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-400799	CLM	Laura Sullivan	1974-11-11	UHC-42409-28	—	1021 Highland Ave, Atlanta, GA, 30378	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415675	CLM	Charlotte Le	1992-07-09	—	3487060294	1065 Park Pl, Las Vegas, NV, 89158	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432439	CLM	Jennfier Oliver	1974-10-28	UHC-26072-74	—	7835 Oak St, Denver, CO, 80273	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409194	CLM	Arjun Mason	1976-04-14	UHC-28408-62	—	9507 Meadow Ln, Las Vegas, NV, 89152	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-431597	CLM	Richard Chavez	1969-11-18	UHC-25871-69	—	2382 Baseline Rd, Las Vegas, NV, 89101	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419623	CLM	Logan Jacobs	2008-01-17	UHC-61833-29	4102458437	1439 Church St, Gilbert, AZ, 85242	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419617	CLM	Aaron Berry	1972-03-04	UHC-34568-51	—	3935 Market St, Chandler, AZ, 85286	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-427775	CLM	Chris Valdez	1969-03-12	UHC-20572-11	8573991733	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419213	CLM	Gary S Patterson	2000-03-08	UHC-74046-14	7902342108	704 Apache Blvd, Tempe, AZ, 85257	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406903	CLM	Gregory Willis	1955-05-27	UHC-33667-24	—	6304 Palm Dr, Seattle, WA, 98104	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430389	CLM	Keith Kennedy	2007-04-08	—	4048591532	8920 Palm Dr, Houston, TX, 77003	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-406392	CLM	Margaret Q Marshall	1960-09-25	—	—	420 Forest Ave, Minneapolis, MN, 55420	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431645	CLM	Brian E Burke	1969-10-08	UHC-98758-75	—	1203 Church St, San Diego, CA, 92196	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411448	CLM	Jaocb Rios	2008-04-24	—	—	3158 Canyon Rd, Orlando, FL, 32863	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403020	CLM	Willie Woods	2001-02-18	—	—	6332 Broadway, Phoenix, AZ, 85019	0.78	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-431864	CLM	Doris Espinoza	1965-01-18	UHC-94052-91	—	5805 Meadow Ln, Scottsdale, AZ, 85244	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422676	CLM	Sophia Foster	1990-08-12	UHC-38594-20	2364256732	6771 Forest Ave, Orlando, FL, 32893	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403056	CLM	Kimberly Espinoza	1961-04-10	UHC-60403-35	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-426136	CLM	Raymond E Hicks	2007-09-22	UHC-56313-54	—	7323 Baseline Rd, Orlando, FL, 32825	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409229	CLM	Joe Castillo	1971-02-06	—	6245948061	4630 Church St, Tampa, FL, 33600	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413501	CLM	Linda Ortega	1945-12-05	UHC-22191-27	—	8401 Sunset Blvd, Dallas, TX, 75243	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-426075	CLM	Doruthy Peterson	1947-10-04	—	—	1631 Camelback Rd, Phoenix, AZ, 85062	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424098	CLM	Russell L Barens	2003-02-11	—	4717832575	3123 Forest Ave # 817, Seattle, WA, 98160	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-421417	CLM	Yuki M Contreras	1997-03-01	—	—	4549 Broadway, Phoenix, AZ, 85046	0.78	Date of birth reformatted Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-432334	CLM	Larry Fields	1966-04-23	—	6448566042	7205 Broadway, Miami, FL, 33100	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-403017	CLM	Nnacy Vazquez	1967-08-27	—	—	1015 Meadow Ln, Seattle, WA, 98115	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419744	CLM	Sophia Myers	1945-07-23	—	5278917616	3570 River Rd, San Antonio, TX, 78299	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-422516	CLM	Thereas Franklin	1944-11-18	UHC-24902-41	—	7509 Willow Ct, Seattle, WA, 98149	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-420260	CLM	Joe Moreno	1979-11-20	—	4657500539	8522 Main St, Austin, TX, 78796	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400680	CLM	Evelyn Brooks	1949-05-03	—	6354771199	9160 Forest Ave, Scottsdale, AZ, 85239	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404486	CLM	Mason I Duncan	1984-04-28	UHC-64676-94	—	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-415224	CLM	Teresa A Le	1961-11-04	UHC-37931-16	—	76 Park Pl, Tempe, AZ, 85208	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425412	CLM	Virginia Robiinson	1960-12-27	UHC-28567-27	7412496134	8730 Willow Ct, Phoenix, AZ, 85088	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424727	CLM	Jerry Jordan	1996-06-11	—	9672415441	2771 Spring St, Tempe, AZ, 85244	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426661	CLM	Debra T Lee	1995-07-27	UHC-67515-75	—	8651 Jefferson Ave, Eden Prairie, MN, 55330	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418694	CLM	Daniel Chavez	1944-07-20	—	—	629 Maple Ave, Los Angeles, CA, 90080	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414889	CLM	David R Ryan	1956-10-15	UHC-48337-47	9323401080	5705 Pine Dr Apt 26, Tempe, AZ, 85247	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-409482	CLM	Diego Mason	1942-06-19	UHC-86673-18	—	2375 Sage Ct, Mesa, AZ, 85216	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-406091	CLM	Catherine E Taylor	1965-12-12	UHC-44781-53	—	7245 Hillcrest Rd, Chandler, AZ, 85253	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422670	CLM	Noah Z Sanchez	1989-10-24	UHC-62379-68	6324798982	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-408135	CLM	Joseph Scott	1975-08-21	UHC-72343-79	—	7502 Desert Sky Blvd, Austin, TX, 78761	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430781	CLM	Rebecca Jacobs	1971-06-11	UHC-14819-53	—	6100 Spring St, Glendale, AZ, 85366	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-406531	CLM	Charlote Wallace	1991-01-04	—	—	8740 Highland Ave, Mesa, AZ, 85202	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417563	CLM	Bobby Harris	1947-09-21	UHC-29409-54	—	6344 Cedar Ln, Houston, TX, 77078	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414926	CLM	Michael Tran	2008-05-26	UHC-75255-96	—	9081 Camelback Rd, Jacksonville, FL, 32204	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428773	CLM	Aaron Rojas	1962-10-06	—	7882917186	2380 Central Ave, Austin, TX, 78766	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-401786	CLM	Madison Welch	1946-12-10	—	5966626268	2397 Hillcrest Rd, Phoenix, AZ, 85076	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424061	CLM	Luis Jones	1984-04-14	—	3315473919	2214 Washington St, Atlanta, GA, 30344	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-424062	CLM	Luis Jones	1984-04-14	—	3315473919	2214 Washington St, Atlanta, GA, 30344	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-404151	CLM	Paul Crawford	1973-04-11	—	—	6341 Grand Ave, Tampa, FL, 33672	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 189 of 376Previous Next