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 “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-401872	CLM	Albert Rogers	1965-11-21	UHC-07011-45	6964007555	7894 Cedar Ln, Mesa, AZ, 85226	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-26992	PRV	Juulie J Gomez	1941-06-07	UHC-08457-10	7508062634	5130 Bayshore Dr # 696, Gilbert, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-425891	CLM	Randy Edwards	1967-04-07	—	—	1054 Washington St, Miami, FL, 33128	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414668	CLM	Doris Watson	—	UHC-23249-96	5264765344	6258 Forest Ave, Charlotte, NC, 28267	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-111601	ENR	Lindda L Moore	1961-12-17	UHC-65655-62	8206938727	1540 Market St, San Antonio, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26548	PRV	Mariana Franlkin	1954-12-15	—	8135063873	6836 Main St, Plano, TX, 75019	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26937	PRV	Sarah Frankllin	—	UHC-19757-48	6752135009	5484 Central Ave, Sacramento, CA, 95864	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-100537	ENR	Jesse W Moreno	1984-12-15	UHC-81082-27	9195504794	3578 Jefferson Ave, Dallas, TX, 75211	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23725	PRV	Ethan Ross	1978-05-11	—	8693779501	1589 Central Ave, Jacksonville, FL, 32248	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-51718	TPA	Hiroshi Dean	1990-01-21	UHC-65896-87	4137983234	8478 Lincoln Way Apt 10, Austin, TX, 78784	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109130	ENR	Dennis Stephens	1971-12-20	UHC-47797-27	2939222173	1079 Indian School Rd, Glendale, AZ, 85337	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27547	PRV	Alexander James	1995-08-17	UHC-89597-44	7732849113	2877 Indian School Rd, Tempe, AZ, 85221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115711	ENR	Keith Russell	1992-02-01	UHC-15398-69	9848661925	6957 Lake View Rd, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135032	ENR	Mateo Lee	—	UHC-39222-72	—	9241 Baseline Rd, Seattle, WA, 98157	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-126114	ENR	Daniel R Ellliott	1944-03-10	UHC-52792-25	8264030069	8182 Washington St, San Diego, CA, 92172	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-429137	CLM	Roger Lawrence	1963-10-28	UHC-53970-06	—	305 Pine Dr, Las Vegas, NV, 89108	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420009	CLM	Edward Elliott	1979-05-08	UHC-33180-88	—	2976 Park Pl, Tempe, AZ, 85230	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-116040	ENR	Reynolds Christian	1969-06-13	UHC-89526-48	8917377096	1150 Meadow Ln, Plano, TX, 75080	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102640	ENR	Doris Owens	1976-10-07	UHC-50196-22	4906184510	3552 Highland Ave, Minneapolis, MN, 55408	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134642	ENR	Weber Amanda	1939-09-08	UHC-56145-05	9142764637	4921 Desert Sky Blvd, Scottsdale, AZ, 85283	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120942	ENR	Virginia Bennett	2007-07-09	UHC-85901-18	3779212384	3368 Lincoln Way, San Antonio, TX, 78246	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-57174	TPA	Madison Taylor	1957-08-22	—	2967985659	16 Ocean Ave, Jacksonville, FL, 32299	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429312	CLM	Betty Wright	1996-05-07	UHC-97501-96	6076640120	6345 Desert Sky Blvd, Miami, FL, 33102	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132297	ENR	Elizabeth Johnson	1956-08-09	UHC-09419-50	7193118670	6599 River Rd, Phoenix, AZ, 85020	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-103495	ENR	Amy Watson	1942-07-11	UHC-71029-24	9552748042	9190 Apache Blvd, San Diego, CA, 92158	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-115627	ENR	Aiisha E Kelley	1964-11-03	UHC-96102-18	3852508349	5803 Spring St, Las Vegas, NV, 89131	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55898	TPA	Amber Alexander	1960-05-26	—	2306384043	8353 Oak St, Jacksonville, FL, 32230	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-59733	TPA	Billy Collins	1941-06-06	—	—	1834 Mountain View Dr, Austin, TX, 78762	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54740	TPA	Ashley Gibson	2005-08-12	—	—	8818 Maple Ave, Phoenix, AZ, 85045	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432387	CLM	Margaret Ramoos	1995-07-26	—	—	4658 Mesa Dr, Columbus, OH, 43222	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-408235	CLM	Willie Fox	1959-07-18	UHC-90861-56	—	6086 Harbor Blvd, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137603	ENR	Patricia S Davis	2002-01-17	UHC-96971-12	6146052699	5868 Oak St, Plano, TX, 75095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406156	CLM	Stephens Katherine	—	UHC-94512-44	7707153349	2233 Pine Dr, Scottsdale, AZ, 85283	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-127458	ENR	Samantha S Jones	1956-09-12	UHC-43746-71	4175954313	8027 Union St, Tucson, AZ, 85787	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425336	CLM	Larry Li	2001-07-08	—	7716060688	3403 Willow Ct, Miami, FL, 33161	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135725	ENR	Charles M Wang	1994-02-03	UHC-35113-59	—	9780 Willow Ct, Los Angeles, CA, 90031	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57978	TPA	Sharon Ortiz	—	—	—	8541 Main St, Miami, FL, 33150	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
PRV-21664	PRV	Maggie Obrien	1985-05-03	UHC-19518-51	2982673659	1406 Elm St, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411636	CLM	Suan Coleman	1952-10-13	UHC-57625-86	3484770801	355 Mountain View Dr, Tempe, AZ, 85208	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137350	ENR	Gary S Watkins	1952-02-13	UHC-53844-08	6104923695	1472 Union St, San Diego, CA, 92107	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60944	TPA	Liz Nunez	2008-08-01	—	4068718195	5625 Washington St, Sacramento, CA, 95832	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108601	ENR	Gerald P Lopez	—	UHC-58085-71	—	3691 Jefferson Ave, Jacksonville, FL, 32288	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-418110	CLM	Betty X Valdez	2006-06-04	UHC-98999-61	8094397470	6270 Oak St, Minneapolis, MN, 55462	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429110	CLM	Christopher Stevens	1992-09-21	—	—	6186 Elm St, Plano, TX, 75006	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124249	ENR	Kathryn O Henderson	2006-01-19	UHC-99531-61	6602192606	3638 Pine Dr # 972, Sacramento, CA, 95892	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-53661	TPA	Brandon Johnston	1993-03-05	—	—	5819 Jefferson Ave, Minneapolis, MN, 55479	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-23083	PRV	Bobby Henderson	1995-04-15	UHC-70285-55	5709873670	9539 Mesa Dr, Los Angeles, CA, 90027	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128973	ENR	Maria P Dunn	1941-02-26	UHC-43773-50	6773488503	5593 Church St, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61606	TPA	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd Apt 23, Glendale, AZ, 85327	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-427227	CLM	Michelle Soto	1948-06-18	—	4596715037	4713 Lincoln Way, Scottsdale, AZ	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more

39,996 rows, page 112 of 800Previous Next