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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429374	CLM	Russell Flores	1976-11-16	—	5807499523	3714 Bayshore Dr, Fresno, CA, 93750	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-407014	CLM	Jacob L Kim	1958-07-15	UHC-18672-96	4877489624	8072 Elm St, Jacksonville, FL, 32291	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-411736	CLM	Vincent Oliver	1992-04-28	UHC-78409-83	6274030658	9366 Main St, San Antonio, TX, 78264	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-417540	CLM	Russell Moreno	2005-07-27	UHC-08496-11	—	8906 Broadway, Plano, TX, 75023	0.62	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+3 more
CLM-423337	CLM	Catherine C Hart	1973-11-23	—	5057342813	1502 Oak St, Gilbert, AZ, 85208	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-422810	CLM	Russell Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-426684	CLM	Kelly Mason	1950-04-08	UHC-40432-40	6127365124	527 Jefferson Ave, Eden Prairie, MN, 55374	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-410666	CLM	Lawrence D Cunningham	1998-07-17	—	2386081454	—	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-410665	CLM	Lawrence D Cunningham	1998-07-17	—	2386081454	—	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-429483	CLM	Stephen King	1968-01-20	—	2199779871	5493 Meadow Ln, Los Angeles, CA, 90019	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-431674	CLM	Sophia Jacobs	1941-04-15	UHC-74205-24	2473106664	8862 Bayshore Dr, Mesa, AZ, 85209	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-404596	CLM	Gry Hansen	1975-05-10	UHC-74176-39	5989936256	—	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-418735	CLM	Randy Fisher	1984-01-26	UHC-09845-24	8405547906	772 Harbor Blvd, Atlanta, GA, 30393	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-406054	CLM	Laura Perkins	1956-09-28	UHC-63015-71	8206778065	5448 Baseline Rd, Minneapolis, MN, 55493	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-425624	CLM	Mason McDonald	1974-03-23	—	8689519816	2651 Mountain View Dr, Glendale, AZ, 85336	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-430720	CLM	Maria West	1995-08-02	—	2923754112	7111 Forest Ave, Las Vegas, NV, 89125	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-418011	CLM	Madison E Walsh	1939-05-02	UHC-80205-20	6828160052	7858 Desert Sky Blvd, Gilbert, AZ, 85218	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432532	CLM	Donald Wallace	1966-05-22	UHC-15888-67	—	3382 Main St, Austin, TX, 78763	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-427228	CLM	Christine Ortega	1969-09-22	UHC-41954-71	8382186598	3529 Market St, San Diego, CA, 92177	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-410044	CLM	Warren Sean	1961-04-01	—	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-410045	CLM	Warren Sean	1961-04-01	—	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-405478	CLM	Mei N Watkins	1986-04-13	—	8613746117	2223 Apache Blvd, Chandler, AZ, 85262	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-417224	CLM	Barbara Garza	1988-06-23	UHC-50918-39	6615309669	3720 Mesa Dr, Dallas, TX, 75268	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-431413	CLM	Jack Washington	1976-04-18	UHC-15231-06	7913336207	6824 Park Pl, Austin, TX, 78772	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-415010	CLM	Sofia Rice	1966-12-03	UHC-06230-57	3743116283	7745 Meadow Ln, Charlotte, NC, 28250	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-408645	CLM	Nicholas G Lane	2006-12-14	—	—	7666 Church St, Phoenix, AZ, 85036	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-416415	CLM	Santiago Edwards	2001-03-24	—	—	1283 Main St, Dallas, TX, 75248	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-401085	CLM	Gabriel Brokos	2003-06-07	—	4819315738	682 Pine Dr, Phoenix, AZ, 85051	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-432755	CLM	Jess Sandoval	1991-04-26	UHC-21043-30	9668644534	8440 Hillcrest Rd, Minneapolis, MN, 55491	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-418838	CLM	Jennifer Martinez	1972-10-26	UHC-89803-35	—	7039 Elm St, Minneapolis, MN, 55467	0.62	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424154	CLM	Joshua Vasquez	1966-07-05	—	6376371994	9356 Park Pl, Atlanta, GA, 30380	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-424908	CLM	Scott Romero	1949-12-11	—	8605180711	9688 Spring St, Seattle, WA, 98188	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-429603	CLM	Jack Robinson	1956-12-10	UHC-10590-68	4479247018	7370 Washington St, Tempe, AZ, 85278	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-415610	CLM	Sam Y Boyd	1976-11-27	UHC-62289-20	3934440946	9801 Jefferson Ave, Tucson, AZ, 85791	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-412163	CLM	Deborha Harper	1973-09-28	UHC-63588-98	3247012215	4799 River Rd, Charlotte, NC, 28291	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-428943	CLM	Larry O Burton	1965-02-07	UHC-16584-63	—	782 Pine Dr, Chandler, AZ, 85271	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416500	CLM	Gary Vazquez	1974-01-17	—	9332571941	9390 Bayshore Dr, Austin, TX, 78720	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-409135	CLM	Jacqueline Turner	2000-11-12	—	—	898 Lincoln Way, Austin, TX, 78789	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-402698	CLM	Carl George	1959-08-09	UHC-98825-70	9338891224	—	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-402699	CLM	Carl George	1959-08-09	UHC-98825-70	9338891224	—	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-408354	CLM	Ahmed Spencer	1994-06-20	—	4925245904	317 Park Pl, Mesa, AZ, 85244	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406977	CLM	Emily Cooper	1987-04-08	UHC-31685-70	—	246 Mountain View Dr, Los Angeles, CA, 90087	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421651	CLM	Mrk Washington	2006-12-27	—	—	8968 Willow Ct, Miami, FL, 33173	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-431746	CLM	Lauren Jones	1990-08-01	UHC-47493-60	9143326951	5472 Mountain View Dr, Sacramento, CA, 95849	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-414298	CLM	Margaret Rice	2001-03-12	UHC-28781-31	—	1283 Church St, Eden Prairie, MN, 55387	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-413898	CLM	Mason Vasquez	1967-05-27	—	—	3053 Central Ave, Los Angeles, CA, 90066	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-414553	CLM	Grace Stone	1991-10-07	UHC-67144-84	—	8990 Elm St, San Antonio, TX, 78248	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-417578	CLM	Angela P Hamilton	1960-09-08	UHC-96995-64	—	1326 Valley View Dr, Houston, TX, 77096	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-401867	CLM	Dennis Henderson	2006-02-18	UHC-96738-49	—	9816 Washington St, Fresno, CA, 93791	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-423081	CLM	Kenneth Nguyen	1989-12-14	—	8144767892	—	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+2 more

709 rows, page 6 of 15Previous Next