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

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121622	ENR	Richard Weber	1943-10-02	UHC-47031-62	5094373878	3157 Grand Ave, Sacramento, CA, 95840	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124067	ENR	Gloria Dean	2002-02-17	UHC-59777-51	5185532839	3807 Meadow Ln, Plano, TX, 75055	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131634	ENR	Teresa Z Dixon	1988-07-12	—	4147130275	7439 Lincoln Way, Houston, TX, 77073	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
ENR-129696	ENR	Alexander I Dunan	1992-07-05	UHC-20026-63	3345692055	5365 River Rd, Seattle, WA, 98154	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116184	ENR	Walter Cunningham	1943-01-05	UHC-39378-75	3432580850	523 Palm Dr, Plano, TX, 75056	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133021	ENR	Gay U West	1950-10-18	UHC-64421-67	4963977857	9832 Grand Ave Apt 33, Fresno, CA, 93796	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121451	ENR	Donna Young	1987-04-19	UHC-12196-74	5726362157	4065 Market St, Eden Prairie, MN, 55329	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-121550	ENR	Logan Wang	2000-11-20	UHC-37033-56	4966289444	7493 Ridge Rd, Scottsdale, AZ, 85245	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132216	ENR	Timothy D Stevens	1945-06-03	UHC-07270-10	9589091213	2482 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-139508	ENR	Marcus H Crawford	1960-09-25	UHC-03736-13	7799653280	9138 Sunset Blvd, San Diego, CA, 92154	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117157	ENR	Randy P Mills	1957-01-02	UHC-06038-24	2066035968	6343 Indian School Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125619	ENR	Philip Gardner	1989-06-23	UHC-10833-92	6436689531	6494 Desert Sky Blvd Apt 14, Phoenix, AZ, 85014	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128491	ENR	Deborah Wung	2007-07-16	UHC-41251-21	5869177081	1633 Mesa Dr, San Diego, CA, 92140	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137317	ENR	Lucya K Long	1996-10-19	UHC-58798-83	8582663360	3137 Sunset Blvd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111551	ENR	Willie F Wood	1977-05-12	UHC-01701-76	9534353831	8425 Ridge Rd, Mesa, AZ	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-142922	ENR	Roger I Garza	1961-03-12	UHC-70965-65	7947197749	8262 Market St, Phoenix, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117451	ENR	Cynthia M Ray	1944-07-28	UHC-77905-14	9855465699	8816 Meadow Ln, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128917	ENR	Brittany U Carpenter	1994-11-22	UHC-26223-55	8944326983	9136 Bayshore Dr, Columbus, OH, 43285	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115605	ENR	Pat Le	2007-07-13	UHC-86550-30	7813629188	5819 Washington St, Gilbert, AZ, 85233	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112010	ENR	Kimberly Jordan	1939-02-15	UHC-22422-34	3276977774	8240 Mountain View Dr, Plano, TX, 75079	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111401	ENR	Ann Simpson	1961-11-04	UHC-94129-43	8979424861	6392 Ridge Rd, Tampa, FL, 33606	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111173	ENR	Alice Q Salazar	2003-02-23	UHC-78437-15	2086741031	7779 Maple Ave, Mesa, AZ, 85223	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102201	ENR	Dorothy S Jacobs	1942-02-04	UHC-33416-55	4322011656	5935 Mountain View Dr, Austin, TX, 78767	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101892	ENR	Amanda M Barnes	1968-07-20	UHC-91250-79	2445523968	1270 Bayshore Dr, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113087	ENR	Russell Marqez	1962-03-11	UHC-20668-29	2913710345	2146 Mesa Dr, Scottsdale, AZ, 85285	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124343	ENR	Kelly W Warren	1998-01-06	UHC-27044-92	8732410158	4879 Harbor Blvd, Minneapolis, MN, 55421	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119617	ENR	Jeremy Fernandez	1943-06-17	UHC-82545-81	4697208333	842 Church St # 661, Charlotte, NC, 28265	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-140958	ENR	Susan S Knight	1999-02-05	UHC-87229-32	6093148800	1461 Mesa Dr, Gilbert, AZ, 85299	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-101512	ENR	Donna Q Weaver	1983-01-05	UHC-86931-10	7373841188	8693 Desert Sky Blvd, Chandler, AZ, 85299	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-100787	ENR	Joshua L Myers	1944-09-08	UHC-41270-69	3934635825	5838 Meadow Ln, Sacramento, CA, 95860	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133055	ENR	Deboraah V Sandoval	1948-06-07	UHC-01958-16	3176322535	7276 Willow Ct, Minneapolis, MN, 55467	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123888	ENR	Judy Fields	2000-07-01	UHC-10182-02	7439539610	2490 Willow Ct, Tucson, AZ, 85788	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114728	ENR	Dorothy J Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-141770	ENR	Logan Z Lynch	1967-08-25	UHC-55152-79	8728827514	6009 Palm Dr, Fresno, CA, 93755	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104694	ENR	Bell U Benjamin	1987-05-19	UHC-88671-74	4879437971	8479 Camelback Rd, Minneapolis, MN, 55428	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140393	ENR	Sara Palmer	1998-05-20	UHC-47320-20	2596291534	133 Elm St, Gilbert, AZ, 85272	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119141	ENR	Judith Howell	1993-05-02	UHC-20985-03	5544783967	5164 Park Pl, Houston, TX, 77081	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106354	ENR	Julie Z Greene	1949-07-10	UHC-06032-04	6763082283	233 Maple Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-115464	ENR	Denise H Ross	1975-07-10	UHC-51808-48	3056469510	9734 Apache Blvd # 314, Columbus, OH, 43223	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132061	ENR	Betty J Jones	1986-01-09	UHC-95087-33	2097690831	7021 Church St, Scottsdale, AZ, 85225	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101669	ENR	Sophia P Edwards	1953-10-21	UHC-83419-85	9888400492	6192 Canyon Rd, Columbus, OH, 43270	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133302	ENR	Hrold O Maldonado	1965-10-14	UHC-83323-05	2033445176	9623 Market St, Minneapolis, MN, 55466	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101312	ENR	Alexander Herrera	1944-01-07	UHC-89424-84	6009428061	9103 Forest Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104031	ENR	Dennis T Murales	1990-01-06	UHC-40290-79	7104793536	265 Elm St, Tucson, AZ, 85772	0.62	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-118553	ENR	Danny G Bennett	2008-08-12	UHC-66829-88	3279523910	9592 Market St, Glendale, AZ, 85308	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-135863	ENR	Kelly S Jones	1959-06-27	UHC-87480-35	5173227883	4723 Maple Ave, Miami, FL, 33102	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-112553	ENR	Arjun Walsh	2002-04-19	UHC-14006-97	7509494648	2013 Market St, Nashville, TN, 37291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112552	ENR	Arjun Walsh	2002-04-19	UHC-14006-97	7509494648	2013 Market St, Nashville, TN, 37291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116129	ENR	Kathleen Hill	1999-03-18	UHC-13926-37	2953858485	8010 Oak St, Fresno, CA, 93746	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104086	ENR	Sophia D Kelley	1945-05-07	UHC-54355-98	9833794461	9351 Park Pl, Dallas, TX, 75261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 108 of 564Previous Next