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-406838	CLM	Marilyn Peters	2008-04-10	UHC-57980-91	7704149392	9318 Elm St, Plano, TX, 75046	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423403	CLM	Carolyn Martin	1986-03-17	—	4282790462	5919 Church St, Plano, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-416578	CLM	Deb Price	—	UHC-27304-07	—	6605 Highland Ave, Phoenix, AZ, 85095	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-429292	CLM	Padilla Ann	2008-10-04	UHC-67047-34	—	6081 Lake View Rd Apt 17, Minneapolis, MN, 55439	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421880	CLM	Ruth White	—	UHC-31890-56	—	262 Washington St, Los Angeles, CA, 90041	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-424840	CLM	Alan Dean	1956-02-21	—	—	5565 Central Ave, Miami, FL, 33138	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400908	CLM	Ronald Cooper	1946-10-28	UHC-75874-34	—	9401 Union St, Las Vegas, NV, 89132	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-424204	CLM	Kayla U Wood	1999-01-05	UHC-10376-99	—	834 Highland Ave, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-432211	CLM	Catherine B Contreras	2003-10-05	UHC-25346-21	—	8672 Sage Ct, Scottsdale, AZ, 85289	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408677	CLM	Janice Burton	1955-04-03	—	—	5988 Baseline Rd, Seattle, WA, 98179	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430208	CLM	Paul R Carpenter	—	UHC-05394-16	7899629940	3274 Desert Sky Blvd, Plano, TX, 75044	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410431	CLM	Katherine Hansen	—	—	8842003686	9220 Lake View Rd, Los Angeles, CA, 90064	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403118	CLM	Doris H Weber	1959-08-24	—	—	851 Mountain View Dr Apt 40, Chandler, AZ, 85236	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405853	CLM	Kelly Aguilar	—	—	2432705425	5312 Ridge Rd, San Antonio, TX, 78246	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401601	CLM	Michelle Greene	1957-03-15	—	6157187595	3486 Camelback Rd, Eden Prairie, MN, 55341	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-431112	CLM	Patricia Burns	1954-03-14	UHC-97556-39	8142534914	8332 Washington St, San Diego, CA, 92177	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401031	CLM	Kelly A Robertson	1953-07-20	UHC-92382-34	9597759514	9873 Mountain View Dr, Tucson, AZ, 85786	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted State name converted to code+2 more
CLM-406487	CLM	Steven Schmidt	1995-02-05	UHC-49596-79	7397263855	8944 Central Ave, Orlando, FL, 32870	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400109	CLM	Priya Griffin	1949-11-04	UHC-95233-69	9116045800	229 Elm St, Atlanta, GA, 30360	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429926	CLM	Mariana Sullivan	1995-08-21	UHC-13963-60	—	2901 Central Ave, Columbus, OH, 43200	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405827	CLM	Fields Mayr	1988-03-05	UHC-83147-55	6723571152	9296 Oak St, Gilbert, AZ, 85248	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408157	CLM	Amy Freeman	—	UHC-93204-01	—	2646 Desert Sky Blvd, Sacramento, CA, 95895	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-411213	CLM	Stephanie Z Torres	2006-11-14	UHC-99975-09	—	3934 Forest Ave, Mesa, AZ, 85295	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-415001	CLM	Alan J Hfofman	1971-07-28	UHC-60711-43	5624324799	5888 Church St, Mesa, AZ, 85247	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419812	CLM	Margaret G Chavez	1972-11-16	—	9282038691	27 Sage Ct, Seattle, WA, 98131	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429959	CLM	Jerry Dean	1977-11-14	—	—	5719 Lincoln Way, Charlotte, NC	0.64	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
CLM-429242	CLM	George Q Howell	—	—	—	—	0.64	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+2 more
CLM-421841	CLM	Philip Owens	2004-08-19	—	—	391 Sunset Blvd, Fresno, CA, 93797	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-400393	CLM	Ethan Lewis	1948-02-25	UHC-22221-92	—	5473 Lincoln Way, Houston, TX, 77041	0.64	Name split from “Last, First”City re-cased Gender normalised Plan code upper-cased+2 more
CLM-419698	CLM	Ralph Fisher	1980-10-06	UHC-03677-05	—	4339 Elm St # 241, Charlotte, NC, 28268	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431831	CLM	Maria Hart	1957-06-22	—	—	6164 Oak St, Tempe, AZ, 85263	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-424384	CLM	Steve Campbell	1987-11-27	—	7257192835	4595 Union St # 765, Plano, TX, 75099	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430357	CLM	Ryan Morgan	1999-03-04	UHC-41447-09	2786929304	4448 Church St, Chandler, AZ, 85232	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-419444	CLM	Joe Bishop	1966-10-26	UHC-58513-77	9089607735	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420957	CLM	Dennis Baker	1960-04-15	UHC-04952-25	7579563538	954 Sunset Blvd Apt 19, Scottsdale, AZ, 85288	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422289	CLM	Danielle Kennedy	1951-09-09	UHC-96120-70	7155947020	3051 Camelback Rd, Tampa, FL, 33601	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408441	CLM	Sean V Sanders	2004-02-05	UHC-48053-23	—	3327 Grand Ave, Scottsdale, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424262	CLM	Lawrence Carpenter	1948-04-25	—	—	132 Valley View Dr, Columbus, OH, 43281	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-417297	CLM	Lawrence Chapman	1975-10-20	—	—	3172 Ocean Ave, Austin, TX, 78770	0.64	State code upper-cased ZIP+4 trimmed Email lower-cased Gender normalised+2 more
CLM-425335	CLM	Marcus Porter	1949-11-29	—	2345966785	958 Market St # 936, Fresno, CA, 93784	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427713	CLM	Jennifer McCoy	1950-09-26	UHC-92337-58	—	8713 Main St, Nashville, TN, 37208	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429070	CLM	Catherine Sanchez	2004-06-08	UHC-09685-12	3179904730	9542 Mountain View Dr Apt 29, Charlotte, NC, 28231	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405846	CLM	Lori Allen	1972-01-06	UHC-66446-36	6232845986	8219 Bayshore Dr, Denver, CO, 80213	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419823	CLM	Randy J Guzman	1967-11-04	UHC-25385-67	—	5574 Elm St, Houston, TX, 77011	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-418570	CLM	Susan Alvarez	1965-11-01	UHC-58484-22	—	8399 River Rd, San Diego, CA, 92108	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420952	CLM	Hiroshi Montgomery	1976-04-17	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417146	CLM	Lucia White	1991-07-18	UHC-66434-91	—	4563 Lincoln Way, Sacramento, CA, 95853	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423941	CLM	Marcus Myers	1949-12-23	UHC-16071-16	—	2919 Harbor Blvd # 295, Scottsdale, AZ, 85218	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428407	CLM	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428406	CLM	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 96 of 376Previous Next