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-416086	CLM	Arjun Harris	1953-10-27	—	5147573995	777 Lake View Rd, Eden Prairie, MN, 55398	0.76	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+2 more
CLM-427176	CLM	Heather Lawson	1940-09-25	UHC-14515-94	9736265703	5507 Sage Ct, Dallas, TX, 75268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404551	CLM	Patricia Gonzales	2002-07-18	—	—	5925 Cedar Ln, Minneapolis, MN, 55404	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-431458	CLM	Nathan R Shaw	2003-08-10	UHC-44338-93	—	9411 Willow Ct, Miami, FL, 33164	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402679	CLM	Jason McDonald	1948-12-03	UHC-32578-15	—	8405 Indian School Rd, Fresno, CA, 93735	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413242	CLM	Maria S Hayes	1942-03-28	UHC-47647-09	—	9089 Jefferson Ave, Minneapolis, MN, 55458	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-410094	CLM	Emily Nguyen	2005-12-28	—	9036446652	2586 Indian School Rd, Sacramento, CA, 95836	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-431295	CLM	Ryan Burns	1994-12-15	—	—	2824 Canyon Rd Apt 8, Seattle, WA, 98104	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
CLM-423393	CLM	Eric G Bowman	1972-09-14	UHC-39720-70	2386125890	6475 Pine Dr, Orlando, FL, 32845	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426901	CLM	Angela Morgan	1974-12-15	UHC-21095-73	—	6432 Cedar Ln, Orlando, FL, 32843	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-424782	CLM	Carolyn Z Price	1983-07-27	UHC-44884-39	4767298151	524 Broadway, Nashville, TN	0.76	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-419276	CLM	Alice Rojas	1959-09-24	—	7736275600	7541 Meadow Ln, Fresno, CA, 93736	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414396	CLM	Santiago Miller	1969-04-28	—	3279644892	3679 Meadow Ln, Mesa, AZ, 85216	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-416095	CLM	Sandra Mason	1954-04-28	—	3903756414	862 Maple Ave, Mesa, AZ, 85255	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-432028	CLM	Camila I Jensen	1988-03-15	UHC-92035-13	9844032725	1928 Canyon Rd, Eden Prairie, MN, 55338	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401886	CLM	Brandon M Fox	2005-04-28	—	6766099405	267 Camelback Rd, Plano, TX, 75032	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422358	CLM	Bruce Bradley	2002-03-26	UHC-60709-46	2014560359	2156 Ocean Ave, San Diego, CA, 92153	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-421455	CLM	Bruce Jenesn	1965-06-05	—	—	9140 Oak St, San Diego, CA, 92120	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-421454	CLM	Bruce Jenesn	1965-06-05	—	—	9140 Oak St, San Diego, CA, 92120	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-426211	CLM	Relph Murphy	2001-05-06	UHC-70362-84	—	5314 Palm Dr, Seattle, WA, 98110	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423604	CLM	Wei Kelley	2004-02-10	UHC-12042-09	7053449461	7137 Lake View Rd, Denver, CO, 80201	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430854	CLM	Russell Brooks	1971-11-18	UHC-32148-92	6005554046	2424 Central Ave, Las Vegas, NV, 89132	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-408761	CLM	Jack J Mitchell	1965-09-25	UHC-61988-50	—	9206 Church St, Los Angeles, CA, 90056	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-401232	CLM	Matthews Shirley	1944-06-25	—	—	1366 Sage Ct, Las Vegas, NV, 89133	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407874	CLM	Amber Smith	1988-08-06	UHC-70500-58	3348595388	5727 Market St, Las Vegas, NV, 89193	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-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-403434	CLM	Anthony N Salazar	2004-01-25	UHC-22769-73	—	3940 Hillcrest Rd, Plano, TX, 75007	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411155	CLM	Joyce Pierce	1945-02-01	UHC-17185-78	—	3413 Spring St, Scottsdale, AZ, 85262	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-416945	CLM	Ralph Q Montgomery	1992-12-15	UHC-35654-55	—	4474 Sage Ct, Mesa, AZ, 85254	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-431108	CLM	Jean McCoy	1936-12-09	—	5507371454	343 Maple Ave, Tampa, FL, 33600	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408485	CLM	Ralph Johnston	1983-01-27	—	—	1083 Sage Ct, Minneapolis, MN, 55490	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409684	CLM	Terry Hollmes	1973-09-04	UHC-16727-88	6245921610	7082 Bayshore Dr, Austin, TX, 78721	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421916	CLM	Vincent Q Hart	1959-07-15	UHC-21987-76	4755130697	2540 Meadow Ln, Nashville, TN, 37236	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419525	CLM	Jose Yang	1939-04-03	UHC-63980-93	—	3298 River Rd, Tucson, AZ, 85737	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-420835	CLM	Jonathan Vega	1952-03-24	UHC-70582-68	—	6552 Jefferson Ave, San Diego, CA, 92194	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-414872	CLM	Elizabeth George	1960-05-24	—	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-400879	CLM	Janet Wright	1966-09-20	UHC-45348-02	—	4019 Maple Ave, Minneapolis, MN, 55415	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-402775	CLM	Timothy Vargas	1956-09-02	UHC-91471-01	7125048752	3414 Elm St, Fresno, CA, 93770	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416129	CLM	Jerry Salazra	1990-01-10	UHC-41927-80	—	6001 Ridge Rd, San Antonio, TX, 78219	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-403513	CLM	Ronald Alvarado	1971-07-17	UHC-24064-83	5806000138	431 Lake View Rd, Mesa, AZ, 85294	0.76	Phone reformatted Member ID reformatted City re-cased State code upper-cased+2 more
CLM-415356	CLM	William H Thomas	1950-10-27	UHC-66305-24	—	8887 Palm Dr, Miami, FL, 33102	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-423541	CLM	Rachel J Wallace	1957-10-01	UHC-75491-56	—	6492 Lincoln Way, Houston, TX, 77002	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431365	CLM	Bruce Powell	1978-03-13	UHC-34913-07	4579683850	5287 Broadway, Phoenix, AZ, 85045	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-426404	CLM	Santiago Alvarado	1998-06-16	UHC-29527-53	—	2880 Indian School Rd, Phoenix, AZ, 85007	0.76	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
CLM-429257	CLM	Isabella Jordan	1988-09-27	UHC-55243-09	—	4855 Spring St, Phoenix, AZ, 85093	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
CLM-427866	CLM	Jacqueline Young	1990-01-01	UHC-68305-08	—	5721 Valley View Dr, Gilbert, AZ, 85223	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430308	CLM	Payne C Terry	2007-04-07	UHC-95731-30	7303294495	1535 Apache Blvd, Atlanta, GA, 30323	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407476	CLM	Sara Reyas	1971-04-01	UHC-63528-39	7658292327	7738 Ocean Ave, Charlotte, NC, 28224	0.76	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+2 more
CLM-422189	CLM	Raymond Robinson	1942-04-12	—	8935567214	1979 Union St, Atlanta, GA, 30370	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426760	CLM	Beverly Jackson	1986-03-23	—	7016324921	7204 Jefferson Ave, Gilbert, AZ, 85277	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more

1,156 rows, page 13 of 24Previous Next