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-416755	CLM	Mark Y Sandoval	2006-03-22	UHC-24042-47	9629371862	6181 Mountain View Dr, Houston, TX, 77048	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406385	CLM	Ralph Gutierrez	1950-11-24	UHC-07884-13	3114397602	1974 Meadow Ln, Las Vegas, NV, 89113	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427224	CLM	Ambar Gordon	1998-07-06	—	2805589011	3033 Willow Ct, Tucson, AZ, 85721	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414174	CLM	Henry Foster	1990-02-24	—	2919267600	4824 Mountain View Dr, Dallas, TX, 75285	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
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-422518	CLM	Alice Bishop	1969-12-09	—	6753509647	3124 Main St, Nashville, TN, 37225	0.76	Date of birth reformatted Phone 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-409556	CLM	Kelly Lucas	1946-08-21	UHC-43173-63	4653829147	8042 Main St, Mesa, AZ, 85261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-402685	CLM	Deborah Johnson	1978-06-01	UHC-64630-40	5339564622	2676 Grand Ave, Tampa, FL, 33681	0.76	Name re-cased Phone 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-406222	CLM	Bowman Emma	1943-07-08	—	7294158304	554 Hillcrest Rd, Tempe, AZ, 85208	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406221	CLM	Bowman Emma	1943-07-08	—	7294158304	554 Hillcrest Rd, Tempe, AZ, 85208	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-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-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-420032	CLM	Walter B Vazquez	2005-09-05	UHC-84313-87	7602760070	2980 Washington St, Denver, CO, 80264	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-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-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-430099	CLM	Nathan E Campbell	1985-11-19	—	8525258031	8466 Lake View Rd, Seattle, WA, 98103	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-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-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-408030	CLM	Virginia Hughes	1964-08-27	UHC-52299-91	3489110886	8827 Lincoln Way, Denver, CO, 80238	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-428764	CLM	Elizabeth Rose	2006-10-22	—	3863457873	4365 Baseline Rd, San Antonio, TX, 78235	0.76	Name re-cased Phone reformatted Street suffix standardised Address 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
CLM-406890	CLM	Priya Cook	1956-08-04	—	8593901606	8550 Cedar Ln, Eden Prairie, MN, 55326	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406889	CLM	Priya Cook	1956-08-04	—	8593901606	8550 Cedar Ln, Eden Prairie, MN, 55326	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427194	CLM	Albert Watkins	2008-09-26	UHC-76579-96	6938904629	6358 Ridge Rd, Tucson, AZ, 85780	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431273	CLM	Russell Schultz	1981-01-04	UHC-35071-02	6498910779	4539 Market St, Scottsdale, AZ, 85227	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-404356	CLM	Roy Olson	1967-08-06	UHC-36243-10	5185483978	6622 Bayshore Dr, Chandler, AZ, 85200	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406135	CLM	Donald Meyer	1987-07-10	UHC-63332-29	8529518013	5980 Washington St, Columbus, OH, 43211	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-407736	CLM	Andrew D Miller	1956-04-11	UHC-75854-99	7552888775	3855 Park Pl, Los Angeles, CA, 90001	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416011	CLM	Jordan Bailey	1963-06-28	UHC-61063-87	5903217949	7325 Harbor Blvd, Eden Prairie, MN, 55313	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404331	CLM	Randy Tucker	1982-03-15	UHC-72020-56	2363621547	9264 Mesa Dr, Orlando, FL, 32840	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 108 of 240Previous Next