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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20192	PRV	Amanda D Wheeler	1938-07-07	—	7297087633	9600 Maple Ave, Phoenix, AZ, 85055	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59948	TPA	Philip Vasquez	1942-01-18	—	6258985815	1135 Sage Ct, Jacksonville, FL, 32237	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-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-133134	ENR	Cynthia P Moore	1943-06-06	—	—	88 Church St, Los Angeles, CA, 90028	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-102240	ENR	Nancy W Hall	1945-10-06	UHC-34097-24	6973026660	4636 Harbor Blvd, Atlanta, GA, 30388	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+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
CLM-427986	CLM	George Myers	1939-07-26	—	—	1613 Mountain View Dr, Miami, FL, 33180	0.62	Date of birth reformatted Street suffix standardised Address 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
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
CLM-412161	CLM	Deborah N Harper	1973-09-28	—	—	4799 River Rd, Charlotte, NC, 28291	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24508	PRV	Julie Allen	2006-07-18	—	9586179676	455 Indian School Rd, Dallas, TX, 75215	0.62	Date of birth reformatted 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-21432	PRV	Logan Tucker	1958-03-25	—	6709313269	3731 Baseline Rd, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120190	ENR	Steven K Welch	1999-11-20	UHC-45711-80	7763764590	259 Broadway Apt 25, Los Angeles, CA, 90000	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-422961	CLM	Julye Dixon	1947-05-03	UHC-54209-32	8718050839	8661 Bayshore Dr Apt 27, Gilbert, AZ, 85249	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+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
ENR-126457	ENR	David Pteerson	1982-03-16	UHC-64170-21	3687919880	1308 Apache Blvd, Atlanta, GA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-114963	ENR	Denise Williams	1975-02-09	UHC-19471-09	2827680768	2317 Baseline Rd, Houston, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-114964	ENR	Denise Williams	1975-02-09	UHC-19471-09	2827680768	2317 Baseline Rd, Houston, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-132793	ENR	Christopher Hall	1951-02-21	UHC-25937-42	5629615109	1703 Spring St, Eden Prairie, MN, 55302	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-127022	ENR	Carolyn Z Porter	1995-04-15	UHC-44477-87	3123662346	5268 Church St # 501, Seattle, WA, 98188	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103849	ENR	Carol Snyder	1966-06-27	UHC-18091-12	6199760208	6064 Jefferson Ave, Eden Prairie, MN, 55391	0.62	Date of birth reformatted Phone reformatted 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-109426	ENR	Billy Z Baker	2008-03-22	UHC-91951-40	4649835518	7750 Sunset Blvd, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120945	ENR	Mason Q Gardner	1979-09-22	UHC-51168-25	—	1964 Sunset Blvd, Chandler, AZ, 85267	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401275	CLM	Mark R McDonald	1989-02-06	—	8548300320	1238 Park Pl, Seattle, WA, 98192	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432642	CLM	Susan Carlson	2003-04-25	—	5784932750	9449 Pine Dr, Columbus, OH, 43241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address 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
CLM-408857	CLM	Angela R Guzman	1958-01-27	—	—	1129 Main St # 599, Gilbert, AZ, 85225	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56489	TPA	Luis Cruz	1954-04-05	UHC-82624-56	—	1564 Grand Ave, Nashville, TN, 37283	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21388	PRV	Arthur Alexander	1956-08-20	UHC-11557-51	—	4818 Market St, Nashville, TN, 37273	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-60100	TPA	Soto Arthur	1963-03-10	—	—	487 Maple Ave, Austin, TX, 78796	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-116929	ENR	Etahn D Ross	1978-05-11	UHC-72291-17	8693779501	1589 Central Ave, Jacksonville, FL, 32248	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412467	CLM	Alexis Watkins	1946-10-08	—	6234631535	3596 Elm St Apt 29, Orlando, FL, 32861	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-29539	PRV	Saen Peters	2001-10-05	—	3404158757	4637 Sage Ct Apt 5, Houston, TX, 77053	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-29538	PRV	Saen Peters	2001-10-05	—	3404158757	4637 Sage Ct Apt 5, Houston, TX, 77053	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-61462	TPA	Santiago Shaw	1950-05-04	—	—	6613 Harbor Blvd, Phoenix, AZ, 85084	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132337	ENR	Ruth D Williamson	1994-05-12	UHC-73217-28	4519835182	369 Ridge Rd, Charlotte, NC, 28281	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113722	ENR	Katherine S Burton	1947-07-15	UHC-48446-12	4453029389	3808 Harbor Blvd, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403246	CLM	Kenneth Martinez	1966-11-26	—	4136454750	6621 Sage Ct, Fresno, CA, 93735	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129335	ENR	Joyce J Gutierrez	1982-05-03	—	3207446204	1976 Sunset Blvd, Scottsdale, AZ, 85270	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

32,400 rows, page 107 of 648Previous Next