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-414152	CLM	Ralph Cole	1964-06-11	UHC-07842-57	—	9782 Valley View Dr, Tucson, AZ, 85778	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-419035	CLM	Gerald Lynch	1951-07-10	UHC-68982-25	9824160671	4618 Main St, Sacramento, CA, 95885	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421391	CLM	Mariana Vasquez	1978-07-23	UHC-43094-42	—	8225 Ridge Rd, Denver, CO, 80246	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418620	CLM	Mariana E Matthews	1941-02-12	UHC-24776-39	8857922664	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-413955	CLM	Noah Espinoza	1942-02-16	UHC-52234-98	7134800467	6389 Camelback Rd, Sacramento, CA, 95856	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-425171	CLM	Amanda Simmons	1945-02-14	UHC-72306-59	—	4107 Indian School Rd, San Diego, CA, 92111	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422538	CLM	Gary Garza	1993-03-08	UHC-15058-98	—	5827 Indian School Rd, Miami, FL, 33184	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405297	CLM	Austin Williams	2001-10-15	—	2645642588	48 Spring St, Austin, TX, 78728	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429635	CLM	Gabriel Watson	1940-07-08	UHC-73072-51	—	2560 Central Ave, Tucson, AZ, 85779	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-400444	CLM	Sean Evans	1958-08-01	UHC-66436-57	7539335895	5226 Oak St, Los Angeles, CA, 90009	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411611	CLM	Alexis Hunt	1978-10-09	UHC-21311-85	—	6601 Maple Ave, Tempe, AZ, 85245	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-420408	CLM	Julie Hudson	1979-12-10	UHC-36730-68	6038443680	3203 Oak St, Jacksonville, FL, 32209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404702	CLM	Joseph R Obrien	1978-10-10	—	6749279236	464 Forest Ave, Jacksonville, FL, 32266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422504	CLM	Vincent Gilbert	1983-09-08	UHC-83259-66	3699597410	1714 Indian School Rd, Plano, TX, 75089	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423664	CLM	Janice Banks	1965-06-22	—	—	6376 Church St, Scottsdale, AZ, 85275	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418117	CLM	Steven Henry	2005-04-14	—	—	2583 Elm St, Tempe, AZ, 85209	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-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-415253	CLM	Ralph Pena	1993-05-10	—	4703598893	154 Central Ave, Jacksonville, FL, 32215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-415611	CLM	Hannah Williams	1987-08-16	UHC-36369-69	—	7355 Camelback Rd, Tucson, AZ, 85768	0.76	Street suffix standardised Address re-cased City re-cased Email lower-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-405127	CLM	Elizabeth Mitchell	2003-08-22	UHC-66315-76	—	6083 Ridge Rd, Nashville, TN, 37221	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410402	CLM	Brian Hall	1946-06-06	UHC-70681-11	7728331312	7724 Ridge Rd, Dallas, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+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-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-427671	CLM	Jonathan Flores	1972-09-19	UHC-29582-45	8434524663	9441 Canyon Rd, Eden Prairie, MN, 55360	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402304	CLM	Miichael Stone	1974-01-26	UHC-84625-12	9818353175	7918 Meadow Ln, Miami, FL, 33129	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410549	CLM	Yuki Powell	1971-05-24	UHC-46195-87	8512237099	402 Lincoln Way, Glendale, AZ, 85390	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403172	CLM	Stephanie Oliver	1978-02-19	UHC-40061-23	8315591211	7079 Maple Ave, Denver, CO, 80238	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-400623	CLM	Bruce P Martinez	1967-02-06	UHC-23802-99	—	6126 Canyon Rd, Dallas, TX, 75286	0.76	Name re-cased Street suffix standardised Address re-cased City 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-413945	CLM	Mason Rios	1950-09-14	—	2208220528	8770 Washington St, Glendale, AZ, 85340	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+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-406831	CLM	Brian Gordon	1965-01-13	—	8566740511	2269 Willow Ct, Austin, TX, 78791	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-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-401792	CLM	Walter Harris	1955-10-03	UHC-38852-43	4837588665	7654 River Rd, Plano, TX, 75018	0.76	Phone 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-418199	CLM	Laura Guzman	1972-04-20	—	—	3197 Ridge Rd, Plano, TX, 75022	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428104	CLM	William V Hamilton	1950-11-11	UHC-67843-67	2453429974	3320 Meadow Ln, Fresno, CA, 93739	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 171 of 376Previous Next