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-420671	CLM	Russell Hart	1977-05-15	—	—	6357 Cedar Ln, Dallas, TX, 75218	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432748	CLM	Maria Fields	1944-03-23	—	—	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.50	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-429323	CLM	Jordan Robertson	1979-09-13	—	—	1875 Ocean Ave, Tempe, AZ, 85216	0.50	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+3 more
CLM-410765	CLM	Brittany Fowler	1948-04-11	—	7738311115	4303 Lake View Rd Apt 28, San Antonio, TX, 78274	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400698	CLM	Marcuus Collins	1946-03-20	UHC-00187-28	3772524734	3486 Harbor Blvd, Fresno, CA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-407227	CLM	Vincent Lee	1979-01-01	UHC-40504-25	6897745966	4326 Sunset Blvd, Houston, TX, 77068	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401292	CLM	Christopher Coleeman	1950-04-12	—	—	1911 Ocean Ave, Miami, FL, 33172	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-430580	CLM	Matthew K Long	1990-05-18	UHC-59379-93	—	5571 Meadow Ln, Glendale, AZ	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-418234	CLM	Eguene Soto	1991-01-02	—	—	9360 Lake View Rd, Eden Prairie, MN	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-415304	CLM	Amy Lawrence	2003-09-23	—	—	2012 Mountain View Dr, Denver, CO, 80247	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421445	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	9832385756	4713 Jefferson Ave, Tampa, FL, 33613	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-421446	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	9832385756	4713 Jefferson Ave, Tampa, FL, 33613	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-408945	CLM	Pat Lawis	1979-06-05	UHC-15634-12	6184234663	4359 Forest Ave, Nashville, TN, 37277	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400010	CLM	Ray Walsh	1951-11-03	UHC-09175-90	—	764 Baseline Rd, Seattle, WA, 98198	0.50	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-418782	CLM	Wei Ramos	1994-12-25	UHC-46923-40	4415881085	5493 Elm St, Gilbert, AZ, 85205	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417140	CLM	Valentina Wood	1989-02-20	—	—	464 Oak St, Gilbert, AZ, 85297	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-427971	CLM	Hannnah Bell	1960-01-21	—	9192858875	9030 Market St, Plano, TX, 75019	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418235	CLM	Debra Hill	1986-04-19	—	—	8220 Forest Ave Apt 15, Mesa, AZ, 85221	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426227	CLM	Samantha Morris	2004-09-22	—	8475354994	3973 Baseline Rd, Houston, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414528	CLM	Bryan Anderson	1956-03-03	—	—	2161 Meadow Ln, Orlando, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-402062	CLM	Barbara Jacobs	1984-08-03	—	5343695383	2168 Harbor Blvd, Scottsdale, AZ, 85245	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432418	CLM	Mateo Morneo	—	UHC-15058-84	5123038263	1447 Ridge Rd # 976, Tempe, AZ, 85299	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413134	CLM	Marilyn Aguilar	1989-02-22	—	—	4665 Baseline Rd, Chandler, AZ, 85235	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
CLM-406840	CLM	Jacob W Jenkins	1968-04-24	—	—	3294 Union St # 479, Glendale, AZ, 85355	0.50	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-417965	CLM	Sofia Ramirez	1976-11-13	—	4826615372	8190 Camelback Rd # 946, Jacksonville, FL	0.50	Phone reformatted Unit split from street City re-cased State name converted to code+3 more
CLM-418220	CLM	Stephen Brown	1992-11-14	—	—	2974 Baseline Rd, Austin, TX, 78743	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418998	CLM	Cynthia Mitchell	1944-10-20	—	3537354149	6540 Meadow Ln, Charlotte, NC, 28219	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408796	CLM	Denise Parker	1947-11-17	UHC-17727-44	—	1449 Central Ave, Tempe, AZ	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-421700	CLM	Mariana G Wilson	1947-07-01	—	—	4779 Canyon Rd, Dallas, TX, 75272	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423178	CLM	Kelly Lucas	1947-12-15	UHC-15635-05	—	6413 Meadow Ln, Seattle, WA, 98118	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-417588	CLM	Andrea Le	1957-02-16	UHC-70351-27	—	8785 Canyon Rd # 219, Sacramento, CA, 95854	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408122	CLM	Jason Mason	1983-09-02	UHC-84953-50	5278808118	6011 Washington St Apt 11, Sacramento, CA, 95800	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425167	CLM	Randy Jensen	2008-05-28	—	4107448684	7270 Ridge Rd, Austin, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411546	CLM	Maria Snyder	1966-05-27	UHC-84820-97	—	5805 Mountain View Dr, Denver, CO, 80255	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-420402	CLM	Carol Ortega	1996-01-15	UHC-51717-73	5967803069	5241 Central Ave Apt 18, Tampa, FL, 33612	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432665	CLM	Zachary Allen	1997-01-10	—	—	2122 Union St, Plano, TX, 75021	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-413780	CLM	Gloria Ray	1982-06-02	—	8232773658	64 Central Ave, Tucson, AZ, 85712	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428898	CLM	Dan Ward	1941-04-15	UHC-94840-20	—	2104 Palm Dr, Denver, CO, 80294	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-422641	CLM	Deborah Wilils	1974-02-17	—	—	2399 Harbor Blvd, Miami, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407502	CLM	Camila A Sandovval	1972-06-25	—	6153861685	7717 Ocean Ave, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418592	CLM	Catherine Coleman	2004-08-12	UHC-75249-39	5508284224	4690 Camelback Rd, San Antonio, TX, 78292	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-403788	CLM	Samuel Ramireez	1986-05-28	UHC-35438-68	—	895 Church St, Glendale, AZ, 85376	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-419681	CLM	Olivia Z Arnold	—	UHC-48489-95	—	824 Forest Ave, Plano, TX, 75049	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-414647	CLM	Santiago Wong	1981-08-16	—	2385627689	7006 Mesa Dr, Jacksonville, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416533	CLM	Alexander Perkins	1959-03-26	UHC-60662-97	7164336395	26 Camelback Rd Apt 21, Plano, TX	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426066	CLM	Charles Tucker	1961-02-23	—	—	6126 Indian School Rd, Mesa, AZ, 85219	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-423939	CLM	Gerald Foster	—	—	—	8689 Jefferson Ave # 482, Tucson, AZ, 85762	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-410259	CLM	Fatima Sandoval	1987-09-14	UHC-28392-80	8956615193	1902 Mountain View Dr, Denver, CO, 80295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402646	CLM	Joyce Armstrong	1968-01-03	—	—	7518 Desert Sky Blvd # 468, Houston, TX, 77024	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-412489	CLM	Henry Nguyen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more

18,771 rows, page 24 of 376Previous Next