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

Provider network, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22717	PRV	Sandra Fox	1971-01-19	—	2352875157	8751 Washington St, Las Vegas, NV, 89156	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27752	PRV	Ruth K Collins	1938-02-06	UHC-81446-80	4306046951	4725 Harbor Blvd, Charlotte, NC, 28279	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29465	PRV	Lucia Jimenez	1971-07-28	—	6463949096	4373 Union St, San Diego, CA, 92136	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26991	PRV	Isabella Silva	1973-11-18	UHC-93649-89	8843186465	9728 Harbor Blvd, Austin, TX, 78792	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24737	PRV	Joan Lee	1994-08-13	UHC-59669-36	—	4173 Apache Blvd, Jacksonville, FL, 32226	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25906	PRV	Luca Thompson	1985-12-14	—	2434166660	19 Pine Dr, San Antonio, TX, 78223	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27921	PRV	Jessica Butler	1982-09-01	UHC-12602-12	4279139611	2868 Maple Ave, Phoenix, AZ, 85006	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-29489	PRV	Eveln H Wright	1986-04-13	—	—	7919 Harbor Blvd, Jacksonville, FL, 32236	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28746	PRV	Catherine Lasron	1971-12-20	—	6422852095	2721 Sunset Blvd, San Diego, CA, 92109	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24644	PRV	Joe Jensen	1986-02-13	UHC-10382-91	2734920821	3667 Camelback Rd, Phoenix, AZ, 85057	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24496	PRV	Judy Ortega	1997-11-23	—	2342283457	2089 Camelback Rd, San Diego, CA, 92136	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-28740	PRV	Luis Y Stevens	2002-07-18	—	3082697885	7599 Grand Ave, Sacramento, CA, 95850	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23000	PRV	Alice Marshall	1988-11-22	—	6698641806	5036 Bayshore Dr, Plano, TX, 75009	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23430	PRV	Roy Vargas	1995-02-27	UHC-80446-31	—	8851 Maple Ave, Los Angeles, CA, 90066	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-27480	PRV	Theresa Flores	1941-05-14	—	8535989960	3624 Harbor Blvd, Mesa, AZ, 85298	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25166	PRV	Sean Carpenter	1955-10-05	—	3493704324	4917 Lake View Rd, Seattle, WA, 98103	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26733	PRV	Arthur Matthews	2006-07-12	UHC-68724-72	9069513209	5542 Pine Dr, Los Angeles, CA, 90052	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-29497	PRV	Linda Walsh	1947-06-04	UHC-51831-20	—	3155 Valley View Dr, Tucson, AZ, 85767	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-22641	PRV	Rebecca Salazar	1969-02-21	UHC-27424-29	4813777076	6842 Sunset Blvd, Houston, TX, 77084	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22133	PRV	Kimberly Munoz	2007-12-22	UHC-59562-45	5384042562	5212 Spring St, Jacksonville, FL, 32237	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23641	PRV	Jerry Burke	1976-08-18	UHC-38441-26	6716059679	8032 Valley View Dr, Nashville, TN, 37248	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22937	PRV	Brandon West	1996-07-03	—	—	5984 Valley View Dr, Houston, TX, 77070	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-22794	PRV	Jess Bennett	1991-05-02	UHC-98542-11	9145260374	5439 Camelback Rd, Denver, CO, 80206	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-23777	PRV	Judy Stevens	1962-08-11	UHC-82487-20	4019688917	3652 Palm Dr, Los Angeles, CA, 90041	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27297	PRV	Lawrence Ramirez	1971-02-09	UHC-73167-84	7125755715	863 Bayshore Dr, Los Angeles, CA, 90061	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-21376	PRV	Sofia Fernandez	1968-12-20	—	9765276749	2511 Grand Ave, Plano, TX, 75046	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25063	PRV	Ruth T Martin	1995-04-11	—	7974100469	3526 Maple Ave, Tucson, AZ, 85762	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-28494	PRV	Joe Burns	1984-01-14	—	6398077273	3433 Indian School Rd, Houston, TX, 77076	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24587	PRV	Olivia Parker	1982-07-27	UHC-73080-77	6079777656	4826 Cedar Ln, Glendale, AZ, 85360	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25813	PRV	Carol Fuller	2001-04-27	—	5318646134	6091 Cedar Ln, San Antonio, TX, 78280	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29591	PRV	Sarah Harvey	1994-03-07	UHC-63568-85	2548181830	9589 Church St, Phoenix, AZ, 85073	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22559	PRV	Ruth Robertsno	1944-11-19	UHC-18376-75	9714784272	9595 Ridge Rd, Phoenix, AZ, 85049	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-27847	PRV	Jeffrey Gordon	1944-07-06	—	—	7623 Spring St, Sacramento, CA, 95836	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28795	PRV	Mei Walsh	1980-04-15	UHC-98864-36	—	6193 Church St, Orlando, FL, 32806	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23127	PRV	Eddie Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave, Tampa, FL, 33615	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25586	PRV	Elijah B Ruiz	1981-01-18	—	2414150805	1368 Grand Ave, Mesa, AZ, 85249	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22538	PRV	Charlotte Owens	1940-02-25	UHC-49048-55	2747782087	1858 Jefferson Ave, Orlando, FL, 32867	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20597	PRV	Bryan Davis	1959-09-09	—	2787992735	2320 Union St, Miami, FL, 33104	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23519	PRV	Peter Gomez	2006-03-07	—	8544406564	7109 Apache Blvd, Tampa, FL, 33676	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26862	PRV	Aan Rios	1956-06-13	UHC-34823-98	7792994397	7829 Union St, Nashville, TN, 37200	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27215	PRV	James Y Delgdo	1967-08-17	—	5082635398	3875 Mountain View Dr, Orlando, FL, 32838	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26874	PRV	Robert Moore	1975-11-08	—	2354729736	3363 Meadow Ln, Tucson, AZ, 85725	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24403	PRV	Arjun X Rojas	1996-08-22	—	—	1443 Lake View Rd, Sacramento, CA, 95853	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23679	PRV	Dick Cook	1966-07-15	UHC-12079-07	7724575059	3480 Mountain View Dr, Tampa, FL, 33695	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-24681	PRV	Jeremy U Duncan	1969-05-17	UHC-64116-48	7568930325	6026 Main St, Fresno, CA, 93731	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-23686	PRV	Henry Tucker	1952-11-16	—	7985451731	242 Washington St, Nashville, TN, 37277	0.78	Street suffix standardised Address re-cased State code upper-cased Plan code upper-cased+1 more
PRV-20039	PRV	Mark Lawrence	1943-03-17	UHC-20563-33	5822177500	358 Baseline Rd, Denver, CO, 80295	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20705	PRV	Jonathan Cunningham	1971-01-22	—	6833334528	1755 Lake View Rd, Plano, TX, 75005	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20540	PRV	Diane A Lopez	2008-02-15	UHC-47129-97	8182588640	4270 Lincoln Way, Seattle, WA, 98111	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23526	PRV	Sean Fuller	1986-08-24	UHC-36745-76	—	1395 Grand Ave, Chandler, AZ, 85201	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more

5,405 rows, page 95 of 109Previous Next