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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431821	CLM	Cheryl Chavez	1942-11-18	UHC-63288-21	5237583490	4883 Indian School Rd, Atlanta, GA, 30369	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417031	CLM	Frank Knight	1986-12-16	UHC-31257-06	9645119229	4119 Mesa Dr, Gilbert, AZ, 85201	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431314	CLM	Joshua Guerrero	1963-09-04	—	6243763251	7674 Baseline Rd, Dallas, TX, 75246	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417618	CLM	Julie Murphy	1984-05-04	UHC-68695-89	9393807920	9070 Ocean Ave, Las Vegas, NV, 89164	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400944	CLM	Amber Walker	1993-08-19	—	7785053188	6562 Elm St, Orlando, FL, 32846	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424034	CLM	Megan Kim	2007-03-28	—	8206878393	7004 Cedar Ln, Tampa, FL, 33672	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-426552	CLM	Mason Palmer	2005-01-19	—	3714733434	334 Lincoln Way, Atlanta, GA, 30351	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418952	CLM	Omar Hunt	1938-05-20	—	4543629865	9314 Bayshore Dr, Los Angeles, CA, 90085	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403697	CLM	Christina L Burke	1976-06-13	UHC-19046-98	4377423752	5791 Cedar Ln, Glendale, AZ, 85314	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429883	CLM	Valentina Perry	1958-07-19	—	6945792409	4222 Maple Ave, Nashville, TN, 37234	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404761	CLM	Robert Perkins	1968-11-24	UHC-38217-24	6955273693	7520 Ocean Ave, Jacksonville, FL, 32240	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404760	CLM	Robert Perkins	1968-11-24	UHC-38217-24	6955273693	7520 Ocean Ave, Jacksonville, FL, 32240	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416066	CLM	Jeffrey Cooper	1969-05-25	—	2899674606	4452 Elm St, San Antonio, TX, 78210	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409283	CLM	Janice Montgomery	2005-11-28	UHC-33646-35	8437484101	5292 Union St, Jacksonville, FL, 32272	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405138	CLM	Samantha T Robertson	2000-01-20	UHC-20604-49	3308850380	3875 Ocean Ave, Houston, TX, 77045	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-428589	CLM	Ana Carr	1981-08-17	UHC-99021-58	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-418269	CLM	Walter Stewart	1987-11-13	UHC-24161-31	—	6528 Camelback Rd, Gilbert, AZ, 85218	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-423601	CLM	Aaron Rojas	1938-03-27	—	4493701999	7749 Mesa Dr Apt 24, Gilbert, AZ, 85225	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
CLM-411723	CLM	Julia D Jensen	1964-03-28	UHC-01842-56	8856956043	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-404593	CLM	Eugene Tucker	1989-07-13	—	—	9002 Maple Ave, Glendale, AZ, 85380	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418974	CLM	Elizabeth Simmons	1985-06-17	—	9257653754	9041 Baseline Rd, Fresno, CA, 93797	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407347	CLM	George Murphy	1998-10-14	UHC-12080-51	9648052507	2791 Elm St, Fresno, CA, 93778	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407701	CLM	Rogeer George	1983-01-10	UHC-80137-83	4533472618	1902 Washington St, Atlanta, GA, 30362	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431903	CLM	Marilyn Bradley	1966-09-13	—	—	901 Forest Ave, Seattle, WA, 98166	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410151	CLM	Henry Hunter	1991-06-03	UHC-15194-32	—	1192 Oak St, Las Vegas, NV, 89128	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406489	CLM	Aaron Obrien	1967-10-21	UHC-02423-61	—	2467 Central Ave, Chandler, AZ, 85277	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424182	CLM	Elliott Michelle	1945-01-28	UHC-58397-47	—	3489 Highland Ave, Fresno, CA, 93701	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418092	CLM	Kathryn Jenkins	1979-07-12	UHC-10064-66	4104585436	5752 Camelback Rd, Austin, TX, 78731	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-414009	CLM	Sean Varrgas	1992-06-05	—	—	1611 Lincoln Way, Mesa, AZ, 85267	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420792	CLM	Diane Lewis	2003-08-05	—	7765354065	566 Baseline Rd, Atlanta, GA, 30328	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410008	CLM	Keith S Garcia	1994-09-05	UHC-31785-44	6957497893	2681 Bayshore Dr Apt 11, Plano, TX, 75032	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-411575	CLM	Shirley Jensen	1957-03-15	UHC-92914-52	4489268805	3189 Pine Dr, Glendale, AZ, 85375	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403292	CLM	Shirley Ferguson	1947-05-22	UHC-88576-07	8797121611	6610 Park Pl, Miami, FL, 33198	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411951	CLM	Janet Sullivan	1964-11-13	UHC-57981-28	—	9446 Sunset Blvd, Phoenix, AZ, 85083	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418732	CLM	Stephen Alexander	1977-05-25	UHC-53417-56	9165636371	1435 Indian School Rd, Austin, TX, 78701	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428088	CLM	Kim Z Moreno	1979-07-04	—	8314438021	4360 Baseline Rd, Miami, FL, 33154	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423052	CLM	Philip Williams	1971-10-13	UHC-13566-04	2367414237	3855 Elm St, Fresno, CA, 93712	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403772	CLM	Stephanie Gilbert	1958-12-07	UHC-50252-24	7062616752	1392 Hillcrest Rd, Tempe, AZ, 85254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408285	CLM	Isabella Williams	2005-12-04	UHC-55456-26	—	1402 Maple Ave, Mesa, AZ, 85261	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428968	CLM	Dorothy Hicks	1946-08-25	UHC-74134-54	4155760904	7841 River Rd, Tucson, AZ, 85755	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427027	CLM	Doris Armstrong	1946-07-03	—	5795077045	9518 Lake View Rd, Atlanta, GA, 30322	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430738	CLM	Roy Daniels	1973-02-08	—	—	7052 Sunset Blvd, Minneapolis, MN, 55454	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-414966	CLM	Lucia Soto	2000-02-03	UHC-71796-85	9887069069	7714 Pine Dr, Tucson, AZ, 85702	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425035	CLM	Brittany Alvarado	1991-09-17	UHC-89357-17	5975826766	7794 Baseline Rd, Phoenix, AZ, 85044	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-402484	CLM	Priya James	1999-02-25	UHC-14750-42	3452935800	9288 Spring St, Gilbert, AZ, 85272	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420372	CLM	Santiago Johnston	1947-06-08	UHC-07734-93	6914980202	8790 Palm Dr, Gilbert, AZ, 85246	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416340	CLM	Juan Bradley	1979-09-17	UHC-92505-70	7059523102	2720 Central Ave, San Antonio, TX, 78213	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431996	CLM	Billy Contreras	1958-07-26	UHC-74899-95	3096847475	556 Mountain View Dr, Miami, FL, 33124	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424552	CLM	Bilyl Larson	1991-03-08	—	4819780523	2175 Mesa Dr # 178, Austin, TX, 78780	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409185	CLM	Bryan K Ortiz	1965-07-06	UHC-46023-57	—	4415 Canyon Rd, Las Vegas, NV, 89163	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 118 of 263Previous Next