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

All sources, 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
ENR-122341	ENR	Pamela Hill	1982-04-20	UHC-35732-33	9024253001	6733 Hillcrest Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-116697	ENR	Donald Stephens	1972-04-02	UHC-75807-90	3615036600	4324 Market St, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116222	ENR	Keith K McDonald	1941-01-01	UHC-82124-06	4165913789	1076 Apache Blvd, Sacramento, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115511	ENR	Joe Young	1970-04-15	UHC-47202-94	4936769926	6460 Grand Ave # 673, Sacramento, CA	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+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
ENR-118478	ENR	Mateo Singh	1954-05-17	UHC-58469-79	7512856743	739 Harbor Blvd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
TPA-58276	TPA	Dieggo Franklin	1984-03-24	—	—	8107 Jefferson Ave, Miami, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address 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
ENR-140236	ENR	Helen Z Dixon	1969-08-16	UHC-07528-88	—	5086 Harbor Blvd, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-123505	ENR	Alexander Reid	1978-02-16	UHC-77022-69	5743413426	4432 Lake View Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123506	ENR	Alexander Reid	1978-02-16	UHC-77022-69	5743413426	4432 Lake View Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112811	ENR	Aisha X Mason	2002-10-17	UHC-99034-92	—	7936 Willow Ct, Seattle, WA	0.64	Street suffix standardised Address re-cased City re-cased 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
TPA-57794	TPA	Brittany Romero	—	UHC-16853-43	5289386055	1928 Maple Ave, Austin, TX	0.64	Date of birth unreadable Phone reformatted ZIP missing Email lower-cased+2 more
TPA-56775	TPA	Lawrence Richards	1964-11-21	—	—	6040 Main St, Columbus, OH	0.64	Name re-cased 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
TPA-64419	TPA	Roger Knight	1977-11-15	—	—	6386 River Rd, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123233	ENR	Adam Z Ruiz	2002-03-19	UHC-93885-30	5249089026	4394 Apache Blvd, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-130718	ENR	Nancy Grant	1979-11-04	UHC-48945-35	2933201428	8918 Ocean Ave, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-135595	ENR	Priya D Coleman	1979-02-22	UHC-29997-83	3317127738	8189 Canyon Rd, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117912	ENR	Andrea Patterson	1943-10-02	UHC-20066-43	4322989936	6818 Hillcrest Rd, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
TPA-59377	TPA	Paul Payne	1949-06-04	—	3815352733	1440 Mesa Dr, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27061	PRV	Gloria Brown	2005-05-04	—	8397677849	3815 Church St, Scottsdale, AZ	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
ENR-124831	ENR	Arthur W Greene	1988-06-27	UHC-95001-21	9006830550	5078 Indian School Rd, Miami, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+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
ENR-142464	ENR	Amy M Powell	1996-10-25	—	7775388336	4435 Apache Blvd, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104688	ENR	Jack Kelley	1980-07-16	UHC-32721-72	7539085171	2535 Baseline Rd, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address 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
ENR-115836	ENR	Kenneth Harrison	1961-04-04	UHC-81468-72	—	1680 Lake View Rd, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted State name converted to code 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
ENR-115369	ENR	Karen Q Washington	2004-05-26	UHC-03563-30	4018376736	5165 Washington St, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141736	ENR	Beverly C Warren	1949-07-15	UHC-50109-81	6807195317	3744 River Rd, Tucson, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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
ENR-124556	ENR	Ralph T Marshall	1975-02-01	UHC-99444-67	5037124888	2360 Park Pl, Eden Prairie, MN	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-140044	ENR	Charlotte F Ross	1978-02-09	UHC-07779-40	—	2008 Ocean Ave, Dallas, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+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
PRV-21371	PRV	Luis Jimenez	1980-12-13	—	9715252727	494 Harbor Blvd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address 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
PRV-24256	PRV	Julia Vasquez	1956-12-05	—	—	7887 Indian School Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+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

7,146 rows, page 80 of 143Previous Next