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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417161	CLM	Mary Contreras	1953-01-07	UHC-87904-93	5452844399	5106 Ocean Ave, Mesa, AZ, 85236	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432046	CLM	Diana Harris	1992-03-11	UHC-92942-20	2669841342	6494 Mesa Dr, Miami, FL, 33154	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429574	CLM	Dorothy Gray	2001-09-19	—	6877555507	1611 Market St, Denver, CO, 80242	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-423701	CLM	Kathleen Day	1982-02-23	UHC-81831-31	7488355174	5003 Ocean Ave, Glendale, AZ, 85390	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404028	CLM	Betty Meyer	2003-09-01	UHC-93406-59	3717183919	8287 Jefferson Ave, Glendale, AZ, 85379	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417045	CLM	Foster Tom	1999-05-26	—	3877444007	369 Ocean Ave, Denver, CO, 80260	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401931	CLM	Camila Gutierrez	1981-01-01	UHC-50330-47	8184289736	4059 Maple Ave, Glendale, AZ, 85343	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400452	CLM	Margaret Chavez	1951-03-19	UHC-92419-11	8756610430	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-424188	CLM	Janice P Schultz	1982-07-06	—	6629872284	7254 Forest Ave, Charlotte, NC, 28231	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-423145	CLM	Rebecca C McDonald	1999-03-21	UHC-79820-75	5498149132	5631 Sage Ct, Scottsdale, AZ, 85275	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-424300	CLM	Jordan Wood	1979-07-09	UHC-90845-16	8863070412	289 Lake View Rd Apt 26, Seattle, WA, 98108	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-403590	CLM	Bradley J Freman	1962-05-01	UHC-66492-18	8423257375	2770 Bayshore Dr, Scottsdale, AZ, 85204	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402928	CLM	Linda Henry	1982-07-14	UHC-84983-22	4112687226	7924 Church St, Tampa, FL, 33607	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430729	CLM	Austin Santos	2004-09-16	UHC-27796-57	3052768455	9199 Church St, Dallas, TX, 75207	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411055	CLM	Doris Yang	1968-12-03	UHC-09369-79	2282448221	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419362	CLM	Sofia Y Wallace	1989-07-10	UHC-07269-10	9516532110	1093 Ocean Ave, Orlando, FL, 32845	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406801	CLM	Jake N King	1970-03-14	—	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-413687	CLM	Lisa Rivera	1938-10-09	UHC-02876-16	6105169168	4615 Apache Blvd, Mesa, AZ, 85216	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410815	CLM	Mason N Jenkins	1971-02-08	—	4038643511	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-402153	CLM	Mary Hansen	1961-11-20	—	9885051853	263 Lincoln Way, Orlando, FL, 32884	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-418528	CLM	Larry Z Bailey	1990-01-17	—	4795542701	7455 Cedar Ln, Austin, TX, 78788	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415859	CLM	Janet Vega	1962-07-19	UHC-43454-73	3475113017	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-406412	CLM	Alexander Evans	2004-08-25	UHC-74290-44	9762337460	8764 Lincoln Way, Columbus, OH, 43272	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410498	CLM	Isabella W Ramirez	2003-06-23	UHC-93692-17	6706526520	3355 Elm St, Minneapolis, MN, 55479	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413304	CLM	Margaret Kim	1992-02-11	UHC-98896-19	5956287335	4922 Lake View Rd, Mesa, AZ, 85241	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421144	CLM	Mari Fields	2000-09-12	UHC-86203-67	8792688239	8076 Highland Ave, Seattle, WA, 98195	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430366	CLM	Andrea Ortiz	1980-09-18	—	3729069609	662 Union St, Tucson, AZ, 85792	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422162	CLM	Amber Coleman	1974-01-06	—	8352715713	6563 Valley View Dr, Jacksonville, FL, 32255	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-411362	CLM	Marcus C Wong	2006-10-05	UHC-03574-75	5012574386	8541 Desert Sky Blvd, Mesa, AZ, 85278	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425180	CLM	Amy Larson	1968-11-16	UHC-55275-97	9648371638	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432072	CLM	Helen T Rivera	1960-06-28	—	9249898584	2648 Sunset Blvd, Mesa, AZ, 85267	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423703	CLM	Kathryn Schmidt	1992-04-13	UHC-54467-52	8232869894	6379 Main St, Phoenix, AZ, 85000	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-410009	CLM	Cynthia Contreras	1978-03-06	—	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431137	CLM	Kenneth Ryan	1938-12-17	—	6735033629	—	0.78	Phone reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-414899	CLM	Mason Lucas	1969-06-01	UHC-82569-27	4385568143	2967 Mesa Dr, Chandler, AZ, 85200	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402858	CLM	Randy Austin	2002-10-15	UHC-90305-60	6067304933	2466 Palm Dr, Las Vegas, NV, 89182	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402859	CLM	Randy Austin	2002-10-15	UHC-90305-60	6067304933	2466 Palm Dr, Las Vegas, NV, 89182	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415994	CLM	Joseph Cole	1986-04-16	UHC-31831-74	2033264395	427 Pine Dr, San Antonio, TX, 78238	0.78	Name re-cased Phone reformatted SSN last four extracted State code upper-cased+1 more
CLM-401662	CLM	Christina Sandoval	1983-12-28	UHC-51663-15	6713807910	257 Meadow Ln, Fresno, CA, 93762	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423026	CLM	Santiaggo Alleen	1975-09-04	UHC-39555-75	6045774368	2932 Ocean Ave, Nashville, TN, 37213	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426026	CLM	Valentina Welch	—	UHC-93033-26	8166164652	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-412358	CLM	Charles Soto	1980-01-08	UHC-26975-03	3764246105	833 Jefferson Ave, Eden Prairie, MN, 55352	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403221	CLM	Fatima Schmidt	1943-10-08	—	3442240097	3998 Palm Dr, Denver, CO, 80256	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430834	CLM	Jesse K Kim	1995-01-28	UHC-52083-96	5297767730	8917 Maple Ave, Phoenix, AZ, 85002	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403840	CLM	Brittany Alvarez	1975-01-10	UHC-71038-53	6036560106	2635 Ridge Rd, Orlando, FL, 32870	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406390	CLM	Billy Bennett	1952-01-25	UHC-96082-25	3663839959	1043 Sage Ct, Seattle, WA, 98127	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413715	CLM	Dneise Hayes	2007-04-27	—	9046035297	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-425277	CLM	Carolyn Flores	1999-05-06	UHC-73681-40	8437533164	3976 Camelback Rd, Glendale, AZ, 85375	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432438	CLM	Grace McDonald	1987-08-11	—	2779075625	5506 Maple Ave, Tucson, AZ, 85742	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417141	CLM	Deborah Jones	1987-07-11	UHC-84110-46	2157087940	145 River Rd, Seattle, WA, 98135	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

11,960 rows, page 143 of 240Previous Next