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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401697	CLM	Stephen Jensen	1981-11-03	—	—	5564 Washington St, Minneapolis, MN, 55430	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140506	ENR	Jesse K Kim	1995-01-28	UHC-52083-96	—	8917 Maple Ave, Phoenix, AZ, 85002	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-423854	CLM	Lawrence Braynt	1966-11-21	UHC-35899-60	6164498097	7082 Central Ave, Austin, TX, 78784	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-27464	PRV	Betty Watkins	1994-07-17	UHC-83199-38	3932035504	6891 Palm Dr, Tempe, AZ, 85286	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102607	ENR	Judy K Kelly	1959-11-11	UHC-32707-85	7214654318	6312 Indian School Rd, Fresno, CA, 93781	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-432086	CLM	Arthur Wilson	—	—	—	8847 Ridge Rd, Chandler, AZ, 85284	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-125890	ENR	Kimberly W Henderson	1980-02-01	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122638	ENR	Carolyn E Olson	1966-07-08	UHC-95316-31	5294335559	7469 Camelback Rd, Houston, TX, 77018	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421837	CLM	Billy Griffin	1963-04-04	UHC-50393-25	—	4415 Union St, Las Vegas, NV, 89120	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51567	TPA	Joseph Cunningham	1939-09-10	—	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25622	PRV	Russell Valedz	1968-04-09	UHC-94337-10	6368216455	1589 Willow Ct, Tampa, FL, 33652	0.52	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413806	CLM	Willie Robinson	1967-08-05	—	—	5548 Valley View Dr, Jacksonville, FL, 32295	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-140161	ENR	Eugene J Jacobs	1947-06-19	UHC-70574-62	4948507283	1650 Meadow Ln, Jacksonville, FL, 32263	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100467	ENR	Christina O Gray	1982-06-23	UHC-11437-60	2116183763	8282 Cedar Ln, Charlotte, NC, 28285	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421895	CLM	Ethan L Jackson	—	UHC-62313-89	—	801 Main St, San Antonio, TX, 78269	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117401	ENR	Tomy Mendoza	2007-04-23	UHC-73410-84	8639936816	4060 Grand Ave, Eden Prairie, MN, 55393	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26398	PRV	Frank Arnold	1969-03-10	UHC-80971-82	6813421805	2031 Central Ave, San Antonio, TX, 78298	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50085	TPA	Sahron Patel	1955-09-08	—	—	400 Washington St, Chandler, AZ, 85207	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-130095	ENR	Evelyn Perez	1999-04-20	UHC-48058-76	5527360519	3972 Ocean Ave, Los Angeles, CA, 90077	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425086	CLM	Joan Z Bennett	1943-02-10	UHC-27960-11	—	6070 Union St, San Diego, CA, 92146	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431215	CLM	Sophia Daniels	1983-05-06	—	—	9788 Jefferson Ave, Denver, CO, 80275	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62805	TPA	Pamela Gibsson	1956-08-17	UHC-70252-36	—	5051 Willow Ct, Phoenix, AZ, 85076	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419817	CLM	Doris Elliott	1948-06-26	—	—	7824 Lake View Rd, Chandler, AZ, 85222	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105961	ENR	Heather O Griffin	1987-08-11	UHC-60659-31	8248229092	8521 Palm Dr, Jacksonville, FL, 32278	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125094	ENR	Ann O Fernandez	1995-04-14	UHC-94337-31	9848279037	8664 Lake View Rd, Seattle, WA, 98112	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-62590	TPA	Carol Pena	1959-05-16	UHC-65801-28	—	656 Maple Ave, Eden Prairie, MN, 55375	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106510	ENR	Ann Ryan	2002-08-24	UHC-62398-09	8399494266	423 Oak St, Las Vegas, NV, 89135	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417167	CLM	Matthew Williamson	1955-12-05	—	—	4340 Harbor Blvd, Houston, TX, 77052	0.52	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-21080	PRV	Fatima Green	1971-01-19	UHC-56858-96	8975855235	764 River Rd, Minneapolis, MN, 55442	0.52	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
ENR-133897	ENR	Kile P Fields	1951-05-23	UHC-45606-15	2297733888	7188 Broadway, Plano, TX, 75098	0.52	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
ENR-134835	ENR	Ruth B Spencer	2002-07-12	UHC-50944-63	4788432334	1966 Main St, Tempe, AZ, 85241	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423035	CLM	Camila J Guerrero	1977-02-06	—	—	3791 Ridge Rd, Charlotte, NC, 28218	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420489	CLM	Abigail Peters	—	—	4145309293	8838 Elm St, Atlanta, GA, 30373	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122760	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd # 286, San Antonio, TX, 78209	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-125542	ENR	Dris Silva	1994-06-24	UHC-22212-52	4028399417	5123 Main St, Mesa, AZ, 85280	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128189	ENR	Helen M Reid	2005-11-28	UHC-88997-72	7597401091	463 Cedar Ln, Mesa, AZ, 85254	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432005	CLM	Virginia Gordon	1975-11-08	UHC-62470-62	—	3974 Willow Ct, Gilbert, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-426477	CLM	Gregory Day	1959-02-20	—	5348763142	195 Meadow Ln, Charlotte, NC, 28266	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-136514	ENR	Mei Watkins	2004-04-13	UHC-66207-15	3914853162	7539 Elm St, San Diego, CA, 92183	0.52	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415201	CLM	Emily X Contreras	1984-11-12	—	—	1247 Baseline Rd, San Antonio, TX, 78220	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-120739	ENR	Alexis F Phillips	1958-08-10	UHC-25166-11	4934434378	3344 Ridge Rd Apt 2, Sacramento, CA, 95806	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-413431	CLM	Gabriel Gray	1962-05-03	UHC-31656-92	4787614161	868 Sage Ct, Columbus, OH, 43266	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431278	CLM	Nicholas Marshall	1955-12-11	UHC-05205-98	6498532301	779 Elm St, Atlanta, GA, 30336	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-430251	CLM	Ashley Q Mejia	1969-02-05	UHC-53643-77	—	4736 Desert Sky Blvd, Scottsdale, AZ, 85286	0.52	Name re-cased Phone missing area code ZIP+4 trimmed Gender normalised+2 more
CLM-424266	CLM	Jess Dominguez	1987-06-07	UHC-00531-60	7186510001	6559 Indian School Rd, San Antonio, TX, 78239	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116018	ENR	Deb N Harper	1973-09-28	UHC-63588-98	—	4799 River Rd, Charlotte, NC, 28291	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-416884	CLM	Danielle Garza	1996-10-19	UHC-85381-16	6062864936	3040 Spring St # 890, Glendale, AZ, 85371	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-141529	ENR	Doris H Carter	1972-06-24	UHC-01850-59	9729748519	3192 Cedar Ln Apt 35, Mesa, AZ, 85210	0.52	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-102803	ENR	Joyce N Russell	1946-09-21	UHC-98241-11	4326840122	4220 Canyon Rd, Sacramento, CA, 95886	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405955	CLM	Eugene Carlson	1993-08-18	UHC-73643-65	—	7646 Ridge Rd, Phoenix, AZ, 85051	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

8,263 rows, page 40 of 166Previous Next