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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416954	CLM	Olivia Padilla	2001-03-03	UHC-79554-60	—	847 Market St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430488	CLM	Sarah K Sanchez	1943-03-13	—	—	7645 Sage Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411205	CLM	Helen S Robinson	1996-03-10	UHC-80098-32	—	1332 Hillcrest Rd, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-419314	CLM	Kayla McDonald	2004-09-08	—	4042634903	3292 Church St, Atlanta, GA	0.64	Phone reformatted State code upper-cased ZIP missing Gender normalised+2 more
CLM-408963	CLM	Gerald Sanders	1971-07-11	—	7664726420	4583 Palm Dr, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412863	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-412864	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-415527	CLM	Mean A Rios	1976-08-25	UHC-68589-64	9348243802	3996 Sage Ct, Denver, CO	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-420275	CLM	Jesse C Perkins	1939-08-23	UHC-21132-90	—	2291 Market St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401350	CLM	James P Weaver	1945-03-05	UHC-45993-08	8964567385	7387 Bayshore Dr, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410292	CLM	Kimberly Lopez	—	—	—	8071 Church St, Phoenix, AZ	0.64	Name re-cased Date of birth missing City re-cased ZIP missing+2 more
CLM-429894	CLM	Ralph Fowler	1998-08-16	UHC-37591-35	—	3163 Oak St, Miami, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426612	CLM	Elizabeth G Reed	1950-03-08	—	9325660609	8057 Palm Dr, Tempe, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416922	CLM	Anthony Garcia	2008-06-19	UHC-44396-53	6396636939	1099 Baseline Rd, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432222	CLM	Fatima Jacobs	1974-02-04	UHC-41356-33	—	4275 Union St, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431924	CLM	Mari Moore	1952-08-07	UHC-35971-23	—	3317 Lincoln Way, Atlanta, GA	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP missing+2 more
CLM-417889	CLM	Ryan Wright	1953-03-20	UHC-72160-97	—	2436 Maple Ave, San Diego, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417215	CLM	Jack Campbell	1968-03-16	UHC-15180-41	—	1440 Grand Ave, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420452	CLM	Yuki Elliott	2007-03-18	—	2832385672	6045 Oak St, Austin, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413593	CLM	Mark C Arnold	2004-12-05	—	—	3979 Camelback Rd, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418448	CLM	Scott Alvrado	1974-09-21	UHC-03782-04	9649297388	5896 Hillcrest Rd, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407555	CLM	John Ray	1943-10-02	UHC-32122-35	—	4554 Meadow Ln # 153, Phoenix, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-420362	CLM	Dennis Cole	1950-01-09	UHC-96366-62	7509248916	4920 Pine Dr, Phoenix, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-405677	CLM	Barb Hanson	1969-12-18	—	4852307903	4769 Spring St, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403711	CLM	Keith I Vazquez	1965-05-23	—	—	6164 Grand Ave, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420715	CLM	Dennis N Ray	1961-07-12	UHC-11585-25	—	959 Sunset Blvd, Atlanta, GA	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted ZIP missing+2 more
CLM-415608	CLM	Larry H Mejia	1944-06-07	—	8282764875	3854 Desert Sky Blvd, Jacksonville, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420114	CLM	Roger Wang	1971-06-16	UHC-11203-29	—	932 Park Pl, Denver, CO	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400681	CLM	Evelyn Brooks	1949-05-03	UHC-06356-88	6354771199	9160 Forest Ave, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405904	CLM	Sophia N Wagner	1982-04-26	—	8895125018	617 Highland Ave, Gilbert, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-423842	CLM	Wayne Ward	1981-01-02	UHC-83240-76	6054199098	9586 Baseline Rd, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427389	CLM	Elijah Y Wood	1984-09-24	UHC-55725-25	—	3073 Main St, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427529	CLM	Janet Dixon	1983-02-25	UHC-86590-78	—	6872 Palm Dr, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420062	CLM	James Wilson	1998-04-08	UHC-29080-56	8372702924	1459 Mesa Dr, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420061	CLM	James Wilson	1998-04-08	UHC-29080-56	8372702924	1459 Mesa Dr, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400679	CLM	Evelyn Brooks	1949-05-03	UHC-06356-88	6354771199	9160 Forest Ave, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405861	CLM	Heather Allen	1952-07-21	UHC-48091-12	—	9064 Grand Ave, Nashville, TN	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-428116	CLM	Priya Lopez	1947-04-09	—	2076566795	6000 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-408674	CLM	Maiana Z Morrison	1960-07-23	UHC-48094-21	8743343898	8632 Mesa Dr, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400964	CLM	Betty Pena	1946-08-14	—	—	590 Ridge Rd, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417134	CLM	Amanda I Taylor	1996-10-16	UHC-20184-77	6433592311	9588 Ocean Ave, Seattle, WA	0.64	Date of birth reformatted Phone 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-426167	CLM	Kayla C Yang	1952-06-07	UHC-08889-57	5295095466	7845 Palm Dr, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address 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-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-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-427342	CLM	Brian Jacobs	2001-11-04	UHC-22822-80	—	6051 Valley View Dr, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased City 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-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-418715	CLM	Jazon Watson	1999-06-27	UHC-31272-97	4322193804	8344 Harbor Blvd, Columbus, OH	0.64	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+2 more

2,072 rows, page 23 of 42Previous Next