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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408620	CLM	Kyle T Vega	1943-01-08	—	—	7308 Harbor Blvd, Miami, FL, 33134	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-422919	CLM	Alexis W Parker	1988-11-26	—	4048602689	2479 Harbor Blvd, Austin, TX, 78796	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-431526	CLM	Melissa Dominguez	1955-10-15	UHC-07165-11	9855304738	1059 Indian School Rd, Austin, TX, 78745	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
CLM-426397	CLM	Juan Santos	1966-06-17	—	—	963 Willow Ct, Miami, FL, 33137	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-406336	CLM	Raymond D Dunn	1985-11-16	—	—	7796 Maple Ave, Columbus, OH, 43251	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-405684	CLM	Nancy Soto	1975-04-23	—	8143441145	1141 Canyon Rd, Miami, FL, 33130	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404748	CLM	Mateo Rivera	1977-04-04	UHC-03884-63	5374470369	115 Canyon Rd, Scottsdale, AZ, 85207	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-414292	CLM	Robertson Kevin	1939-09-25	UHC-47428-12	4887224349	3764 Sage Ct, Eden Prairie, MN, 55337	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-400886	CLM	Emily Hudson	1962-09-10	UHC-12967-87	7276465699	7372 Grand Ave, Fresno, CA, 93787	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-401645	CLM	Donna Perez	2005-06-03	UHC-15786-23	5403346902	8563 Palm Dr, Atlanta, GA, 30396	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429741	CLM	Natalie Harris	1981-07-10	UHC-37941-06	—	6116 Forest Ave, Plano, TX, 75042	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405022	CLM	Willie Cole	1958-09-21	UHC-94020-81	—	1476 Sunset Blvd, Nashville, TN, 37296	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-406031	CLM	Gerald V Santos	1975-06-28	UHC-52170-31	—	3172 Bayshore Dr, Scottsdale, AZ, 85211	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-418764	CLM	Tyler Vargas	1980-01-13	UHC-54913-54	4346315874	6278 Highland Ave, Atlanta, GA, 30340	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431456	CLM	Shaw R Nathan	2003-08-10	UHC-44338-93	3854216165	9411 Willow Ct, Miami, FL, 33164	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411674	CLM	Guzman Grace	1982-12-19	—	7566431855	3690 Central Ave, San Diego, CA, 92192	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400771	CLM	Angela Yang	1970-01-18	—	9816019278	7662 Oak St, Austin, TX, 78702	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-401471	CLM	Christopher Ryan	1941-12-27	UHC-96863-13	7067123212	2245 Palm Dr, Columbus, OH, 43278	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-418848	CLM	Jeremy Harvey	1996-07-23	—	—	8130 Jefferson Ave, Houston, TX, 77040	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409561	CLM	Elizabeth Olson	1982-01-28	—	6824039215	438 Lincoln Way, Tempe, AZ, 85254	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-415539	CLM	Mei Hart	1961-06-13	UHC-61106-25	4926784584	6536 Mesa Dr, Sacramento, CA, 95843	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403534	CLM	Kevin Turner	1981-03-07	—	3493617366	3268 Elm St, Gilbert, AZ, 85200	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405670	CLM	Diego E Johnston	1956-02-16	—	5688303800	4385 Highland Ave, Sacramento, CA, 95852	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416036	CLM	Priya Edwards	1939-06-03	UHC-25800-96	—	3809 Grand Ave, Seattle, WA, 98135	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415035	CLM	Benjamin Garcia	1939-10-07	UHC-62566-50	7166680938	5928 Market St, Jacksonville, FL, 32254	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-400169	CLM	Paul Washington	1978-03-11	—	8166778754	3488 Central Ave, San Diego, CA, 92188	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-425084	CLM	Peter Smith	1974-03-13	UHC-20983-31	—	1657 Highland Ave, Fresno, CA, 93778	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-400726	CLM	Dennis Harris	1972-01-02	UHC-62668-30	9245682766	4701 Sage Ct, Mesa, AZ, 85271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408044	CLM	Raymond Wang	1998-06-20	UHC-11893-72	9377401464	3527 Union St Apt 19, Plano, TX, 75061	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
CLM-400347	CLM	Jason Marquez	1950-12-14	UHC-83429-95	7564972007	8824 Ocean Ave, Charlotte, NC, 28294	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-402381	CLM	Alan O Garza	1955-01-28	UHC-67562-83	4739159766	8771 Canyon Rd, Phoenix, AZ, 85074	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416668	CLM	Samatnha Henderson	1945-01-13	—	5783864169	2943 Canyon Rd, Jacksonville, FL, 32266	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-424033	CLM	Megan Kim	2008-03-28	—	8206878393	7004 Cedar Ln, Tampa, FL, 33672	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-408621	CLM	Kyle Vega	1943-01-08	—	—	7308 Harbor Blvd, Miami, FL, 33134	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-408622	CLM	Kyle Vega	1943-01-08	—	—	7308 Harbor Blvd, Miami, FL, 33134	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-415202	CLM	Emily Contreras	1984-11-12	UHC-92691-05	—	1247 Baseline Rd, San Antonio, TX, 78220	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432388	CLM	Walter Santos	1946-09-15	UHC-32733-19	6715910608	8694 Baseline Rd, Nashville, TN, 37234	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413308	CLM	Cynthia M Ray	1944-07-28	UHC-77905-14	—	2807 Lake View Rd, Houston, TX, 77071	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411699	CLM	Elijah Garza	1955-08-02	UHC-38088-77	3632254182	5045 Broadway, Eden Prairie, MN, 55350	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+2 more
CLM-413233	CLM	Diaan J Valdez	1999-11-04	UHC-88091-78	6172462764	4552 Sage Ct, Las Vegas, NV, 89167	0.76	Two-digit birth year Phone reformatted City re-cased State code upper-cased+2 more
CLM-409312	CLM	Douglas Pierce	1939-01-26	—	—	2467 Church St, Glendale, AZ, 85304	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-421213	CLM	Gerald Rios	1976-03-19	—	—	3000 Maple Ave, San Antonio, TX, 78252	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-404927	CLM	Vincent H Hart	1976-04-05	—	8609390189	3166 Oak St, Minneapolis, MN	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-411564	CLM	Thomas Dean	1982-06-08	UHC-65674-50	9642354029	8694 Ocean Ave, Miami, FL, 33163	0.76	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+2 more
CLM-432487	CLM	Wallsh Steven	1954-03-24	UHC-25671-25	3194541281	5645 Meadow Ln, San Antonio, TX, 78209	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427914	CLM	Sarah Y Perkins	1949-06-25	—	9575198479	2882 Indian School Rd, Sacramento, CA, 95822	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432157	CLM	Michael Weber	1950-12-27	—	—	2445 Baseline Rd, Tucson, AZ, 85705	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-424243	CLM	Lawrence Z Richards	1941-01-24	UHC-83053-66	8354589328	6650 Main St, Glendale, AZ, 85314	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-422585	CLM	Heather Brown	1970-10-02	UHC-40975-16	—	2111 Baseline Rd, Minneapolis, MN, 55466	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
CLM-431565	CLM	Jerry A Torres	1947-01-12	UHC-90769-88	—	6118 Elm St, Houston, TX, 77099	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more

1,156 rows, page 14 of 24Previous Next