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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408075	CLM	Nathan West	1970-10-16	UHC-00293-65	—	8702 Valley View Dr, Phoenix, AZ, 85003	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424566	CLM	Diana Castro	1977-10-11	UHC-13008-27	—	2172 Ocean Ave, Orlando, FL, 32838	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411666	CLM	Heather M Rodriguez	1960-12-16	—	5688503537	5388 Valley View Dr, Houston, TX, 77098	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416469	CLM	Raymond C Santos	1959-02-12	UHC-31261-86	—	1830 Spring St, Atlanta, GA, 30311	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410550	CLM	Gracce Ortea	1962-04-12	—	—	8559 Meadow Ln, Nashville, TN, 37280	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409862	CLM	Abigail Vargas	2005-06-26	—	—	3980 Willow Ct, Charlotte, NC, 28296	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413818	CLM	Ann Salazar	1991-01-03	—	7516776064	4627 Union St, Phoenix, AZ, 85089	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421540	CLM	Frances Ruiz	1994-03-16	UHC-53327-52	—	9212 Main St, Atlanta, GA, 30353	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424901	CLM	Frank Robertson	1984-02-24	UHC-54618-22	4582597528	3126 Lincoln Way, Atlanta, GA, 30372	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431201	CLM	Bradley Jnes	1962-03-17	UHC-59050-84	—	6499 Bayshore Dr, Houston, TX, 77064	0.64	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-409883	CLM	Timothy Mills	—	UHC-97279-49	—	4893 Valley View Dr, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth unreadable City re-cased State name converted to code+2 more
CLM-421162	CLM	Teresa Harrison	1951-12-01	—	6826369415	8615 Palm Dr, Dallas, TX, 75243	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430478	CLM	Nicholas Oliver	1967-01-18	—	—	7570 Lake View Rd, Houston, TX, 77050	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432730	CLM	Madison U Thomas	1945-05-25	UHC-45958-44	—	9336 Maple Ave, Minneapolis, MN, 55440	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425979	CLM	Mark Padilla	1968-04-28	UHC-93890-43	9835627883	7838 Harbor Blvd, Fresno, CA, 93748	0.64	Phone reformatted State name converted to code Email lower-cased Gender normalised+2 more
CLM-412480	CLM	George J Larson	1964-08-18	UHC-26066-39	4079564256	4673 Park Pl, Los Angeles, CA, 90047	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425420	CLM	Patrick Gilbert	1986-05-26	UHC-38235-14	7817051727	9878 Indian School Rd, Atlanta, GA, 30300	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403826	CLM	Mari Wood	1941-12-26	UHC-46790-74	—	8674 Hillcrest Rd, Los Angeles, CA, 90007	0.64	City re-cased State name converted to code ZIP+4 trimmed Plan code upper-cased+2 more
CLM-403381	CLM	Debra Green	2003-11-26	UHC-24356-58	7233930279	4701 Washington St, Chandler, AZ, 85205	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-416907	CLM	Bobby Gutierrez	1954-09-11	UHC-90316-10	—	4638 Broadway, Gilbert, AZ, 85238	0.64	Name re-cased Two-digit birth year City re-cased State name converted to code+2 more
CLM-402021	CLM	Diana Thomas	1990-11-12	UHC-72609-55	7242769111	785 Indian School Rd, Tucson, AZ, 85741	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-402275	CLM	Nicole Torres	1982-01-12	—	—	6945 Market St, San Diego, CA, 92103	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422285	CLM	Mari Q Cunningham	1959-10-20	—	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413257	CLM	James Owens	1980-03-02	UHC-46110-34	—	6467 Camelback Rd, Plano, TX, 75086	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404072	CLM	Sandra Fuller	1983-09-17	UHC-21692-45	—	2866 Bayshore Dr, Los Angeles, CA, 90064	0.64	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+2 more
CLM-402111	CLM	Valdez Mateo	1962-09-19	UHC-38430-28	—	9595 Sage Ct, San Diego, CA	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-409530	CLM	Matthew Hanson	1944-12-11	UHC-50046-10	2927607482	1870 Spring St, Glendale, AZ, 85325	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404120	CLM	Angela Mendoza	1959-05-04	UHC-25015-53	8474816353	4483 Spring St, Charlotte, NC, 28248	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407574	CLM	Jonathan Scott	1964-01-16	UHC-08162-01	—	4975 Oak St, Austin, TX, 78726	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419115	CLM	Zachary Grant	1965-07-14	UHC-82010-72	6386267663	7471 Jefferson Ave, Houston, TX, 77089	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-401031	CLM	Kelly A Robertson	1953-07-20	UHC-92382-34	9597759514	9873 Mountain View Dr, Tucson, AZ, 85786	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted State name converted to code+2 more
CLM-406487	CLM	Steven Schmidt	1995-02-05	UHC-49596-79	7397263855	8944 Central Ave, Orlando, FL, 32870	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429926	CLM	Mariana Sullivan	1995-08-21	UHC-13963-60	—	2901 Central Ave, Columbus, OH, 43200	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428011	CLM	Michael Williams	1957-11-18	UHC-52094-05	7867011267	6144 Palm Dr, Glendale, AZ, 85394	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418064	CLM	Santiago Martinez	1959-06-09	UHC-34421-47	9322157494	225 Harbor Blvd, Minneapolis, MN, 55433	0.64	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
CLM-418570	CLM	Susan Alvarez	1965-11-01	UHC-58484-22	—	8399 River Rd, San Diego, CA, 92108	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428100	CLM	Deborah Fox	1982-06-04	UHC-40257-90	—	3808 Highland Ave, Houston, TX, 77059	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415160	CLM	Eddie Garcia	1942-12-09	UHC-82255-21	—	5691 Lincoln Way, Austin, TX, 78786	0.64	Name re-cased Member ID reformatted State name converted to code Gender normalised+2 more
CLM-423472	CLM	Walter Hudson	1939-11-17	UHC-10004-82	9547087269	7989 Lake View Rd, Houston, TX, 77053	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427457	CLM	Stephen Wallace	1940-10-19	—	4376485714	8935 Willow Ct, Fresno, CA, 93741	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428085	CLM	Kelley Arthur	1988-04-25	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427047	CLM	Hiroshi A Martinez	1993-08-16	UHC-21659-34	8992714513	6792 Valley View Dr Apt 2, Fresno, CA, 93756	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-419877	CLM	Mariana Nguyen	1974-09-10	UHC-30578-85	7332586892	789 Highland Ave, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-422809	CLM	Carlos Daniels	1975-11-06	—	7292072607	7882 Harbor Blvd, San Diego, CA, 92132	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417254	CLM	Jerry Contreras	1983-12-09	—	9344280533	7457 Canyon Rd, Nashville, TN, 37208	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420579	CLM	Christine Munoz	1954-10-19	UHC-75708-70	7123209134	8026 Forest Ave, Mesa, AZ, 85256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419306	CLM	Willie Harrison	1984-07-13	UHC-17637-88	5139515823	7270 Harbor Blvd, Dallas, TX, 75203	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427184	CLM	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407636	CLM	Ana Mason	2002-01-10	UHC-43455-67	—	8872 Highland Ave, Charlotte, NC, 28224	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412256	CLM	Jacob Chen	1968-10-20	—	9056245910	8375 Camelback Rd, Eden Prairie, MN, 55354	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

2,633 rows, page 31 of 53Previous Next