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-410820	CLM	Linda I Carter	1943-07-16	UHC-54798-57	—	4169 Indian School Rd, Jacksonville, FL, 32277	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-407352	CLM	Benjamin Webb	1962-05-07	UHC-25854-29	2114613491	4704 Ridge Rd, Austin, TX, 78797	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425471	CLM	Diana Howell	1946-09-28	UHC-87462-48	7825517719	6018 Apache Blvd, Dallas, TX, 75236	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418485	CLM	Ruth Bell	1991-06-20	—	6492200725	5894 Central Ave, Scottsdale, AZ, 85240	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430733	CLM	Sharun M Bnks	1989-05-03	UHC-04129-68	—	3155 Grand Ave, Charlotte, NC, 28226	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424123	CLM	Mark Espinoza	1949-06-23	UHC-64946-78	6428688761	6788 Ocean Ave, Mesa, AZ, 85259	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411579	CLM	Elijah Weber	1993-09-16	—	8218912138	6572 Washington St, Fresno, CA, 93780	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413994	CLM	Anna Clark	1952-04-05	UHC-98211-28	2444950357	7111 Lincoln Way, San Diego, CA, 92156	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-416616	CLM	Helen Ramos	1993-04-23	UHC-01503-78	—	5362 Grand Ave, Sacramento, CA, 95836	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400973	CLM	Carol Howard	1947-01-19	UHC-10532-70	—	6429 Park Pl, Jacksonville, FL, 32297	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
CLM-405304	CLM	Christine Hicks	1996-10-24	UHC-78226-48	—	4361 Canyon Rd, Scottsdale, AZ, 85277	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-403123	CLM	Arjun McDonald	1941-08-26	UHC-38130-42	—	2118 Meadow Ln, Orlando, FL, 32868	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413705	CLM	Beverly Ruiz	1972-02-15	UHC-85465-78	5218812450	159 Church St, Tempe, AZ, 85289	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409422	CLM	Jesse Q Hernandez	2008-10-08	—	—	2780 Forest Ave, Chandler, AZ, 85247	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411281	CLM	Bruce Morgan	2006-11-24	UHC-19389-24	3497162438	5416 Camelback Rd, Gilbert, AZ, 85252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432055	CLM	Tim Nguuyen	1947-08-09	UHC-94509-48	3913894004	4564 Park Pl, Charlotte, NC, 28213	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403516	CLM	Rebecca West	1951-05-23	—	2713634673	1859 Maple Ave, Charlotte, NC, 28290	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417444	CLM	Carolyn Guzman	1967-06-08	UHC-42076-73	4613107599	963 Bayshore Dr, Tucson, AZ, 85739	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401506	CLM	Dorothy Ray	1980-07-15	UHC-84925-59	9869724173	802 Church St, San Antonio, TX, 78250	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416339	CLM	Juan H Bradley	1979-09-17	UHC-92505-70	—	2720 Central Ave, San Antonio, TX, 78213	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409584	CLM	Jennifer Riley	1988-04-14	UHC-53110-32	6197331987	4639 Baseline Rd, Jacksonville, FL, 32286	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431841	CLM	Juan Williams	1981-08-04	—	8432327017	7824 Sunset Blvd, Los Angeles, CA, 90049	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422481	CLM	Jessica Reed	1945-08-10	UHC-81057-51	4493751119	3048 Cedar Ln, Minneapolis, MN, 55466	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-423705	CLM	Doris Barnes	1980-03-13	—	5865683394	9519 Washington St, Denver, CO, 80204	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415169	CLM	Isabella Robertson	1985-02-04	—	9884663862	1814 Jefferson Ave, Houston, TX, 77058	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417269	CLM	Elijah Smith	1982-08-13	—	9618841968	518 Desert Sky Blvd, Seattle, WA, 98134	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410122	CLM	Abigail N Hicks	1970-08-17	UHC-60211-80	7603337570	5753 Union St, Miami, FL, 33105	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428712	CLM	Jerry Guerrero	1976-01-23	UHC-49960-30	7894603497	9063 Palm Dr, Seattle, WA, 98115	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404487	CLM	Mason Duncan	1984-04-28	—	7874786941	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401323	CLM	Helen Morris	2002-02-12	—	4393300683	2782 Park Pl, Denver, CO, 80293	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418104	CLM	Billy Vega	1941-05-20	—	3883406916	6469 Hillcrest Rd, Chandler, AZ, 85210	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410257	CLM	Lauren Freeman	1969-08-13	UHC-21137-53	6083799972	5889 Oak St, Minneapolis, MN, 55438	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405765	CLM	Peter Mendoza	1959-08-05	UHC-10519-63	—	4978 Valley View Dr, Austin, TX, 78766	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401941	CLM	Carl Young	1960-02-05	UHC-27541-86	8897555220	6285 Valley View Dr, San Diego, CA, 92115	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402468	CLM	Ruth Webb	1951-05-07	UHC-49889-56	3723665548	6517 Baseline Rd, San Antonio, TX, 78200	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402467	CLM	Ruth Webb	1951-05-07	UHC-49889-56	3723665548	6517 Baseline Rd, San Antonio, TX, 78200	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412697	CLM	Virginia Porter	1959-12-12	—	8884730181	7329 Mesa Dr, Charlotte, NC, 28276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421982	CLM	Albert Diaz	1944-07-06	UHC-94730-52	7906992008	3720 Church St, Nashville, TN, 37298	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414837	CLM	Kathleen Q Turner	1939-03-01	UHC-07492-11	7428051949	8573 Park Pl, Mesa, AZ, 85268	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408513	CLM	Bobby Dominguez	2005-12-21	UHC-26590-88	8704841361	1263 Canyon Rd, Dallas, TX, 75265	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416299	CLM	Steven Y Guzman	1960-11-07	UHC-93254-06	6957930496	1507 Central Ave, Houston, TX, 77023	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407454	CLM	Jose Reyes	1982-09-22	UHC-82007-66	2755605024	3037 Willow Ct, Phoenix, AZ, 85074	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418957	CLM	Vincent Le	1947-02-13	—	9202898359	1141 Ocean Ave, Tempe, AZ, 85219	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430078	CLM	Joyce Hughes	1975-01-28	UHC-03319-12	—	4430 Park Pl, Atlanta, GA, 30309	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410767	CLM	Lauren Perry	1954-10-27	UHC-79257-94	9664326969	1166 Camelback Rd, Eden Prairie, MN, 55300	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405217	CLM	Carol Davis	1951-10-03	—	9155348032	8959 Cedar Ln, Nashville, TN, 37233	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423886	CLM	Sean Garrett	1941-08-10	UHC-63417-50	7509554676	3081 Indian School Rd, Tampa, FL, 33662	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400330	CLM	Marcus Mendoza	1995-05-19	UHC-40562-16	7039800274	9058 Maple Ave, Los Angeles, CA, 90037	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407169	CLM	Isabella Davis	1976-08-21	UHC-86806-72	4998355063	3286 Bayshore Dr, Atlanta, GA, 30333	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400629	CLM	Alexander Thompson	1999-03-02	—	8565110832	8452 Central Ave, Eden Prairie, MN, 55317	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 138 of 376Previous Next