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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420046	CLM	Isabella A Wallace	1955-09-12	—	4754751113	6211 Jefferson Ave, Miami, FL, 33141	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413983	CLM	Rachel Smith	1969-06-15	UHC-82124-92	—	7163 Market St, Seattle, WA, 98180	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-404340	CLM	Madison Armstrong	1973-10-11	—	9595884632	6205 Grand Ave, Plano, TX, 75071	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428754	CLM	Joan Coleman	2003-05-25	UHC-76680-53	5514246119	6592 Willow Ct, Tampa, FL, 33636	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407600	CLM	Daniel Hicks	1938-07-16	UHC-52172-92	5418310349	8578 Mesa Dr, Glendale, AZ, 85315	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413415	CLM	Bobby Miller	1995-01-10	—	3713143240	3637 Harbor Blvd, Tucson, AZ, 85759	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404781	CLM	Elijah Bishop	1965-08-08	—	4468109924	3542 Apache Blvd, Atlanta, GA, 30346	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420250	CLM	Tom Berry	1994-08-14	UHC-80771-70	4312346579	9827 Mountain View Dr, San Antonio, TX, 78274	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405974	CLM	Carl Bryant	1945-09-18	UHC-04665-45	2406638834	60 Ridge Rd, Minneapolis, MN, 55427	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420173	CLM	Jose Soto	2001-01-14	UHC-54396-76	8375356119	238 Harbor Blvd, Columbus, OH, 43256	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403612	CLM	Ronald Richardson	1961-04-12	UHC-28177-64	2028482643	7869 Grand Ave, Sacramento, CA, 95850	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-427944	CLM	Nicholas Garcia	1964-11-11	—	5799195898	9584 Hillcrest Rd, Eden Prairie, MN, 55370	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-413822	CLM	Madison Jenkins	1983-01-05	—	—	1615 Church St, San Diego, CA, 92128	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400071	CLM	Amebr Wells	1979-06-25	UHC-31236-97	2665950799	4421 Ocean Ave, Tampa, FL, 33680	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417800	CLM	Debra V Oliver	2005-11-05	UHC-96451-85	7474998161	676 Washington St, Columbus, OH, 43236	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421017	CLM	Joyce Rodriguez	1961-10-22	UHC-59693-27	5453912666	1800 River Rd, Gilbert, AZ, 85270	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412940	CLM	Heather Chapman	1981-12-02	UHC-90502-74	6795081731	7036 Park Pl, Minneapolis, MN, 55418	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412091	CLM	Judith Stephens	1965-01-01	—	7492547758	250 Lincoln Way, Phoenix, AZ, 85034	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417293	CLM	Debra C Matthews	1973-10-28	—	—	3697 Lake View Rd, Chandler, AZ, 85267	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421409	CLM	Hughes Aisha	2000-08-26	—	8806385741	5338 Cedar Ln # 606, Denver, CO, 80284	0.74	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-428731	CLM	Julie Henry	2003-09-22	—	7312680113	4006 Valley View Dr, Atlanta, GA, 30310	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405509	CLM	Larry Kim	1988-06-21	UHC-54455-56	6335073010	780 Church St, Minneapolis, MN, 55486	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424587	CLM	Janice Jordan	1966-03-24	—	3608398659	774 Washington St, Nashville, TN, 37275	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403929	CLM	Danielle T White	1999-07-17	UHC-49036-24	9699190327	5573 Bayshore Dr, Minneapolis, MN, 55470	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420446	CLM	Patrick Boyd	1977-05-24	UHC-93836-29	2188913290	7545 Mesa Dr, Mesa, AZ, 85230	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426021	CLM	Pamela Medina	1945-06-06	UHC-50999-12	3906878493	9511 Sunset Blvd, Sacramento, CA	0.74	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
CLM-414937	CLM	Tyyler Gray	2005-10-24	UHC-40253-88	—	3159 Harbor Blvd, Glendale, AZ, 85326	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-414619	CLM	Ethan Harvey	2008-03-27	UHC-94617-49	7688342068	8492 Harbor Blvd, Phoenix, AZ, 85098	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407883	CLM	Alice Hayes	2000-06-23	UHC-80765-96	3306052236	4125 Mesa Dr, Tucson, AZ, 85791	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406471	CLM	Lauren Jordan	1995-07-18	—	—	3684 Ridge Rd, Minneapolis, MN, 55492	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402204	CLM	Lucia Sims	2001-05-28	UHC-14376-95	4246702928	2837 Spring St, Dallas, TX, 75256	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410986	CLM	Adaam Wilson	1956-05-18	UHC-39581-26	—	8487 Hillcrest Rd, Houston, TX, 77025	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-415412	CLM	Mariana Peterson	1979-12-19	UHC-50156-37	8897922950	6743 Park Pl, Scottsdale, AZ, 85256	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416894	CLM	Jordan Mendez	1971-06-10	UHC-72598-96	6963667600	7025 Baseline Rd, San Antonio, TX, 78285	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431485	CLM	Patricia Robertson	1972-02-10	UHC-63151-88	8342676995	523 Desert Sky Blvd, Eden Prairie, MN, 55365	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404949	CLM	Nicole Rice	1995-03-17	—	2789631747	8696 Canyon Rd, Fresno, CA, 93785	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414954	CLM	Jose Padilla	1955-01-14	UHC-81594-89	—	8571 Highland Ave, Chandler, AZ, 85234	0.74	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-423659	CLM	Gloria G Wilson	1984-11-23	—	9643140894	4217 River Rd, Austin, TX, 78785	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430718	CLM	Amanda Guerrero	2007-07-09	—	—	3110 Jefferson Ave, Denver, CO, 80208	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428532	CLM	Gloria E Le	1946-04-05	UHC-07005-78	—	8903 Market St, Sacramento, CA, 95887	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416123	CLM	Carl Schmidt	1963-05-09	—	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401518	CLM	Ronald Gonzales	1951-05-19	—	—	2738 Central Ave, Jacksonville, FL, 32239	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-419867	CLM	Sntiago V Franklin	1961-12-08	—	5529835724	8471 Cedar Ln, Scottsdale, AZ, 85223	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418352	CLM	Bobby Wright	1995-04-03	—	—	8097 Central Ave, Eden Prairie, MN, 55323	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413690	CLM	Virginia Roberts	1992-01-18	UHC-23292-08	—	1146 Sunset Blvd, Los Angeles, CA, 90079	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402239	CLM	Marilyn Rojas	1965-11-15	—	8134084128	7257 Lake View Rd, Scottsdale, AZ, 85260	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419216	CLM	Heather Hunt	1943-08-23	—	—	2126 Lake View Rd, Seattle, WA, 98192	0.76	Name split from “Last, First”Date of birth reformatted City re-cased State code upper-cased+2 more
CLM-430858	CLM	Danielle A Welh	—	UHC-57613-39	7782453061	2220 Willow Ct, Tempe, AZ, 85215	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
CLM-417420	CLM	Juan Chen	1982-01-27	—	4955304633	9807 Church St, Nashville, TN, 37266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404366	CLM	Marilyn Willis	1997-06-15	UHC-30752-12	—	8924 Grand Ave, Atlanta, GA, 30334	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

5,235 rows, page 51 of 105Previous Next