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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403858	CLM	Mei Rogers	1954-02-16	UHC-86487-52	5149794371	4173 Pine Dr, San Antonio, TX, 78273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406794	CLM	Julie Pena	—	—	—	59 Mountain View Dr, Tucson, AZ, 85739	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-423114	CLM	Jonathan V Santiago	1966-04-23	—	—	3230 Market St, San Diego, CA, 92185	0.50	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+3 more
CLM-415606	CLM	Beverly Garza	1973-04-17	UHC-81899-11	5735185683	1411 Indian School Rd, Scottsdale, AZ, 85273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431491	CLM	Kimberly Little	1941-09-26	UHC-05525-16	8494375336	5743 Valley View Dr, Las Vegas, NV, 89140	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418232	CLM	Eugene Soto	1991-01-02	UHC-38273-80	3403253246	9360 Lake View Rd, Eden Prairie, MN, 55334	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415440	CLM	Jackie Owens	1994-08-23	UHC-62366-83	—	2104 Mountain View Dr, Gilbert, AZ, 85242	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415660	CLM	Jerry Cox	1957-06-05	—	—	1970 Baseline Rd, Columbus, OH, 43233	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-429614	CLM	Mason Carlson	1946-09-16	UHC-73897-98	—	9434 Willow Ct, Orlando, FL	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address 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-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-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-415558	CLM	Russell X Burton	1948-06-02	—	3338492696	5524 Valley View Dr # 484, Seattle, WA, 98152	0.50	Name split from “Last, First”Phone reformatted Unit split from street City 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-404436	CLM	Charlotte U Day	1981-10-02	—	8648823337	948 Valley View Dr, Glendale, AZ, 85303	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+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-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-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-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-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
CLM-426278	CLM	Nancy Valdez	2002-06-24	—	—	3019 Park Pl, Tucson, AZ, 85734	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-419532	CLM	Jack Vazquez	2006-09-18	—	7237437229	7549 Broadway Apt 24, San Antonio, TX, 78282	0.50	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
CLM-419573	CLM	Dylan O Robinson	2007-07-15	UHC-25806-40	—	3396 Maple Ave, Orlando, FL, 32819	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-420313	CLM	Gregory Smith	1987-10-09	—	4026604922	2142 Indian School Rd, Charlotte, NC, 28207	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410859	CLM	Susan Burke	1985-02-25	UHC-70463-11	—	4081 Oak St, Mesa, AZ, 85266	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-417843	CLM	Walter Dominguez	1944-11-03	UHC-68577-83	—	7860 Palm Dr, Atlanta, GA, 30304	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409950	CLM	Douglas Schultz	1974-07-19	UHC-55063-31	7723170773	3366 Elm St, Miami, FL, 33181	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414338	CLM	Lucia V Welch	1983-09-18	UHC-74680-11	5945630677	1802 Spring St, Mesa, AZ, 85213	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415102	CLM	Michelle Lee	1942-09-04	UHC-24537-63	2074848993	182 Canyon Rd # 653, Los Angeles, CA, 90030	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-426016	CLM	Albert Larson	1939-03-03	UHC-99616-93	—	197 Park Pl, Glendale, AZ, 85399	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422009	CLM	Edward Sanchez	1951-09-13	—	9225885292	9732 Market St, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-403147	CLM	Margaret James	1943-09-04	—	—	831 Grand Ave, Tempe, AZ, 85240	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-404343	CLM	Donald Coleman	1984-12-24	UHC-72406-80	5904275218	1107 Maple Ave, Austin, TX, 78727	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424059	CLM	Kyle Black	1992-11-16	—	—	7088 Hillcrest Rd, San Antonio, TX, 78245	0.50	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+3 more
CLM-407063	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	8705889502	5806 Oak St, Dallas, TX, 75223	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419195	CLM	Bruce Santos	1996-02-23	—	3602362372	4163 Ocean Ave, Miami, FL, 33122	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419359	CLM	Samantha Burns	1993-07-27	—	4936707621	9661 Main St, Nashville, TN, 37248	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404862	CLM	Ahmed Vazquez	1955-08-09	UHC-66130-93	9142541272	6035 Oak St, Fresno, CA, 93723	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422411	CLM	Joseph Carter	—	UHC-97279-29	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-410406	CLM	Mei Rose	1951-02-06	UHC-33521-18	—	6585 Forest Ave, Atlanta, GA, 30314	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-405859	CLM	Sara King	1996-12-15	UHC-68504-05	—	4661 Central Ave, Tucson, AZ, 85706	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-423537	CLM	Megan Jimenez	1951-04-18	UHC-30141-52	9079492053	7961 Maple Ave, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426032	CLM	Danielle Palmre	2001-07-22	UHC-01567-87	—	9568 Maple Ave, San Diego, CA, 92162	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-431778	CLM	Ashley Carter	1951-02-25	—	—	970 Mesa Dr Apt 36, Dallas, TX, 75260	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-418017	CLM	Gray Rodriguez	1987-10-28	—	—	1022 Park Pl # 477, Fresno, CA, 93751	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-412835	CLM	William Black	1967-03-21	—	2109342109	5405 Sunset Blvd, Jacksonville, FL, 32243	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more

3,226 rows, page 9 of 65Previous Next