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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421292	CLM	Lawrence Shaw	1968-10-26	—	—	1839 Ridge Rd, Columbus, OH, 43205	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419031	CLM	Stephanie W Logn	1950-08-22	—	3752684746	913 Elm St, Denver, CO, 80208	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432652	CLM	Jeremy Jacobs	1965-10-04	UHC-51630-28	5878285211	4442 Meadow Ln, Seattle, WA, 98134	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424075	CLM	Ralph M Espinoza	1938-09-14	—	9568026018	2235 Highland Ave, Tempe, AZ, 85211	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420540	CLM	Frank Burton	1964-11-25	UHC-35602-95	—	7178 Indian School Rd, Minneapolis, MN, 55493	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406820	CLM	Doris Simmons	1952-07-04	UHC-64986-08	—	3635 Mountain View Dr, Scottsdale, AZ, 85252	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406762	CLM	Jordan K Barnes	1982-05-25	UHC-12682-64	2848833622	5047 Washington St, Plano, TX, 75082	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416589	CLM	Christopher Stewart	2005-03-11	—	—	3758 Hillcrest Rd, Minneapolis, MN, 55435	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419425	CLM	Jduy Schmidt	1998-11-05	UHC-15358-33	8264920115	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-423841	CLM	Noah Ortiz	1988-06-04	UHC-65429-19	—	3793 Park Pl, Minneapolis, MN, 55435	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-424611	CLM	Peter Patel	1945-04-20	UHC-99963-63	6857987644	981 Union St, Chandler, AZ, 85264	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408412	CLM	Bobby Anderson	1978-03-09	—	8534510543	3664 Harbor Blvd, Minneapolis, MN, 55491	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424277	CLM	Deborah Vargas	1944-06-26	—	—	4953 Apache Blvd, Minneapolis, MN, 55473	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425740	CLM	Luis Dominguez	1955-05-24	UHC-85052-29	3937968725	42 Washington St, Los Angeles, CA, 90034	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415784	CLM	Jeff Cruz	1971-02-10	UHC-77455-14	—	452 Elm St, Nashville, TN, 37285	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406172	CLM	Dylan Williamson	1965-06-23	—	—	297 Meadow Ln, Jacksonville, FL, 32281	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409902	CLM	Kevin C Coleman	1942-10-16	—	3268638705	8198 Highland Ave, Las Vegas, NV, 89100	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402708	CLM	Sandar K Wallace	1944-05-15	UHC-92839-30	—	9327 Lincoln Way, Mesa, AZ, 85228	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-430286	CLM	Jeremy Hunt	1955-08-12	UHC-59297-43	—	438 Forest Ave, Gilbert, AZ, 85295	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419346	CLM	Carlos Howard	1959-05-04	—	—	4386 Palm Dr, Orlando, FL, 32891	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400274	CLM	Alexander Medina	1962-10-09	UHC-92974-96	7598484612	3388 Forest Ave Apt 34, Atlanta, GA, 30372	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
CLM-412858	CLM	Michael V Harrison	1963-07-09	UHC-04868-24	—	7551 Lake View Rd, Los Angeles, CA, 90095	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404373	CLM	Elijah Hall	1996-09-24	UHC-02806-77	4925726487	5172 Willow Ct, Columbus, OH, 43284	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426863	CLM	Eugene Crawford	1954-05-05	UHC-66706-90	9867989533	6267 Broadway # 435, Scottsdale, AZ, 85277	0.76	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
CLM-421127	CLM	Frances Ruiz	1949-05-28	UHC-20383-93	4406663884	4560 Cedar Ln, Mesa, AZ, 85215	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-430985	CLM	Bobby Arnold	1987-06-23	UHC-31712-74	7503559603	9386 Harbor Blvd, Columbus, OH, 43263	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417673	CLM	Andrea Patel	2009-04-01	—	5377891810	9262 Hillcrest Rd, Columbus, OH, 43201	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430501	CLM	Jose Harris	1971-12-09	—	8538559511	6732 Union St, Fresno, CA, 93762	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413230	CLM	Omar Greene	1983-10-05	UHC-20535-09	—	1583 Mountain View Dr, Los Angeles, CA, 90045	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421762	CLM	Anna Ortiz	1964-08-20	UHC-88523-20	—	1887 Central Ave, Charlotte, NC, 28209	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423172	CLM	Kenneth James	1941-08-01	—	9755603423	2485 Baseline Rd Apt 31, Gilbert, AZ, 85229	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-431616	CLM	Daniel Hlomes	1953-11-18	UHC-72010-71	—	—	0.76	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+2 more
CLM-407645	CLM	Diana Ryan	1945-09-14	—	6742543948	5268 Canyon Rd, Scottsdale, AZ, 85200	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431731	CLM	Elizabeth Pierce	1970-02-24	—	8745917377	1754 Union St, Atlanta, GA, 30337	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405747	CLM	Virginia Grant	1968-08-03	—	—	3062 Forest Ave, Columbus, OH, 43296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423916	CLM	Janice Kelly	1956-11-05	UHC-98691-32	—	5664 Willow Ct, San Diego, CA, 92123	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417283	CLM	Robert Jacobs	1957-03-14	—	5642961872	6001 Canyon Rd, Jacksonville, FL, 32224	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413295	CLM	Andrew H Montgomery	1944-07-27	UHC-31571-55	—	4498 Sunset Blvd, Columbus, OH, 43296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430691	CLM	Jose Harvey	1970-03-26	—	4945313776	579 Apache Blvd # 340, Tempe, AZ, 85249	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-411845	CLM	Kim Lee	1997-06-28	UHC-22171-88	—	4083 Pine Dr, Sacramento, CA, 95899	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-406864	CLM	Amanda Hicks	1972-10-09	—	5958864136	5918 Forest Ave, Minneapolis, MN, 55439	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-410720	CLM	Diana K Hicks	1962-09-25	—	8103440784	3620 Hillcrest Rd, Seattle, WA, 98113	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421119	CLM	Evelyn Maldonado	1948-06-11	—	6297406729	379 Spring St, Austin, TX, 78730	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421120	CLM	Evelyn Maldonado	1948-06-11	—	6297406729	379 Spring St, Austin, TX, 78730	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406608	CLM	Ralph Torres	1945-09-17	UHC-44307-15	—	7823 Lincoln Way, Phoenix, AZ, 85014	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419647	CLM	Stephanie Ross	1990-12-11	UHC-04168-70	—	1376 Ridge Rd, Jacksonville, FL, 32239	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413533	CLM	Roy Wright	2005-01-27	—	—	74 Desert Sky Blvd, Nashville, TN, 37236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413534	CLM	Roy Wright	2005-01-27	—	—	74 Desert Sky Blvd, Nashville, TN, 37236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427028	CLM	Doris Armstrong	1946-07-03	—	—	9518 Lake View Rd, Atlanta, GA, 30322	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408659	CLM	Roger Y Morrison	1992-03-22	—	9242176416	1173 Apache Blvd, Las Vegas, NV, 89139	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

10,559 rows, page 96 of 212Previous Next