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

Claims, 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
CLM-430246	CLM	Brenda Vega	1973-12-15	—	9328303791	1299 Ridge Rd, Orlando, FL, 32860	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-406014	CLM	Donald Luna	1955-01-09	UHC-18639-83	2685572026	8713 Main St, Scottsdale, AZ, 85205	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-401609	CLM	Brittany Contreras	1961-08-02	UHC-96678-57	—	4487 Pine Dr, Nashville, TN, 37283	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-409937	CLM	Janice Reid	1952-10-16	UHC-94482-66	—	5596 Spring St, Nashville, TN, 37238	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-426011	CLM	Brenda D Lee	1955-11-20	UHC-79610-84	—	1869 Cedar Ln, Houston, TX, 77051	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-424058	CLM	Nicholas Robertzon	1948-05-21	—	—	8153 Jefferson Ave, Glendale, AZ, 85311	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-416661	CLM	Ryan Reid	1992-11-03	UHC-39735-18	—	8324 Desert Sky Blvd, Minneapolis, MN, 55431	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-417195	CLM	Amber Harvey	1998-10-18	UHC-45573-36	—	6154 Main St, Dallas, TX, 75275	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419686	CLM	Diego Nguyen	1963-10-15	UHC-76302-57	—	4782 Lake View Rd, Las Vegas, NV, 89185	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-429277	CLM	John Bell	1979-07-03	UHC-89686-04	3126068312	4113 Market St, Tucson, AZ, 85785	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-421896	CLM	Ethan Jackson	1954-04-10	—	—	801 Main St, San Antonio, TX, 78269	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-424069	CLM	Jacqueline Yang	1938-05-18	UHC-73644-33	—	2563 Central Ave, Chandler, AZ, 85216	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-414629	CLM	Kathryn Gray	2000-06-03	—	5146624207	2024 Indian School Rd, Nashville, TN, 37234	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414718	CLM	Brandon Fernandez	1986-09-06	—	—	4574 Canyon Rd, Seattle, WA, 98186	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-429153	CLM	Anna Wallace	1940-10-14	UHC-03491-04	—	2854 Sage Ct, Glendale, AZ, 85304	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-415127	CLM	Karen Turner	1995-07-17	UHC-23665-06	9616543257	6370 Ocean Ave, Plano, TX, 75049	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
CLM-403335	CLM	Betty Vega	1988-10-12	UHC-41024-53	—	5155 Camelback Rd, San Antonio, TX, 78215	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-420771	CLM	Jonathan Marquez	1953-08-07	—	—	9006 Willow Ct, Phoenix, AZ, 85048	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-411455	CLM	Ethan Vasquez	1973-06-11	UHC-61918-98	—	9113 Washington St, Las Vegas, NV, 89122	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-400918	CLM	Carl Y Cruz	1948-04-12	UHC-48607-37	—	8758 Spring St, Charlotte, NC, 28252	0.78	Name split from “Last, First”Date of birth reformatted City re-cased State code upper-cased+1 more
CLM-430480	CLM	Alan Lopez	1983-04-13	UHC-37303-83	—	6719 Union St, Gilbert, AZ, 85295	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-412934	CLM	Cheryl Guzman	2008-10-09	—	—	9620 Main St, Minneapolis, MN, 55422	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-409122	CLM	Omar Green	1975-11-18	—	7545319554	6592 Hillcrest Rd, Miami, FL, 33193	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-424686	CLM	Teresa Johnson	1944-11-06	—	—	3273 Washington St, Austin, TX, 78701	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-400625	CLM	Jesse J Price	1961-07-28	UHC-05475-09	—	5432 Highland Ave, Mesa, AZ, 85265	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-417129	CLM	Diego Q Wood	1998-05-03	—	7676343463	7733 Mountain View Dr, Minneapolis, MN, 55444	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-424340	CLM	Helen Lee	1953-10-23	UHC-14813-54	3299467305	1564 Mesa Dr, Mesa, AZ, 85269	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408629	CLM	Theresa Munoz	1941-06-25	—	8789573749	5154 Harbor Blvd, Tampa, FL, 33671	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-413048	CLM	Brian K Peterson	1984-01-16	UHC-97293-31	—	1670 Market St, Plano, TX, 75009	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-405193	CLM	Benjamin Hunt	1993-07-05	—	4923271607	8179 Indian School Rd, Atlanta, GA, 30372	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421503	CLM	Frank Thompson	1982-09-06	—	—	5660 Valley View Dr, Fresno, CA, 93730	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-412757	CLM	Justin Pena	1953-06-20	—	—	5016 Market St, Orlando, FL, 32819	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-432415	CLM	Jacob Rojas	1988-12-24	UHC-35325-16	—	4083 Elm St, Plano, TX, 75028	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-425212	CLM	Cheryl Munoz	1971-07-19	UHC-33442-68	—	2972 Union St, Chandler, AZ, 85205	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-420804	CLM	Elizabeth Bishop	1956-12-27	UHC-78286-67	9679944942	5904 Harbor Blvd Apt 12, Plano, TX, 75067	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
CLM-400003	CLM	Christina Payne	1956-09-14	—	7683676680	7164 Lake View Rd, Los Angeles, CA, 90064	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-413160	CLM	Sam Lyynch	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416534	CLM	Yuki Ward	1948-12-23	UHC-49692-58	—	4400 Central Ave, Miami, FL, 33132	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-429871	CLM	Ronald Mejia	1977-06-28	—	—	2775 Desert Sky Blvd, Nashville, TN	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-418933	CLM	Jesse F Wallace	2005-06-01	UHC-53717-54	4907174293	6051 River Rd, San Diego, CA, 92182	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-405756	CLM	Elijah O Sims	1991-05-19	UHC-66269-95	—	2636 Highland Ave, Sacramento, CA, 95889	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-412212	CLM	Dennis Perez	1960-12-25	UHC-14032-93	—	6191 Baseline Rd, Plano, TX, 75006	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-430917	CLM	Alvarado Q Raymond	1940-05-14	UHC-63639-31	2114911603	1325 Market St, Dallas, TX, 75230	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-424776	CLM	Joshua V Wallace	1945-05-21	UHC-93952-25	—	7602 Cedar Ln, Tempe, AZ, 85213	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-420901	CLM	Sarah Morris	1994-05-08	UHC-40918-63	4496500273	4576 Harbor Blvd, Mesa, AZ, 85264	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-413749	CLM	Gregory Mendez	1947-05-15	—	7043496565	3586 Harbor Blvd, Houston, TX, 77003	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-401914	CLM	Sharon Patterson	1968-01-26	—	—	7671 Central Ave, Atlanta, GA, 30364	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-405781	CLM	Peter Lane	2007-09-23	UHC-22452-89	—	4231 Ridge Rd, Gilbert, AZ, 85222	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-411718	CLM	Jeffrey N Wagner	1981-04-19	UHC-02624-89	—	8796 River Rd, Nashville, TN, 37299	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-422695	CLM	Janet Delgado	1962-11-11	UHC-86657-86	5062343070	886 River Rd, Denver, CO, 80206	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more

5,235 rows, page 78 of 105Previous Next