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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413821	CLM	Logan T Phillips	1962-04-09	UHC-41116-08	—	2237 Market St, Seattle, WA, 98118	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-418070	CLM	Perez Kayla	1964-12-11	—	—	5951 Forest Ave, Plano, TX, 75025	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-411108	CLM	Adam Rogers	1991-02-14	UHC-08320-64	2954659419	550 Valley View Dr, Tampa, FL, 33679	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408058	CLM	Gabriel Burns	1949-04-05	UHC-23008-39	9409419965	5336 Apache Blvd, Jacksonville, FL, 32297	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408849	CLM	Mariana Mason	1965-12-17	—	—	7478 Mountain View Dr, Jacksonville, FL, 32270	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429127	CLM	Lauren Wagner	1959-01-09	—	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409791	CLM	Melissa Palmer	1944-12-17	UHC-30104-68	5127205570	5098 Bayshore Dr Apt 34, Los Angeles, CA, 90032	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
CLM-401655	CLM	Albert Salaazr	1970-06-22	—	—	7410 Forest Ave # 373, Los Angeles, CA, 90074	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-404063	CLM	Judith N Mers	1946-09-27	UHC-57361-78	5363832327	7974 Ocean Ave Apt 33, Austin, TX, 78758	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-411774	CLM	Eric XJunk	1950-09-19	UHC-64477-90	—	6054 Forest Ave, Las Vegas, NV, 89146	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427943	CLM	Sarah Cox	1961-09-08	UHC-82695-39	—	1726 Apache Blvd, Sacramento, CA, 95879	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-407895	CLM	Teresa Gutierrez	2001-03-21	UHC-30469-27	8406553103	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-423804	CLM	Heather M Chavez	1947-10-03	UHC-48341-50	2995580953	698 Apache Blvd, Miami, FL, 33189	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-430822	CLM	Kimberly Wang	1988-01-05	—	9326759001	935 Jefferson Ave, Sacramento, CA, 95809	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417215	CLM	Jack Campbell	1968-03-16	UHC-15180-41	—	1440 Grand Ave, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420323	CLM	Danny Tucker	1947-10-26	—	—	963 Willow Ct, Jacksonville, FL, 32249	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422215	CLM	Yuki Smith	1995-02-28	—	—	8941 Highland Ave, Phoenix, AZ, 85056	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420413	CLM	Gloria Tran	1945-05-04	UHC-23626-76	5176778499	6142 Apache Blvd, Jacksonville, FL, 32225	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407417	CLM	Rachel Munoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432034	CLM	Valentina Y Murray	1963-06-27	UHC-04164-84	—	306 Apache Blvd, Seattle, WA, 98188	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403848	CLM	Catherine I Richardson	2005-08-26	UHC-15592-78	8617857017	2274 Church St, Scottsdale, AZ, 85238	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-403244	CLM	Ken Martinez	1966-11-26	UHC-66774-91	4136454750	6621 Sage Ct, Fresno, CA, 93735	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427679	CLM	Margaret Yang	1987-12-28	UHC-98394-52	—	45 Park Pl, Tucson, AZ, 85717	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430868	CLM	Dennis Brown	1944-05-22	—	—	5143 Cedar Ln, Minneapolis, MN, 55447	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-430867	CLM	Dennis Brown	1944-05-22	—	—	5143 Cedar Ln, Minneapolis, MN, 55447	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-404292	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404293	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404034	CLM	Logan Burton	1948-06-07	UHC-40551-44	—	3861 Lake View Rd, San Diego, CA, 92197	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-418503	CLM	Ralph Montgomery	1968-03-03	—	—	8841 Central Ave, Jacksonville, FL, 32223	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413200	CLM	Anna Waalsh	1957-03-01	UHC-93358-69	7363634028	1738 Sunset Blvd, Jacksonville, FL, 32295	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412258	CLM	Charlutte Espinoza	2002-11-21	UHC-63127-60	3986085252	2513 Oak St, Los Angeles, CA, 90042	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412196	CLM	Edward Nichols	1997-04-26	UHC-26667-44	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427451	CLM	Kathryn M Hart	1947-01-10	—	4636167714	1306 Pine Dr, Atlanta, GA, 30303	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408812	CLM	Mary J Burton	2008-01-03	—	—	6287 Palm Dr, Atlanta, GA, 30336	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-408851	CLM	Hiroshi B Welch	1962-06-24	—	—	5244 Forest Ave, Tucson, AZ, 85776	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400586	CLM	Henry Lane	1940-09-11	UHC-78055-45	—	1172 Lincoln Way, Los Angeles, CA, 90068	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415790	CLM	Walter Davis	1950-11-05	UHC-83207-26	8969590017	5197 Cedar Ln # 998, Las Vegas, NV, 89109	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-412106	CLM	Marilyn H Li	1995-02-24	—	3593209189	2881 Camelback Rd, Phoenix, AZ, 85052	0.64	Two-digit birth year Phone reformatted City re-cased Gender normalised+2 more
CLM-426838	CLM	Carolyn Y Jimenez	1945-05-14	—	3326457974	3996 Baseline Rd # 490, San Diego, CA, 92198	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417925	CLM	Sean H Dixon	2000-10-04	UHC-62395-04	—	3247 Mountain View Dr Apt 13, Nashville, TN, 37264	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street Plan code upper-cased+2 more
CLM-420452	CLM	Yuki Elliott	2007-03-18	—	2832385672	6045 Oak St, Austin, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407415	CLM	Amanda Walker	1981-01-27	—	5855605844	6447 Pine Dr, Jacksonville, FL, 32214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431504	CLM	Martha J Harvey	1988-01-08	—	8038914734	6664 Union St, Denver, CO, 80282	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428269	CLM	Willie Sanchez	1971-01-27	UHC-64820-04	6054029431	2285 Central Ave, Tucson, AZ, 85727	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427740	CLM	Gloria Grant	1952-08-13	UHC-18393-21	6624198244	6583 Ridge Rd # 273, Las Vegas, NV, 89187	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street Email lower-cased+2 more
CLM-409370	CLM	Gearld W Ramirez	1975-05-28	—	—	7735 Ridge Rd Apt 26, Nashville, TN, 37236	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-428031	CLM	Kayla Perkins	1982-05-07	UHC-03779-64	2044920233	8440 Central Ave, Scottsdale, AZ, 85264	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406435	CLM	Ashley Reid	—	UHC-23123-72	3146496614	7945 Central Ave, Dallas, TX, 75270	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-427012	CLM	Christian Clark	1953-09-17	—	—	2938 Maple Ave, Chandler, AZ, 85239	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-407309	CLM	Rachel Watson	1942-09-23	UHC-77213-11	—	1928 Camelback Rd, San Diego, CA, 92132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

30,862 rows, page 123 of 618Previous Next