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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415094	CLM	Abigail Berry	2007-12-02	—	—	1668 Harbor Blvd, Columbus, OH, 43227	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-428774	CLM	Michael Duncan	—	—	—	1692 Central Ave, Charlotte, NC, 28285	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-430167	CLM	Willie Chavez	1952-10-12	—	8655801575	2780 Desert Sky Blvd, Plano, TX, 75096	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409143	CLM	Maria Castillo	1949-05-11	UHC-29981-05	7092147452	696 Indian School Rd, Tucson, AZ, 85711	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-425838	CLM	Evelyn Chavez	2007-03-15	UHC-98599-23	—	9644 River Rd, Nashville, TN, 37201	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414026	CLM	Bruce Bradley	1978-04-08	UHC-17909-89	—	9096 Washington St, Glendale, AZ, 85382	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418575	CLM	Keith Hicks	1951-08-22	UHC-44307-53	—	6882 Oak St, Eden Prairie, MN	0.54	Name re-cased State name converted to code ZIP missing Gender normalised+1 more
CLM-421768	CLM	Patricia Li	1970-12-22	UHC-70875-63	2878080925	7272 Palm Dr, Las Vegas, NV, 89184	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404272	CLM	Gary Welch	1940-12-20	UHC-29174-76	—	1042 Church St, Tampa, FL, 33621	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-428715	CLM	Frances Spencer	1992-07-12	—	—	—	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-405620	CLM	Jessica Taylor	1951-02-22	UHC-33596-12	3448900471	2381 Lincoln Way # 287, Nashville, TN	0.54	Phone reformatted Unit split from street ZIP missing Gender normalised+1 more
CLM-403892	CLM	Betty Willis	2006-05-12	UHC-26725-43	9413319643	7434 Canyon Rd, Gilbert, AZ	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403325	CLM	Helen Snyder	1982-06-03	UHC-87519-98	6307396842	455 Grand Ave # 189, Jacksonville, FL, 32276	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
CLM-412933	CLM	Cheryl K Guzman	2008-10-09	UHC-71613-42	9677166258	9620 Main St Apt 28, Minneapolis, MN, 55422	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418384	CLM	Brenda U Hernandez	1996-04-12	UHC-85229-30	—	1513 Bayshore Dr Apt 5, Seattle, WA, 98146	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404006	CLM	Donna Palmer	1975-06-23	UHC-21096-27	—	7728 Market St, Eden Prairie, MN, 55393	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407977	CLM	Evelyn Griffin	1980-12-09	UHC-10238-52	—	5030 Market St, Columbus, OH, 43269	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427421	CLM	Grace Watkins	1979-12-27	—	—	9798 Central Ave, Los Angeles, CA, 90038	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427405	CLM	Betty Hwell	1946-06-14	UHC-12924-59	—	8049 Highland Ave, Gilbert, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-427061	CLM	Aamnda Singh	1946-10-03	—	—	2132 Baseline Rd, Dallas, TX, 75274	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-426687	CLM	Frances B Ross	1987-12-11	—	—	379 Washington St, Las Vegas, NV, 89188	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424720	CLM	Joan Weber	—	UHC-41593-57	—	2151 Canyon Rd, Los Angeles, CA	0.54	Date of birth unreadable ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-425112	CLM	Richard West	1945-06-02	UHC-77633-09	—	7522 Desert Sky Blvd, Glendale, AZ	0.54	Name re-cased Two-digit birth year ZIP missing Gender normalised+1 more
CLM-412113	CLM	Christopher Jenkins	1982-09-18	UHC-46541-04	—	9681 Forest Ave, Dallas, TX	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-410359	CLM	Ahmed Riley	2007-03-13	UHC-08481-83	—	5024 Hillcrest Rd, Jacksonville, FL, 32283	0.54	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-419004	CLM	Reynolds Wei	1973-07-01	UHC-28141-19	—	2782 Apache Blvd, Scottsdale, AZ, 85297	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402301	CLM	Lawrece K Johnston	1952-10-18	UHC-57335-96	—	5968 Park Pl, Chandler, AZ, 85223	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-411393	CLM	Lori Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.54	Name split from “Last, First”City re-cased State name converted to code Gender normalised+1 more
CLM-416636	CLM	Ann G Stewart	1946-07-10	—	—	6460 Valley View Dr, Gilbert, AZ, 85295	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422571	CLM	Valentina Wong	—	UHC-87911-51	—	—	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-407424	CLM	Priya Ortiz	1946-06-05	—	—	3345 Baseline Rd, Tucson, AZ, 85783	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-408406	CLM	Marilyn N Meyer	1969-04-26	—	4338874914	7037 Forest Ave, Fresno, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-428872	CLM	Walter Carlson	1955-10-26	UHC-39159-19	4295406549	2773 Mountain View Dr, Phoenix, AZ, 85067	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421813	CLM	Camila Lawrence	1967-10-12	—	—	6983 Grand Ave Apt 8, Sacramento, CA	0.54	Unit split from street State code upper-cased ZIP missing Gender normalised+1 more
CLM-401673	CLM	Grace Valdez	2002-08-14	UHC-35478-16	—	2005 Elm St # 888, Jacksonville, FL, 32298	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-408850	CLM	Marriana Mason	1965-12-17	UHC-25369-28	—	7478 Mountain View Dr, Jacksonville, FL, 32270	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
CLM-406588	CLM	Tyler Young	1981-07-21	UHC-00161-11	—	7471 Ocean Ave, Tampa, FL, 33657	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-407191	CLM	Kevin Peters	—	—	—	2466 Broadway, Columbus, OH, 43297	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-413524	CLM	Joan Jimenze	1986-03-18	UHC-70453-27	—	6493 Washington St, Minneapolis, MN, 55415	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-423835	CLM	Alan Schmidt	1992-10-27	—	—	5248 Canyon Rd, Minneapolis, MN, 55441	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427894	CLM	Aaron Knight	1983-07-13	—	—	8293 Spring St, Nashville, TN, 37219	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414692	CLM	Danielle Frranklin	1970-02-18	UHC-03800-71	—	7777 Market St, Jacksonville, FL, 32225	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-414693	CLM	Danielle Frranklin	1970-02-18	UHC-03800-71	—	7777 Market St, Jacksonville, FL, 32225	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-431392	CLM	Jerry Roberts	2005-11-21	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-407213	CLM	Kimberly Munoz	2007-12-22	—	—	5212 Spring St, Jacksonville, FL, 32237	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415181	CLM	Bradley Oliver	—	UHC-67161-27	—	5188 Union St, Tampa, FL, 33656	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-431048	CLM	Robert Flores	1950-01-28	UHC-72032-58	—	796 Mesa Dr, Glendale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-422655	CLM	Olivia McCoy	1969-04-26	UHC-44552-76	—	7460 Highland Ave, Minneapolis, MN, 55445	0.54	Name split from “Last, First”Two-digit birth year State code upper-cased Gender normalised+1 more
CLM-407838	CLM	Rebecca Duncan	1976-10-21	UHC-15711-81	—	2569 Broadway, Denver, CO, 80259	0.54	Name split from “Last, First”SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-413936	CLM	Sharon Scott	1977-06-19	—	—	463 Pine Dr, San Diego, CA, 92102	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more

5,465 rows, page 28 of 110Previous Next