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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401569	CLM	Hannah Coleman	1957-12-14	UHC-98061-34	—	295 Desert Sky Blvd, Minneapolis, MN, 55409	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425326	CLM	Cynthia Moore	1943-06-06	UHC-70365-62	—	88 Church St, Los Angeles, CA, 90028	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408115	CLM	Alvarez Tyler	1966-04-13	UHC-06222-12	—	9548 Mountain View Dr, Mesa, AZ, 85242	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403475	CLM	Pierce Kathryn	1939-02-21	—	5335257449	9528 Washington St, Tampa, FL, 33628	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422519	CLM	Helen Williams	1978-04-25	UHC-69324-22	3814271921	1803 Bayshore Dr, San Antonio, TX	0.62	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
CLM-417458	CLM	Isabella Gutierrez	1951-12-15	UHC-20838-77	—	4325 Elm St, Fresno, CA, 93790	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426481	CLM	Teresa Elliott	1939-11-27	—	—	621 Grand Ave, Gilbert, AZ, 85259	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426949	CLM	Karen Powell	1988-04-09	—	9648633370	9084 Highland Ave, Columbus, OH, 43275	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423679	CLM	Lawrence Gomez	1999-08-14	UHC-68241-40	7949876641	6422 Harbor Blvd, Denver, CO, 80277	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423680	CLM	Lawrence Gomez	1999-08-14	UHC-68241-40	7949876641	6422 Harbor Blvd, Denver, CO, 80277	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424829	CLM	Jose Patterson	1982-09-22	—	8496550950	9395 Sunset Blvd # 277, Houston, TX, 77066	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400376	CLM	Glorria Woods	1998-09-16	UHC-12398-94	—	6142 Jefferson Ave, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412007	CLM	Julia Cook	1977-05-13	—	—	9050 Highland Ave, Scottsdale, AZ, 85217	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416145	CLM	Jonathan Burke	1984-10-02	UHC-30312-35	—	4277 Washington St # 967, Denver, CO, 80209	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-411262	CLM	Adam Bailey	1993-04-26	—	5936105188	8267 Sage Ct, Fresno, CA, 93726	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-403409	CLM	Virginia D Nelson	1942-06-13	UHC-91099-88	3379033483	5994 Ridge Rd, Tempe, AZ, 85283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426921	CLM	Theresa Washington	1957-04-11	UHC-57051-33	9374368834	3875 Washington St, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402886	CLM	Mark V Cloe	1958-09-01	—	—	9515 Sunset Blvd, Nashville, TN, 37286	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-414706	CLM	Sophia Perez	1948-12-19	UHC-65778-87	4452787432	2043 Forest Ave, Sacramento, CA, 95833	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403814	CLM	Jesse Y Alvarez	1939-04-07	—	6416446781	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407806	CLM	Brandon Bryant	1995-01-07	UHC-65094-90	—	7968 Central Ave, Tampa, FL, 33648	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-410585	CLM	Denise Hawkins	2001-05-23	UHC-13378-62	—	1088 Washington St, Charlotte, NC, 28256	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-411637	CLM	Susan E Coleman	1952-10-13	UHC-57625-86	3484770801	355 Mountain View Dr, Tempe, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401011	CLM	Justin Weber	1948-06-28	UHC-21843-63	8607039790	9726 Palm Dr, Miami, FL, 33131	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413683	CLM	Daniel Myers	2000-04-01	UHC-98359-04	—	3748 Canyon Rd, Tempe, AZ, 85248	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412652	CLM	Evelyn I Stewart	1997-03-04	UHC-37643-23	—	8320 Union St, Atlanta, GA, 30332	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-421132	CLM	Hannah Hoffman	1951-10-12	UHC-41519-61	6418214518	2300 Elm St Apt 40, Orlando, FL, 32879	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409707	CLM	Joshua Smith	1948-04-04	UHC-43885-01	—	7868 Bayshore Dr, Jacksonville, FL, 32266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421090	CLM	Davd Butler	2004-12-28	—	—	2061 Lake View Rd, Mesa, AZ, 85277	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432169	CLM	Logan Morrison	1992-11-08	UHC-83355-82	8263121989	7541 Canyon Rd, Phoenix, AZ, 85043	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429942	CLM	Patrick Sanders	2005-09-06	UHC-58486-46	3583540598	4835 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411821	CLM	Vincent Jones	1975-09-01	UHC-15101-05	—	3540 Jefferson Ave, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428736	CLM	Pamela Cooper	1993-04-16	UHC-38311-79	5995635429	7204 Indian School Rd Apt 29, Miami, FL, 33107	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
CLM-430077	CLM	Joyce Hughes	1975-01-28	UHC-03319-12	—	4430 Park Pl, Atlanta, GA, 30309	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417614	CLM	Christopher Johnson	1986-12-21	UHC-69482-09	—	2472 Highland Ave, Mesa, AZ, 85246	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423562	CLM	Hannah P Brooks	1959-04-20	—	—	6472 Washington St, Jacksonville, FL, 32248	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-428061	CLM	Madison L Perry	1958-07-15	UHC-18581-36	5668111707	744 Harbor Blvd, Glendale, AZ, 85389	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419157	CLM	Madison Hunter	1956-09-19	UHC-08390-09	2352969304	5842 Valley View Dr, Nashville, TN, 37230	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413626	CLM	Tyler Madina	1990-10-01	UHC-89806-73	2347890945	3212 Grand Ave, Mesa, AZ, 85282	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409137	CLM	Teresa Munoz	1989-10-02	UHC-84425-40	8067678348	3237 Palm Dr, Orlando, FL, 32890	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401530	CLM	Henry Patick	1975-08-15	UHC-39305-02	—	4132 Palm Dr, Glendale, AZ, 85350	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-404663	CLM	Roger Payne	2005-04-06	UHC-87094-74	2286699152	2210 Ridge Rd, Chandler, AZ, 85210	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427229	CLM	Kevin Nguyen	1977-12-18	UHC-97416-97	7796140733	3474 Palm Dr, Tempe, AZ, 85282	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-414198	CLM	Nathan W Hudson	1968-11-07	UHC-52176-20	—	432 Main St, Atlanta, GA	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-426473	CLM	Deboreh Castro	1938-01-23	—	8427093348	3560 Church St # 317, Gilbert, AZ, 85256	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-403666	CLM	Kenneth R Schultz	1944-12-20	UHC-13416-25	2282432552	455 Washington St # 912, Nashville, TN, 37280	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426837	CLM	Joe Bishop	1967-10-04	—	6258259436	3979 Elm St, Gilbert, AZ, 85264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403920	CLM	Zachary G Carlson	2003-10-23	—	—	6475 Jefferson Ave, Denver, CO, 80273	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415058	CLM	Raymond Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404614	CLM	Eugene Perkins	1991-05-21	UHC-74376-09	—	8300 Canyon Rd, San Antonio, TX, 78243	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more

18,771 rows, page 48 of 376Previous Next