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-426676	CLM	Betty Pena	1979-03-21	UHC-94994-59	6775151078	9749 Pine Dr, Jacksonville, FL, 32230	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-415099	CLM	Emily Lane	2003-12-27	—	7469033892	6535 Mountain View Dr, Atlanta, GA	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-426362	CLM	Marcus Taylor	1995-03-07	UHC-98273-96	—	2498 Harbor Blvd, Austin, TX, 78787	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-425705	CLM	Jack Coleman	1964-09-02	UHC-66711-76	3779367466	8122 Main St, Phoenix, AZ, 85088	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-430668	CLM	Doris Lynch	1946-01-01	UHC-46221-83	7339846398	905 Mountain View Dr, San Diego, CA, 92175	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-407593	CLM	Joe Turner	1997-09-21	UHC-65327-39	6117624390	3679 Lincoln Way, Denver, CO, 80227	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-420939	CLM	Judith N Soto	1995-03-06	UHC-74540-84	—	580 Jefferson Ave, San Antonio, TX, 78224	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-420185	CLM	Brenda Clark	1987-12-05	UHC-60924-40	9464699494	6334 Bayshore Dr, Gilbert, AZ	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-416974	CLM	Jose Q Williamson	1947-04-24	UHC-42690-59	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-409852	CLM	Denise Stephens	1995-08-16	UHC-99350-16	9146849485	2140 Baseline Rd, Tucson, AZ, 85752	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-405926	CLM	Vaalentina Knight	1972-03-19	UHC-33721-28	9385331839	8232 Elm St, Miami, FL, 33166	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-415283	CLM	Keith I Cook	1957-07-25	—	6507316981	1901 Ocean Ave, Tempe, AZ, 85259	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419930	CLM	Samuel Sullivan	2006-01-05	UHC-70445-32	3565345198	2208 Indian School Rd, Seattle, WA, 98182	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-413760	CLM	Andrea Wilson	2006-01-08	UHC-84921-80	—	4292 Pine Dr, Tempe, AZ	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-423884	CLM	Mason Rios	1980-07-07	UHC-58394-45	7052457259	8660 Central Ave, Houston, TX, 77095	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-415696	CLM	Judy Burns	1980-12-09	—	2899148205	3367 Maple Ave # 582, Seattle, WA, 98109	0.58	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-428355	CLM	Keith Thompson	1963-12-21	UHC-58395-71	—	6960 Indian School Rd, Jacksonville, FL	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-412903	CLM	Barbara Boyd	1966-09-24	—	6336146338	9280 Valley View Dr, Las Vegas, NV, 89118	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-427150	CLM	Marilyn R Sullivan	1951-05-20	—	2748519508	5246 Desert Sky Blvd, Miami, FL	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-415855	CLM	Deba Young	1945-02-12	—	5642681355	8723 Park Pl Apt 33, Houston, TX, 77050	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-411834	CLM	Sarah Nguyen	2004-01-18	—	8146241762	127 Lake View Rd, Orlando, FL	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-414159	CLM	Gabriel Cole	2007-05-03	UHC-91900-15	9127862685	373 Cedar Ln, Houston, TX, 77062	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-416700	CLM	Sara Ramirez	1991-07-10	UHC-30553-71	5208798861	3107 Lake View Rd, Gilbert, AZ, 85270	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-419160	CLM	Henry U Wright	1956-07-12	UHC-18814-52	7995659318	8505 Sunset Blvd Apt 30, Chandler, AZ, 85212	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-408919	CLM	Alexis Lane	1966-10-02	UHC-83946-95	3509547239	7368 Desert Sky Blvd, San Antonio, TX	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-421826	CLM	Jeffrey X Green	1958-05-12	UHC-73338-83	6722446085	6830 Church St, Columbus, OH, 43229	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-419180	CLM	Elijah W Munoz	1957-11-23	—	6608676097	7576 Jefferson Ave, Houston, TX, 77004	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-406140	CLM	Jacob Kim	1988-11-28	UHC-20478-93	6176643822	9324 Indian School Rd, Charlotte, NC, 28224	0.58	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-424029	CLM	Jose Schultz	1991-03-25	UHC-51372-92	2208398903	2497 Washington St, Atlanta, GA, 30399	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-404961	CLM	Scott Alvarez	1953-05-08	UHC-73594-80	3902090365	1011 Ocean Ave, Denver, CO, 80221	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-425652	CLM	Lisa Walker	1950-02-28	—	9696295974	7489 Valley View Dr, Denver, CO, 80205	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-401825	CLM	Boobby Banks	—	UHC-25181-58	3852921108	8937 Ocean Ave, Nashville, TN, 37269	0.58	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-427318	CLM	Brenda Y Gonzalez	1966-12-25	UHC-48692-65	8202141642	3145 Apache Blvd, Houston, TX, 77084	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
CLM-415745	CLM	Nancy Myers	1991-06-05	—	5585585147	5117 Indian School Rd, Minneapolis, MN, 55429	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-404233	CLM	Pamela Hansen	2005-01-05	—	6963914326	7482 Oak St, Austin, TX, 78778	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-421884	CLM	Elijah S Medina	1952-02-09	UHC-63153-94	9778344616	8286 Bayshore Dr # 532, Columbus, OH, 43267	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-411898	CLM	Donald O Lynch	1999-02-27	UHC-41325-80	5313314934	2835 Lake View Rd, Mesa, AZ, 85265	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-402048	CLM	Stephanie Allen	1995-11-20	UHC-51810-47	6213718519	8645 Apache Blvd, Tempe, AZ, 85210	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-427752	CLM	Andrea Wagner	1940-02-15	—	5462180473	7893 Cedar Ln, Glendale, AZ, 85332	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406441	CLM	Priya Stone	1946-06-10	UHC-32131-64	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-425858	CLM	Donna Reed	1985-11-09	UHC-68692-18	4475624458	7251 Harbor Blvd, Columbus, OH, 43266	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417805	CLM	Sean F Wright	2002-05-23	—	2489493230	34 Bayshore Dr, Austin, TX, 78753	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424181	CLM	Matthew Ward	1944-03-10	UHC-15822-54	6094992984	2316 Baseline Rd, Glendale, AZ, 85311	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410444	CLM	Cynthia Hunter	2007-09-01	UHC-66546-30	7594934343	5520 Elm St, Seattle, WA, 98166	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-410443	CLM	Cynthia Hunter	2007-09-01	UHC-66546-30	7594934343	5520 Elm St, Seattle, WA, 98166	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-412453	CLM	Joey Ward	1957-04-24	UHC-28293-97	—	6443 Bayshore Dr, Glendale, AZ, 85367	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
CLM-432236	CLM	Aisha Gardner	1969-09-06	—	8297864618	8538 Hillcrest Rd, Sacramento, CA, 95884	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428042	CLM	Austin Santos	1978-06-09	—	7883371383	457 Oak St, Chandler, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424902	CLM	Alan Obiren	—	UHC-95481-89	5413450956	2792 Bayshore Dr, Atlanta, GA, 30391	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-406760	CLM	Alexis Fernanedz	1944-09-25	UHC-19671-72	—	4367 Valley View Dr, Scottsdale, AZ, 85267	0.60	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more

16,411 rows, page 57 of 329Previous Next