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
CLM-423583	CLM	Harold O Howell	1975-09-21	UHC-51378-74	—	2564 Valley View Dr, Tucson, AZ, 85755	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58016	TPA	Vincent Thomas	1939-06-11	UHC-72529-98	8993797926	1569 Elm St, Las Vegas, NV, 89177	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29359	PRV	Kyle J Bishop	1940-01-05	UHC-06507-66	8237704050	1367 Grand Ave, Chandler, AZ, 85280	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24370	PRV	Lawrence Carter	—	—	—	1881 Jefferson Ave, Scottsdale, AZ, 85206	0.50	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-116324	ENR	Andrew Foster	1955-10-12	UHC-85895-32	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128506	ENR	Valentina Jackson	1965-01-20	UHC-77916-69	5397472494	462 Lake View Rd, Eden Prairie, MN, 55367	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-100424	ENR	Douglas W George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427667	CLM	Stephen Davis	1963-12-19	UHC-10367-58	—	4730 Washington St, Las Vegas, NV, 89174	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-53917	TPA	Amanda Ortiz	1971-11-28	—	—	9163 Desert Sky Blvd, Atlanta, GA, 30361	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-119577	ENR	Joshua V Wallace	1990-03-27	UHC-69314-99	8149865870	2783 Oak St, Jacksonville, FL, 32215	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-28708	PRV	Bradley Romero	1955-02-12	—	3308148498	2559 Lake View Rd Apt 4, Jacksonville, FL, 32282	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-414749	CLM	Allen E Mei	1991-09-17	UHC-06040-50	—	2703 Main St, Tampa, FL, 33634	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52935	TPA	Johnny Little	1968-05-02	—	—	1768 Maple Ave, Gilbert, AZ, 85254	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56790	TPA	Jack M Barnes	1979-04-24	—	7666769332	3185 Washington St, Las Vegas, NV, 89125	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-139060	ENR	Jeremy K Moore	1995-09-27	UHC-26263-45	9455731222	7041 Willow Ct, Mesa, AZ, 85262	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411700	CLM	Mateo King	1951-02-19	—	6123188216	4459 Hillcrest Rd, Tempe, AZ, 85203	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112216	ENR	Lane S Carol	1956-06-01	UHC-14000-02	5757499827	7896 Willow Ct, Mesa, AZ, 85250	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406095	CLM	Alan W Tran	1970-06-06	UHC-55420-11	—	7475 Valley View Dr, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422373	CLM	Jessica Q Sanchez	1948-10-19	—	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-425200	CLM	Jean W Gonzales	1941-09-26	UHC-86751-24	3584757496	6416 Canyon Rd, San Antonio, TX, 78277	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-419888	CLM	Brian Walsh	1969-11-11	UHC-92358-31	8335883813	83 Lincoln Way, Houston, TX, 77096	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142347	ENR	Gary B Hughes	1979-03-22	UHC-28631-85	—	3338 Willow Ct, Orlando, FL, 32826	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
TPA-61089	TPA	Diana Dean	1970-06-22	—	5154529362	2271 Indian School Rd, Orlando, FL, 32852	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116899	ENR	Joshua Santiago	2006-03-26	UHC-23843-59	—	8004 Mountain View Dr, Charlotte, NC, 28257	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-116898	ENR	Joshua Santiago	2006-03-26	UHC-23843-59	—	8004 Mountain View Dr, Charlotte, NC, 28257	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-430362	CLM	Janet Reed	1958-05-16	—	7635444301	95 Valley View Dr, Tempe, AZ, 85284	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126510	ENR	Marcus X Bishop	2007-09-13	UHC-31910-58	9556941252	853 Park Pl, Gilbert, AZ, 85203	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423312	CLM	Liz Simpson	—	UHC-88527-17	5783778188	7249 Valley View Dr, Las Vegas, NV, 89102	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-408265	CLM	Alice Duncan	1962-04-05	UHC-66041-95	—	4992 Church St # 454, Seattle, WA, 98161	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-418935	CLM	Helen Jimenez	—	UHC-73267-49	—	6644 Mesa Dr, Fresno, CA, 93797	0.50	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
PRV-24955	PRV	Lewis Ahmed	1986-11-18	—	7914779822	1864 Baseline Rd, Miami, FL, 33155	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-24159	PRV	Gerald Nguyen	1995-06-26	UHC-55379-89	—	7182 Canyon Rd, Chandler, AZ, 85204	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109285	ENR	Madison M Thompson	1995-01-11	UHC-19680-93	3103505993	9482 Highland Ave, San Antonio, TX, 78249	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427141	CLM	Shirley Powell	1949-02-22	UHC-95313-90	9009977902	7038 Main St Apt 36, Sacramento, CA, 95859	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120813	ENR	Omar F Dunn	1981-11-14	UHC-59784-86	9478014741	5238 Union St, Chandler, AZ, 85230	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404227	CLM	Jean Gonzales	1989-11-19	—	—	6660 Lake View Rd, Sacramento, CA, 95853	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107077	ENR	Maria P Ramos	1948-07-08	UHC-85846-50	4622716464	4261 Maple Ave, Tucson, AZ, 85707	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108001	ENR	Linda V Fields	1968-10-11	UHC-49146-78	9097073704	1120 Pine Dr, Phoenix, AZ, 85081	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412240	CLM	Frances Franklin	1938-06-05	UHC-89412-68	4502794185	9513 Sage Ct, Dallas, TX, 75243	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54723	TPA	Rachel Guzman	1992-09-27	—	8652752749	2817 Sunset Blvd # 161, Houston, TX, 77035	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28502	PRV	Vicky Nunez	—	—	7912379308	5348 Central Ave, Houston, TX, 77087	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-414360	CLM	Nathan Fowler	2000-07-09	UHC-98829-17	—	8976 Pine Dr, Nashville, TN, 37233	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129692	ENR	Dennis Collins	2001-07-15	UHC-50198-73	2689359813	4690 Ocean Ave, Dallas, TX, 75280	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140213	ENR	Ruth V Snyder	2002-08-13	UHC-67308-56	9714512261	8202 Highland Ave, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111816	ENR	William Stone	1939-11-11	UHC-64855-03	7249357338	5825 Spring St, Charlotte, NC	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28952	PRV	Willie I Sims	1959-05-14	UHC-08712-31	3835495239	3094 Hillcrest Rd, Plano, TX, 75032	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418204	CLM	Tommy Barnes	1958-12-14	UHC-50248-95	—	4530 Ridge Rd, Plano, TX, 75041	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-62032	TPA	Christine W Ortega	1969-09-22	—	—	3529 Market St, San Diego, CA, 92177	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111247	ENR	Bobby O Hanson	2001-03-07	UHC-43003-27	9894791841	5986 Forest Ave, Houston, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138668	ENR	George F Walker	2006-09-14	UHC-22901-24	8729423605	4176 Washington St, Sacramento, CA, 95864	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more

9,980 rows, page 32 of 200Previous Next