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-120595	ENR	Martha R Campbell	2007-12-27	UHC-49054-08	—	2352 Broadway, Mesa, AZ, 85287	0.70	Name split from “Last, First”Date of birth reformatted State name converted to code
ENR-142640	ENR	Wei O Marshall	1979-11-21	UHC-81522-17	—	6514 Mountain View Dr, Scottsdale, AZ, 85239	0.70	Phone missing area code State name converted to code Placeholder values cleared
ENR-109836	ENR	Hannah H Dean	1988-08-19	UHC-24263-66	3712832774	9624 Maple Ave, Dallas, TX, 75217	0.70	Name split from “Last, First”State name converted to code Whitespace trimmed
ENR-142965	ENR	Harold Q Baker	2002-04-02	UHC-65534-40	5012992605	5025 Hillcrest Rd, Jacksonville, FL, 32251	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-109810	ENR	Samantha F Gilbert	1992-08-28	UHC-63008-24	2938126548	6946 Spring St, Las Vegas, NV, 89166	0.70	Date of birth reformatted State name converted to code Gender normalised
ENR-121917	ENR	Melissa S Holmes	1950-12-25	UHC-70244-48	—	7566 Spring St, San Antonio, TX, 78203	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-110792	ENR	Joshua P Dunn	1957-04-20	UHC-21385-42	7145359909	4674 Broadway, Tucson, AZ, 85776	0.70	Two-digit birth year Phone reformatted State name converted to code
ENR-133513	ENR	Andrea S McDonald	—	UHC-21538-62	5134624801	323 Mountain View Dr, Columbus, OH, 43281	0.70	Date of birth missing Phone reformatted State name converted to code
ENR-132851	ENR	Brcue H Wong	1945-02-01	UHC-96559-47	—	5043 Apache Blvd, San Diego, CA, 92128	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-132850	ENR	Brcue H Wong	1945-02-01	UHC-96559-47	—	5043 Apache Blvd, San Diego, CA, 92128	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-129947	ENR	Benjamin A Fuller	1980-12-22	UHC-02333-75	—	3846 Sunset Blvd, Las Vegas, NV, 89113	0.70	Phone missing area code City re-cased State name converted to code
ENR-130022	ENR	Austin Cox	2005-07-02	UHC-98527-54	5713295676	9511 Oak St Apt 20, Los Angeles, CA, 90013	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-130021	ENR	Austin Cox	2005-07-02	UHC-98527-54	5713295676	9511 Oak St Apt 20, Los Angeles, CA, 90013	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-135069	ENR	WJunk	1998-01-04	UHC-89508-38	2275170991	45 Lake View Rd, Scottsdale, AZ, 85282	0.70	Date of birth reformatted State name converted to code No usable name (quarantined)
ENR-106877	ENR	Kevin N Harper	1974-04-01	UHC-16539-19	6918473856	6084 Church St, Chandler, AZ, 85229	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-113840	ENR	Mary R Alexander	1950-07-24	UHC-27248-19	—	5060 Spring St, Houston, TX, 77077	0.70	Phone missing area code State name converted to code Whitespace trimmed
ENR-122850	ENR	Lawrence Q Wong	2006-06-14	UHC-62307-74	—	6041 Sage Ct, Tucson, AZ, 85787	0.70	Name split from “Last, First”Date of birth reformatted State name converted to code
ENR-128378	ENR	Maon L Harrison	2003-10-15	UHC-68557-54	6513551113	8243 Valley View Dr, Glendale, AZ, 85370	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-107448	ENR	Henry U Larson	2005-10-19	UHC-00409-57	6215021280	3319 Maple Ave, Jacksonville, FL, 32204	0.70	State name converted to code Gender normalised Whitespace trimmed
ENR-125541	ENR	Zachary I Thompson	1994-01-28	UHC-57296-58	9576567938	8390 Forest Ave, Seattle, WA, 98195	0.70	State name converted to code Email lower-cased Gender normalised
ENR-142719	ENR	Carlos G Ruiz	1986-04-23	UHC-41194-02	8483815644	4033 Maple Ave, Glendale, AZ, 85316	0.70	Name re-cased State name converted to code Gender normalised
ENR-120324	ENR	Carol L Marquez	1944-12-10	UHC-26390-57	—	3174 Broadway, Nashville, TN, 37290	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-113305	ENR	Emily Nguyen	2005-12-28	UHC-56018-98	9036446652	2586 Indian School Rd, Sacramento, CA, 95836	0.70	Phone reformatted State name converted to code Gender normalised
ENR-124350	ENR	—Junk	1941-04-09	UHC-96615-50	7256009301	7589 Mountain View Dr, Charlotte, NC, 28247	0.70	Phone reformatted State name converted to code No usable name (quarantined)
ENR-128255	ENR	Gary F Rodriguez	2008-10-26	UHC-38044-13	6567775399	3031 Bayshore Dr, Tucson, AZ, 85773	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-103613	ENR	Cynthia F George	1991-08-22	UHC-29724-43	—	5169 Spring St, Orlando, FL, 32800	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-114556	ENR	Karen Z Walsh	1941-06-25	UHC-64777-55	5258124263	6232 Ridge Rd, Austin, TX, 78702	0.70	Phone reformatted State name converted to code Gender normalised
ENR-104004	ENR	Fatima Ryan	1959-08-24	UHC-77743-69	3654063399	9612 Ridge Rd, Austin, TX, 78767	0.70	Phone reformatted State name converted to code ZIP+4 trimmed
ENR-140608	ENR	Barbara R Guerrero	1968-05-23	UHC-21791-45	3894558954	2245 Hillcrest Rd, Eden Prairie, MN, 55384	0.70	Name split from “Last, First”State name converted to code Whitespace trimmed
ENR-130370	ENR	Sharon O Dean	2005-09-11	UHC-69328-22	7155095899	5774 Elm St, Nashville, TN, 37268	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-122180	ENR	Charlotte X James	1991-08-17	UHC-14077-28	9467053438	372 Market St Apt 11, Tampa, FL, 33607	0.70	Phone reformatted Unit split from street State name converted to code
ENR-122179	ENR	Charlotte X James	1991-08-17	UHC-14077-28	9467053438	372 Market St Apt 11, Tampa, FL, 33607	0.70	Phone reformatted Unit split from street State name converted to code
ENR-111607	ENR	Mary Y Stephens	—	UHC-92975-55	8759095517	2369 Hillcrest Rd, Houston, TX, 77010	0.70	Name re-cased Date of birth missing State name converted to code
ENR-108882	ENR	Elizabeth Q Wilson	1968-08-26	UHC-87328-16	5207546570	7193 Harbor Blvd, Austin, TX, 78790	0.70	Two-digit birth year Phone reformatted State name converted to code
ENR-101564	ENR	Gregory W Lawson	1983-02-02	UHC-71079-08	7327798790	3957 Grand Ave Apt 7, Denver, CO, 80261	0.70	Unit split from street City re-cased State name converted to code
ENR-124251	ENR	Katherine Wells	1960-06-09	UHC-87823-78	7545484572	2093 Hillcrest Rd, Gilbert, AZ, 85254	0.70	Two-digit birth year Phone reformatted State name converted to code
ENR-122033	ENR	Sarah Chapman	—	UHC-93677-08	5957811650	263 Ridge Rd, Austin, TX, 78779	0.70	Date of birth unreadable Phone reformatted State name converted to code
ENR-130881	ENR	Sophia J Russell	1970-04-28	UHC-29048-90	9594629207	2789 Lincoln Way, Orlando, FL, 32891	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-129915	ENR	Eugene Anderson	1963-08-20	UHC-70469-53	—	7952 Union St, Chandler, AZ, 85251	0.70	Date of birth reformatted Phone missing area code State name converted to code
ENR-129414	ENR	Alice Mason	1941-06-14	UHC-11626-04	9595243522	1773 Park Pl, Charlotte, NC, 28262	0.70	Phone reformatted State name converted to code Gender normalised
ENR-140630	ENR	Kimberly Y Wright	—	UHC-39402-30	9296241168	4002 Market St, Nashville, TN, 37271	0.70	Date of birth unreadable Phone reformatted State name converted to code
ENR-122278	ENR	Michael I Fisher	2008-03-22	UHC-99907-59	8183022977	1291 Bayshore Dr, Miami, FL, 33109	0.70	Name split from “Last, First”Phone reformatted State name converted to code
ENR-122211	ENR	Douglas Q Tucker	1971-11-13	UHC-69945-91	6739321900	7086 Cedar Ln, San Antonio, TX, 78281	0.70	Name split from “Last, First”State name converted to code Whitespace trimmed
ENR-109358	ENR	Isabella L Davis	1976-08-21	UHC-86806-72	4998355063	3286 Bayshore Dr, Atlanta, GA, 30333	0.70	Name split from “Last, First”State name converted to code Email lower-cased
ENR-142824	ENR	Evelyn Carroll	1952-11-01	UHC-18887-72	—	6526 Baseline Rd, Los Angeles, CA, 90038	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-119600	ENR	Richard Sanchez	1953-12-23	UHC-22704-81	8506094050	349 Spring St, Minneapolis, MN, 55448	0.70	Phone reformatted State name converted to code ZIP+4 trimmed
ENR-105157	ENR	Virginia F Howard	—	UHC-72367-06	7043075351	9844 Sunset Blvd, Glendale, AZ, 85383	0.70	Name re-cased Date of birth unreadable State name converted to code
ENR-139176	ENR	Kaith Rogers	1974-06-19	UHC-49630-51	2807122168	4103 Elm St, Tempe, AZ	0.70	State name converted to code ZIP missing Whitespace trimmed
ENR-131936	ENR	Carlos Santos	2002-10-11	UHC-61500-50	2836004760	5866 Main St, Tempe, AZ, 85262	0.70	Name split from “Last, First”Phone reformatted State name converted to code
ENR-120792	ENR	Janice Q Watson	2006-11-26	UHC-25304-74	4083645128	3024 Pine Dr, Austin, TX	0.70	State name converted to code ZIP missing Whitespace trimmed

4,296 rows, page 70 of 86Previous Next