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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415710	CLM	George Weaver	1982-06-25	UHC-02449-55	4384378463	1304 Bayshore Dr, Nashville, TN, 37281	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429005	CLM	Denise L Tran	1994-09-08	UHC-63547-06	8364470391	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400801	CLM	Randy Sanchez	1962-01-09	—	6478829925	3993 Elm St, Chandler, AZ, 85218	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408744	CLM	Noah Carroll	1986-11-02	UHC-13848-99	5354704039	9547 Sage Ct, Austin, TX, 78758	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405151	CLM	Cynthia Wheeler	1967-04-23	UHC-95456-05	4642145610	5995 Jefferson Ave, San Antonio, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-417974	CLM	Douglas Z Gonzales	1991-07-21	UHC-51488-52	7442195854	1017 Apache Blvd, Dallas, TX, 75218	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Plan code upper-cased+1 more
CLM-424193	CLM	Beverly Grant	2001-05-07	UHC-75207-50	8055355676	6197 River Rd, Minneapolis, MN, 55477	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-429851	CLM	Marilyn Simmons	1973-12-07	UHC-99209-98	2787021808	9393 Harbor Blvd, Los Angeles, CA, 90020	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418075	CLM	Kelly Powell	1984-05-14	UHC-57639-35	6033866345	1647 Oak St, Gilbert, AZ, 85212	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-415138	CLM	Mei Jordan	1974-06-14	—	7322813810	8501 Canyon Rd, Tampa, FL, 33632	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403254	CLM	Jean Contreras	1943-06-21	—	2555930153	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-415865	CLM	Scott Cox	1940-09-18	UHC-67372-25	7692414322	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420654	CLM	Jlie Kelly	1984-06-24	UHC-04129-50	9223612848	6254 Broadway, Scottsdale, AZ, 85298	0.78	Name re-cased Phone reformatted Address re-cased ZIP+4 trimmed+1 more
CLM-413950	CLM	Pal Hughes	1999-07-16	UHC-04092-93	7144133137	9635 Palm Dr, Charlotte, NC, 28225	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421306	CLM	Judy Ruiz	1995-01-19	UHC-17475-99	3034128171	7197 Church St, Nashville, TN, 37239	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421831	CLM	Carl Santos	1988-03-04	—	3092747997	967 Valley View Dr, Tempe, AZ, 85227	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419513	CLM	Camila X Jensen	1949-11-25	UHC-66295-51	7405475384	612 Central Ave, Fresno, CA, 93771	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427367	CLM	Mary Carroll	2002-08-18	UHC-52050-46	8658569274	2762 Maple Ave, Orlando, FL, 32886	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419586	CLM	Karen Stewart	—	—	3985202442	6295 Lincoln Way, Tempe, AZ, 85228	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-402913	CLM	Doris R Coleman	2007-01-26	UHC-38524-53	7166325665	3965 Market St, Columbus, OH, 43279	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-417129	CLM	Diego Q Wood	1998-05-03	—	7676343463	7733 Mountain View Dr, Minneapolis, MN, 55444	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-424340	CLM	Helen Lee	1953-10-23	UHC-14813-54	3299467305	1564 Mesa Dr, Mesa, AZ, 85269	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402855	CLM	Logan James	1945-04-28	—	6216290586	8683 River Rd, Chandler, AZ, 85280	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411441	CLM	Jean Ramos	1962-04-03	—	6334280425	2365 Jefferson Ave, Seattle, WA, 98157	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-413488	CLM	Cynthia Sandoval	2002-04-06	UHC-40936-82	8522717482	9753 Lake View Rd, Austin, TX, 78787	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408629	CLM	Theresa Munoz	1941-06-25	—	8789573749	5154 Harbor Blvd, Tampa, FL, 33671	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-405514	CLM	Kathryn Lawson	1941-09-02	UHC-96469-23	4396118559	6143 Washington St, San Antonio, TX, 78274	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405440	CLM	Jesse Hughes	1956-06-22	—	2996991175	4783 Valley View Dr, Phoenix, AZ, 85059	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-406363	CLM	Jordan K Richards	1964-04-15	UHC-99630-40	8915290762	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-405193	CLM	Benjamin Hunt	1993-07-05	—	4923271607	8179 Indian School Rd, Atlanta, GA, 30372	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432341	CLM	Walter P Rice	1977-12-07	—	6658608479	5345 Maple Ave, San Diego, CA, 92113	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420056	CLM	Robert Webb	1957-10-24	—	6373141637	8160 Park Pl, San Diego, CA, 92118	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426341	CLM	Bradley Barnes	1967-01-17	UHC-82109-20	9392818172	6202 Meadow Ln, Austin, TX, 78700	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-426340	CLM	Bradley Barnes	1967-01-17	UHC-82109-20	9392818172	6202 Meadow Ln, Austin, TX, 78700	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-418997	CLM	Maria Schmidt	1985-08-21	UHC-33033-18	8036778112	4552 Canyon Rd, Dallas, TX, 75272	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400370	CLM	Grace Buron	1981-01-26	—	2889449993	8064 Maple Ave, Columbus, OH, 43279	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416836	CLM	Terry B Gomez	1945-07-27	UHC-19314-17	8334702911	9617 Lake View Rd, Denver, CO	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-425985	CLM	Michelle Jimenez	1994-09-17	—	6563898913	5351 Hillcrest Rd, Scottsdale, AZ, 85255	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415435	CLM	Matthew Gilbert	1950-10-25	UHC-74569-95	7169421920	8101 Bayshore Dr, San Diego, CA, 92198	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421902	CLM	Alexis Price	1958-09-09	UHC-80433-48	9034940566	1324 Main St, Scottsdale, AZ, 85248	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402563	CLM	Karen Johnston	1998-12-24	—	8999727622	5990 Palm Dr, Miami, FL, 33168	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427962	CLM	Ralph F Harper	2008-03-13	UHC-54586-42	6028804067	—	0.78	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
CLM-400877	CLM	Justin Gordon	2006-04-25	—	9728213135	9124 Union St, Glendale, AZ, 85388	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-413788	CLM	Alice Baker	1952-04-16	—	7382400525	2666 Church St, Gilbert, AZ, 85211	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413108	CLM	Kenneth S Perkins	2003-07-24	UHC-16787-95	3046370785	4677 Valley View Dr, Scottsdale, AZ, 85266	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425332	CLM	Pmaela Wilson	1970-02-07	UHC-86455-03	4312669135	1186 Church St, Orlando, FL, 32888	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404934	CLM	Vincent Y Howard	1993-07-20	UHC-15428-40	6795633875	1898 Meadow Ln, Fresno, CA, 93715	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404933	CLM	Vincent Y Howard	1993-07-20	UHC-15428-40	6795633875	1898 Meadow Ln, Fresno, CA, 93715	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420804	CLM	Elizabeth Bishop	1956-12-27	UHC-78286-67	9679944942	5904 Harbor Blvd Apt 12, Plano, TX, 75067	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
CLM-423048	CLM	Alaan Adams	1967-08-10	—	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more

11,960 rows, page 145 of 240Previous Next