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-418842	CLM	Charles Ramos	1960-11-01	UHC-32017-70	6774239370	5609 Camelback Rd Apt 23, Glendale, AZ, 85309	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
CLM-428888	CLM	Amber Sandoval	1965-06-05	UHC-51743-96	—	6060 Sunset Blvd, Fresno, CA, 93764	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-418501	CLM	Keith N Simpson	2007-11-19	UHC-20710-22	—	6732 Church St, Fresno, CA, 93776	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-400927	CLM	Priya Chen	1999-03-03	UHC-87411-86	—	6678 Ridge Rd, Nashville, TN, 37262	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416460	CLM	Jonathan H Mason	1958-03-06	UHC-16686-90	—	8561 Mesa Dr, Minneapolis, MN, 55467	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411385	CLM	Nathan Gutierrez	1996-06-12	UHC-41662-03	5735190216	834 Pine Dr, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-429830	CLM	Brandon Valdez	1941-03-13	UHC-15383-35	7915389560	6227 Apache Blvd, Denver, CO	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
CLM-432643	CLM	Hiroshi Peterson	1947-08-28	—	3743863817	6875 Apache Blvd, Gilbert, AZ, 85234	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404237	CLM	Evelyn Gomez	1964-11-10	UHC-57767-40	—	9527 Broadway Apt 25, Orlando, FL, 32876	0.64	Name re-cased Unit split from street State code upper-cased Gender normalised+2 more
CLM-413253	CLM	Jason Larson	1960-12-28	—	7958266992	1155 Broadway, Mesa, AZ, 85203	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-418591	CLM	Arjun Ward	1958-02-24	UHC-59588-89	—	5039 Washington St, Minneapolis, MN, 55449	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-405773	CLM	Jack V Armstrong	1966-07-16	UHC-92872-24	2577559969	9598 Oak St, Atlanta, GA, 30356	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410384	CLM	Mark Patterson	1976-09-13	—	—	6095 Desert Sky Blvd, Denver, CO, 80289	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411013	CLM	Gloria D Gordon	1952-09-04	—	—	9544 Camelback Rd, Orlando, FL, 32849	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414772	CLM	Willie McCoy	1994-10-23	UHC-22083-44	8759847359	1428 Cedar Ln # 597, Fresno, CA, 93781	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-404001	CLM	Arjun Ray	1963-03-12	UHC-68947-52	—	5602 Camelback Rd, Atlanta, GA, 30305	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414197	CLM	Kathryn A Ortiz	1976-06-15	—	8023072830	2638 Indian School Rd, Austin, TX, 78777	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424306	CLM	Morrison Wei	1956-07-26	UHC-11160-33	9546831872	5478 Canyon Rd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427336	CLM	Kelly O Tucker	1999-01-03	UHC-00488-72	—	4186 Central Ave, Chandler, AZ, 85219	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427335	CLM	Kelly O Tucker	1999-01-03	UHC-00488-72	—	4186 Central Ave, Chandler, AZ, 85219	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427790	CLM	Paul E Schmidt	1957-07-26	UHC-33818-80	—	6695 Washington St, Nashville, TN, 37229	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-430890	CLM	Chris Yang	1961-08-27	UHC-11124-73	—	6043 Church St, Chandler, AZ, 85289	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-431812	CLM	Lucia Robertson	1985-09-01	UHC-90498-98	5993145405	4263 Cedar Ln, Tempe, AZ, 85289	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-407861	CLM	Marilyn Hunt	2000-04-25	—	4334049923	9005 Ridge Rd, Glendale, AZ, 85391	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430323	CLM	—Junk	1956-01-06	—	—	2593 Spring St, Charlotte, NC, 28232	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
CLM-406690	CLM	Raymnd Rodriguez	—	UHC-81501-18	7043124628	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+2 more
CLM-400699	CLM	Marc X Collins	1946-03-20	UHC-00187-28	3772524734	3486 Harbor Blvd, Fresno, CA, 93786	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417726	CLM	Logan Yang	1967-09-12	—	8243758064	622 Main St, Chandler, AZ, 85220	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429868	CLM	Shirley Banks	1947-01-01	UHC-47686-95	8706502113	125 Lake View Rd Apt 40, Charlotte, NC, 28255	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-404803	CLM	Kyle Romero	1943-05-03	—	—	7259 Lincoln Way, Minneapolis, MN, 55484	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411286	CLM	Deborah Cooper	1980-01-04	UHC-66987-74	6489207149	742 River Rd, Tempe, AZ, 85256	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410047	CLM	Pamela Z Santiago	1982-04-10	UHC-70706-81	—	8298 Ridge Rd, Charlotte, NC, 28222	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428635	CLM	Christopher Young	1993-07-09	UHC-27607-79	3524015851	1866 Church St, Chandler, AZ, 85269	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419274	CLM	Kelly Espinoza	1989-05-10	—	8586021424	9183 Central Ave, Jacksonville, FL, 32286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419275	CLM	Kelly Espinoza	1989-05-10	—	8586021424	9183 Central Ave, Jacksonville, FL, 32286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428335	CLM	Joyce Z Wong	1947-06-23	UHC-83210-22	9502079885	3082 Meadow Ln, San Diego, CA, 92164	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431601	CLM	Beverly Schultz	1981-07-09	—	—	627 Highland Ave, Dallas, TX, 75261	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406324	CLM	Sara Carter	1945-03-08	UHC-19581-65	4575658982	4145 Lake View Rd, Phoenix, AZ, 85097	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-412820	CLM	Hiroshi Harvey	1985-11-11	—	5002212954	2083 Park Pl, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420669	CLM	Roy Butler	1986-02-23	—	—	2332 Lake View Rd, Nashville, TN	0.64	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+2 more
CLM-408232	CLM	Olivia Stephens	—	—	—	2367 Desert Sky Blvd, San Diego, CA, 92136	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-400949	CLM	Heather I Lopez	1941-12-08	UHC-55811-29	5406316183	2352 Ridge Rd, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414838	CLM	Lawrence T Owens	—	—	—	2445 Grand Ave, Scottsdale, AZ, 85205	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-425899	CLM	Eric Robertson	2008-07-10	—	—	3096 Union St, Fresno, CA, 93766	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402063	CLM	Kimberly Vazquez	1971-03-08	UHC-88315-80	2569427753	866 Maple Ave, Nashville, TN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-409820	CLM	Sofia Ward	1961-04-16	UHC-55808-79	—	6963 Desert Sky Blvd, Tucson, AZ, 85786	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424046	CLM	Henry Ross	1987-12-05	—	—	2139 Spring St, Tucson, AZ, 85788	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409393	CLM	Mason Gracia	1938-08-04	UHC-80156-07	—	7806 Spring St, Austin, TX, 78702	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421398	CLM	Nathan Martin	1993-02-17	UHC-79747-51	3632210883	3231 Central Ave, Las Vegas, NV, 89120	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419150	CLM	Eugene Bell	1961-02-08	—	3255385731	8207 Highland Ave, Las Vegas, NV, 89197	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

18,771 rows, page 102 of 376Previous Next