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-136188	ENR	Timothy J Rios	—	UHC-27057-19	2285992592	2391 Desert Sky Blvd, Fresno, CA, 93766	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-137385	ENR	Mateo Berry	1952-02-23	UHC-83479-46	—	4999 Pine Dr, Sacramento, CA, 95814	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123684	ENR	Sean Dunn	1948-11-10	UHC-74433-70	5566277090	4739 Pine Dr, Nashville, TN, 37228	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116968	ENR	Margaret Duncan	1950-08-15	UHC-78353-92	8348817889	569 Market St, Tampa, FL, 33643	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113163	ENR	Paul B Marshall	1965-08-08	UHC-73694-41	8956586819	8380 Ocean Ave # 276, Tampa, FL, 33627	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-107198	ENR	Ethan V Hill	1966-05-05	UHC-93821-06	4776422580	9861 Bayshore Dr, Mesa, AZ, 85232	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129533	ENR	Ruger S Watkins	1981-05-18	UHC-26150-24	8097398927	5312 Jefferson Ave, Los Angeles, CA, 90045	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-102064	ENR	Jeffrey Q Myers	1950-09-19	UHC-03305-03	3579765682	3390 Harbor Blvd, Tucson, AZ, 85775	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-132302	ENR	Benjamni U Alvarado	1960-08-19	UHC-00426-39	—	8188 Mesa Dr, Sacramento, CA, 95826	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-134979	ENR	Carlos P Sttewart	1988-03-11	UHC-30099-24	3576768254	1899 Desert Sky Blvd, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130563	ENR	Amber N Lawrence	1978-04-18	UHC-53728-11	—	1461 Bayshore Dr, Fresno, CA, 93794	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141210	ENR	Kimberly Vega	1953-09-03	UHC-56666-04	—	1325 River Rd, Charlotte, NC, 28230	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-112005	ENR	Keith Q Marquez	1955-10-10	UHC-58160-46	6979744639	7217 Spring St, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114782	ENR	Camila F Long	—	UHC-01659-73	6722120176	3550 Apache Blvd, Glendale, AZ, 85354	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-119389	ENR	Mary B Young	1996-07-16	UHC-78998-28	5496646553	9853 Sage Ct Apt 39, Mesa, AZ, 85260	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-138137	ENR	Peter I Carlson	1949-05-26	UHC-51214-95	2592701194	206 Maple Ave, Tempe, AZ, 85230	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103290	ENR	Kathryn V Medina	1976-07-04	—	—	6971 Meadow Ln, Eden Prairie, MN, 55307	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-122450	ENR	Steven S Powell	1961-12-11	UHC-96214-99	7046218707	2384 Mountain View Dr, Atlanta, GA, 30336	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-126661	ENR	Jaent Brown	—	UHC-22090-70	—	4416 Desert Sky Blvd, Austin, TX, 78726	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-126811	ENR	Carlos Baker	1967-03-21	UHC-11317-84	7548568772	5476 Union St, Minneapolis, MN, 55472	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136962	ENR	Matthew Sandoval	1956-02-01	UHC-42875-42	8065633752	7835 Cedar Ln Apt 18, Austin, TX, 78786	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-137087	ENR	Aaron M Le	1974-02-22	UHC-71460-55	—	1451 Apache Blvd, San Diego, CA, 92157	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-119583	ENR	Russell Y Meyer	2007-01-24	UHC-23548-21	5518287675	9559 Ridge Rd, Miami, FL, 33137	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-133559	ENR	Frank O Anderson	1985-02-13	UHC-16477-05	2455658832	9725 Desert Sky Blvd, Tempe, AZ, 85250	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-140650	ENR	Randy Valdez	1956-02-15	UHC-86863-81	4683533078	1385 Ocean Ave, Columbus, OH, 43289	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124738	ENR	Melyssa Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124739	ENR	Melyssa Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106961	ENR	Samuel Diaz	1954-09-13	UHC-54213-52	8492846427	1684 Oak St, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106960	ENR	Samuel Diaz	1954-09-13	UHC-54213-52	8492846427	1684 Oak St, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126609	ENR	Samantha King	1995-06-21	UHC-02059-92	6889763107	8728 Hillcrest Rd, San Diego, CA, 92102	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128505	ENR	Gloria M Wong	1989-11-05	UHC-81570-84	4534011384	1351 Elm St, Minneapolis, MN, 55440	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117631	ENR	Helen L Luna	1977-05-07	UHC-77657-84	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-112143	ENR	Mariana Clark	—	UHC-09124-57	4778060019	3422 Mesa Dr Apt 2, Tempe, AZ, 85251	0.64	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
ENR-138071	ENR	Martha N Herrera	1956-06-01	UHC-70389-89	3229670616	1696 Park Pl, Los Angeles, CA	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-112161	ENR	Joe Castillo	—	UHC-28152-67	6245948061	4630 Church St, Tampa, FL, 33600	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-125555	ENR	Jacob E Jacobs	2002-01-06	UHC-55658-02	2123563818	2374 Jefferson Ave, Columbus, OH, 43296	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135324	ENR	Mark J Porter	1946-06-24	UHC-03643-62	2296237132	2738 Canyon Rd, Atlanta, GA, 30314	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-122347	ENR	Walter Washington	1981-12-16	UHC-34661-92	5097985418	6312 Park Pl, Nashville, TN, 37285	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114225	ENR	Philip Banks	1955-04-03	UHC-92600-21	5097634744	9677 Jefferson Ave # 745, Austin, TX, 78705	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119691	ENR	Dorothy J Howard	2004-01-24	UHC-57229-61	—	7635 Pine Dr, Tempe, AZ, 85233	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108980	ENR	Cynthia Flores	1953-03-20	UHC-83094-82	—	7392 Pine Dr, Minneapolis, MN, 55481	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-111112	ENR	Kathleen Holmes	1942-05-06	UHC-15477-60	3638648269	5971 Hillcrest Rd, Las Vegas, NV, 89149	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121654	ENR	Sean O Luna	1981-03-13	UHC-69476-74	4424844759	8073 Ocean Ave, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122098	ENR	Kyle Watkins	1984-12-10	UHC-94843-45	2243979350	2406 Palm Dr, Tampa, FL, 33648	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102857	ENR	Jack Jimenez	1965-07-22	UHC-31944-66	4194069170	1751 Apache Blvd, Tucson, AZ, 85725	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-127252	ENR	Kelly Hicsk	1958-11-03	UHC-46966-74	5933118541	2724 Apache Blvd # 569, Nashville, TN, 37285	0.64	Name re-cased Phone reformatted Unit split from street State code upper-cased+2 more
ENR-138068	ENR	Kyle Hoowell	1986-12-25	UHC-63180-30	3252676589	274 Highland Ave, Miami, FL, 33152	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135470	ENR	Marilyn A Guerrero	1997-05-12	UHC-29798-32	9315663424	3267 Mesa Dr, Orlando, FL, 32804	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130672	ENR	Doris R Welch	1975-10-26	UHC-03290-26	5157490853	67 Elm St, Charlotte, NC, 28213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126616	ENR	Keith I Gordon	1965-09-11	UHC-14722-66	3936293122	9536 Lake View Rd, Dallas, TX, 75240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 81 of 347Previous Next