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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20679	PRV	Bruce Fisher	1991-10-14	UHC-07467-66	9866068988	1939 Pine Dr, Charlotte, NC, 28268	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
TPA-52032	TPA	Sofia V Lane	1964-08-03	UHC-15778-92	—	5091 Sage Ct, Scottsdale, AZ, 85283	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425475	CLM	Carolyn Howard	1951-05-02	UHC-95418-97	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-404208	CLM	Kvein Neelson	1946-03-21	UHC-81221-67	2538063119	739 Washington St, Denver, CO, 80228	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113189	ENR	Kevin E Morris	1995-12-22	UHC-47442-06	4618705177	2467 Indian School Rd, Tucson, AZ, 85769	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411848	CLM	Michelle Alvarado	1989-07-05	UHC-87184-39	—	9144 Maple Ave, San Diego, CA, 92150	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417857	CLM	Adam Rodriguez	—	UHC-87609-65	4485379656	7818 Oak St, San Diego, CA, 92131	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
CLM-412632	CLM	Nancy Richardson	2006-07-04	UHC-90846-48	—	8986 Willow Ct, Houston, TX, 77006	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-108957	ENR	Laura K Fuller	1966-01-21	UHC-11283-32	9274101292	7731 Central Ave, Dallas, TX, 75220	0.78	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-118164	ENR	Anthony N Davis	1950-09-01	UHC-46770-67	5156974317	6352 Bayshore Dr, Gilbert, AZ, 85292	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-28947	PRV	Wei Rojas	1959-03-01	UHC-02111-50	4474536178	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-114948	ENR	Marcus C Wong	2006-10-05	UHC-03574-75	5012574386	8541 Desert Sky Blvd, Mesa, AZ, 85278	0.78	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-425759	CLM	Douglas Stewart	2006-06-14	UHC-18830-70	—	7629 Church St, Glendale, AZ, 85353	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-422320	CLM	Deborah Robinson	—	UHC-84327-14	3847063063	—	0.78	Date of birth missing Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-112070	ENR	Maria K Castillo	1949-05-11	UHC-29981-05	7092147452	696 Indian School Rd, Tucson, AZ, 85711	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-117920	ENR	Kelly Z Perez	1990-08-15	UHC-12316-29	2277078162	1759 Mountain View Dr, Los Angeles, CA, 90000	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-428017	CLM	Kenneth Hamilton	1985-10-18	UHC-66672-48	9149608011	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-108158	ENR	Brenda Marshall	2006-09-28	UHC-09588-95	6592039581	2291 Sage Ct, Scottsdale, AZ, 85282	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-110637	ENR	Nathan R West	1970-10-16	UHC-00293-65	8595336082	8702 Valley View Dr, Phoenix, AZ, 85003	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-400079	CLM	Patty Anderson	1974-04-15	UHC-82903-23	—	1229 Desert Sky Blvd, Charlotte, NC, 28235	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-128984	ENR	Lisa U Stewart	1977-12-24	UHC-90359-21	6087795089	8323 Harbor Blvd, Houston, TX, 77005	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-139271	ENR	Lawrence D Rojas	1948-07-10	UHC-94431-48	4986509324	691 Palm Dr, Eden Prairie, MN, 55386	0.78	Middle initial moved out of first name Name re-cased Member ID reformatted Whitespace trimmed+1 more
ENR-101244	ENR	Douglas Hughes	—	UHC-77466-69	—	9585 Union St, Atlanta, GA, 30383	0.78	Name re-cased Date of birth unreadable Member ID reformatted Email lower-cased+1 more
ENR-118093	ENR	Brittany Wilson	1939-09-10	UHC-27911-72	3734565666	1504 Maple Ave, Jacksonville, FL, 32259	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-141396	ENR	Sttephen W Burke	1989-09-17	UHC-21320-33	2572193509	4464 Broadway, Austin, TX, 78750	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-142339	ENR	Frank Allen	1974-10-17	UHC-03524-51	6138829522	3277 Baseline Rd, Seattle, WA, 98142	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-139472	ENR	Raymond R Garcia	1965-12-03	UHC-04669-43	7617458550	7636 Camelback Rd, Scottsdale, AZ, 85260	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-102307	ENR	Jessica Cox	1948-09-02	UHC-21132-77	—	5392 Market St, Scottsdale, AZ, 85263	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-118765	ENR	Stephanie W Graham	1961-05-16	UHC-22782-06	4886602903	5498 Spring St, Austin, TX, 78740	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-121180	ENR	Sarah N Singh	1940-12-15	UHC-49529-34	—	220 Broadway, Jacksonville, FL, 32214	0.78	Name re-cased Member ID reformatted State name converted to code Email lower-cased+1 more
ENR-106743	ENR	Sara W Pena	1957-03-18	UHC-34572-90	6202755766	1798 River Rd, Tampa, FL, 33694	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-124037	ENR	Charlotte Fisher	1984-08-28	UHC-47722-90	9749901508	7926 Spring St, Chandler, AZ, 85287	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-104123	ENR	Hiroshi E Meyer	1971-04-23	UHC-21239-89	5982862929	3694 Sunset Blvd, Tucson, AZ, 85727	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-142867	ENR	Brian Hughes	1940-08-27	UHC-62359-22	8336348548	6137 Valley View Dr, Charlotte, NC, 28235	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-25616	PRV	Joseph Carpenter	1942-01-28	UHC-79380-69	—	874 Main St, Tucson, AZ, 85713	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-101773	ENR	Brenda Z Wallace	1975-02-03	UHC-12466-97	6982348133	9142 Church St, Minneapolis, MN, 55453	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-113262	ENR	Pamela Ruiz	1970-10-10	UHC-62098-03	9505258522	1086 Meadow Ln, Tampa, FL, 33666	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-407822	CLM	Wayne Johnston	—	UHC-17323-63	7913779801	4906 Central Ave, Denver, CO, 80276	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
ENR-110039	ENR	Jacob U Mills	1971-01-05	UHC-03929-94	—	824 Elm St, Seattle, WA, 98108	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-123858	ENR	Thomas Montgomery	1957-05-06	UHC-25544-41	4043746301	6635 Washington St, Miami, FL, 33118	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+1 more
ENR-132652	ENR	Natalie V Green	1946-02-08	UHC-05349-79	7073730259	8006 Highland Ave, Austin, TX, 78709	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-116395	ENR	Wayne Jimenez	1947-09-19	UHC-99311-81	—	6566 Pine Dr, Nashville, TN, 37257	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
ENR-137524	ENR	Bryan Q Fernandez	2008-11-21	UHC-35162-93	3783917168	3502 Spring St, Fresno, CA, 93789	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-415964	CLM	Logaan Rivera	1976-05-01	UHC-27810-95	7747795587	8658 Elm St, Phoenix, AZ, 85060	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-432348	CLM	Jammes K Kim	1968-09-24	UHC-64142-84	3252420571	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-129520	ENR	Willie Myers	1941-07-13	UHC-09220-54	5616305372	283 Lake View Rd, Las Vegas, NV, 89189	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-53532	TPA	Yuki Dominguz	1982-09-13	UHC-20110-23	5733552265	2794 Camelback Rd, Nashville, TN, 37291	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-140299	ENR	Austin E Powell	1998-07-26	UHC-82867-57	7554915489	1772 Elm St, Jacksonville, FL, 32206	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
ENR-100655	ENR	Raymond Y Thomas	1948-12-06	UHC-09329-20	—	9463 Bayshore Dr, Tampa, FL, 33691	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-100656	ENR	Raymond Y Thomas	1948-12-06	UHC-09329-20	—	9463 Bayshore Dr, Tampa, FL, 33691	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,723 rows, page 95 of 155Previous Next