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-419198	CLM	Deborah West	1945-06-11	UHC-15597-12	—	479 Oak St, San Diego, CA, 92107	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-424286	CLM	Aisha P Walker	1952-12-22	UHC-06107-12	3002560759	7821 Ocean Ave, Atlanta, GA, 30305	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410876	CLM	Hiroshi Elliott	1970-05-26	—	—	9492 Maple Ave, Chandler, AZ, 85239	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-417935	CLM	Julie Myers	1971-06-16	UHC-98913-91	—	2119 Apache Blvd, Fresno, CA, 93706	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-415888	CLM	Alan Mills	1998-02-18	—	—	6345 Church St # 156, Eden Prairie, MN	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-405191	CLM	Benjamin Hunt	1993-07-05	UHC-46402-70	4923271607	8179 Indian School Rd, Atlanta, GA, 30372	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413655	CLM	Emily Wallace	2004-10-05	—	8558219814	4775 Camelback Rd, Denver, CO, 80211	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-431577	CLM	Natalie Ryan	2004-06-05	UHC-86274-64	3095522514	9790 Washington St, Minneapolis, MN, 55421	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401713	CLM	Michael Clark	2006-12-17	UHC-54207-07	—	4197 Washington St, Nashville, TN, 37262	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423065	CLM	—Junk	1999-07-04	UHC-76256-41	6293963219	6379 Camelback Rd Apt 12, Eden Prairie, MN, 55382	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-401775	CLM	Tyler Taylor	2000-06-06	UHC-19451-27	8315781085	9668 Hillcrest Rd, Charlotte, NC, 28271	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-404633	CLM	Deborah Day	1955-06-07	—	—	4202 Washington St, Tucson, AZ, 85718	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413790	CLM	Henry Dean	1970-09-10	UHC-91438-57	—	2175 Jefferson Ave Apt 4, Glendale, AZ, 85347	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426741	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426740	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431627	CLM	Sanitago Hoffman	1988-02-13	UHC-83483-10	7245016599	2511 Harbor Blvd # 508, Orlando, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402972	CLM	Yuki White	1954-11-15	UHC-76332-15	3462236634	4932 Maple Ave # 361, Denver, CO, 80255	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413549	CLM	Rachel Richardson	1991-01-22	—	—	2199 Hillcrest Rd # 533, Denver, CO, 80255	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-424668	CLM	Larry Crawford	1982-09-02	—	7209259162	8183 Mesa Dr # 601, Scottsdale, AZ, 85264	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405621	CLM	Hirohsi Kennedy	—	—	—	4777 Ocean Ave, Nashville, TN, 37294	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-430613	CLM	Olivia Rose	1995-09-20	UHC-69550-04	8747812661	9001 Pine Dr, Tucson, AZ, 85716	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405316	CLM	Sofia Ortiz	—	UHC-21428-86	9444603185	8551 Market St, Fresno, CA, 93776	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408397	CLM	William Harvy	—	UHC-66390-26	5076532477	6888 Meadow Ln, Atlanta, GA, 30301	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403389	CLM	Brian Castillo	1966-06-21	—	—	5969 Willow Ct, Austin, TX, 78750	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-425455	CLM	Laura Obrien	2000-08-16	—	—	3657 Desert Sky Blvd, Los Angeles, CA, 90029	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-419016	CLM	Reid I Joyce	1965-10-13	UHC-05392-10	3467266979	3296 Sunset Blvd Apt 29, Scottsdale, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428018	CLM	Andrew M James	1938-01-24	UHC-35033-47	7675307555	7426 Forest Ave, Jacksonville, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432362	CLM	Amy Sanchez	1972-07-02	UHC-63205-92	—	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-403872	CLM	Aaron Schultz	1952-07-11	—	—	5848 Bayshore Dr, Los Angeles, CA, 90070	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-426958	CLM	Joan Sanders	2008-11-07	—	8307096442	3502 Forest Ave, Chandler, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400903	CLM	Emma Z Rogers	1970-04-14	UHC-12078-57	6834028241	156 Lake View Rd Apt 22, Fresno, CA, 93727	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408311	CLM	Arjun Gibson	1957-05-23	UHC-37494-67	7463064156	2796 Bayshore Dr, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-405906	CLM	Gregory Webb	1977-01-26	—	5949277879	462 Meadow Ln, Miami, FL	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-407383	CLM	Mari S Price	1986-05-12	UHC-97503-98	9437081697	72 Mesa Dr, Atlanta, GA, 30388	0.50	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-423577	CLM	Peter Y Hernandez	—	—	8894600573	7574 Baseline Rd, Gilbert, AZ, 85204	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413459	CLM	Jason Johnston	1987-07-21	—	—	5392 Highland Ave Apt 30, San Diego, CA, 92102	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
CLM-404228	CLM	Wilile N Gonzalez	1938-08-11	—	4997564927	8463 Indian School Rd Apt 13, Seattle, WA, 98160	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-427523	CLM	Judith Guzman	1944-02-20	—	—	3680 Church St, Glendale, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-415966	CLM	Jean Yang	1955-02-15	UHC-55015-07	7683089428	5899 Main St, Atlanta, GA, 30303	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-409771	CLM	Ann O Jacobs	1982-08-04	UHC-08255-97	5915475706	5062 Lake View Rd, Fresno, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416526	CLM	Charles Griffin	1970-05-26	UHC-14601-23	6163210233	9665 Maple Ave, Mesa, AZ	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429888	CLM	Alan Olson	1953-01-19	—	4032249395	9036 Ridge Rd, San Antonio, TX, 78201	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-405115	CLM	Jesse Carroll	1995-04-15	UHC-51047-78	9658492887	291 Bayshore Dr, Houston, TX, 77017	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418389	CLM	Mary Fuller	1963-10-05	UHC-43878-46	7386799935	6246 Church St, Sacramento, CA, 95834	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-409625	CLM	Ann Kelley	1967-01-18	—	—	2306 Union St, Scottsdale, AZ, 85236	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425312	CLM	Ryan Ruiz	1957-02-17	—	—	1962 Central Ave Apt 14, Minneapolis, MN, 55469	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-423346	CLM	Madison D Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct Apt 9, Nashville, TN, 37275	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
CLM-415578	CLM	Mark H Jones	1987-07-17	—	—	1605 Central Ave, Glendale, AZ, 85313	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-424863	CLM	Maria Weaver	1980-05-17	UHC-03750-81	4365975469	8311 Valley View Dr, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424523	CLM	Bruce Obrien	1991-04-12	UHC-80024-15	—	8188 Desert Sky Blvd, Eden Prairie, MN, 55389	0.50	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+3 more

16,411 rows, page 26 of 329Previous Next