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 “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
TPA-53808	TPA	John Lee	1980-12-10	—	—	7726 Mesa Dr, Nashville, TN, 37298	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58561	TPA	QJunk	2001-03-04	UHC-59973-87	6435693627	4763 Church St Apt 38, Plano, TX, 75068	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-52358	TPA	Wayne Cunningham	1947-05-12	—	—	1551 Lincoln Way # 746, Dallas, TX, 75265	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59281	TPA	Noah Cuoper	2007-08-28	—	—	3408 Grand Ave, Tempe, AZ, 85254	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-54341	TPA	Tommy Jensen	1993-10-28	—	4339903320	2508 Maple Ave, Mesa, AZ, 85243	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55798	TPA	Roger Gibson	1942-12-06	—	—	2278 Canyon Rd, San Diego, CA, 92154	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-51138	TPA	Eugene Robinson	1958-11-01	UHC-47358-77	7946847171	6267 Oak St, Las Vegas, NV, 89120	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-58407	TPA	Eugene Fields	1946-04-17	—	2327990491	8134 Valley View Dr, Columbus, OH, 43232	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-50139	TPA	Priya Alexander	1983-03-13	—	—	1179 Canyon Rd, Tempe, AZ, 85292	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-62226	TPA	Russell Young	1950-05-14	—	—	6989 Mountain View Dr, Tempe, AZ, 85272	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53166	TPA	Priya U Hunt	1992-04-15	—	—	9005 Ocean Ave, Denver, CO, 80251	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51964	TPA	Chuck Jones	1950-06-21	—	6077012816	1193 Ocean Ave, Mesa, AZ, 85209	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58266	TPA	Lewis Brenda	1941-12-12	UHC-46833-10	—	5805 Valley View Dr Apt 38, Charlotte, NC, 28267	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62723	TPA	Isabella Hall	1948-03-05	—	2195570261	9712 Washington St, Houston, TX, 77040	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-64065	TPA	Lisa White	1939-07-16	—	—	6103 Hillcrest Rd, Tucson, AZ, 85768	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-64066	TPA	Lisa White	1939-07-16	—	—	6103 Hillcrest Rd, Tucson, AZ, 85768	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53094	TPA	Santiago Lewis	1973-11-02	—	—	1083 Sage Ct, Fresno, CA, 93776	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55086	TPA	Rachel Harrison	1956-09-25	—	—	5938 Cedar Ln, Eden Prairie, MN, 55366	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-56485	TPA	Tyler Jones	1946-04-21	—	—	4500 Indian School Rd, Phoenix, AZ, 85069	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61097	TPA	Amber Lawson	1989-08-18	—	—	6226 Indian School Rd, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-58059	TPA	Evelyn Evans	1988-03-04	—	—	549 Grand Ave, Gilbert, AZ, 85249	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57171	TPA	Valentina Harvey	1979-04-11	—	—	3650 River Rd, Austin, TX, 78759	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51163	TPA	Carl George	1959-08-09	—	—	2222 Oak St, Tucson, AZ, 85739	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58356	TPA	Bradley Soto	1989-06-17	—	—	4949 Lake View Rd, Los Angeles, CA, 90093	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57973	TPA	Peter Richardson	1988-10-15	—	—	4232 Mesa Dr, Phoenix, AZ, 85008	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-55740	TPA	Danielle Thompson	1993-05-12	UHC-07773-71	—	5664 Ridge Rd, Columbus, OH, 43221	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-55690	TPA	John Harper	2004-01-19	—	—	7402 Ocean Ave, Atlanta, GA, 30389	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50283	TPA	Lauren Spencer	1956-03-13	—	—	9516 Valley View Dr Apt 7, Mesa, AZ, 85280	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55424	TPA	Sharon Davis	1962-12-16	—	—	5576 Highland Ave, Fresno, CA, 93750	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58319	TPA	Richard Hicks	1987-02-15	—	—	6440 River Rd, Eden Prairie, MN, 55321	0.52	Date of birth reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-63777	TPA	Steeve Robertson	1974-04-26	—	—	4568 Canyon Rd, Fresno, CA, 93735	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57860	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-62454	TPA	Jerry Mendez	1963-06-22	—	—	5505 Canyon Rd # 908, Las Vegas, NV, 89199	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51624	TPA	Kathryn Wang	2007-01-19	—	—	7432 Mountain View Dr, Chandler, AZ, 85216	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-63202	TPA	Barbara C Carroll	1966-01-23	—	—	7998 Harbor Blvd, San Diego, CA, 92116	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57662	TPA	Austin C Richards	1989-08-07	—	—	9292 Forest Ave, Seattle, WA, 98168	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-56601	TPA	Laura Watkins	1961-02-15	—	—	2762 Willow Ct, Mesa, AZ, 85231	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-58542	TPA	Wei Fisher	2004-10-11	—	8876984801	3607 Meadow Ln, Houston, TX, 77074	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51350	TPA	Diana Reid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA, 95844	0.52	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
TPA-55698	TPA	Ruth W Payne	1977-11-16	—	6968055688	6794 Church St, Jacksonville, FL, 32290	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60151	TPA	Tarry D Stone	1976-06-03	—	—	7619 Ridge Rd # 100, Charlotte, NC, 28260	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61443	TPA	Diana Casttro	1971-09-25	—	—	2883 Market St, Tampa, FL, 33628	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54787	TPA	Jesse Warren	2008-11-17	—	4638301687	7100 Hillcrest Rd, Gilbert, AZ, 85243	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62765	TPA	Jean Johsnon	1947-06-09	—	—	6754 Canyon Rd, Nashville, TN, 37277	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55372	TPA	Stephanie Ruiz	—	—	—	1752 Main St, Eden Prairie, MN, 55329	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-62830	TPA	Sharon Ruiz	1996-02-26	—	6668856260	2788 Washington St, Tampa, FL, 33609	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59555	TPA	Grace Bishop	1983-12-15	—	—	3120 Cedar Ln, Minneapolis, MN, 55450	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57585	TPA	Mak Hawkins	1973-02-22	—	—	1648 Main St, Tempe, AZ, 85289	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56736	TPA	Bobby J Daniels	1959-10-15	UHC-88164-37	8419843081	2303 Desert Sky Blvd, Chandler, AZ, 85256	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-51512	TPA	Samuel Evans	2003-06-19	—	—	4995 Maple Ave, Phoenix, AZ, 85021	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more

1,145 rows, page 6 of 23Previous Next