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
ENR-139908	ENR	Michelle Gordon	1967-03-12	UHC-20218-54	5074035468	5834 River Rd, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109885	ENR	Evelyn O Woods	1980-12-02	UHC-04940-63	8195389686	7917 Central Ave Apt 35, Tampa, FL, 33653	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-136494	ENR	Roger Z Robertson	2002-05-06	UHC-81335-37	7649410369	2995 Hillcrest Rd, Denver, CO, 80224	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52305	TPA	Dylan Hill	1962-01-21	UHC-19089-37	2656423198	5307 Valley View Dr, Charlotte, NC, 28251	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26417	PRV	Henry Allen	—	UHC-76663-03	8587768212	8503 Pine Dr, Columbus, OH, 43254	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
TPA-55503	TPA	Frances Payne	1999-10-16	—	—	325 Desert Sky Blvd, San Diego, CA, 92113	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52533	TPA	Virginia Grant	1968-08-03	—	—	3062 Forest Ave, Columbus, OH, 43296	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-142501	ENR	JackJunk	1970-07-24	UHC-08046-24	8167442788	5407 Camelback Rd, Denver, CO, 80236	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142502	ENR	JackJunk	1970-07-24	UHC-08046-24	8167442788	5407 Camelback Rd, Denver, CO, 80236	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104815	ENR	Terry N Morales	1948-08-21	UHC-19948-47	9608529319	8071 Elm St, Charlotte, NC, 28244	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110266	ENR	Jean Burns	1980-05-17	UHC-41583-14	5248001381	1940 Pine Dr, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101002	ENR	Vitcoria B Greene	1976-07-22	UHC-12466-94	—	7520 Church St, Seattle, WA, 98185	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-118521	ENR	Deborah R Burke	1985-12-12	UHC-62683-57	6935816501	2403 Maple Ave, Columbus, OH, 43209	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-24524	PRV	Sofia Lopaz	1997-04-09	—	6672772546	5094 Mesa Dr Apt 23, Gilbert, AZ, 85254	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
TPA-61727	TPA	Ray V Carpenter	1968-04-14	—	9809553635	64 Palm Dr # 587, Tucson, AZ, 85720	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402572	CLM	Kayla Soto	1948-08-02	UHC-34616-97	—	5011 Harbor Blvd Apt 25, Fresno, CA, 93700	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-411082	CLM	Gabriel Harrison	1947-08-24	—	6282426838	2663 Meadow Ln, Jacksonville, FL, 32291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400777	CLM	Melissa Alexander	—	UHC-11511-21	—	8745 Ocean Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+3 more
ENR-100734	ENR	Scott Stephens	1938-05-09	—	6525772506	9849 Sunset Blvd, Fresno, CA, 93701	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-108107	ENR	Dylan Q Williamson	1965-06-23	UHC-81007-03	2568993960	3643 Desert Sky Blvd, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136899	ENR	Sara Fuller	1981-12-28	UHC-29998-63	2059339536	7171 Sage Ct, Atlanta, GA, 30308	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130455	ENR	Sofia Silva	1960-09-16	UHC-37027-49	2662382510	7071 Maple Ave # 364, Mesa, AZ, 85288	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100798	ENR	Alan Contreras	1939-06-09	UHC-96866-71	5394291294	7196 Bayshore Dr, Tampa, FL, 33627	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126116	ENR	Teresa Dixon	1970-04-03	UHC-78294-80	7039456181	5177 Camelback Rd, Dallas, TX, 75270	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-403859	CLM	Ethan Murray	1990-12-01	UHC-41636-07	—	601 Jefferson Ave, Sacramento, CA, 95824	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58149	TPA	Julia Perkins	1945-03-26	—	—	5328 Washington St Apt 8, Tempe, AZ, 85269	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414965	CLM	Lucia Vega	2006-09-16	UHC-56461-21	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51756	TPA	Harold West	1994-04-02	—	4055795979	4445 Sage Ct, Seattle, WA, 98162	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-401101	CLM	Hannah D Padilla	1982-06-18	—	3086458967	1746 Spring St, Dallas, TX, 75284	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104900	ENR	Ryan M Rose	1964-12-20	UHC-82883-13	8662211364	2981 Central Ave, Columbus, OH, 43266	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408905	CLM	Kevin A Rice	1999-08-06	UHC-54331-49	2332187197	8670 Main St, Chandler, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22491	PRV	Davis Jason	2008-11-02	UHC-10468-58	8886258419	8435 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22490	PRV	Davis Jason	2008-11-02	UHC-10468-58	8886258419	8435 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22643	PRV	Paul Warren	1989-02-11	UHC-23202-90	6558986393	4438 Willow Ct, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129279	ENR	Mei Murray	1983-11-06	UHC-55877-03	6398467297	8337 Central Ave, Columbus, OH, 43232	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-132590	ENR	Noah P Allen	1981-06-27	UHC-20780-46	3715458593	2225 Market St, San Diego, CA, 92187	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54057	TPA	Gabriel Richardson	2002-11-01	UHC-41025-97	7397941121	2343 Lake View Rd # 599, Dallas, TX, 75274	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-141704	ENR	Paul B Spencer	1995-07-01	UHC-67711-94	4652853630	2559 Desert Sky Blvd, Tempe, AZ, 85244	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-432758	CLM	Adam Williamson	1957-09-07	—	2062376599	6488 Central Ave, Fresno, CA, 93772	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410526	CLM	Ann W Hudson	1944-06-11	UHC-45319-60	4872690160	1546 Highland Ave # 211, Nashville, TN, 37278	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-428921	CLM	Andrea Griffin	1985-06-07	—	—	5822 Bayshore Dr Apt 1, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-52045	TPA	Kathleen Obrien	1988-02-05	—	—	9351 Elm St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50471	TPA	Heather Ramos	1952-08-23	—	4993369586	8971 Canyon Rd, San Diego, CA, 92135	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56973	TPA	Charles Ray	1951-09-17	—	—	8897 Ridge Rd, Nashville, TN, 37227	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-430913	CLM	Jose Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-407816	CLM	Diane Mendez	1973-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403567	CLM	Joe Richardson	1943-10-04	UHC-53594-59	6906491344	5386 Apache Blvd, Nashville, TN, 37204	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119913	ENR	Natalie Henry	1944-08-18	UHC-47059-01	—	7338 Jefferson Ave, Fresno, CA, 93723	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-121984	ENR	Charles J Watson	1952-06-16	UHC-58095-79	7102090425	2196 Spring St # 310, Tempe, AZ, 85221	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105077	ENR	Ralph Martin	1998-03-07	UHC-12107-12	8033433261	6955 Harbor Blvd, Glendale, AZ, 85356	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

39,996 rows, page 138 of 800Previous Next