AZ, 85298	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426569	CLM	Arjun Wright	1982-09-07	UHC-27547-79	8177112189	8140 Washington St, Charlotte, NC, 28227	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-407982	CLM	Sara Watson	1981-05-08	—	—	3410 Elm St, Las Vegas, NV, 89124	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-411446	CLM	Benjamin Montgomery	2002-01-13	UHC-43755-64	5834695218	1185 Central Ave, Glendale, AZ, 85306	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405103	CLM	Arthur Greene	2006-06-20	—	—	4014 Cedar Ln, Atlanta, GA, 30392	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-405769	CLM	Austin Riley	1992-12-27	—	—	3160 Baseline Rd, Los Angeles, CA, 90042	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412741	CLM	Harold P Patterson	1940-03-26	—	—	226 Harbor Blvd, San Antonio, TX, 78260	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-423902	CLM	Maria Nguyeen	2004-10-13	—	5452148155	5263 Lincoln Way, San Antonio, TX, 78236	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-405545	CLM	Bradley Morrison	1982-11-11	UHC-89051-37	4197127965	461 Central Ave, Tucson, AZ, 85713	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more

13,120 rows, page 130 of 263Previous Next