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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401085	CLM	Gabriel Brokos	2003-06-07	—	4819315738	682 Pine Dr, Phoenix, AZ, 85051	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-138122	ENR	Stephanie N Ruiz	1960-09-07	UHC-02243-45	5248700134	7665 Mesa Dr, Los Angeles, CA, 90093	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-112302	ENR	Mateo F Padilla	1938-04-21	UHC-63917-46	2684978011	8385 Forest Ave, San Diego, CA, 92113	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-107299	ENR	Olivia Mason	2005-01-07	UHC-90490-25	7237419526	9078 Sunset Blvd, Tucson, AZ, 85770	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-112329	ENR	Ralph R Simmons	1962-05-14	UHC-34659-40	5336064870	6693 Washington St, San Diego, CA, 92176	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-140240	ENR	Sharon Davis	1996-09-05	UHC-22421-51	3675703349	8337 Canyon Rd, Plano, TX, 75066	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-141785	ENR	Richard Shaw	1996-02-03	—	9093629129	1104 Jefferson Ave, Minneapolis, MN, 55424	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432755	CLM	Jess Sandoval	1991-04-26	UHC-21043-30	9668644534	8440 Hillcrest Rd, Minneapolis, MN, 55491	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-117939	ENR	Priya W Wlliams	2001-04-12	UHC-02077-27	4216922370	7123 Ocean Ave, Glendale, AZ, 85372	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120798	ENR	Tyler A Duncan	1942-01-25	UHC-67311-44	3138428696	3554 Pine Dr, Denver, CO, 80229	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135033	ENR	Mateo Lee	1944-02-24	UHC-39222-72	7574343951	9241 Baseline Rd, Seattle, WA, 98157	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131815	ENR	Helan Lee	1953-10-23	UHC-14813-54	3299467305	1564 Mesa Dr, Mesa, AZ, 85269	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-107551	ENR	Rebcca Burton	1945-09-24	UHC-76564-15	2059014534	4816 Central Ave, Orlando, FL, 32873	0.62	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+3 more
ENR-119447	ENR	Eugene Fowler	1938-11-03	UHC-40729-20	7253341434	5011 Desert Sky Blvd, Phoenix, AZ, 85090	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-125127	ENR	Carl S Hall	1916-07-07	UHC-05485-85	4027821671	6450 Elm St, Minneapolis, MN	0.62	Name re-cased Phone reformatted SSN last four extracted ZIP missing+3 more
ENR-121546	ENR	Vincent U Ruiz	1948-10-12	UHC-27931-26	3665850381	3608 Cedar Ln, Atlanta, GA, 30342	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-136575	ENR	Yuki S Stephens	1941-11-27	UHC-35271-91	6875572311	1860 Cedar Ln, Gilbert, AZ, 85237	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-418838	CLM	Jennifer Martinez	1972-10-26	UHC-89803-35	—	7039 Elm St, Minneapolis, MN, 55467	0.62	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424154	CLM	Joshua Vasquez	1966-07-05	—	6376371994	9356 Park Pl, Atlanta, GA, 30380	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-119124	ENR	Michael K Young	1954-12-19	UHC-00382-28	6003447974	2952 Palm Dr, Mesa, AZ, 85236	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-139189	ENR	Sandra S Rios	2006-03-11	UHC-43703-75	7086074594	8800 Pine Dr Apt 32, Sacramento, CA, 95874	0.62	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-125562	ENR	Cheryl F Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-22234	PRV	Larry Ortega	1967-02-18	—	8462904302	2939 Sage Ct, Plano, TX, 75014	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-424908	CLM	Scott Romero	1949-12-11	—	8605180711	9688 Spring St, Seattle, WA, 98188	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-100723	ENR	Arjun Ellis	1992-08-11	UHC-70282-36	2225866144	4288 Main St, Denver, CO, 80201	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-143054	ENR	Dorothy M Murray	1977-09-16	UHC-85837-03	3042893314	3760 Union St, Miami, FL, 33195	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-123133	ENR	Benjamin I Lynch	1943-11-01	UHC-17466-76	3987507374	3104 Bayshore Dr, Chandler, AZ, 85236	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-119373	ENR	Luis Cruz	1954-04-05	UHC-82624-56	6664583930	1564 Grand Ave Apt 18, Nashville, TN, 37283	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-121320	ENR	Arrjun R Ellis	2007-10-26	UHC-82698-96	2355800771	6990 Market St, Miami, FL, 33179	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-429603	CLM	Jack Robinson	1956-12-10	UHC-10590-68	4479247018	7370 Washington St, Tempe, AZ, 85278	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-136748	ENR	Ronald C Stone	1938-12-18	UHC-53111-75	7609529855	2406 Apache Blvd, Gilbert, AZ, 85295	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-415610	CLM	Sam Y Boyd	1976-11-27	UHC-62289-20	3934440946	9801 Jefferson Ave, Tucson, AZ, 85791	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-119261	ENR	Patrick D Long	1952-01-17	UHC-89257-72	6289051336	7892 Ridge Rd, San Antonio, TX, 78231	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135097	ENR	Daniel W Bennett	1976-03-28	UHC-68092-51	6123526396	1864 Market St, Austin, TX, 78761	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132543	ENR	Alan Obrien	1961-03-02	UHC-95481-89	5413450956	2792 Bayshore Dr, Atlanta, GA, 30391	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106389	ENR	Lucia W Simmons	2004-04-01	UHC-50716-66	9276652851	696 Valley View Dr, Jacksonville, FL, 32286	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-119505	ENR	Nicholas Sanders	1969-05-21	UHC-97380-06	3324088907	1501 River Rd, Tampa, FL, 33670	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-412163	CLM	Deborha Harper	1973-09-28	UHC-63588-98	3247012215	4799 River Rd, Charlotte, NC, 28291	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-104493	ENR	Arthur W Gibson	1996-10-28	UHC-76549-19	7305264347	8100 Maple Ave, San Antonio, TX, 78220	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-140671	ENR	Heather F Riichardson	1969-03-25	UHC-54395-94	8869454716	9049 Church St, Glendale, AZ, 85303	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108204	ENR	Martha C Rodriguez	1977-06-11	UHC-02773-73	8246313228	5909 Elm St, Denver, CO, 80232	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120733	ENR	Aisha F Gordon	1975-06-12	UHC-01782-66	5228365004	1950 Canyon Rd, Chandler, AZ, 85283	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
PRV-25613	PRV	Ashley Black	1979-05-21	UHC-06518-66	2949464773	9803 Harbor Blvd, Orlando, FL, 32838	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-57685	TPA	Ralph Yang	1950-10-02	—	8738964927	4177 Sunset Blvd, Tucson, AZ, 85770	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-428943	CLM	Larry O Burton	1965-02-07	UHC-16584-63	—	782 Pine Dr, Chandler, AZ, 85271	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-132690	ENR	Aisha Medina	1999-02-06	UHC-78384-87	3888891822	7802 Ocean Ave, San Antonio, TX, 78270	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131842	ENR	Betty I Scott	1987-07-27	UHC-50628-36	2746697839	3319 Washington St, Plano, TX, 75006	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141843	ENR	Dorothy Fulelr	1970-03-20	UHC-32368-14	—	5100 Grand Ave, Charlotte, NC, 28272	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-60545	TPA	Jason Burns	1975-12-26	—	—	5434 Camelback Rd, Eden Prairie, MN, 55310	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-138078	ENR	Marc X Walsh	1997-07-05	UHC-37839-21	9878415044	—	0.64	Phone reformatted SSN last four extracted Gender normalised Plan code upper-cased+2 more

2,817 rows, page 27 of 57Previous Next