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-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-419500	CLM	Stephanie Palmer	1975-06-20	UHC-80188-86	7956629019	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+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-416489	CLM	Antthony Weaver	1999-03-14	UHC-71437-69	7475189556	8177 Mountain View Dr, Fresno, CA, 93755	0.78	Date of birth reformatted 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-414307	CLM	Doris Turner	1981-03-16	—	—	8826 Highland Ave, Glendale, AZ, 85381	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-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-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-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-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-417086	CLM	Alice Graham	2002-10-08	UHC-35055-31	4902038393	1877 Forest Ave, Seattle, WA, 98129	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-415426	CLM	Ahmed Hernandez	1942-04-15	UHC-21736-01	—	3347 Jefferson Ave, Sacramento, CA	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+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-404837	CLM	Terry Watson	1949-06-28	—	2984550939	9167 Church St, Tampa, FL, 33694	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-429705	CLM	Joshua Park	1943-06-03	—	8369592846	5944 Church St, Austin, TX, 78727	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-429704	CLM	Joshua Park	1943-06-03	—	8369592846	5944 Church St, Austin, TX, 78727	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+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-417466	CLM	Joyce Snyder	1961-01-07	UHC-38342-05	—	7991 Meadow Ln, Glendale, AZ, 85350	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-430749	CLM	Dennis Gray	1960-02-19	UHC-06968-28	—	1283 Sunset Blvd, Miami, FL, 33163	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-417910	CLM	Bradley Herrera	2006-02-10	UHC-52427-22	7925801384	3645 Mountain View Dr, Scottsdale, AZ, 85286	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414354	CLM	Rebecca B Lewis	1967-03-26	UHC-04909-22	—	6545 Maple Ave, Nashville, TN, 37215	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-424819	CLM	Shirley Roberts	1964-09-11	UHC-98206-77	6513291275	9848 Oak St, Glendale, AZ, 85305	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+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-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-417796	CLM	Jacob Schmidt	1969-03-25	UHC-25356-26	—	7946 Oak St, Columbus, OH, 43211	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-410785	CLM	Justin Castro	1943-10-26	—	—	5655 Bayshore Dr, Tucson, AZ, 85719	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-427239	CLM	Russell King	1964-12-11	—	—	9139 Willow Ct, Fresno, CA, 93734	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421862	CLM	Walter H Brooks	1951-10-09	UHC-01528-36	7467557640	2178 Washington St, Phoenix, AZ, 85041	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402681	CLM	Kenneth Perkins	1996-07-07	—	—	6141 Maple Ave, Glendale, AZ, 85301	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408998	CLM	Martha F Nunez	1972-08-07	UHC-26130-11	—	3308 Maple Ave, Nashville, TN, 37246	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404646	CLM	Angela Chapman	1938-05-15	—	—	2933 Sage Ct, Eden Prairie, MN, 55376	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422233	CLM	Patrick Phillips	2007-04-08	—	7923964622	1604 Church St, Chandler, AZ, 85262	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426569	CLM	Arjun Wright	1982-09-07	UHC-27547-79	8177112189	8140 Washington St, Charlotte, NC, 28227	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-405103	CLM	Arthur Greene	2006-06-20	—	—	4014 Cedar Ln, Atlanta, GA, 30392	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-405769	CLM	Austin Riley	1992-12-27	—	—	3160 Baseline Rd, Los Angeles, CA, 90042	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-422997	CLM	Patricia Marshall	1981-06-08	UHC-92316-19	6124428236	7133 Cedar Ln, Houston, TX, 77072	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428944	CLM	Lawrence Duncan	1938-05-06	UHC-36484-66	7224584491	2923 Apache Blvd, Las Vegas, NV, 89179	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-405545	CLM	Bradley Morrison	1982-11-11	UHC-89051-37	4197127965	461 Central Ave, Tucson, AZ, 85713	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-415938	CLM	Nicholas Grant	1998-11-06	UHC-26220-94	—	4316 Desert Sky Blvd, Las Vegas, NV, 89141	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428946	CLM	Pamela Baker	1947-03-10	UHC-97391-25	—	8610 Baseline Rd, Dallas, TX, 75212	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more

10,559 rows, page 107 of 212Previous Next