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
ENR-134964	ENR	Mason A Reid	1994-02-25	UHC-94678-82	8328805841	4264 Palm Dr # 906, Seattle, WA, 98165	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-117526	ENR	Brandon X Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St, Seattle, WA, 98127	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-422984	CLM	Jeffrey Payne	1966-11-15	UHC-28815-19	4108737703	8073 Lake View Rd Apt 2, Tempe, AZ, 85256	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-112448	ENR	Jerry Anderson	2006-12-25	UHC-02296-66	7557009346	5218 Lake View Rd, San Antonio, TX, 78227	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132753	ENR	Jennifer Sanchez	1947-03-13	UHC-17356-59	7176815041	3948 Canyon Rd, Mesa, AZ, 85254	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-405258	CLM	Frak Padilla	1964-02-14	UHC-18739-54	—	3588 River Rd, Minneapolis, MN	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104064	ENR	Stevens Amber	1992-09-18	UHC-79182-12	7656264037	3816 Mesa Dr, Charlotte, NC, 28233	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142416	ENR	Jerry Y Watson	1983-04-17	UHC-82208-73	6833821024	7251 Grand Ave, Sacramento, CA, 95840	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-26038	PRV	Sean Padilla	1952-08-23	UHC-71398-04	2802396017	1293 Harbor Blvd, Eden Prairie, MN, 55346	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133517	ENR	Peter G Fox	2000-02-11	UHC-43855-32	3789476021	5462 Forest Ave, Houston, TX, 77083	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135270	ENR	Melissa N Bennett	1966-01-21	UHC-74500-76	—	9773 Indian School Rd, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-418892	CLM	Emily Young	1977-01-26	UHC-47480-60	8583436208	8117 Apache Blvd, Mesa, AZ	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-408389	CLM	Karen Wells	1989-06-21	UHC-15913-51	—	3908 Sunset Blvd, Nashville, TN	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-428570	CLM	Kayla Knight	1977-10-25	UHC-89655-06	9282492380	8687 Bayshore Dr, Sacramento, CA, 95827	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-111896	ENR	Kathleen V Clark	1999-06-28	UHC-53597-08	6642513912	7249 Spring St, Las Vegas, NV	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-410661	CLM	Nancy Valdez	1952-03-12	UHC-91123-84	8833553974	963 Canyon Rd Apt 38, Chandler, AZ, 85295	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-28507	PRV	Steven Cunningham	1982-11-19	UHC-73884-40	5426180439	9570 Palm Dr, Jacksonville, FL, 32217	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-429759	CLM	Ana N Sendoval	1951-01-11	UHC-55976-50	9547799028	3345 Sunset Blvd, Austin, TX, 78728	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-112331	ENR	Douglas G Cooper	1977-09-17	UHC-28409-19	8447769461	7523 Oak St, Nashville, TN	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-131277	ENR	Ryan E Myerrs	1952-06-28	UHC-22890-68	5225174293	3563 River Rd # 355, Plano, TX, 75031	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
TPA-59915	TPA	Jeremy Fernandez	1952-09-27	UHC-18768-76	8967108812	1634 Market St, Dallas, TX, 75277	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-103212	ENR	Stephen Perkins	1944-11-02	UHC-79590-67	2148262899	6701 Valley View Dr, San Antonio, TX, 78241	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-56484	TPA	Charlotte Smith	2008-06-03	UHC-00797-61	9458913084	9825 Elm St, Eden Prairie, MN	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-142859	ENR	Jeremy Jacobs	1965-10-04	UHC-51630-28	5878285211	4442 Meadow Ln, Seattle, WA, 98134	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-407892	CLM	Fatima Kim	1982-01-04	UHC-92687-81	—	5234 Elm St, Plano, TX, 75034	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-115815	ENR	Jerry Y Price	1957-10-17	UHC-62204-46	4324037551	563 Desert Sky Blvd, Glendale, AZ, 85340	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-100485	ENR	Munoz Elizabeth	1982-02-13	UHC-40216-61	—	4165 Willow Ct, Columbus, OH, 43235	0.60	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-113015	ENR	Ronald S Hunt	1965-02-09	UHC-85178-59	—	2077 Ridge Rd, Scottsdale, AZ, 85276	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-130134	ENR	Kimberly P Gutierrez	2007-02-14	UHC-33455-54	7488836952	7415 Ridge Rd, Jacksonville, FL, 32204	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-125027	ENR	Anthony Weber	1986-11-02	UHC-65934-35	4307245735	1777 River Rd, Mesa, AZ, 85277	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104216	ENR	Terry Rodriugez	1964-02-21	UHC-76538-79	3492659436	2114 Ocean Ave, Fresno, CA, 93791	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104217	ENR	Terry Rodriugez	1964-02-21	UHC-76538-79	3492659436	2114 Ocean Ave, Fresno, CA, 93791	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-125663	ENR	Willie X Martin	1953-11-25	UHC-69388-74	3206206265	1258 Union St, Nashville, TN, 37256	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-403120	CLM	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-403119	CLM	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103359	ENR	Catherine Mendez	1966-11-23	UHC-56577-77	2997021880	125 Church St, San Diego, CA, 92135	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-428778	CLM	Anna Bowman	2007-03-24	UHC-89187-82	5295762468	3232 Spring St, Orlando, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-129929	ENR	Randy Stewart	1955-03-05	UHC-05456-20	—	8689 Grand Ave, San Diego, CA, 92137	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-121532	ENR	Grace U Soto	1948-12-28	UHC-03021-42	—	9467 Harbor Blvd, Chandler, AZ, 85281	0.60	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+4 more
CLM-410274	CLM	Janice Dixon	1965-05-19	UHC-16214-14	4343139723	6092 Canyon Rd, Minneapolis, MN, 55422	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-115696	ENR	Kimberly I Hunter	1983-09-07	UHC-75741-71	7283996473	3181 Forest Ave, San Antonio, TX, 78290	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-117241	ENR	Helen K Morales	1959-10-23	UHC-42089-79	3252917069	3155 Apache Blvd, Los Angeles, CA, 90026	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-110022	ENR	Frank M Tarn	1951-05-03	UHC-06995-33	6883038399	1692 Sunset Blvd Apt 27, San Diego, CA, 92149	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-414960	CLM	Willie Vega	1966-02-26	UHC-62858-70	4715236491	9486 Camelback Rd, Miami, FL, 33185	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419458	CLM	Diego Ramirez	1975-02-21	UHC-57245-41	3237590591	5394 Grand Ave, Jacksonville, FL, 32247	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
CLM-424632	CLM	Stephen E Soto	1957-10-24	UHC-38096-98	—	422 Indian School Rd, Austin, TX, 78749	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101187	ENR	Ramos M Ryan	1957-10-11	UHC-44488-08	5743513230	5901 Apache Blvd, Mesa, AZ, 85208	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124878	ENR	Maggie Banks	1980-03-24	UHC-08433-75	—	4041 Market St, Jacksonville, FL, 32234	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-431766	CLM	Heather Carpenter	1995-04-21	UHC-25991-83	7094590704	7891 Forest Ave, San Diego, CA, 92173	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104002	ENR	Ranyd Ward	1980-01-25	UHC-24436-39	7975544450	1813 Union St # 905, Plano, TX, 75009	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more

7,723 rows, page 28 of 155Previous Next