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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416331	CLM	Ellis Gerald	1985-06-11	—	4103588512	589 Mountain View Dr # 525, Tempe, AZ, 85252	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-424978	CLM	Denise Anderson	1987-05-16	—	2936129893	3970 Market St # 834, Las Vegas, NV, 89189	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-402098	CLM	Brittany Taylor	1982-05-25	UHC-75127-09	6858117945	6710 Valley View Dr, Mesa, AZ, 85299	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-420193	CLM	Wei Miller	1949-03-27	UHC-77831-87	6977770510	3062 Camelback Rd, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-417786	CLM	Walter Chavez	1994-05-07	—	3416809590	7980 Maple Ave, Austin, TX, 78761	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-426200	CLM	Cheryl Padilla	1978-04-06	UHC-20056-04	6446686372	9498 Forest Ave, Tempe, AZ, 85260	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-401362	CLM	Cheryl Chen	1997-10-27	UHC-19223-34	3213310797	3073 Park Pl, Plano, TX, 75093	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-403949	CLM	John W Perkins	1943-11-03	UHC-89638-37	2463731624	9781 Harbor Blvd Apt 1, Houston, TX	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-422936	CLM	Susan X Webb	1952-10-06	—	—	2347 Lincoln Way # 613, Eden Prairie, MN, 55390	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-415050	CLM	Vincent Gutierrez	1979-05-28	—	6807536539	4765 Hillcrest Rd, Sacramento, CA, 95899	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-432158	CLM	Amber A Greene	1989-06-27	—	2667403546	239 Oak St, Scottsdale, AZ, 85290	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-429611	CLM	Gary Graham	1991-05-19	UHC-98479-75	—	6136 Willow Ct, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-400401	CLM	Payne Diego	1962-04-18	UHC-65200-03	7578067166	9440 Mountain View Dr # 763, Scottsdale, AZ, 85213	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-416622	CLM	Wayne Bailey	2007-07-10	—	7077290054	8816 Forest Ave Apt 19, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-405667	CLM	Jacqueline V Fowler	1999-12-16	—	2752865146	1885 Central Ave, Jacksonville, FL, 32221	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-426550	CLM	Amanda R Hill	2001-08-08	UHC-75623-64	9328061406	6405 Desert Sky Blvd # 144, Charlotte, NC, 28299	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-405836	CLM	Vincent N Diaz	1982-11-18	—	—	8142 Oak St # 687, Fresno, CA, 93735	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-420464	CLM	Patrick Valdez	1950-04-27	UHC-71408-63	—	5078 Canyon Rd Apt 38, Minneapolis, MN, 55432	0.46	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+5 more
CLM-412436	CLM	Bobby Wetson	1997-02-10	UHC-36535-02	—	9708 Palm Dr, Tampa, FL, 33656	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-418748	CLM	Tony Taylor	2004-02-11	UHC-75125-22	4845118648	1177 Sage Ct, San Antonio, TX, 78208	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-430113	CLM	William Ray	1943-10-22	UHC-70885-47	4629397323	3317 Indian School Rd # 876, Glendale, AZ, 85372	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-420907	CLM	Noah Mendez	1984-04-12	UHC-58028-49	—	7772 Ridge Rd, Glendale, AZ, 85382	0.46	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
CLM-424206	CLM	Jack Hart	2002-11-04	UHC-64143-01	4954677671	3096 Lake View Rd Apt 7, Tempe, AZ, 85271	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-431068	CLM	Aelxander C Reed	2007-01-17	—	—	3769 Meadow Ln, Columbus, OH, 43221	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+5 more
CLM-402286	CLM	Olivia Grant	1994-07-23	UHC-50903-76	—	631 Camelback Rd, Charlotte, NC, 28253	0.46	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-414996	CLM	Lauren H Moreno	1998-10-13	UHC-40660-98	2462415841	7155 Ocean Ave, Plano, TX	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-405980	CLM	Luis Reynolds	1946-04-03	UHC-81820-65	4052645021	5142 Baseline Rd, Tucson, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
CLM-402256	CLM	Debra Hoffman	1989-03-03	UHC-99555-59	8427103412	9110 Grand Ave, Scottsdale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-429371	CLM	Logan P Sanders	1963-11-27	—	6994950698	5114 Forest Ave, Fresno, CA, 93769	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-432545	CLM	Jdy Wells	1989-06-18	—	—	5771 Indian School Rd, Scottsdale, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
CLM-423417	CLM	Emily Snyder	1990-07-08	—	—	5701 Hillcrest Rd, Seattle, WA, 98150	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-408836	CLM	Charles F Edwards	1939-11-15	UHC-50789-07	6846964615	7460 Bayshore Dr Apt 26, San Antonio, TX, 78220	0.46	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
CLM-415715	CLM	Charlotte Lopez	1943-04-20	UHC-02280-02	6534522422	1647 Spring St, Tempe, AZ, 85236	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-422653	CLM	Lori Li	2000-05-16	UHC-86987-56	2137529288	7785 Ocean Ave, San Diego, CA, 92124	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-421623	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	—	8846 Apache Blvd # 256, Seattle, WA	0.46	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
CLM-416927	CLM	Jeremy L Reed	1948-03-21	UHC-59517-34	3464800666	8795 Valley View Dr # 754, Nashville, TN, 37237	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-417712	CLM	Lori Contreras	1964-02-14	UHC-34891-72	8594720235	5981 Maple Ave, Dallas, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406778	CLM	Alexander L Hunt	2003-02-22	UHC-71385-53	5186728875	2344 Church St, Miami, FL, 33166	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-431909	CLM	Zachary Ramos	2005-02-23	—	4659933339	9573 Valley View Dr, Miami, FL, 33173	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406098	CLM	Philip White	1963-09-19	UHC-62738-03	—	9889 Canyon Rd, Chandler, AZ	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409533	CLM	Sharno Morrison	1990-09-15	UHC-24318-58	7494516232	2424 Cedar Ln Apt 26, Seattle, WA, 98157	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-404454	CLM	Larry F Martin	2001-01-13	—	—	4620 Valley View Dr, San Antonio, TX, 78256	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411966	CLM	Megan Herrera	1991-02-23	—	7087172970	4453 Indian School Rd Apt 40, Denver, CO	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-423625	CLM	Eric Simpson	1998-10-18	UHC-65773-70	9843752110	8776 Canyon Rd, Columbus, OH, 43289	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-417175	CLM	Shirley Bennnett	1955-08-22	—	—	8915 Canyon Rd, Plano, TX, 75024	0.48	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-402074	CLM	Michael Boyd	1992-07-23	UHC-19257-78	—	5328 Ridge Rd, San Antonio, TX, 78231	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411571	CLM	Glora Lynch	1980-11-13	UHC-57656-67	3779757975	4678 Grand Ave Apt 17, Tempe, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-427352	CLM	—Junk	1966-06-01	UHC-51600-71	7862061920	2572 Hillcrest Rd, Miami, FL, 33111	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427850	CLM	Dlyan Cole	2004-07-01	UHC-93588-47	—	6513 Cedar Ln, Phoenix, AZ, 85086	0.48	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-416040	CLM	Kathryn A Hayes	1971-09-11	UHC-11060-89	5584057733	9284 Cedar Ln, Jacksonville, FL, 32261	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more

10,559 rows, page 4 of 212Previous Next