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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20577	PRV	Emma L Maldonado	1941-04-20	UHC-15232-89	5659716406	3063 Desert Sky Blvd, Gilbert, AZ, 85221	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
ENR-141661	ENR	William T Rodriguez	1993-05-23	UHC-66982-37	2477420627	2554 Market St, Columbus, OH, 43296	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118684	ENR	Bradley L Henry	2003-04-13	UHC-31206-71	6406003977	7362 Park Pl # 878, Chandler, AZ, 85294	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-119674	ENR	Tyer S Torrees	2002-11-05	UHC-22537-44	8389413003	9062 Oak St, Tampa, FL, 33673	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418489	CLM	Bruce Sanchez	1958-03-21	—	7244931820	2162 Hillcrest Rd, Sacramento, CA, 95843	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105568	ENR	Matthew Carroll	1999-01-17	UHC-31003-23	4908055318	223 Market St, San Diego, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-131811	ENR	Luis G Perry	1946-06-14	UHC-22698-52	—	8902 Park Pl, Tucson, AZ, 85755	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121709	ENR	Beverly Mendoza	2008-09-20	UHC-46120-86	4572721300	9052 Desert Sky Blvd, Tampa, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122588	ENR	Luis Nelson	1972-10-11	UHC-24502-41	—	7817 Sage Ct, Las Vegas, NV	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-429831	CLM	Jesse Lewis	1976-02-19	UHC-25390-99	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408510	CLM	Vincent Stevens	1975-10-05	UHC-60712-59	4723952432	1528 Baseline Rd, Sacramento, CA, 95845	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421353	CLM	Elijah Clark	1966-03-23	UHC-01209-61	2916998180	3071 Oak St, Chandler, AZ, 85295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421352	CLM	Elijah Clark	1966-03-23	UHC-01209-61	2916998180	3071 Oak St, Chandler, AZ, 85295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130246	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130247	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127584	ENR	Nicole Snyder	1988-07-06	UHC-47909-54	3302417673	6336 Spring St, San Antonio, TX, 78237	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422442	CLM	Silva Emma	1977-06-11	—	3613258723	7932 Grand Ave, Tucson, AZ, 85788	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-102993	ENR	Jesse C Peters	1982-04-06	UHC-85390-38	5203892262	6712 Ridge Rd, Glendale, AZ, 85361	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111913	ENR	Christine D Barnes	2006-01-22	UHC-70917-32	5322633861	5821 Washington St, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107361	ENR	William Bradley	1964-03-20	UHC-33492-59	—	9247 Jefferson Ave, Glendale, AZ, 85349	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424769	CLM	Sophia Cole	1979-10-03	—	—	5607 Ridge Rd Apt 7, Austin, TX, 78711	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-53110	TPA	Emma Tucker	1955-10-18	—	3596116766	4116 Market St, Mesa, AZ, 85245	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58013	TPA	Lori Z Willis	2008-09-22	—	2573781870	1029 Pine Dr, Columbus, OH, 43249	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429659	CLM	Betty P Peters	1971-02-24	—	2523820369	6038 Market St, Scottsdale, AZ, 85229	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-58845	TPA	Jacqueline Evns	1967-02-19	—	—	9777 Elm St, Tucson, AZ, 85706	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413442	CLM	Luis Hunter	1997-11-24	UHC-49762-13	2293013474	189 Ocean Ave # 953, Plano, TX, 75022	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115748	ENR	David R Bishop	1973-10-26	UHC-19805-32	9476202863	1186 Harbor Blvd, Seattle, WA, 98117	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
PRV-21107	PRV	Mark Crawford	1942-07-15	UHC-80518-14	3363944959	9452 Mesa Dr, Eden Prairie, MN, 55398	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115524	ENR	Laura O Ruiz	1990-01-04	UHC-43485-07	4166847795	2480 Elm St, Plano, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427635	CLM	Hiroshi Moore	1950-09-08	UHC-19734-64	—	952 Union St, Glendale, AZ, 85388	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-54536	TPA	Vyncent K Smith	1954-08-27	—	—	2219 Canyon Rd, San Diego, CA, 92184	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21737	PRV	Lawrence W Jimenez	2008-09-25	UHC-86182-19	9293218124	8191 Valley View Dr, San Antonio, TX, 78280	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
ENR-125746	ENR	Bradley Brery	1994-07-25	UHC-89119-30	9077518680	302 Canyon Rd, Tempe, AZ, 85206	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410059	CLM	Meyer Yuki	1950-06-01	UHC-39552-52	—	7772 Harbor Blvd, Seattle, WA, 98122	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409078	CLM	Robert N Tren	1978-03-12	UHC-15067-68	—	6155 Spring St, Plano, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-122653	ENR	Eugene J Johnson	1959-08-22	UHC-80550-84	8783399091	9294 Park Pl, Tucson, AZ, 85736	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-136381	ENR	Doris Stevens	1967-10-25	UHC-63515-46	4045173201	3446 Apache Blvd # 441, Nashville, TN, 37222	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-415614	CLM	Terry Singh	1956-05-20	UHC-09840-40	—	7381 Main St, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121069	ENR	Diane U Baker	1983-07-26	UHC-71337-50	3204318313	1048 Hillcrest Rd, Las Vegas, NV, 89188	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
ENR-140800	ENR	Aleexander C Reed	2007-01-17	UHC-71496-81	6415556224	3769 Meadow Ln, Columbus, OH, 43221	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-406424	CLM	Lawrence Elijah	1960-10-13	UHC-97485-21	2782758135	7475 Cedar Ln, Phoenix, AZ, 85091	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-121748	ENR	Ronald Rojas	1943-10-01	UHC-59380-90	8083965518	6395 Valley View Dr, Miami, FL, 33199	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429344	CLM	Gloria A Howard	2000-02-07	UHC-86207-58	—	3701 Ridge Rd, Mesa, AZ, 85206	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123356	ENR	Theresa L Garza	1942-10-28	UHC-29869-56	—	877 Cedar Ln, Atlanta, GA, 30319	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-103455	ENR	Ronald G Vazzquez	1988-04-12	UHC-64583-35	—	8925 Meadow Ln, Los Angeles, CA, 90001	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-124044	ENR	Raymond X Ray	1945-12-26	UHC-65599-35	4395608021	1736 Desert Sky Blvd, Charlotte, NC	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125785	ENR	Hannah Morales	2008-03-17	UHC-26431-55	6363160943	3620 Main St, Atlanta, GA, 30316	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62339	TPA	Elliott Barbara	1941-02-08	—	9367911877	6512 Canyon Rd, Columbus, OH, 43251	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402814	CLM	Brandon Y Obrien	1985-10-23	—	—	2492 Forest Ave, Las Vegas, NV, 89131	0.50	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+3 more
TPA-64058	TPA	Lauren Jackson	2004-04-04	—	8903456751	7895 Harbor Blvd, Houston, TX	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more

9,980 rows, page 25 of 200Previous Next