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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130156	ENR	Sarah N Foster	1962-11-03	UHC-39292-13	—	5075 Apache Blvd, Seattle, WA, 98161	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-119162	ENR	Amy Romero	1953-04-25	UHC-72559-41	7307198142	5444 Union St, Phoenix, AZ, 85061	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-138131	ENR	Thomas I Snyder	1999-07-18	UHC-50742-28	—	2100 Baseline Rd, Las Vegas, NV, 89116	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-104987	ENR	Chris Walsh	1987-01-11	UHC-69478-96	6935055116	5458 Indian School Rd, Scottsdale, AZ, 85286	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-107375	ENR	Lawrence R Nunez	1979-04-17	UHC-43120-16	9597621729	1110 Hillcrest Rd, Seattle, WA, 98147	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-127476	ENR	Andrea V Peters	1962-05-26	UHC-05108-52	9254279059	5022 Lake View Rd, Tampa, FL, 33675	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-136149	ENR	Lawrence S Carter	1943-08-09	UHC-03473-40	6566601272	7006 Pine Dr, Miami, FL, 33145	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-112960	ENR	Stephanie Hughes	2007-06-17	UHC-83080-68	3996276055	8651 Grand Ave, San Diego, CA, 92124	0.68	Name re-cased Two-digit birth year Phone reformatted State name converted to code
ENR-126674	ENR	Dixon L Camila	1981-03-08	UHC-81895-02	2975993413	666 Hillcrest Rd, San Diego, CA	0.68	Phone reformatted State name converted to code ZIP missing Whitespace trimmed
ENR-119015	ENR	Margaret U Vazquez	1999-05-22	UHC-51429-18	3348473527	5357 Central Ave, San Antonio, TX, 78296	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-136050	ENR	Hannah X Dixon	1946-04-28	UHC-81272-05	2143900522	5846 Lincoln Way, Tampa, FL, 33657	0.68	Name re-cased SSN last four extracted State name converted to code Placeholder values cleared
ENR-133767	ENR	Deborah Webb	1969-07-08	UHC-10428-28	3387431286	722 Main St # 357, Plano, TX, 75043	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
ENR-141178	ENR	Dylan P Morrison	1948-06-26	UHC-76007-54	6839591610	368 Apache Blvd, Columbus, OH, 43231	0.68	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-142086	ENR	Thomas N Meeyr	2001-10-01	UHC-55702-01	7506869766	1824 Canyon Rd, Gilbert, AZ, 85206	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-142085	ENR	Thomas N Meeyr	2001-10-01	UHC-55702-01	7506869766	1824 Canyon Rd, Gilbert, AZ, 85206	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-130974	ENR	Terry Johnson	1976-07-19	UHC-42292-19	4636321553	7141 Grand Ave, Dallas, TX, 75272	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-107643	ENR	Ruth K Thomas	1946-07-10	UHC-97806-30	2408464367	9036 Ocean Ave, Fresno, CA, 93756	0.68	Phone reformatted SSN last four extracted State name converted to code Whitespace trimmed
ENR-100242	ENR	Ruth Ferguson	1945-10-09	UHC-17845-36	8744497748	9177 Jefferson Ave, Mesa, AZ, 85248	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-108207	ENR	Austin X Ramos	1950-08-23	UHC-37493-06	4864837567	9574 Mesa Dr, Seattle, WA, 98161	0.68	Two-digit birth year Phone reformatted State name converted to code Email lower-cased
ENR-128691	ENR	Alexis R Price	—	UHC-80433-48	—	9366 Indian School Rd, Charlotte, NC, 28204	0.68	Date of birth missing Member ID reformatted State name converted to code Placeholder values cleared
ENR-120872	ENR	Jessica Yang	1947-11-22	UHC-17892-42	2144750777	6685 Indian School Rd, San Diego, CA, 92111	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-100250	ENR	Paul J Washington	1978-03-11	UHC-15231-47	8166778754	951 Washington St, Houston, TX, 77002	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-116522	ENR	Elizabeth Ward	1946-08-04	UHC-04250-69	3396341229	1229 Willow Ct, Seattle, WA, 98173	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-142886	ENR	Teresa A Howel	1959-10-07	UHC-92058-49	5502159435	6315 Oak St, Austin, TX, 78713	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-142887	ENR	Teresa A Howel	1959-10-07	UHC-92058-49	5502159435	6315 Oak St, Austin, TX, 78713	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-123622	ENR	Valentina Welch	2002-10-01	UHC-42837-33	3664875664	1242 Jefferson Ave, Atlanta, GA, 30373	0.68	Phone reformatted SSN last four extracted State name converted to code Whitespace trimmed
ENR-119486	ENR	Denise Q Harrizon	1977-01-12	UHC-02609-73	7054383803	1036 Union St, Sacramento, CA, 95818	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Whitespace trimmed
ENR-134127	ENR	Janice A Schultz	2000-05-05	UHC-65755-45	8794584258	3150 Lake View Rd, Orlando, FL, 32875	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-138254	ENR	Keiht G Murphy	2002-11-25	UHC-50394-87	7234990871	7738 Central Ave, Las Vegas, NV, 89169	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-137844	ENR	Daniel Marshall	1940-12-06	UHC-91743-60	8664121691	6761 Hillcrest Rd, Nashville, TN, 37286	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-124587	ENR	Aisha A Snyder	1967-03-11	UHC-55261-40	8303202486	7756 Hillcrest Rd, Atlanta, GA, 30333	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-100923	ENR	Betsy Bailey	1992-07-17	UHC-28857-39	—	2559 Main St, Dallas, TX, 75202	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-136378	ENR	Bradley Crawford	1960-03-11	UHC-16738-82	5214569303	4699 Union St, Glendale, AZ, 85393	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-126648	ENR	Catherine Li	1990-10-07	UHC-53926-42	2504630938	6378 Cedar Ln, Fresno, CA, 93797	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-101418	ENR	Donald Z Park	1995-07-25	UHC-31519-50	8936697271	8179 Church St, Miami, FL, 33175	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-100117	ENR	Nicole Andrews	1968-04-17	UHC-39588-61	8108840508	5611 Ridge Rd, Los Angeles, CA, 90089	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-105461	ENR	Jose Carpenter	1971-02-23	UHC-15648-98	5589861934	5511 Elm St, Phoenix, AZ, 85066	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-114278	ENR	Amber Y Howell	1968-02-03	UHC-49101-43	4128910576	369 Hillcrest Rd, Glendale, AZ, 85332	0.68	Street suffix standardised Address re-cased State name converted to code Email lower-cased
ENR-128088	ENR	Samantha T Gonzales	1977-09-15	UHC-30309-93	9763005617	6015 Jefferson Ave, Mesa, AZ, 85299	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-134653	ENR	Nancy R Hunter	1944-07-27	UHC-44484-45	—	3143 Grand Ave, San Antonio, TX, 78263	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
ENR-123294	ENR	Arthur S McCoy	1963-12-20	UHC-67999-02	—	6547 Main St Apt 7, Dallas, TX, 75240	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
ENR-101514	ENR	Carl Cole	1943-08-19	UHC-70721-52	—	2452 Oak St, Columbus, OH, 43216	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-121939	ENR	Camila Romero	1941-04-20	UHC-45685-14	3968047708	6264 Forest Ave, Tampa, FL, 33674	0.68	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed
ENR-128098	ENR	Emma L Carroll	1984-04-25	UHC-47807-89	5816291336	8499 Indian School Rd, Fresno, CA, 93735	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-111018	ENR	Jack Williams	1945-08-05	UHC-49650-74	—	9245 Jefferson Ave, Nashville, TN, 37298	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-142157	ENR	Barbara Willis	1983-05-09	UHC-77515-78	8869768059	8672 Washington St, Plano, TX	0.68	Phone reformatted State name converted to code ZIP missing Whitespace trimmed
ENR-141765	ENR	Russell Y Rojas	1966-11-19	UHC-09549-19	6555818674	1584 Broadway, Houston, TX, 77069	0.68	Phone reformatted City re-cased State name converted to code Gender normalised
ENR-120612	ENR	Ronalld R Fuller	1939-02-12	UHC-85530-87	4367727375	7629 Hillcrest Rd, Plano, TX, 75086	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-130147	ENR	Kathryn F Johntson	1982-05-14	UHC-79887-78	8215636347	1217 Pine Dr, Mesa, AZ, 85255	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
ENR-105846	ENR	Roger Tucker	2005-07-26	UHC-54789-43	7398496372	7631 Maple Ave, Plano, TX, 75075	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code

4,296 rows, page 66 of 86Previous Next