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-415412	CLM	Mariana Peterson	1979-12-19	UHC-50156-37	8897922950	6743 Park Pl, Scottsdale, AZ, 85256	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402546	CLM	Jennifer Baker	1956-02-01	—	5822422029	6553 Apache Blvd, Sacramento, CA, 95813	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416894	CLM	Jordan Mendez	1971-06-10	UHC-72598-96	6963667600	7025 Baseline Rd, San Antonio, TX, 78285	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411990	CLM	Nicole Hoffman	1990-09-02	UHC-97852-25	2626468019	6300 Ocean Ave, Tampa, FL, 33661	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431120	CLM	Michelle Walker	1970-05-23	UHC-76125-07	4664126436	8094 Desert Sky Blvd, Glendale, AZ, 85341	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431485	CLM	Patricia Robertson	1972-02-10	UHC-63151-88	8342676995	523 Desert Sky Blvd, Eden Prairie, MN, 55365	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415912	CLM	Janice Owens	1954-05-25	UHC-11376-27	8847809200	1736 Harbor Blvd, Jacksonville, FL, 32284	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-405360	CLM	Betty Warren	2000-12-24	—	9392029437	5525 Union St, Minneapolis, MN, 55457	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404949	CLM	Nicole Rice	1995-03-17	—	2789631747	8696 Canyon Rd, Fresno, CA, 93785	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414954	CLM	Jose Padilla	1955-01-14	UHC-81594-89	—	8571 Highland Ave, Chandler, AZ, 85234	0.74	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-423659	CLM	Gloria G Wilson	1984-11-23	—	9643140894	4217 River Rd, Austin, TX, 78785	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400481	CLM	Jessica F Yaang	1998-10-26	UHC-15571-89	—	6280 Lake View Rd, Los Angeles, CA, 90024	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426598	CLM	Angella Perez	1964-12-21	UHC-15991-36	2248778546	3715 Mountain View Dr, Seattle, WA, 98147	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417490	CLM	Logan Rodriguez	1954-04-15	—	2494934696	7853 Sage Ct, Houston, TX, 77078	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412014	CLM	Jerry Price	1957-10-17	—	4324037551	563 Desert Sky Blvd, Glendale, AZ, 85340	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422311	CLM	Vincent H Thomas	2004-10-15	—	6456622624	4712 Willow Ct, Nashville, TN, 37264	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426587	CLM	Jacob Jimenez	1983-11-07	—	7103017058	1086 Ocean Ave, Houston, TX, 77041	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405533	CLM	Judith P Riley	1985-11-28	—	8332537016	2484 Valley View Dr, Columbus, OH, 43247	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416358	CLM	William Carpenter	1954-02-11	—	9796950747	2934 Apache Blvd, Denver, CO, 80274	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402237	CLM	Mayr C Ward	1948-03-13	UHC-17625-99	3519532774	4346 Indian School Rd, Houston, TX, 77059	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428532	CLM	Gloria E Le	1946-04-05	UHC-07005-78	—	8903 Market St, Sacramento, CA, 95887	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430101	CLM	Nathan E Campbell	1985-11-19	UHC-33373-43	8525258031	8466 Lake View Rd, Seattle, WA, 98103	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430866	CLM	Dennis Brown	1944-05-22	UHC-22981-87	5062915317	5143 Cedar Ln, Minneapolis, MN, 55447	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401518	CLM	Ronald Gonzales	1951-05-19	—	—	2738 Central Ave, Jacksonville, FL, 32239	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-412295	CLM	Greg Torres	1984-02-22	UHC-36621-45	7334286897	4772 Ocean Ave, Eden Prairie, MN, 55363	0.74	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+3 more
CLM-418352	CLM	Bobby Wright	1995-04-03	—	—	8097 Central Ave, Eden Prairie, MN, 55323	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413690	CLM	Virginia Roberts	1992-01-18	UHC-23292-08	—	1146 Sunset Blvd, Los Angeles, CA, 90079	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404310	CLM	Jacqueline T Jimenez	1950-09-07	—	8869740952	7066 Highland Ave, Orlando, FL, 32875	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401468	CLM	Jerry Pierce	2005-02-27	UHC-01827-46	2753735096	3308 Baseline Rd # 173, Phoenix, AZ, 85020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-401469	CLM	Jerry Pierce	2005-02-27	UHC-01827-46	2753735096	3308 Baseline Rd # 173, Phoenix, AZ, 85020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-427454	CLM	Sean Day	1972-08-17	—	2712887437	7625 Baseline Rd, Mesa, AZ, 85225	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419323	CLM	Victoria O Ellis	1988-06-14	—	4129193721	2315 Market St, Las Vegas, NV, 89118	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419216	CLM	Heather Hunt	1943-08-23	—	—	2126 Lake View Rd, Seattle, WA, 98192	0.76	Name split from “Last, First”Date of birth reformatted City re-cased State code upper-cased+2 more
CLM-430858	CLM	Danielle A Welh	—	UHC-57613-39	7782453061	2220 Willow Ct, Tempe, AZ, 85215	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
CLM-400251	CLM	Maggie Hicks	2008-06-15	—	9716296610	2960 Central Ave, Orlando, FL, 32853	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422522	CLM	Margaret Griffin	1947-10-20	UHC-40806-56	—	3342 River Rd, San Diego, CA, 92158	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-417079	CLM	Ruth Price	1971-01-26	—	3438950785	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-404070	CLM	Abby Hunt	1979-11-28	UHC-64284-36	9834761383	8501 Park Pl, Houston, TX, 77002	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403476	CLM	David Hall	1949-06-04	UHC-32874-59	5856060670	766 Central Ave, Denver, CO, 80252	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422972	CLM	Jordan Z Oliver	1981-11-21	UHC-96881-31	3197505190	4263 Spring St, Las Vegas, NV, 89178	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403802	CLM	Frances Jacobs	1986-09-08	—	—	9439 Baseline Rd, Atlanta, GA, 30373	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410540	CLM	Heather Diaz	1945-03-08	UHC-41818-71	7719731873	2988 Baseline Rd, Austin, TX, 78701	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410541	CLM	Heather Diaz	1945-03-08	UHC-41818-71	7719731873	2988 Baseline Rd, Austin, TX, 78701	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402832	CLM	Lawrence Mrogan	1970-05-27	UHC-08471-65	5498685276	3458 Forest Ave, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-431338	CLM	Brian Fox	1969-01-20	UHC-56910-92	3014308839	4879 Spring St, Glendale, AZ, 85378	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423640	CLM	Eugene A Morales	1976-03-11	UHC-18419-70	—	7390 Bayshore Dr, Austin, TX, 78766	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403833	CLM	Susan Kim	1987-02-04	UHC-90882-73	9385723040	9058 Camelback Rd, Minneapolis, MN, 55456	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417930	CLM	Kenneth Stewart	1946-06-05	—	8564494783	5531 River Rd, Plano, TX, 75090	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424513	CLM	Hraold Mendez	1944-03-10	UHC-28490-47	2402666196	9294 Grand Ave, Austin, TX, 78773	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430616	CLM	Helen Ryan	1998-10-21	UHC-52155-31	6305830091	3533 Pine Dr, Atlanta, GA, 30366	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 143 of 376Previous Next