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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401600	CLM	Michelle M Greene	1957-03-15	—	6157187595	3486 Camelback Rd, Eden Prairie, MN, 55341	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418154	CLM	Harold Mejia	1969-10-17	—	5163320294	1262 Willow Ct, Nashville, TN, 37270	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419556	CLM	Nicholas Bailey	1999-12-18	UHC-59038-63	5716383214	687 Broadway, Atlanta, GA	0.78	Phone reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-420438	CLM	Ronald Ellis	2007-01-06	UHC-47088-25	7347267534	1443 Apache Blvd, Denver, CO, 80260	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-427851	CLM	Dyylan Y Cole	2004-07-01	UHC-93588-47	2582930050	6513 Cedar Ln, Phoenix, AZ, 85086	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403276	CLM	Betty West	2001-09-13	UHC-62994-95	7288226476	7361 Jefferson Ave, Chandler, AZ, 85278	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418814	CLM	Mariana Ferguson	1992-09-24	UHC-69580-26	4095010491	3155 Pine Dr, Jacksonville, FL, 32295	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428710	CLM	Betty Rodriguez	2008-01-02	UHC-69967-28	8284575874	1339 Spring St, Plano, TX, 75083	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-403060	CLM	Hannah Peterson	1984-08-18	UHC-35783-07	7797108154	3908 Pine Dr, Jacksonville, FL, 32263	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403059	CLM	Hannah Peterson	1984-08-18	UHC-35783-07	7797108154	3908 Pine Dr, Jacksonville, FL, 32263	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414946	CLM	Doonna Austin	1956-02-08	—	7603592571	3198 Maple Ave, Fresno, CA, 93784	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427005	CLM	Terry Lane	2004-07-22	UHC-64702-47	6907025122	5422 Canyon Rd, Sacramento, CA, 95833	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-416746	CLM	Larry T Mills	2001-03-08	UHC-44585-61	9069551650	8275 Pine Dr, Charlotte, NC, 28255	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400790	CLM	Roy Fisher	1967-07-02	UHC-91505-50	6277456138	323 Baseline Rd, Tampa, FL, 33699	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400791	CLM	Roy Fisher	1967-07-02	UHC-91505-50	6277456138	323 Baseline Rd, Tampa, FL, 33699	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414500	CLM	Melissa G Gardner	1973-10-22	UHC-62350-59	5298089020	3643 Main St, Charlotte, NC, 28299	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411614	CLM	Debbie Howard	1958-08-08	UHC-46791-90	4137536810	6384 Maple Ave, Eden Prairie, MN, 55305	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407513	CLM	Roy Palmer	1945-02-26	UHC-28102-09	7777804815	—	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415853	CLM	Bryan Ramos	1942-01-24	—	5474295736	9069 Ridge Rd, Gilbert, AZ, 85216	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403037	CLM	Melissa I Clark	1945-03-23	UHC-19695-06	7094037970	5126 Harbor Blvd, Gilbert, AZ, 85281	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412137	CLM	Catherine S Wyllis	1999-05-16	—	9474875647	9189 Ridge Rd, Nashville, TN, 37282	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405355	CLM	Sophia Q Hughes	2006-11-23	—	7506300514	2143 Bayshore Dr, Tempe, AZ, 85230	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401451	CLM	Melissa Cruz	1996-09-15	—	7224673408	8804 Mesa Dr, Gilbert, AZ, 85249	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430171	CLM	Judy N Munoz	1938-12-27	UHC-90489-10	2278319737	1477 Lincoln Way, Fresno, CA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-405446	CLM	Cheryl M Hill	1949-12-23	—	7959883143	3321 Mountain View Dr, Chandler, AZ, 85213	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-425521	CLM	Bryan Lawrence	1938-04-12	UHC-36133-31	8783933657	6144 Apache Blvd, Atlanta, GA, 30365	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-421294	CLM	Peter Romero	1972-03-01	UHC-20964-03	3486362898	6002 Elm St, Charlotte, NC, 28242	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427631	CLM	Jose Carr	1967-06-15	—	6936511154	3553 Mesa Dr, Minneapolis, MN, 55486	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-425650	CLM	Christian B Singh	2007-07-24	UHC-28089-14	5378779051	9378 Willow Ct, Scottsdale, AZ, 85290	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408482	CLM	Richard Oliver	1966-04-09	UHC-53963-27	3038586680	4100 Valley View Dr, Charlotte, NC, 28285	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410627	CLM	Cynthia Ryan	1948-04-19	—	8147336786	1187 Broadway, San Antonio, TX, 78200	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-408999	CLM	Michael Carter	1956-09-01	UHC-48727-60	7542750098	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-429782	CLM	David Webb	1962-05-23	—	2637983502	602 Hillcrest Rd, Tempe, AZ, 85213	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400550	CLM	Amy Wong	1972-07-16	—	8684464207	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-415557	CLM	Roy Cole	1939-01-05	—	4494561521	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-411290	CLM	Megan Brown	1999-05-07	UHC-23638-95	7673777536	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431210	CLM	Arjun X Crawford	1971-06-23	—	4133761866	8223 Highland Ave, Eden Prairie, MN, 55372	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404904	CLM	Gerald Cox	1971-10-05	UHC-87483-13	7334923654	5111 Canyon Rd, Plano, TX, 75044	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404903	CLM	Gerald Cox	1971-10-05	UHC-87483-13	7334923654	5111 Canyon Rd, Plano, TX, 75044	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421121	CLM	Stephen Vega	1962-12-18	UHC-77318-20	4164206004	8354 Maple Ave, Denver, CO, 80252	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404424	CLM	Lori I White	1992-07-07	—	4158799681	2314 Park Pl, Gilbert, AZ, 85203	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-404480	CLM	Nicole V Smith	1957-12-16	UHC-41405-52	8858384155	1545 Willow Ct, Tampa, FL, 33689	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425047	CLM	Mark Johnson	1989-09-14	UHC-68075-73	8887023078	3957 Willow Ct, Scottsdale, AZ, 85265	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428487	CLM	Randy Meyer	1955-09-16	UHC-67823-81	3629519984	7951 Valley View Dr, Nashville, TN, 37248	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-406853	CLM	Jerry Fowler	1948-09-15	—	2374041501	989 Maple Ave, Mesa, AZ, 85226	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406393	CLM	Margaret Marshall	1960-09-25	UHC-55401-63	7563809209	420 Forest Ave # 776, Minneapolis, MN, 55420	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-420799	CLM	Carlos Maldonado	1990-01-17	—	5779465880	4567 Cedar Ln, Mesa, AZ, 85218	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-432420	CLM	Barbara Nichols	1953-03-05	UHC-25443-03	9077300078	8658 Mountain View Dr, Miami, FL, 33174	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418029	CLM	Katherine Walker	1940-08-06	—	3776547558	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-426381	CLM	Janet Weber	1949-10-25	UHC-67261-22	9869986387	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more

11,960 rows, page 122 of 240Previous Next