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
PRV-25276	PRV	Jordan Mitchell	1999-01-13	UHC-41287-90	9138838022	882 Lake View Rd, Dallas, TX, 75281	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
PRV-22365	PRV	Angela E Saazar	2001-02-03	UHC-20499-93	6846723646	9038 Lincoln Way, Atlanta, GA, 30362	0.60	Name re-cased SSN last four extracted 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
PRV-21090	PRV	Donna Hughes	1994-12-11	UHC-61161-67	8208645508	5811 Desert Sky Blvd, Columbus, OH	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-116384	ENR	Kevin P Lewis	1972-06-28	UHC-47662-48	2736147265	772 Willow Ct, Los Angeles, CA, 90065	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-50059	TPA	Amber O Schultz	2006-02-21	—	8469648188	1979 Washington St Apt 2, Miami, FL, 33176	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-55334	TPA	Brittany Hudson	1974-11-22	—	7077084336	1400 Palm Dr, San Diego, CA, 92164	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63944	TPA	Helen Davis	1942-02-26	—	—	9545 Apache Blvd, Dallas, TX, 75240	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-123377	ENR	Steve M Guerrero	1966-09-27	UHC-23579-55	6562849300	1690 Union St # 111, San Diego, CA, 92192	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-25572	PRV	Theresa Austin	1996-09-22	UHC-47101-37	8906088000	8576 Canyon Rd, Mesa, AZ, 85245	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
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-116836	ENR	Robert B Dixon	2000-10-05	UHC-69644-63	5745804447	7749 Meadow Ln, Denver, CO, 80234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59502	TPA	Sara G Howard	1967-04-09	—	9702298746	4495 Union St, San Antonio, TX, 78244	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116255	ENR	Charlie Soto	1980-10-08	UHC-26975-03	3764246105	833 Jefferson Ave, Eden Prairie, MN, 55352	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109270	ENR	Mark K Fisher	1990-05-05	—	—	585 Spring St Apt 24, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-109269	ENR	Mark K Fisher	1990-05-05	—	—	585 Spring St Apt 24, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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
TPA-54514	TPA	Donna Hoffman	—	—	4402656997	5099 Canyon Rd, Columbus, OH, 43264	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
PRV-22765	PRV	Bobby Perz	2005-02-16	—	6677276081	669 Ridge Rd, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
TPA-61705	TPA	Jesse Freeman	2001-09-26	—	3432921075	3400 Grand Ave Apt 8, Tucson, AZ, 85753	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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
CLM-417174	CLM	Carolyn L Coleman	1991-03-16	—	2417098567	8911 Oak St, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137933	ENR	Victoria Nunze	1991-02-24	UHC-10473-09	7912379308	5348 Central Ave, Houston, TX, 77087	0.60	Name re-cased Two-digit birth year Phone 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
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
CLM-432795	CLM	Stephen Murray	1962-05-26	—	8113848702	4148 Main St, Seattle, WA, 98101	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
PRV-26241	PRV	HelenJunk	1991-05-18	UHC-00390-60	6782075902	5356 Oak St, Dallas, TX, 75217	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429580	CLM	Katherine N Ramirez	1958-09-11	—	2237033326	8202 Palm Dr, Gilbert, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138236	ENR	Evelyn Grant	1977-07-28	UHC-10977-25	5597806749	1772 Mountain View Dr # 232, Minneapolis, MN, 55442	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-28501	PRV	Susan Diaz	1963-09-01	UHC-72659-15	3115621473	9143 Desert Sky Blvd, Phoenix, AZ, 85009	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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
ENR-108810	ENR	Megan X Le	1985-01-07	—	3237450606	3665 Washington St, Tampa, FL, 33636	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400676	CLM	Raymond L Mendoza	1943-05-14	—	—	6759 Canyon Rd, Columbus, OH, 43276	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-132604	ENR	Andrew H Palmer	1939-02-02	UHC-25445-68	4727111552	4190 Meadow Ln, Sacramento, CA	0.60	Name re-cased Phone 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
CLM-427233	CLM	Kimbely Larson	2003-08-24	UHC-41371-87	—	2152 Desert Sky Blvd, Glendale, AZ, 85361	0.60	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+4 more
CLM-402655	CLM	Amy Murray	1952-03-15	UHC-24519-12	—	5657 Central Ave, San Diego, CA, 92144	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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

39,996 rows, page 97 of 800Previous Next