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

All sources, 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-126298	ENR	Dois W Gilbert	1969-12-25	UHC-87880-23	7443170146	9736 Main St, Sacramento, CA, 95890	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140681	ENR	Diane Olson	1981-07-11	UHC-90564-84	—	4637 Lake View Rd, Jacksonville, FL, 32257	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63408	TPA	Keith Kennedy	2007-04-08	—	4048591532	8920 Palm Dr, Houston, TX, 77003	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128965	ENR	Emily C Bennett	1981-02-04	UHC-09967-78	3986642803	5579 Lake View Rd, Fresno, CA, 93723	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64145	TPA	Kevin Hughes	1944-07-02	—	2064037357	7328 Bayshore Dr, Glendale, AZ, 85319	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60965	TPA	Gabriel Stone	1960-03-14	—	—	8339 Washington St, San Antonio, TX, 78232	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132512	ENR	Sarah Mitchell	1992-09-26	UHC-43687-13	6082161448	8532 Oak St, Eden Prairie, MN, 55386	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123112	ENR	Alexis J Tran	1938-01-26	UHC-80596-07	6349166724	238 Apache Blvd, Sacramento, CA, 95836	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-104770	ENR	Santiago Santos	1948-01-22	UHC-47459-35	9507695298	5772 Grand Ave, San Antonio, TX, 78282	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22414	PRV	Camla Sandoval	1983-09-18	UHC-60824-59	4592179167	5221 Broadway # 109, Seattle, WA, 98142	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-113753	ENR	Mariana E Herrera	1979-09-25	UHC-47508-09	—	4823 Mountain View Dr, Sacramento, CA, 95863	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-129955	ENR	Billy N Reyes	1940-08-06	UHC-65010-18	—	6141 Union St, Jacksonville, FL, 32256	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55083	TPA	Juan Willlis	—	—	8037177315	5963 Maple Ave, Phoenix, AZ, 85001	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-115057	ENR	Jacob X Rios	2008-04-24	UHC-73234-71	3502545508	3158 Canyon Rd, Orlando, FL, 32863	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-429774	CLM	Kathryn I Wallace	1991-04-10	—	—	8278 Canyon Rd Apt 19, Jacksonville, FL, 32271	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119623	ENR	Andrea Pena	2004-03-16	UHC-32027-99	6053167891	8868 Central Ave Apt 24, Chandler, AZ, 85261	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102352	ENR	Lopez Diane	2008-02-15	UHC-47129-97	8182588640	4040 Highland Ave, Eden Prairie, MN, 55355	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123621	ENR	Roger F Arnold	2005-06-25	UHC-95539-20	2925753939	2065 Lake View Rd, Denver, CO, 80213	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-100303	ENR	Randy E Luna	1946-09-28	UHC-74452-32	9748047006	4881 Jefferson Ave, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138909	ENR	George Torres	1999-03-01	UHC-02059-32	2685007150	6407 Washington St, Los Angeles, CA, 90040	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400217	CLM	Harold F Pena	1997-05-15	—	—	1236 Union St, Charlotte, NC, 28239	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109616	ENR	Brenda J Perkins	1980-01-27	—	9884485962	6181 Cedar Ln, Sacramento, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140678	ENR	Brittany A Vasquez	1940-03-06	UHC-56356-57	8967514110	2528 Lake View Rd, Chandler, AZ, 85266	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119636	ENR	Jessica U Cunningham	1978-09-04	UHC-94194-72	4277057006	6160 Central Ave, Phoenix, AZ, 85047	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403748	CLM	Henry F Little	1944-12-26	—	—	266 Camelback Rd Apt 29, Atlanta, GA, 30361	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-24546	PRV	Harold V Vasquez	2001-04-18	UHC-05206-24	5215295672	4231 Lake View Rd, Mesa, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413570	CLM	Linda Wang	1979-05-24	—	4636538677	528 Sage Ct, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140133	ENR	Tyler D Wagner	1975-04-01	UHC-13695-74	3567753034	2137 Lake View Rd, Austin, TX, 78797	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423085	CLM	Ana R Knight	1992-08-10	—	—	4791 Harbor Blvd, Glendale, AZ, 85327	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51265	TPA	Pat McDonald	1961-09-01	—	—	8384 Baseline Rd, Jacksonville, FL, 32286	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-132936	ENR	Denise Yang	—	UHC-29623-83	3574291332	1201 River Rd, Tucson, AZ, 85732	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-409352	CLM	Janet Z Cole	1950-04-16	UHC-14286-74	2173471538	9793 Desert Sky Blvd, Scottsdale, AZ, 85282	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113723	ENR	Joe A Crawford	1963-08-24	UHC-30566-32	7445770247	4920 Sunset Blvd, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421198	CLM	Madison Guzman	2008-05-25	UHC-78690-13	—	9638 Park Pl, Glendale, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51368	TPA	Natalie James	1972-03-18	—	7689467689	5951 Desert Sky Blvd, Scottsdale, AZ, 85237	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403457	CLM	Christina Ortega	—	UHC-82591-33	6567000272	3808 Central Ave, Los Angeles, CA, 90029	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-423337	CLM	Catherine C Hart	1973-11-23	—	5057342813	1502 Oak St, Gilbert, AZ, 85208	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-122398	ENR	Joyce G Price	1964-01-27	UHC-38772-61	3709602343	3725 Jefferson Ave, Columbus, OH, 43281	0.62	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+3 more
ENR-110737	ENR	Luis Boyd	1955-03-12	UHC-14517-04	7629069773	7850 Pine Dr, Orlando, FL, 32800	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403284	CLM	Judith Gilbert	1955-10-23	—	—	7478 Market St, Austin, TX, 78715	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-102253	ENR	Jessica Alvvarado	2004-08-02	UHC-94379-13	—	3981 Oak St Apt 11, Fresno, CA, 93727	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-24244	PRV	Carolyn I Herrera	1965-07-04	UHC-83872-65	—	7974 Washington St, Gilbert, AZ, 85261	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141007	ENR	Natalie Watson	2001-10-14	UHC-72185-11	3042961209	5729 Spring St, Seattle, WA, 98143	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104293	ENR	Luis S Grant	1975-09-01	UHC-39116-36	6978180153	1473 Willow Ct, Denver, CO, 80247	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28881	PRV	Sofia Y Bowman	1964-11-20	—	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
PRV-23964	PRV	Brian F Wilson	1984-10-03	UHC-08927-59	7402185505	955 Cedar Ln, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100539	ENR	Abigail B Lane	2006-05-04	UHC-67000-61	9502981338	5023 Sage Ct, Tampa, FL, 33609	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105681	ENR	James S Watson	—	UHC-27018-46	4954177457	784 Palm Dr, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-131639	ENR	Margaret J Martinez	1972-10-24	UHC-40216-89	9813330574	21 Meadow Ln, Orlando, FL, 32856	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-103334	ENR	Sarah J Garcia	1989-11-08	UHC-65698-65	3568483632	1910 Broadway, Scottsdale, AZ, 85297	0.62	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more

39,996 rows, page 128 of 800Previous Next