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 “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
ENR-134033	ENR	William Bryant	1950-11-09	UHC-37429-27	—	4794 Highland Ave, Columbus, OH, 43265	0.64	Name re-cased Phone missing area code Email lower-cased Gender normalised+2 more
ENR-131256	ENR	Carol I Riely	1995-12-18	UHC-60140-26	2706865980	6128 Main St, Tampa, FL, 33627	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102639	ENR	Betty West	1983-05-28	UHC-82275-78	6432609690	3801 Lake View Rd, Denver, CO	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-108597	ENR	Martha T Stone	2000-11-11	UHC-60822-04	8515121604	1311 Hillcrest Rd, Glendale, AZ, 85387	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142160	ENR	Ana P Ford	2007-02-13	UHC-54888-77	7542342591	8252 Desert Sky Blvd # 487, Plano, TX, 75038	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102526	ENR	Bradley F Richardson	1961-03-15	UHC-31604-51	6542775957	9129 Grand Ave, Eden Prairie, MN, 55353	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131307	ENR	Aaron H Hill	1953-01-22	UHC-43515-39	9204761283	6660 Willow Ct # 850, Nashville, TN, 37256	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-122065	ENR	Aaron Y Hernandez	1991-12-10	UHC-34558-20	—	4536 Union St, Tempe, AZ, 85254	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136918	ENR	Jeffrey O Simpson	1943-04-16	UHC-82165-72	6005883898	4147 Indian School Rd Apt 36, Miami, FL, 33101	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-115742	ENR	Sophia Vasquez	1947-12-15	UHC-21463-60	7814559096	5478 Canyon Rd, Tucson, AZ, 85761	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-105633	ENR	Charlotte Dunn	1987-10-01	UHC-00603-18	5874341669	6874 Broadway, Denver, CO, 80250	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-124020	ENR	Vinccent Henderson	1962-06-21	UHC-29621-21	8365092297	4468 Ocean Ave, Houston, TX, 77084	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101064	ENR	Grace D Rodriguez	1994-03-14	UHC-74123-45	7595967642	4481 Sage Ct Apt 10, San Antonio, TX, 78217	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133872	ENR	Adam Wilson	1938-07-21	UHC-40383-09	—	6489 Mountain View Dr, Tempe, AZ, 85266	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-105145	ENR	Megan Gonzalez	2005-02-25	UHC-00597-47	4763227799	1165 Hillcrest Rd, Denver, CO, 80289	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128532	ENR	Harold P Morales	1949-11-28	UHC-68587-26	4747050032	7282 Lake View Rd, Miami, FL, 33159	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121848	ENR	Kimberly F McDonald	1959-12-14	UHC-49543-48	8215069224	8110 Ridge Rd, San Antonio, TX, 78273	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-122969	ENR	Anna M Powell	1946-10-25	UHC-86202-91	3936651404	5670 Canyon Rd, Charlotte, NC, 28255	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124004	ENR	Thmas Jacobs	1961-11-02	UHC-97013-20	8247339637	7633 Grand Ave, Eden Prairie, MN, 55383	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101660	ENR	Christopher Coleman	1950-04-12	UHC-32322-15	5972886469	1911 Ocean Ave, Miami, FL, 33172	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141911	ENR	Salazar Brenda	1989-06-02	UHC-15544-04	5575157216	3821 Lake View Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-132608	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	2386854636	5420 Market St # 292, Eden Prairie, MN, 55374	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-104731	ENR	Elijah Stephens	1960-12-16	UHC-35712-96	9089421924	6193 Cedar Ln, Eden Prairie, MN, 55393	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122587	ENR	Kayla J Meyer	1971-06-20	UHC-10261-34	6646778162	4813 Market St, Phoenix, AZ, 85041	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-133217	ENR	Nathan Daniels	1989-12-19	UHC-66938-10	5436652455	7743 Spring St, Glendale, AZ, 85345	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-118926	ENR	Janet Z Adams	1969-08-27	UHC-23374-71	7675949447	161 Park Pl, Atlanta, GA, 30399	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142106	ENR	Terry Q Duncan	1972-11-17	UHC-55410-43	8857135600	8349 Sunset Blvd, Fresno, CA, 93726	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103591	ENR	Amanda Burton	1974-06-26	UHC-03306-23	8609514650	9383 Camelback Rd # 591, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-119536	ENR	Peter T Gilbert	1961-12-23	UHC-05029-61	3182530104	4458 Canyon Rd, Tucson, AZ, 85775	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-131196	ENR	Anna H Wong	1955-01-13	UHC-35977-69	6014153615	3418 Indian School Rd, Las Vegas, NV, 89196	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-143031	ENR	Patrick Carpenter	1944-07-07	UHC-58366-34	2456011294	8951 Willow Ct, Nashville, TN, 37241	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137416	ENR	Julia O Ortega	1949-04-12	UHC-48319-96	—	2489 Camelback Rd # 902, Orlando, FL, 32874	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-114919	ENR	Sharon R Hill	2000-12-09	UHC-83800-64	9092736722	2193 Ocean Ave, Houston, TX, 77009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133059	ENR	Theresa I Jordan	2003-10-04	UHC-42470-04	—	9194 Ocean Ave, Mesa, AZ, 85257	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-118106	ENR	Dennis F Spencer	1993-03-21	UHC-64143-17	2505984817	230 Sunset Blvd, Austin, TX, 78739	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-106147	ENR	Jacob A Elliott	1986-05-14	UHC-71005-90	3314483986	8435 Camelback Rd, Sacramento, CA, 95809	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106975	ENR	Ryan Espinoza	1953-10-13	UHC-91480-48	—	6100 Desert Sky Blvd, Austin, TX, 78740	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111684	ENR	Austin C Wallace	2003-07-05	UHC-67833-86	9107209131	1868 Spring St, Las Vegas, NV, 89187	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123496	ENR	Bryan Sandoval	1971-04-14	UHC-04047-70	3945181348	1005 Bayshore Dr, Seattle, WA, 98195	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-100696	ENR	Jacob G Gomez	1951-07-05	UHC-46357-44	—	3679 Union St, Sacramento, CA, 95811	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-129469	ENR	Shirley D Fowler	1979-06-04	UHC-65949-87	7106862961	5090 Canyon Rd, Eden Prairie, MN, 55390	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125100	ENR	Fatima Bryant	1992-08-14	UHC-41018-08	7372781105	4105 Valley View Dr, Gilbert, AZ, 85247	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110243	ENR	Zachary B Aguilar	1944-03-27	UHC-52452-64	3964151017	6999 Palm Dr, Jacksonville, FL, 32209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-119785	ENR	Brandon T Mason	1943-03-06	UHC-06018-39	5088505003	2976 Palm Dr, Minneapolis, MN, 55487	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127606	ENR	Jaince B Weheler	1997-09-12	UHC-26426-40	9488862688	3263 Central Ave, Glendale, AZ, 85363	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119071	ENR	Alex Dominguez	1980-04-18	UHC-65620-78	8538904578	5171 Camelback Rd, Nashville, TN, 37226	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130596	ENR	Carolyn J Martin	1986-03-17	UHC-41069-52	4282790462	5919 Church St, Plano, TX, 75008	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-121479	ENR	Joan Carr	2004-03-05	UHC-03224-30	—	3124 Apache Blvd, Gilbert, AZ, 85271	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-122160	ENR	Carolyn I Reid	1991-02-26	UHC-81964-06	4042133670	1059 Park Pl, Eden Prairie, MN, 55395	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136691	ENR	Patricia I Watson	1985-09-02	UHC-87254-10	5553480510	7904 Washington St, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 90 of 347Previous Next