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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425641	CLM	Bradley Flores	1978-11-17	UHC-20706-40	9034300334	3417 Indian School Rd, Gilbert, AZ, 85296	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418689	CLM	Billy Anderson	1984-05-10	—	7867473559	6050 Park Pl, Sacramento, CA, 95881	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424386	CLM	Omar Perez	1976-02-05	—	—	5497 Canyon Rd, Las Vegas, NV, 89146	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423970	CLM	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403396	CLM	Brian Allen	1951-05-13	—	2622348559	9215 Lincoln Way, Austin, TX, 78736	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-410279	CLM	Angela Foster	1989-05-22	—	6136855579	5359 Baseline Rd, San Antonio, TX, 78284	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417740	CLM	Olivia Duncan	1983-01-27	—	2285278900	894 Mountain View Dr, Tampa, FL, 33658	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429737	CLM	Christina Jimenez	1958-04-19	—	3862976335	4263 Ocean Ave, Chandler, AZ, 85200	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400165	CLM	Charlotte Wheeler	1964-03-13	UHC-02876-57	6745373346	8961 Park Pl, Sacramento, CA, 95844	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431650	CLM	Castillo Ashlley	2007-03-10	UHC-36019-06	—	9750 Desert Sky Blvd, Denver, CO, 80289	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424295	CLM	Lisa Torres	1961-12-18	UHC-00221-40	9602836369	5711 Union St, Glendale, AZ, 85394	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429898	CLM	Susan Thompson	1982-03-10	UHC-71038-23	—	287 Palm Dr, Tampa, FL, 33619	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401663	CLM	Christina Sandoval	1982-12-28	UHC-51663-15	6713807910	257 Meadow Ln, Fresno, CA, 93762	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409590	CLM	Adam Turner	1959-06-10	—	8199603611	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-429632	CLM	Patrick Gutierrez	1945-07-15	UHC-23084-68	—	7750 Camelback Rd, Austin, TX, 78726	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431565	CLM	Jerry A Torres	1947-01-12	UHC-90769-88	—	6118 Elm St, Houston, TX, 77099	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-402213	CLM	Edward Garrett	1994-07-16	—	6916968226	4878 Ocean Ave, Tampa, FL, 33603	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419550	CLM	Bryan H Walker	1962-11-10	—	8027789037	385 Oak St, Miami, FL, 33144	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425028	CLM	Ruth Arnold	1991-11-16	UHC-20192-12	—	1369 Hillcrest Rd, San Antonio, TX, 78222	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-421402	CLM	Tyler Hudson	1972-02-12	—	6996382378	7391 Elm St, Minneapolis, MN, 55417	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406280	CLM	Carol Willis	1978-04-14	UHC-44523-10	—	3797 Palm Dr, Los Angeles, CA, 90057	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421489	CLM	Philip Simmons	1967-10-13	UHC-94170-33	4504973934	4893 Maple Ave, Eden Prairie, MN, 55379	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased+2 more
CLM-424800	CLM	Keith Silva	1987-02-11	—	—	3056 Jefferson Ave, Las Vegas, NV, 89160	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-428287	CLM	Ana Adams	1944-07-09	UHC-91260-01	9769096894	9369 Ocean Ave, Phoenix, AZ, 85085	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426162	CLM	Catherine Olson	2006-11-26	UHC-98377-56	7582989454	2364 Elm St, Eden Prairie, MN, 55396	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418233	CLM	Eugene Soto	1991-01-02	—	3403253246	9360 Lake View Rd, Eden Prairie, MN, 55334	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-425874	CLM	John E Dean	1983-06-25	UHC-03494-74	—	2971 Broadway, Fresno, CA, 93700	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-414064	CLM	Adam Martin	1986-06-26	—	4554524274	3997 Canyon Rd, Houston, TX, 77057	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423434	CLM	Betty Gonzalez	1961-05-12	UHC-67685-44	7663161014	8432 Canyon Rd, Plano, TX, 75027	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429229	CLM	Thomas Campbell	1945-08-21	UHC-19472-43	—	1644 Highland Ave, Eden Prairie, MN, 55327	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425330	CLM	Amber Contreras	1960-03-11	UHC-34873-58	—	1434 Pine Dr, Plano, TX, 75002	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-429918	CLM	Ana Y McCuy	1965-09-24	—	8345774490	2208 Highland Ave, San Diego, CA, 92192	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-427029	CLM	Doris Armstrong	1946-07-03	—	—	9518 Lake View Rd, Atlanta, GA, 30322	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431505	CLM	Chris K Richards	1960-12-12	—	8454528539	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-421885	CLM	Martha Brown	1957-06-11	UHC-05954-71	—	6487 River Rd, Sacramento, CA, 95893	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420019	CLM	Juan Gordon	1979-08-06	—	—	7373 Washington St, Atlanta, GA, 30391	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419480	CLM	Albert Park	2006-06-08	UHC-40288-97	3174560268	7915 Sunset Blvd, Seattle, WA, 98128	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428585	CLM	Wayen Dunn	1981-09-20	—	4546713779	2552 Willow Ct, Sacramento, CA, 95878	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401180	CLM	Diego P Bishop	1959-12-25	—	—	6395 Jefferson Ave, Eden Prairie, MN, 55345	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419126	CLM	Jason Garett	1947-05-05	UHC-10837-58	8519954500	3428 Highland Ave, Austin, TX, 78767	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406461	CLM	Marcus J Delgado	1990-12-17	—	9009239963	2234 Camelback Rd, Glendale, AZ, 85375	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421704	CLM	Paul Bryant	1975-01-19	UHC-25714-67	3587077031	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-414333	CLM	Mariaana Parker	2008-11-14	—	—	9046 Church St, Gilbert, AZ, 85224	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-406067	CLM	Joseph Henderson	1941-07-25	UHC-18059-43	9867454693	3798 Market St, Atlanta, GA, 30310	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419655	CLM	Saamuel Fields	1973-02-01	—	6908229153	2094 Desert Sky Blvd, Fresno, CA, 93725	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419656	CLM	Saamuel Fields	1973-02-01	—	6908229153	2094 Desert Sky Blvd, Fresno, CA, 93725	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419175	CLM	Marilyn P Barnes	1957-12-23	UHC-48806-49	—	4785 Apache Blvd, San Diego, CA, 92164	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405968	CLM	Janice Hill	1944-06-25	UHC-52485-49	—	4290 Mesa Dr, Eden Prairie, MN, 55318	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425484	CLM	Carl Coleman	1970-03-15	UHC-95130-07	9847669139	3129 Church St, San Antonio, TX, 78288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425483	CLM	Carl Coleman	1970-03-15	UHC-95130-07	9847669139	3129 Church St, San Antonio, TX, 78288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 165 of 376Previous Next