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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409914	CLM	Gerald Reyes	1994-04-26	UHC-79915-58	6528566521	3662 Grand Ave, Gilbert, AZ, 85209	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420716	CLM	Sandra Owens	1972-03-03	UHC-34059-29	—	7000 Harbor Blvd Apt 16, Chandler, AZ, 85271	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-402224	CLM	Kimberly Morris	1946-08-16	—	—	3790 River Rd Apt 2, Tucson, AZ, 85792	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400426	CLM	Jacqueline Chen	1997-08-07	UHC-37309-92	—	5143 Grand Ave, Los Angeles, CA	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428471	CLM	Kyle Brown	2002-05-02	UHC-94017-83	2363788633	901 Lincoln Way Apt 11, Seattle, WA, 98137	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430583	CLM	Ahmed H Sullivan	—	UHC-97738-74	—	8848 Desert Sky Blvd, Charlotte, NC, 28296	0.40	Middle initial moved out of first name Date of birth unreadable Phone missing area code Street suffix standardised+2 more
CLM-410993	CLM	Carlos Alvarez	1946-05-24	UHC-45709-79	—	2196 Harbor Blvd, Houston, TX, 77096	0.40	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-419879	CLM	DJunk	1968-12-08	UHC-94194-46	4385848749	3230 Oak St, Houston, TX, 77092	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408488	CLM	Austin Dominguez	1943-02-20	UHC-60615-04	—	6619 Main St, Glendale, AZ, 85320	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-423246	CLM	Sophia Lawrenke	1989-05-04	—	—	2752 Valley View Dr, Charlotte, NC, 28215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410025	CLM	Andrea Morris	—	UHC-84486-67	—	3845 Maple Ave, Denver, CO, 80280	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-416791	CLM	Park Luis	1961-06-19	UHC-49347-27	7889236984	7004 Harbor Blvd, Sacramento, CA, 95876	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429873	CLM	Amber James	1942-02-27	UHC-46412-55	8398607413	3347 Forest Ave, Sacramento, CA	0.40	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+2 more
CLM-407461	CLM	Carolyn M Palmer	—	—	—	1182 Apache Blvd, Orlando, FL, 32886	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-405782	CLM	Matthew Ryan	—	—	—	2434 Willow Ct, Eden Prairie, MN, 55386	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-416413	CLM	Nancy I Sandoval	1983-11-03	UHC-95939-67	9558260487	2398 Desert Sky Blvd, Scottsdale, AZ, 85284	0.40	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414951	CLM	Kathryn Gonzalez	1988-08-13	UHC-91606-76	—	4472 Main St, Minneapolis, MN	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-420653	CLM	Jacob Z Carpenter	—	UHC-24720-46	—	5511 Mountain View Dr, Tempe, AZ	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-415699	CLM	Judy Burns	1980-12-09	—	—	3367 Maple Ave Apt 35, Seattle, WA, 98109	0.42	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413189	CLM	Sophia Estrada	1992-09-22	UHC-67827-54	—	2462 Elm St, Tucson, AZ, 85779	0.42	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-412922	CLM	Lucia Little	2008-01-04	UHC-70129-25	9542185645	5507 Mesa Dr, Miami, FL, 33115	0.42	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431824	CLM	Tyler D Garza	1981-11-03	UHC-04182-51	—	4587 Maple Ave # 722, San Antonio, TX, 78207	0.44	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+6 more
CLM-425458	CLM	Edward Reyes	2004-09-24	UHC-07461-95	—	8191 Pine Dr Apt 7, Denver, CO, 80204	0.44	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+6 more
CLM-408907	CLM	Gerald Maldonado	1995-11-12	UHC-91427-57	—	1415 Indian School Rd, Las Vegas, NV, 89111	0.44	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+6 more
CLM-402488	CLM	Susan Bell	1980-04-10	UHC-59959-19	2658995802	6313 Jefferson Ave, Los Angeles, CA, 90023	0.44	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-425779	CLM	Mark Long	1976-08-26	UHC-50062-61	3155420342	365 Camelback Rd # 468, Seattle, WA, 98171	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-420844	CLM	Jacob Jensen	1942-01-19	UHC-74692-41	4237326649	5608 Meadow Ln, Denver, CO	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-406009	CLM	Gerald Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct # 324, Gilbert, AZ, 85254	0.44	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
CLM-412268	CLM	David W Hansen	2004-02-20	UHC-62023-76	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.44	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+6 more
CLM-423639	CLM	Eugene Morales	1976-03-11	UHC-18419-70	5559934176	7390 Bayshore Dr Apt 30, Austin, TX, 78766	0.44	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
CLM-413217	CLM	Mark F Maldonado	1990-06-11	UHC-07588-91	5335139184	925 Central Ave, Eden Prairie, MN, 55325	0.44	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-415276	CLM	Camila Brown	1951-11-17	UHC-87174-49	6099803556	3113 Forest Ave, Orlando, FL, 32832	0.44	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
CLM-432054	CLM	Amy H Gilbert	1973-11-04	UHC-06665-71	5653631605	4705 Mountain View Dr Apt 18, San Antonio, TX, 78229	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-400712	CLM	Stephen Murphy	1955-10-14	UHC-00291-43	6837202601	9309 Ridge Rd, Nashville, TN	0.44	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
CLM-417084	CLM	Russell Matthews	1964-12-28	UHC-68793-97	—	8711 Union St Apt 5, San Antonio, TX, 78245	0.44	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+6 more
CLM-413656	CLM	Amy Sandoval	1978-01-28	UHC-15452-48	4882054874	7809 Sunset Blvd, Charlotte, NC	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
CLM-409594	CLM	Isabella Parker	1955-02-11	UHC-22975-41	3803155498	3506 Grand Ave, Glendale, AZ	0.44	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
CLM-406806	CLM	Patty Hart	1974-05-14	—	2888272392	6473 Jefferson Ave, Phoenix, AZ	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-410506	CLM	Joyce Roberts	2007-01-12	UHC-91571-60	3377074840	2751 Jefferson Ave, Los Angeles, CA, 90046	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-406590	CLM	Mateo Castro	1969-09-04	—	6102596581	8933 Bayshore Dr, Mesa, AZ, 85278	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-422843	CLM	Kathleen Alvarado	2006-09-04	UHC-63954-89	9107986533	1905 Sage Ct, Columbus, OH, 43226	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
CLM-400939	CLM	Roger Clark	1985-04-20	—	7485158732	1018 Grand Ave # 590, Nashville, TN, 37221	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-419121	CLM	Jake Espinoza	1942-06-20	UHC-07841-77	5704838208	2984 Desert Sky Blvd # 755, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
CLM-419178	CLM	Jordan P Flores	1964-08-10	—	8037133806	8436 Jefferson Ave, Tempe, AZ, 85230	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-426877	CLM	Alexander Estrada	2004-12-02	UHC-81386-36	8435691803	2506 Indian School Rd, Houston, TX, 77036	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-420211	CLM	Denise Berry	1943-01-02	UHC-93903-61	7039931159	6018 Maple Ave, Nashville, TN	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-411775	CLM	Eric Elliott	1950-09-19	—	3773931327	6054 Forest Ave Apt 37, Las Vegas, NV, 89146	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-408173	CLM	Kenneth Kellly	1966-06-27	UHC-11325-94	4895881399	6640 Indian School Rd # 198, Tucson, AZ, 85722	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-409127	CLM	Robert Pierce	1988-03-04	—	2443713021	3041 Hillcrest Rd, Houston, TX, 77072	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-426990	CLM	Martah P Jenkins	—	UHC-38108-73	2944769082	8650 Apache Blvd Apt 4, Sacramento, CA, 95821	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more

16,411 rows, page 10 of 329Previous Next