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-412319	CLM	Alice L Alvarez	2007-10-06	—	—	1521 Harbor Blvd, Eden Prairie, MN, 55373	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404070	CLM	Abby Hunt	1979-11-28	UHC-64284-36	9834761383	8501 Park Pl, Houston, TX, 77002	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423640	CLM	Eugene A Morales	1976-03-11	UHC-18419-70	—	7390 Bayshore Dr, Austin, TX, 78766	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409554	CLM	Fatima Ramirez	1968-08-22	UHC-71900-08	—	3494 Hillcrest Rd, Dallas, TX, 75285	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412611	CLM	Jaremy Park	1943-06-19	UHC-53335-21	—	30 Meadow Ln, Las Vegas, NV, 89133	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415061	CLM	Gabriel Howell	1946-12-15	UHC-69512-86	8199638881	192 Oak St, Seattle, WA, 98172	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406353	CLM	Janice Hunt	1974-12-06	UHC-70664-95	5448154823	3006 Pine Dr, Chandler, AZ, 85247	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431879	CLM	Dorothy Fuller	1970-03-20	UHC-32368-14	3884557385	5100 Grand Ave, Charlotte, NC, 28272	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418626	CLM	Matthew B Li	1961-10-17	UHC-62155-73	6165322624	1754 Hillcrest Rd, Austin, TX, 78792	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403860	CLM	Ken Burns	1940-06-22	UHC-20662-45	2882544160	7495 Hillcrest Rd, Fresno, CA, 93731	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428154	CLM	Gloria Yang	1940-02-03	—	2156718263	9382 Indian School Rd, Orlando, FL, 32871	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411023	CLM	Amber Lawson	1966-10-18	UHC-06484-17	—	4988 Meadow Ln, Sacramento, CA, 95849	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427546	CLM	Joe Hicks	1963-10-13	—	—	3667 Meadow Ln, Phoenix, AZ, 85003	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
CLM-408639	CLM	Ana P Stawart	1943-05-23	—	7062527305	3121 Ridge Rd, Glendale, AZ, 85345	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432324	CLM	Tyler Daniels	1980-04-06	UHC-58970-27	—	1390 Hillcrest Rd, Las Vegas, NV, 89104	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417963	CLM	Camila Ryan	1986-10-28	UHC-46828-66	—	6745 Meadow Ln, Minneapolis, MN, 55425	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-401209	CLM	Ana Knight	1991-03-25	UHC-00824-54	—	3627 Lincoln Way, Gilbert, AZ, 85236	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404787	CLM	Robert D Gray	2002-09-01	—	2015048198	3886 Mesa Dr, San Diego, CA, 92165	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407956	CLM	Hananh Nguyen	1950-03-16	UHC-03763-39	5528619404	8533 Camelback Rd, Minneapolis, MN, 55441	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431330	CLM	Harold Nichols	1968-04-05	—	3885170909	4690 Cedar Ln, Mesa, AZ, 85289	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-430131	CLM	Hiroshi Lane	1996-01-03	UHC-98397-46	9253362561	8988 Mountain View Dr, Tempe, AZ, 85266	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421652	CLM	Mark Washington	2006-12-27	—	—	8968 Willow Ct, Miami, FL, 33173	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429818	CLM	Jacob K Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA, 30380	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-401120	CLM	Randy Gonzalez	1940-03-11	UHC-10363-68	—	5541 Ocean Ave, Las Vegas, NV, 89182	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401325	CLM	Logan Padilla	1976-02-04	—	5142744796	6627 Apache Blvd, Chandler, AZ, 85245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422235	CLM	Marilyn T West	1980-07-28	UHC-27302-30	—	4394 Apache Blvd, Glendale, AZ, 85329	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401815	CLM	Theresa Fowler	1979-04-14	—	—	6465 Broadway, Las Vegas, NV, 89188	0.76	Name re-cased Address re-cased City re-cased Gender normalised+2 more
CLM-419343	CLM	Jermey Gomez	1972-08-09	UHC-62554-77	6076441297	5315 Mesa Dr, Minneapolis, MN, 55462	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419711	CLM	Sean Morgan	2005-10-24	UHC-75819-92	6436372880	2936 Canyon Rd, Las Vegas, NV, 89133	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425216	CLM	Gary Delgado	1945-02-08	UHC-93041-31	—	8879 Valley View Dr, Fresno, CA, 93767	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412792	CLM	Robert Simmons	1947-10-08	UHC-52762-25	5082913918	1818 Maple Ave, San Diego, CA, 92157	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432706	CLM	Patrick Wells	1969-09-19	UHC-81827-11	—	8113 Church St, Nashville, TN, 37297	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-402024	CLM	Elijah Ray	2004-04-16	—	—	5905 Sunset Blvd, Mesa, AZ, 85267	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408933	CLM	Justin Bradley	2007-11-10	—	—	7735 Elm St, Scottsdale, AZ, 85225	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-402170	CLM	Kathryn Stone	1968-08-16	UHC-92523-76	—	428 Central Ave, Eden Prairie, MN, 55304	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419169	CLM	Judy Gutierrez	1944-10-11	UHC-68949-79	7269228240	893 Market St, Houston, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-403251	CLM	Jack Fisher	1998-07-20	—	—	2171 Mountain View Dr, Charlotte, NC	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-404338	CLM	Jeremy Brown	1990-07-05	—	4509950793	2225 Lake View Rd, Atlanta, GA, 30337	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422592	CLM	Karne Palmeer	1970-03-04	—	5954641418	5729 Valley View Dr, Glendale, AZ, 85300	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427839	CLM	Patricia Z Lawson	1963-01-04	UHC-61632-44	—	2289 Broadway, San Antonio, TX, 78251	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted City re-cased+2 more
CLM-403441	CLM	Mei Mitchell	1976-02-19	—	6125163897	3051 Camelback Rd, Seattle, WA	0.76	Phone reformatted City re-cased ZIP missing Email lower-cased+2 more
CLM-416086	CLM	Arjun Harris	1953-10-27	—	5147573995	777 Lake View Rd, Eden Prairie, MN, 55398	0.76	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+2 more
CLM-426806	CLM	Jessica Williamson	1963-09-19	—	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-409674	CLM	Kevin N Willis	1965-03-08	UHC-37185-19	3349820388	3862 Washington St, Denver, CO	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-401168	CLM	Maria Carroll	2000-04-04	—	7658012640	3988 Camelback Rd, Austin, TX, 78705	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-416573	CLM	Jacob Hall	2001-06-06	UHC-90583-09	9119985675	2618 Ridge Rd, Phoenix, AZ, 85094	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418460	CLM	Jack Y Dunn	2007-02-20	—	4384003779	414 Broadway, Nashville, TN, 37216	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-404734	CLM	Anna I Mason	1972-01-02	—	—	1783 Main St, Austin, TX, 78797	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-425892	CLM	Maria Freeman	2004-03-22	UHC-32653-89	9403892019	8019 Harbor Blvd, Tampa, FL, 33686	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428103	CLM	Bill V Hamilton	1950-11-11	UHC-67843-67	—	3320 Meadow Ln, Fresno, CA, 93739	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

5,235 rows, page 52 of 105Previous Next