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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415256	CLM	Barbara Carter	1941-08-17	UHC-44811-12	8308763182	5676 Ridge Rd, Chandler, AZ, 85290	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420362	CLM	Dennis Cole	1950-01-09	UHC-96366-62	7509248916	4920 Pine Dr, Phoenix, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-409396	CLM	Susan Greene	1948-04-19	—	4782221577	3327 Cedar Ln, Dallas, TX, 75260	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432431	CLM	Yki Dominguez	1975-05-28	UHC-43448-72	7019235765	6273 Bayshore Dr, Charlotte, NC, 28262	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
CLM-401564	CLM	Isabella Hudson	1970-08-08	—	5097910874	4880 Baseline Rd, Nashville, TN, 37299	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-430326	CLM	Natalie Jensen	1953-01-17	UHC-91990-75	3069202169	1309 Ocean Ave, Chandler, AZ, 85210	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-421030	CLM	Evelyn Q Matthews	1950-08-19	UHC-50807-12	3699550722	3422 Market St Apt 11, Chandler, AZ, 85260	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-407271	CLM	Graham M Mason	1983-02-26	UHC-31696-70	—	4232 Desert Sky Blvd, Charlotte, NC, 28201	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-405904	CLM	Sophia N Wagner	1982-04-26	—	8895125018	617 Highland Ave, Gilbert, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-419521	CLM	Peter Castillo	2007-04-06	—	4918611411	237 Canyon Rd, San Antonio, TX, 78286	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418314	CLM	Lawrence Daiz	1998-01-18	UHC-88531-91	5457081027	6361 Lincoln Way, Austin, TX, 78751	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-408921	CLM	Christina Gonzales	1963-11-26	UHC-49127-77	—	3686 Lake View Rd, Scottsdale, AZ, 85219	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428116	CLM	Priya Lopez	1947-04-09	—	2076566795	6000 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-430549	CLM	Rachel Griffin	1997-03-14	UHC-52956-07	—	8748 Hillcrest Rd, Atlanta, GA, 30390	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-419712	CLM	Sean Morgan	2005-10-24	UHC-75819-92	—	2936 Canyon Rd, Las Vegas, NV, 89133	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-411437	CLM	Arthur George	2000-07-02	UHC-37062-38	—	3309 Sunset Blvd, Las Vegas, NV, 89177	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411993	CLM	Hannah M Flores	1941-11-18	UHC-63078-53	—	9304 Lake View Rd, Plano, TX, 75040	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
CLM-420499	CLM	Charlotte Sanders	1978-04-13	—	7098248985	2361 Willow Ct, Eden Prairie, MN, 55354	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413526	CLM	Benjamin Peters	2006-10-23	—	—	8029 Mesa Dr, Houston, TX, 77014	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-405599	CLM	Madison Simmons	1970-06-11	UHC-47808-51	6113802927	1841 Lake View Rd, Sacramento, CA, 95862	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408215	CLM	Priya Z Clark	1940-07-26	UHC-40047-74	7576815457	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-401770	CLM	Kathleen Nelson	2002-03-19	UHC-00781-10	3565482555	7481 Mesa Dr, Nashville, TN, 37287	0.64	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-410134	CLM	Andrew Little	1972-07-06	UHC-11547-97	3903531535	7344 Oak St, Chandler, AZ, 85276	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-406689	CLM	Charles Larson	2003-10-06	UHC-12794-92	6864622790	1567 River Rd, Austin, TX, 78791	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429963	CLM	Betty Q Sandoval	1944-09-25	—	—	1080 Desert Sky Blvd, Dallas, TX, 75227	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-423203	CLM	Sam Adams	1960-07-20	UHC-62298-66	—	2770 Canyon Rd, Columbus, OH, 43226	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-417439	CLM	Samuel Rodriguez	1957-12-02	UHC-96426-29	3802015276	9608 Meadow Ln, Plano, TX, 75018	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-409672	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	8589214752	6249 Mesa Dr Apt 31, Atlanta, GA, 30366	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-418189	CLM	Margaret Bishop	1958-08-09	UHC-17308-48	8076132892	153 Main St, Mesa, AZ, 85235	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-406000	CLM	Wayne Santos	1967-08-04	UHC-74830-37	6799132206	9077 Lake View Rd, Nashville, TN, 37234	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-415926	CLM	Ronald Lee	1941-06-28	UHC-48449-29	—	7618 Desert Sky Blvd, Seattle, WA, 98131	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418650	CLM	Billy Weaver	1953-05-24	—	6538022577	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-404188	CLM	Sharon Santos	1990-01-28	UHC-46936-59	9059848621	6404 Bayshore Dr, Denver, CO, 80272	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-406291	CLM	Nathan W Powell	1989-03-17	—	4416767283	683 Willow Ct, Seattle, WA, 98177	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414781	CLM	Scott Bryant	1972-08-07	—	3943588150	2176 Broadway, San Antonio, TX, 78200	0.64	Two-digit birth year Address re-cased City re-cased State name converted to code+2 more
CLM-424116	CLM	Frank Lawrence	1992-06-14	—	2344122544	4496 River Rd, Tucson, AZ, 85735	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-420679	CLM	Debbie Davis	1953-07-11	—	5963862981	9882 Valley View Dr, Austin, TX, 78745	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409988	CLM	Lawrence Howard	1945-12-13	UHC-07588-78	—	9438 Valley View Dr, Los Angeles, CA, 90077	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413917	CLM	Barbara Stephens	2008-08-03	UHC-27000-56	7179503033	315 Grand Ave, Chandler, AZ, 85248	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-416601	CLM	Logan Baiey	2001-10-07	—	2186812804	4259 Indian School Rd, Minneapolis, MN, 55413	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428216	CLM	Rebecca Hamilton	1954-02-23	—	—	2665 Indian School Rd, Plano, TX, 75019	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-407536	CLM	Jose Q Silva	1944-11-08	—	3675180514	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-417942	CLM	Andrew Matthews	1977-04-05	—	7812181951	9858 Baseline Rd, Orlando, FL, 32895	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423154	CLM	Matthew Ferguson	1995-03-20	UHC-66125-48	—	1582 Camelback Rd, Houston, TX, 77086	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400478	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-419938	CLM	Mateo Diaz	1952-06-25	—	—	2968 Apache Blvd, Houston, TX, 77085	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-420259	CLM	Sandra X Powell	1996-04-25	UHC-02733-47	9758505545	9548 Main St, Los Angeles, CA, 90026	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-400103	CLM	Annna McDonald	1972-03-16	UHC-61383-31	—	5798 Union St, Los Angeles, CA, 90015	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429559	CLM	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd, Scottsdale, AZ, 85275	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-421296	CLM	Amanda Hall	2005-05-01	UHC-90296-30	4782432432	9017 Church St, Mesa, AZ, 85215	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

2,168 rows, page 19 of 44Previous Next