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-427488	CLM	Roy Hunt	1956-12-07	—	8059523122	2365 Maple Ave, Plano, TX, 75040	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404437	CLM	Anna Z Reyes	1998-07-17	UHC-62772-75	9174886248	273 Highland Ave, Austin, TX, 78775	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423698	CLM	John Maldonado	1952-09-17	—	8573189535	5314 Ridge Rd, Minneapolis, MN, 55481	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412028	CLM	Grace Hughes	1963-06-21	UHC-49736-31	—	2697 Cedar Ln, Houston, TX, 77036	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427994	CLM	Jose Williams	1949-06-05	—	8537316600	4096 Oak St Apt 21, Las Vegas, NV, 89125	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-420459	CLM	Samantha Torres	1954-08-20	UHC-71644-84	—	5874 Sunset Blvd, Austin, TX, 78717	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404236	CLM	Christian S Austin	1960-07-25	—	—	5763 Elm St, Mesa, AZ, 85278	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-412758	CLM	Randy Hunt	2003-10-26	UHC-14907-14	—	3340 Main St, San Diego, CA, 92198	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-406442	CLM	Priya Stone	1946-06-10	—	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418062	CLM	Sharon Ortiz	1984-09-16	UHC-66253-11	—	8541 Main St, Miami, FL, 33150	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-412301	CLM	Jacbo Evans	1966-12-02	—	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.78	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-410667	CLM	William Carter	1942-12-19	UHC-32278-12	—	6526 Forest Ave, Eden Prairie, MN, 55348	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421729	CLM	Kenneeth Gordon	1988-08-27	UHC-87982-02	3697759207	9879 Union St, Atlanta, GA, 30361	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-404752	CLM	Nicole Bowman	1978-12-16	UHC-91664-02	8355351763	3795 Lincoln Way, Tampa, FL, 33683	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404430	CLM	Jonathan Turner	1939-06-23	—	8412467920	7967 Lake View Rd, Chandler, AZ, 85230	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421001	CLM	Tyler Q Reed	1950-11-15	—	—	7735 Meadow Ln, Eden Prairie, MN, 55380	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-431702	CLM	Samuel Gardner	1940-08-26	—	—	5394 Meadow Ln, Gilbert, AZ, 85208	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425909	CLM	Mariana Fernandez	1951-12-05	—	3897127054	3623 Pine Dr, Charlotte, NC, 28208	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409430	CLM	Joanthan Stevens	1972-10-16	UHC-88071-23	7514154484	435 Grand Ave, Atlanta, GA, 30304	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400644	CLM	Anthony Alexander	1958-06-19	UHC-59278-32	5169756801	5829 Mountain View Dr, Sacramento, CA, 95830	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408465	CLM	Bobby Santos	1943-09-09	UHC-88386-14	—	4400 Lincoln Way, Atlanta, GA, 30372	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421805	CLM	Helen Watson	1971-09-09	—	6445964399	4667 River Rd, Minneapolis, MN, 55423	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407300	CLM	Rachel S Crawford	1987-05-04	—	8209332221	—	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431216	CLM	Sean Flores	1975-04-12	—	5955049187	8026 Camelback Rd, Miami, FL, 33122	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-427307	CLM	Patricia Adamms	1963-01-04	—	—	1077 Cedar Ln, Atlanta, GA, 30337	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430839	CLM	Justin Rojas	1990-12-21	UHC-58364-37	—	3565 Highland Ave, Tampa, FL, 33662	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-421349	CLM	Aisha P Morgan	1988-12-27	UHC-38996-14	8469496565	7101 Lincoln Way Apt 21, Tempe, AZ, 85215	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-425105	CLM	Mark Z Jimenez	1974-06-08	UHC-85724-40	—	3944 Valley View Dr, Denver, CO, 80279	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423368	CLM	Charles Li	1987-12-15	UHC-11969-12	2623569623	9323 Camelback Rd, Glendale, AZ, 85320	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403785	CLM	Timothy Burke	1988-05-14	—	7362722708	8047 Forest Ave, Tucson, AZ, 85752	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429842	CLM	Alexis Singh	2007-12-05	UHC-97637-98	—	6744 Desert Sky Blvd, Las Vegas, NV, 89152	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-420403	CLM	Carol Ortega	1996-01-15	—	—	5241 Central Ave # 820, Tampa, FL, 33612	0.78	Date of birth reformatted Unit split from street City re-cased State code upper-cased+1 more
CLM-419215	CLM	Hannah Lane	1981-02-02	UHC-85848-94	—	4374 Grand Ave, Jacksonville, FL, 32203	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419214	CLM	Hannah Lane	1981-02-02	UHC-85848-94	—	4374 Grand Ave, Jacksonville, FL, 32203	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404035	CLM	Janice Jensen	1966-06-06	UHC-44263-72	9353440181	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-404914	CLM	Austin Z Wong	1961-03-19	—	7579956047	7229 Cedar Ln, Los Angeles, CA, 90055	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-429738	CLM	Austin L Nguyen	1939-12-26	UHC-66691-05	3168952643	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405729	CLM	Sharon West	1984-11-11	UHC-67402-41	9416751364	773 Hillcrest Rd, Orlando, FL, 32852	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427414	CLM	Heather Coleman	1943-07-03	UHC-89922-34	—	8345 Oak St, Scottsdale, AZ, 85203	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408050	CLM	Kathleen Carter	2004-10-28	—	8326882961	2278 Pine Dr, Miami, FL, 33160	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421673	CLM	Scott Henderson	1988-01-24	UHC-26275-22	—	430 Mountain View Dr, Phoenix, AZ, 85002	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428698	CLM	Joyce Hansun	1963-01-25	UHC-16292-82	—	7610 Mountain View Dr, Plano, TX, 75019	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421910	CLM	Joshua Harper	1971-08-11	UHC-85497-41	6416367192	282 Ocean Ave, Los Angeles, CA, 90023	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426280	CLM	Donald S Morales	1965-12-15	UHC-67538-62	8892940574	9049 Ridge Rd, Atlanta, GA, 30395	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-420954	CLM	Denise White	1963-07-19	—	—	1157 Washington St, Columbus, OH, 43283	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-431836	CLM	Vincent Fernandez	1943-04-02	UHC-19905-25	—	6169 Elm St, Denver, CO, 80211	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422593	CLM	Karen Palmer	1969-03-04	UHC-89690-68	—	5729 Valley View Dr, Glendale, AZ, 85300	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420693	CLM	Juan F Gonzales	1984-09-23	—	9347659980	6894 Ocean Ave, San Diego, CA, 92174	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421176	CLM	Willie Le	1969-09-17	—	—	6908 Oak St, Sacramento, CA, 95814	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407202	CLM	Janet Boyd	1976-01-03	UHC-81858-35	—	711 Desert Sky Blvd, Nashville, TN, 37271	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

10,559 rows, page 103 of 212Previous Next