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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-419938	CLM	Mateo Diaz	1952-06-25	—	—	2968 Apache Blvd, Houston, TX, 77085	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-405639	CLM	Ruh Herrera	1953-11-13	—	—	7181 Central Ave, Tempe, AZ, 85245	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423551	CLM	Doris Castillo	1982-09-17	—	—	9025 Highland Ave, Columbus, OH	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-425021	CLM	Maria Henry	1981-02-04	—	—	4187 Central Ave, Plano, TX, 75053	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408501	CLM	Joe S Matthews	1945-05-09	UHC-80322-37	—	1238 Willow Ct, Las Vegas, NV, 89183	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-411920	CLM	Julia Adams	1962-04-13	UHC-29398-05	6208274753	4202 Cedar Ln, Atlanta, GA, 30386	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-420259	CLM	Sandra X Powell	1996-04-25	UHC-02733-47	9758505545	9548 Main St, Los Angeles, CA, 90026	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-408881	CLM	Mariana D Reynolds	—	UHC-70487-07	—	5259 Palm Dr, Phoenix, AZ, 85038	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+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-422177	CLM	Austin Tucker	1954-08-12	—	—	2721 Camelback Rd, Nashville, TN, 37206	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424510	CLM	Bruce I Cruz	1981-12-23	UHC-98583-63	7274964163	5953 Elm St # 125, Los Angeles, CA, 90008	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400103	CLM	Annna McDonald	1972-03-16	UHC-61383-31	—	5798 Union St, Los Angeles, CA, 90015	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-417026	CLM	Gerald Hamilton	1986-10-02	—	—	6006 Spring St, San Antonio, TX, 78237	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400311	CLM	Kenneth Flores	1991-11-17	UHC-45261-61	8689873126	456 Meadow Ln, Glendale, AZ, 85337	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417218	CLM	Edward Gomez	1995-05-03	UHC-65993-61	—	6547 Ridge Rd, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421730	CLM	Kenneth Gordon	1988-08-27	UHC-87982-02	—	9879 Union St # 283, Atlanta, GA, 30361	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429283	CLM	Brittany J Richardson	1952-12-02	UHC-80551-30	—	4734 Baseline Rd, Plano, TX, 75079	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405003	CLM	Carl Richards	1941-08-04	—	4354378572	9485 Hillcrest Rd, Phoenix, AZ, 85087	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-408978	CLM	Debra Bailey	1956-10-06	UHC-28481-12	6614439082	817 Indian School Rd, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-429009	CLM	Andrea Powell	1943-09-24	—	—	5969 Sage Ct, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420077	CLM	Keith Bailey	1986-02-12	UHC-91055-84	—	1902 Park Pl, Seattle, WA, 98191	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-400503	CLM	Bobby J Arnold	1993-03-03	UHC-10974-02	4313031794	8996 River Rd, Fresno, CA, 93790	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-404009	CLM	Virginia B Singh	1957-04-27	UHC-78289-57	7104572779	1609 Valley View Dr, Charlotte, NC, 28268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425645	CLM	Roy Brooks	2006-11-27	—	9293353650	6646 Sunset Blvd # 534, Orlando, FL, 32879	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-408057	CLM	Gabbriel F Burns	1949-04-05	UHC-23008-39	9409419965	5336 Apache Blvd, Jacksonville, FL, 32297	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425066	CLM	Danielle Henry	1950-11-16	—	—	863 Ocean Ave, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420843	CLM	Kyle Silva	1968-07-18	UHC-98556-49	8197027654	4890 Bayshore Dr Apt 25, Phoenix, AZ, 85019	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422439	CLM	Emma Silva	1977-06-11	—	—	6272 Church St Apt 4, Plano, TX, 75038	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430104	CLM	Carol Warren	1952-07-21	—	—	7040 Hillcrest Rd, Gilbert, AZ, 85266	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-408128	CLM	Christian Romero	1957-02-08	—	—	3506 Ridge Rd, Dallas, TX, 75215	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416504	CLM	Joan Price	1950-03-25	UHC-71246-26	2766218860	390 Park Pl, Columbus, OH, 43262	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423010	CLM	Carolyn Long	1977-07-03	UHC-14882-88	9728219166	9864 Desert Sky Blvd, San Diego, CA, 92188	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407553	CLM	Josh Turner	2005-08-27	UHC-57288-86	—	7345 Cedar Ln # 264, Eden Prairie, MN, 55377	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413450	CLM	Samantha Obrien	1965-02-22	UHC-10855-85	8708411422	6785 Oak St, Seattle, WA, 98136	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-425662	CLM	Benjamin Turner	1986-11-22	—	—	8717 Desert Sky Blvd, San Antonio, TX, 78209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429667	CLM	Christine R Snyder	1993-04-25	UHC-52575-45	3894015876	5818 River Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
CLM-422258	CLM	Albert Sanders	1976-05-06	—	—	5471 Camelback Rd, Las Vegas, NV	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421981	CLM	Grace Stephens	1956-03-05	UHC-10502-17	—	1151 Palm Dr, San Antonio, TX, 78266	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424484	CLM	Sharon Q Alexander	1992-04-27	UHC-08955-29	4526842501	4450 Ocean Ave, Dallas, TX, 75213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414119	CLM	Joseph Greene	1966-11-03	UHC-02610-23	8104090778	2364 Palm Dr Apt 10, Tempe, AZ, 85298	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-427531	CLM	Virginia E Wheeler	—	—	9404923172	3426 Main St, Denver, CO, 80277	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-431576	CLM	Ana Soto	1940-01-25	UHC-71245-43	7794951800	234 Spring St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-402597	CLM	Jerry Carlson	1947-08-04	—	9233213788	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more

13,120 rows, page 62 of 263Previous Next