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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407935	CLM	Dennis Valdez	1945-06-25	UHC-83311-86	6634442983	1633 Bayshore Dr, Eden Prairie, MN, 55328	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406346	CLM	Jason Perez	1944-06-15	UHC-44943-11	9519651566	7980 Maple Ave, Fresno, CA, 93795	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424674	CLM	Sandra F Obrien	1975-12-18	UHC-04569-93	4458089307	6992 Jefferson Ave, Fresno, CA, 93777	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-408000	CLM	Jean Watkins	1990-03-21	UHC-72810-50	4089419471	5101 Mountain View Dr, Seattle, WA, 98153	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430857	CLM	Karen Young	1971-06-26	UHC-94385-95	2348243929	2949 Hillcrest Rd, San Diego, CA, 92164	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417319	CLM	Alexis E Walker	1962-07-15	UHC-81179-53	3715679556	2604 Highland Ave, Phoenix, AZ, 85013	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404948	CLM	Nicole X Rice	—	—	2789631747	8696 Canyon Rd, Fresno, CA, 93785	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-407373	CLM	Timothy Howell	1992-10-18	UHC-63319-69	4155704020	4080 Meadow Ln, Chandler, AZ, 85297	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429922	CLM	Paul Powell	1996-03-05	UHC-90640-22	3762206953	5526 Ocean Ave, Miami, FL, 33108	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420417	CLM	Terry Singh	1977-11-01	—	4094278879	1910 Canyon Rd, Seattle, WA, 98120	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415650	CLM	Charles I Fowler	1963-05-20	—	9655437918	3451 Mountain View Dr, Mesa, AZ, 85269	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429836	CLM	Teresa G James	1987-06-15	UHC-36227-89	6208458818	5550 Jefferson Ave, Plano, TX, 75084	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422454	CLM	Brittany Vasquez	1953-09-23	—	5602418709	8014 Baseline Rd, Tampa, FL, 33684	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422434	CLM	Frank Fernandez	1960-04-04	UHC-46561-13	8743006582	6763 Mesa Dr, Glendale, AZ, 85323	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404132	CLM	Terry Howell	1983-12-09	UHC-35174-23	8746900454	9368 Desert Sky Blvd, Columbus, OH, 43226	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432221	CLM	Jerry Chapman	1997-09-24	—	9219825498	5719 Lake View Rd, Miami, FL, 33199	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400612	CLM	Carol Hunt	1967-11-23	UHC-09781-20	5533760788	3809 Apache Blvd, Columbus, OH, 43215	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-431992	CLM	Eily N Coleman	1989-07-05	UHC-34875-70	4516399546	6077 Highland Ave, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-405425	CLM	Brian Lpez	1975-12-14	—	4797785936	3821 Central Ave, Orlando, FL, 32825	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416916	CLM	Emma Tucker	1964-05-09	UHC-70803-55	8126770647	8985 Hillcrest Rd, Fresno, CA, 93774	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-407230	CLM	David B Welch	1949-12-20	UHC-36888-34	6328521600	5546 Camelback Rd, Atlanta, GA, 30331	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405605	CLM	Adam Vasquez	1978-12-15	UHC-91157-09	3974287745	9625 Hillcrest Rd, Charlotte, NC, 28263	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
CLM-432598	CLM	Joyce Collins	1941-03-23	—	2848130637	4149 Church St, Eden Prairie, MN, 55328	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417533	CLM	Walteer Salazar	1984-12-04	UHC-43435-44	7329258370	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430493	CLM	Jordan Kelley	1953-06-05	—	5794220608	4822 Pine Dr, Eden Prairie, MN, 55352	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-422857	CLM	Jose Wagner	2000-01-15	UHC-77119-28	4139683862	2135 Spring St, Scottsdale, AZ, 85211	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423196	CLM	Christine Cunningham	1980-12-13	—	3464128711	9251 Ridge Rd, Dallas, TX, 75296	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-404599	CLM	Andrwe Arnod	1988-09-26	—	4315869218	3704 Spring St, Tampa, FL, 33606	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408873	CLM	Helen Washington	1984-09-11	—	5233236590	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419381	CLM	Catherine Hart	1963-09-20	UHC-18151-19	2397066541	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419380	CLM	Catherine Hart	1963-09-20	UHC-18151-19	2397066541	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427079	CLM	Sofia U Anndrews	1996-02-17	UHC-65628-97	6905613448	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-401310	CLM	Wayne Reynolds	1991-05-07	UHC-75437-91	2906184292	8090 Spring St, Orlando, FL, 32892	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411791	CLM	Donald Vazquez	2006-12-21	UHC-90411-84	4253503136	4164 Palm Dr, Chandler, AZ, 85266	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407253	CLM	Marylyn Coleman	1958-03-25	UHC-49375-18	3624793359	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-412312	CLM	Barbara Schultz	1997-02-25	—	7303432627	1266 Spring St, Dallas, TX, 75294	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-425610	CLM	Nicole Evans	1960-04-28	—	4706640162	2462 Maple Ave, Tucson, AZ, 85720	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409400	CLM	Arjun R Sullivan	1967-11-02	—	7098308941	5726 Broadway, Jacksonville, FL, 32202	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-406042	CLM	Barbara P Black	1963-04-19	—	6056582920	1069 Valley View Dr, Chandler, AZ, 85280	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422158	CLM	Steven Morales	1938-03-18	—	3703463442	4542 Camelback Rd, Glendale, AZ, 85330	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421163	CLM	Elijah Carlson	1990-07-25	UHC-45667-50	6164011340	7199 Broadway, Miami, FL	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-403864	CLM	Megan Richardson	1971-07-22	—	8647372651	4111 Park Pl, San Antonio, TX, 78210	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400893	CLM	Helen Holmes	1978-08-01	—	2347574996	2988 Elm St, Austin, TX, 78768	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427634	CLM	Justin Barnes	1967-11-25	—	7253477336	7470 Valley View Dr # 861, Seattle, WA, 98115	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-427726	CLM	Julie Reynolds	1973-02-23	UHC-34699-95	9162765095	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-412924	CLM	Timothy Rice	1947-03-03	UHC-83864-45	9593810930	4346 River Rd, Plano, TX, 75095	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406030	CLM	Joaan B Weaver	1968-11-18	UHC-44176-53	6462763604	1111 Ocean Ave, San Antonio, TX, 78242	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417452	CLM	Rachel Webb	2001-04-13	—	3127625131	5298 Maple Ave, Atlanta, GA, 30378	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414714	CLM	Jack Schmidt	1991-03-04	—	6667473273	9893 Lincoln Way, Los Angeles, CA, 90017	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-427889	CLM	Aaron R West	—	UHC-59920-60	3736760892	8485 Hillcrest Rd, Charlotte, NC, 28223	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more

11,960 rows, page 131 of 240Previous Next