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-412493	CLM	Yuki Morris	2003-08-09	UHC-25204-23	3484771748	7731 Forest Ave, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426368	CLM	Christian M Wilson	1960-12-20	—	4208286334	4665 Elm St, Las Vegas, NV, 89166	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403435	CLM	Ryan Patel	2008-04-15	—	—	2016 Pine Dr, San Antonio, TX, 78270	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-422251	CLM	Daniel Schmidt	1942-09-14	—	6736488875	6725 Cedar Ln, Dallas, TX, 75232	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424965	CLM	Alice Butler	1948-01-25	UHC-00725-73	—	7764 Main St, Austin, TX, 78749	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421429	CLM	Maria X Delgado	1996-06-14	—	2465913779	9693 Highland Ave # 842, Nashville, TN, 37285	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431523	CLM	Christina Rios	1973-07-13	—	7035855466	4772 Main St # 306, San Antonio, TX, 78269	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402946	CLM	Frances Bailey	1996-09-28	UHC-91801-04	—	8364 Park Pl, Nashville, TN, 37226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415632	CLM	Mei D Wallace	2005-01-01	UHC-94738-12	5749701826	4583 Cedar Ln, Seattle, WA, 98172	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411638	CLM	Abigail Hill	1992-09-20	—	7665323188	6087 Grand Ave, Charlotte, NC	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414532	CLM	Pamela Lynch	1939-11-19	UHC-10784-98	7328307891	8061 Sunset Blvd, Tempe, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401271	CLM	Mason Porter	1984-11-16	UHC-76399-31	—	9563 Ocean Ave, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426158	CLM	Roy Watson	1981-02-16	—	5969610633	7291 Hillcrest Rd, Glendale, AZ, 85303	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424055	CLM	Timothy Griffin	—	UHC-74484-31	—	3387 Hillcrest Rd, Austin, TX, 78761	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-401173	CLM	Carl Cole	1943-08-19	UHC-70721-52	—	2452 Oak St, Columbus, OH, 43216	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401299	CLM	Frank Park	1940-10-09	UHC-71024-06	6432702924	9254 Cedar Ln, Sacramento, CA, 95886	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406978	CLM	Ralph Howell	1978-12-28	—	3899958949	6338 Mountain View Dr, Los Angeles, CA, 90030	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409551	CLM	Angela Ray	—	—	7735085024	7226 Sage Ct, Tampa, FL, 33616	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-410253	CLM	Frank Cater	1947-02-18	UHC-10287-51	4468908032	8754 Meadow Ln, Tempe, AZ, 85277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410484	CLM	Carolyn Price	2005-12-07	—	6302991698	8651 Ridge Rd, Atlanta, GA, 30391	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411458	CLM	Terry N Arnold	1952-02-27	UHC-57242-43	—	5298 Elm St, Sacramento, CA, 95877	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423277	CLM	Maria Clark	1949-12-07	—	6947598833	8006 Apache Blvd, Columbus, OH, 43289	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401130	CLM	Gabriel Lane	1997-11-04	UHC-54367-09	5345232506	8839 Lincoln Way, Columbus, OH, 43268	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420078	CLM	Maidson Flores	—	UHC-58663-08	—	4481 Mountain View Dr, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-418667	CLM	Christian James	1977-10-08	UHC-82723-91	4429167211	9378 Oak St, Tempe, AZ, 85242	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422867	CLM	Jack Duncan	1956-08-24	UHC-24560-59	7959574653	1814 Central Ave, Phoenix, AZ, 85021	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415457	CLM	Noah Bryant	1949-03-15	UHC-89912-12	6768815208	8174 Pine Dr, Jacksonville, FL, 32262	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408376	CLM	Ronald Dunn	1949-01-14	—	7947678863	1118 Desert Sky Blvd # 897, Fresno, CA, 93772	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-404345	CLM	Amy Hanson	1938-10-03	UHC-42412-56	4793566270	8796 Bayshore Dr, Columbus, OH, 43240	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412282	CLM	Christopher Rivera	—	UHC-38401-49	7849409167	7584 Grand Ave, Tucson, AZ, 85787	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421291	CLM	Helen Guerrero	1991-08-23	UHC-70876-54	7642852561	3231 Baseline Rd, Glendale, AZ, 85329	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431085	CLM	Natalie R Thompson	1999-02-26	UHC-21601-34	3444885569	3722 Lincoln Way, Denver, CO, 80204	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-403014	CLM	Elizabeth Carr	1950-05-12	UHC-31609-62	6666447286	8111 Bayshore Dr, San Antonio, TX, 78246	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418614	CLM	Rachel Arnold	2006-11-03	UHC-88152-78	—	5388 Highland Ave, Austin, TX, 78705	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418157	CLM	Christopher Cunningham	1989-03-02	—	—	9136 Apache Blvd, Seattle, WA, 98120	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428767	CLM	Kyle Delgado	1997-02-18	UHC-21688-31	—	8719 Maple Ave, Columbus, OH, 43297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425141	CLM	Piya Taylor	1960-10-18	—	9334440369	2303 Hillcrest Rd, Atlanta, GA, 30347	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432437	CLM	—Junk	1987-08-11	UHC-33009-48	2779075625	5506 Maple Ave, Tucson, AZ, 85742	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400690	CLM	Charlotte E Bryant	1993-09-22	UHC-51096-97	8588200512	4266 Union St # 802, Denver, CO, 80230	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-406039	CLM	Larry Barnes	1958-04-09	UHC-76599-05	4312402230	2481 Mesa Dr, San Antonio, TX, 78207	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414492	CLM	Jeremy Payne	1938-08-06	UHC-63081-90	7118102959	5765 Indian School Rd, San Antonio, TX, 78268	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430111	CLM	Frank Yang	1954-06-13	—	6147452696	4140 Jefferson Ave # 261, Nashville, TN, 37272	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-427986	CLM	George Myers	1939-07-26	—	—	1613 Mountain View Dr, Miami, FL, 33180	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428634	CLM	Christopher Young	1993-07-09	UHC-27607-79	3524015851	1866 Church St, Chandler, AZ, 85269	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429774	CLM	Kathryn I Wallace	1991-04-10	—	—	8278 Canyon Rd Apt 19, Jacksonville, FL, 32271	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428528	CLM	Billy Dunn	1959-03-16	UHC-74132-11	7107005817	8863 Bayshore Dr, Fresno, CA, 93746	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400217	CLM	Harold F Pena	1997-05-15	—	—	1236 Union St, Charlotte, NC, 28239	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410717	CLM	Virginia Freeman	1960-09-05	UHC-43411-25	—	9052 Cedar Ln, Nashville, TN, 37275	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412161	CLM	Deborah N Harper	1973-09-28	—	—	4799 River Rd, Charlotte, NC, 28291	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403748	CLM	Henry F Little	1944-12-26	—	—	266 Camelback Rd Apt 29, Atlanta, GA, 30361	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more

16,411 rows, page 78 of 329Previous Next