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

Third-party administrator, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51245	TPA	Roy Tucker	1946-01-17	UHC-34706-33	—	7341 Oak St, Atlanta, GA, 30300	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54209	TPA	Eugene Coleman	1986-01-20	—	—	9066 Ocean Ave, Austin, TX, 78748	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62443	TPA	Bruce Gaarrett	1950-06-24	—	—	9636 Bayshore Dr, Columbus, OH, 43299	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59425	TPA	David Hill	1969-02-17	—	—	2886 Mountain View Dr, San Diego, CA, 92173	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57353	TPA	Nathan Pena	1944-03-17	—	—	5239 Maple Ave, Glendale, AZ, 85303	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63088	TPA	Heather Rodriguez	1942-02-16	—	—	460 Washington St, Mesa, AZ, 85276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51492	TPA	Anthony Salazar	2004-01-25	—	—	3940 Hillcrest Rd, Plano, TX, 75007	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57559	TPA	Danielle Q Peterson	1949-01-25	—	2584846687	1519 Jefferson Ave, Mesa, AZ, 85265	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
TPA-53873	TPA	Rachel Dunan	1981-08-16	UHC-81108-80	8174093848	2178 Apache Blvd, Eden Prairie, MN, 55348	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61913	TPA	Jacob E Alvarado	1953-02-16	UHC-96879-20	—	8878 Ocean Ave, Nashville, TN, 37269	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62911	TPA	Karen R Russell	1999-11-11	—	2513295395	2104 Sage Ct, Fresno, CA, 93766	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53664	TPA	Alex Perez	1993-06-05	—	—	1775 Lincoln Way, Phoenix, AZ, 85003	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50113	TPA	Ema Gutierrez	1968-02-12	UHC-12397-86	—	9308 Indian School Rd, Tampa, FL, 33653	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62532	TPA	Bobby Santos	1953-01-24	—	—	1155 Jefferson Ave, Chandler, AZ, 85214	0.76	Date of birth reformatted City re-cased Gender normalised Plan code upper-cased+2 more
TPA-51848	TPA	Denise Patel	1993-02-15	—	9464824612	5609 Camelback Rd, Tampa, FL, 33635	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63044	TPA	Wayne Payne	1975-03-16	—	2405843306	4120 River Rd, Jacksonville, FL, 32230	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58239	TPA	Peter Gray	1964-10-26	—	3376079810	3465 Church St, Glendale, AZ, 85332	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50725	TPA	Frank Li	1974-10-04	—	3346189898	365 Highland Ave, Mesa, AZ, 85209	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53433	TPA	Scott Long	2005-01-19	—	—	333 Pine Dr, San Diego, CA, 92132	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54601	TPA	Kathleen Berry	1952-08-18	—	2624806532	5038 River Rd, Phoenix, AZ, 85046	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63071	TPA	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd, Scottsdale, AZ, 85275	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-59186	TPA	Andrea Peters	1962-05-26	—	—	5022 Lake View Rd, Tampa, FL, 33675	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57762	TPA	Gregory Hayes	1950-09-22	—	—	8021 Lincoln Way, San Antonio, TX, 78262	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60762	TPA	Adam Rivera	1945-11-13	—	—	1591 Spring St, Los Angeles, CA, 90001	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57128	TPA	Joyce Hanson	1944-01-14	—	—	2684 Grand Ave, Plano, TX, 75062	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-53539	TPA	Angela Salazar	1979-06-05	—	6996412968	5809 Mountain View Dr, Minneapolis, MN, 55406	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-57922	TPA	Johnny Hicks	1965-03-05	—	—	5013 Sage Ct, Miami, FL, 33176	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56808	TPA	Katherine Hawkins	2002-12-12	—	—	7014 Valley View Dr, Austin, TX, 78788	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57121	TPA	Green Charlotte	1946-08-06	—	9502210414	4490 Valley View Dr, Minneapolis, MN, 55449	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54443	TPA	Isabella Le	1954-04-14	—	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-64028	TPA	Christine Cooper	1963-04-27	—	8366767236	4649 Camelback Rd, Tampa, FL, 33646	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63372	TPA	Jeffrey A George	1955-06-26	—	7824573599	5231 Apache Blvd, Austin, TX, 78724	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-59917	TPA	Gabriel Cox	1994-08-17	—	—	3550 Willow Ct, Scottsdale, AZ, 85217	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62217	TPA	Roy Burns	1996-01-06	—	—	1170 Church St, Denver, CO, 80296	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52497	TPA	Jackie Fowler	1999-12-16	UHC-41947-43	—	1885 Central Ave, Jacksonville, FL	0.76	Date of birth reformatted City re-cased ZIP missing Plan code upper-cased+2 more
TPA-61267	TPA	Charlotte Nichols	1970-05-19	—	8148244059	3495 Market St, Columbus, OH, 43209	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62111	TPA	Karen Foler	1990-05-23	—	—	1888 Forest Ave, Tampa, FL, 33646	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55891	TPA	Nicholas Gibson	2005-05-25	UHC-22877-52	—	8407 Ocean Ave, Austin, TX, 78718	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61939	TPA	Kyle Cook	1963-06-20	—	9472163495	8422 Hillcrest Rd, Tampa, FL, 33671	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51356	TPA	Amanda Fox	1992-11-01	—	8467912571	324 Highland Ave, Eden Prairie, MN, 55332	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60813	TPA	Kenneth Reynolds	1947-05-04	—	—	1528 Jefferson Ave, Gilbert, AZ, 85211	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-64259	TPA	Atrhur Guerrero	1959-07-27	—	—	1737 Highland Ave, Austin, TX, 78749	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50897	TPA	Daniel Lawrence	1978-07-10	UHC-97508-22	8726698499	8162 Spring St, Plano, TX, 75004	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53530	TPA	Carolyn W Kelley	1991-02-21	—	8787864914	3821 Market St, Tucson, AZ, 85715	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51174	TPA	Chris Fox	1950-04-28	—	—	3691 Hillcrest Rd, Atlanta, GA, 30320	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52038	TPA	Shirley Gomez	1997-05-20	—	4435665971	4826 Bayshore Dr, Glendale, AZ, 85383	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
TPA-64436	TPA	Jacob Wagner	1987-08-08	—	—	6552 Cedar Ln, Denver, CO, 80239	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-58528	TPA	Theresa Carroll	2008-02-25	—	6303269239	7403 Baseline Rd, Scottsdale, AZ, 85273	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51101	TPA	Janet A Graham	1965-01-05	—	2075643692	7239 Lincoln Way, Phoenix, AZ, 85034	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-58592	TPA	Gerald Gerrero	1960-07-06	—	8975114249	9677 Sunset Blvd, Las Vegas, NV, 89135	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more

2,455 rows, page 30 of 50Previous Next