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-415092	CLM	Daniel Reid	1939-01-23	—	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418762	CLM	Cheryl Silva	1960-05-07	UHC-61430-78	3079752556	—	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-403671	CLM	Andrea Burke	1989-01-15	UHC-04666-59	—	6622 Maple Ave, Los Angeles, CA, 90062	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432602	CLM	Mari Prry	1959-07-07	UHC-21303-62	—	7211 Lake View Rd, Scottsdale, AZ, 85256	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410237	CLM	Sarah Wright	2007-07-09	UHC-88130-96	5374213025	3671 Sunset Blvd, Nashville, TN, 37271	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-410238	CLM	Sarah Wright	2007-07-09	UHC-88130-96	5374213025	3671 Sunset Blvd, Nashville, TN, 37271	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-432547	CLM	Jduy Wells	1989-06-18	UHC-65896-08	—	5771 Indian School Rd, Scottsdale, AZ, 85236	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417298	CLM	Lawrence Chapman	1975-10-20	UHC-16649-11	—	3172 Ocean Ave, Austin, TX, 78770	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413250	CLM	Susan Adams	1992-09-01	UHC-39910-13	—	8014 Valley View Dr, Minneapolis, MN, 55410	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406710	CLM	Mairana Simmons	1954-11-18	—	—	5200 Desert Sky Blvd, Tempe, AZ, 85279	0.76	Name re-cased Date of birth reformatted State name converted to code Plan code upper-cased+2 more
CLM-429456	CLM	Jose Yang	1996-12-24	—	—	6764 Ridge Rd, Tampa, FL, 33657	0.76	Street suffix standardised Address re-cased State code upper-cased Plan code upper-cased+2 more
CLM-430335	CLM	Diego H Contreras	1948-02-23	UHC-46032-06	5944815555	2310 Forest Ave, Eden Prairie, MN	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
CLM-411963	CLM	Isabella Chavez	2003-06-15	—	2196597734	1867 Washington St, Nashville, TN, 37245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402973	CLM	Fatima Webb	1964-11-20	UHC-03290-88	5492409953	2690 Desert Sky Blvd, Los Angeles, CA, 90018	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419222	CLM	Amy Carroll	1993-12-13	—	9298729026	3972 River Rd, Atlanta, GA, 30398	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421421	CLM	Emily Baker	1967-12-01	UHC-95533-24	—	425 Jefferson Ave, Los Angeles, CA, 90096	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403340	CLM	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426724	CLM	Frances Mitchell	2005-07-02	UHC-57642-07	6332193229	4268 Valley View Dr, Tampa, FL, 33620	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409281	CLM	Rachel W Elliott	1995-11-25	—	9612852033	9231 River Rd, San Antonio, TX, 78241	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427832	CLM	Kelly Vazquez	1940-03-23	UHC-86573-18	6036359231	5213 Jefferson Ave, Minneapolis, MN, 55480	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-421699	CLM	Mariana G Wilson	1947-07-01	—	—	4779 Canyon Rd, Dallas, TX, 75272	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403403	CLM	Sofia Carpenter	1995-07-07	UHC-20485-01	7647427104	4840 Central Ave, Nashville, TN, 37231	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-402444	CLM	Natlie Howell	1950-03-28	UHC-74422-60	6915246600	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-430391	CLM	Keith Kennedy	2007-04-08	—	—	8920 Palm Dr, Houston, TX, 77003	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419229	CLM	Vincent Reyes	2006-10-23	—	—	8555 Park Pl, Plano, TX, 75016	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425784	CLM	Jason H Ruiz	2000-12-27	UHC-96989-78	5813823891	5935 Jefferson Ave, Chandler, AZ, 85251	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406059	CLM	Arthur Oliver	1944-07-11	UHC-24409-36	—	6950 Spring St, Los Angeles, CA, 90046	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417332	CLM	Keith G Ford	1947-04-21	—	4382416892	6215 Central Ave, Orlando, FL, 32811	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-404368	CLM	Katherine Fuller	1977-05-11	UHC-06882-78	—	6620 Market St, Glendale, AZ, 85388	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411583	CLM	Anthony T Reyes	1995-01-10	UHC-11894-03	9703438330	6739 Hillcrest Rd, Columbus, OH, 43239	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-430789	CLM	Christian Anderson	1939-07-09	—	—	2042 Washington St, Orlando, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-402586	CLM	Jennifer Oliver	1972-06-16	UHC-34799-44	6606920658	9553 Highland Ave, Seattle, WA, 98153	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413483	CLM	Joshua Wright	1965-03-19	UHC-71174-31	3802215070	7265 Desert Sky Blvd, Chandler, AZ, 85273	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431481	CLM	Elizabeth Miller	1941-07-11	UHC-74198-61	9377688825	5736 Broadway Apt 34, Las Vegas, NV, 89146	0.76	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
CLM-426478	CLM	Bryan Matthews	1988-07-28	—	9246330012	8907 Harbor Blvd, Plano, TX, 75085	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410301	CLM	Vicky Larson	1959-12-20	UHC-88251-66	7564434625	1514 Main St, Fresno, CA, 93743	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423233	CLM	Virginia Barnes	2007-04-02	UHC-21509-56	3827817215	6404 Sage Ct, Atlanta, GA, 30375	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418236	CLM	Ruth Dunn	1939-07-12	UHC-54120-52	4703459151	8764 Sage Ct, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-410053	CLM	Shirley George	1976-07-24	UHC-25946-28	—	7203 Sunset Blvd, Charlotte, NC, 28231	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428922	CLM	Andrea C Griffin	1985-06-07	UHC-70467-12	—	5822 Bayshore Dr, Charlotte, NC, 28203	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421201	CLM	Peterson V Diane	1945-05-14	UHC-44831-58	4464578209	7230 Church St, Jacksonville, FL, 32223	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421202	CLM	Peterson V Diane	1945-05-14	UHC-44831-58	4464578209	7230 Church St, Jacksonville, FL, 32223	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416021	CLM	Mark Hart	1986-01-20	—	8049933833	9124 Park Pl, Atlanta, GA, 30313	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420416	CLM	Bruce D Flores	1966-11-27	—	—	8234 Market St, Nashville, TN, 37212	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-415469	CLM	Nicholas T Johnson	1950-06-24	UHC-82744-56	2797313619	2844 Cedar Ln, Las Vegas, NV, 89171	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426247	CLM	Diego Marshall	1966-04-08	UHC-78802-83	6168406935	5383 River Rd, Sacramento, CA, 95881	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429260	CLM	Frank Evans	1968-12-05	UHC-28029-33	8125078641	8664 Ridge Rd, Atlanta, GA, 30363	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412081	CLM	Willie Price	1976-01-15	UHC-38904-57	—	2918 Highland Ave, San Diego, CA, 92176	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415199	CLM	Amanda Freeman	1976-07-07	UHC-66453-18	6933521053	7544 Ridge Rd Apt 26, Scottsdale, AZ, 85286	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-430278	CLM	Euegne Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln, Tucson, AZ, 85708	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more

18,771 rows, page 150 of 376Previous Next