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-415652	CLM	Thheresa Young	1940-01-10	UHC-74149-85	—	97 Broadway Apt 2, Sacramento, CA, 95843	0.66	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
CLM-427410	CLM	Gloria Ward	1968-09-02	—	—	2598 Hillcrest Rd, Miami, FL, 33166	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430819	CLM	Timothy U Edwards	1947-02-04	—	—	1203 Harbor Blvd, Las Vegas, NV, 89134	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430820	CLM	Timothy U Edwards	1947-02-04	—	—	1203 Harbor Blvd, Las Vegas, NV, 89134	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404766	CLM	Julie Payne	1985-03-08	UHC-29124-63	9733748706	6265 Market St, Las Vegas, NV, 89115	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425071	CLM	Joen Fowler	1983-10-14	—	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-407772	CLM	Brian M Wang	—	—	—	2019 Valley View Dr Apt 10, Eden Prairie, MN, 55356	0.66	Name re-cased Date of birth unreadable Unit split from street Whitespace trimmed+1 more
CLM-424621	CLM	Jack Austin	1950-04-20	UHC-01081-09	—	6937 Union St Apt 39, Orlando, FL, 32834	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418327	CLM	Scott Sims	1974-05-06	UHC-03945-14	9354293768	3054 Maple Ave, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403160	CLM	Diana Reid	2000-02-01	—	—	9358 Desert Sky Blvd Apt 25, Sacramento, CA, 95844	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-409371	CLM	Gerald W Ramirez	1975-05-28	UHC-09097-49	—	7735 Ridge Rd, Nashville, TN, 37236	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423274	CLM	Scott Hughes	1997-01-24	UHC-27255-93	—	2208 River Rd, Orlando, FL, 32840	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401820	CLM	Jon Rivera	1992-08-01	—	3459145090	728 Central Ave, Chandler, AZ, 85268	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-425133	CLM	Nicole Riley	2000-12-27	UHC-46627-03	—	4814 Main St, Nashville, TN, 37295	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-420810	CLM	Mariana Jackson	1992-11-20	UHC-36939-96	—	8346 Palm Dr, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416642	CLM	Maggie Cole	1973-09-02	UHC-65282-20	—	6556 Lake View Rd, Las Vegas, NV, 89198	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422321	CLM	Timothy Kelely	1963-02-22	UHC-22592-15	—	4707 Church St, Glendale, AZ, 85309	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407490	CLM	Doris G Murphy	1953-03-22	UHC-18676-02	—	9130 Lincoln Way, Tampa, FL, 33687	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428839	CLM	Samantha Bell	1970-12-02	—	6409890536	5505 Church St # 843, Tampa, FL, 33695	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-432263	CLM	Bryan N Vargas	1991-01-19	—	—	6311 Sunset Blvd, Las Vegas, NV, 89101	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411560	CLM	Samantha Simmons	1997-02-10	UHC-59590-89	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-420982	CLM	Raymond Mendez	2005-06-03	—	7887098471	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423427	CLM	Ralph Knight	1998-02-15	—	—	3878 Jefferson Ave, Seattle, WA, 98155	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-432533	CLM	Arjun Hanson	1962-01-24	UHC-47578-88	—	7609 Spring St, Seattle, WA, 98109	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410190	CLM	Gabriel Ward	1972-06-13	—	—	2708 River Rd # 202, Austin, TX, 78738	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420427	CLM	Thomas Carter	1984-12-06	—	—	4427 Maple Ave, Glendale, AZ, 85304	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-414210	CLM	Danielle Webar	1961-11-12	—	—	9546 Valley View Dr, Scottsdale, AZ, 85274	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405603	CLM	Raymond Gardner	1948-01-19	—	—	1331 Indian School Rd # 254, Scottsdale, AZ, 85260	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-402863	CLM	Timothy Le	1982-07-08	UHC-27033-98	—	1198 Washington St, Phoenix, AZ	0.66	Name re-cased Member ID reformatted ZIP missing Gender normalised+1 more
CLM-413022	CLM	Julie M Armstrong	1995-02-28	—	—	1904 Sunset Blvd, Chandler, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402783	CLM	Wei C Carlson	1949-12-04	—	6729008203	3604 Hillcrest Rd Apt 18, Glendale, AZ, 85302	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412698	CLM	Nathan Franklin	1942-08-05	UHC-12055-16	8832403615	3003 Sage Ct, Chandler, AZ, 85202	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-424592	CLM	Paul Estrada	1983-07-26	UHC-63153-81	—	5930 Ridge Rd Apt 23, Seattle, WA, 98113	0.66	Unit split from street City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418353	CLM	Bobby Wright	1995-04-03	UHC-74847-84	4846556424	8097 Central Ave, Eden Prairie, MN, 55323	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423526	CLM	Ruth Clark	1982-10-24	UHC-55596-08	—	2811 Apache Blvd, Nashville, TN, 37260	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427202	CLM	William Hansen	1974-02-21	UHC-24086-77	—	201 River Rd, Jacksonville, FL, 32247	0.66	Phone missing area code Member ID reformatted State code upper-cased Gender normalised+1 more
CLM-421310	CLM	Douglas Padilla	1983-05-27	UHC-70673-95	—	6987 Park Pl, Atlanta, GA, 30312	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431439	CLM	Ann Hoffman	2008-02-22	—	3399935016	1273 Ocean Ave, Minneapolis, MN, 55468	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-401335	CLM	Saa W Gomez	2002-04-12	UHC-60271-38	6536545230	5624 Elm St, Columbus, OH, 43298	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429198	CLM	Daniel Alexander	1961-03-27	—	—	100 Oak St, Nashville, TN, 37228	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-415791	CLM	Michelle Schultz	1971-05-14	UHC-74086-57	—	4881 Lincoln Way, Scottsdale, AZ, 85245	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-424231	CLM	Stephanie B Porter	1974-01-20	—	—	3850 Jefferson Ave, Los Angeles, CA, 90086	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-431765	CLM	Dylan H Alexander	2003-08-15	UHC-29580-17	—	4658 Valley View Dr # 324, Los Angeles, CA, 90028	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-406154	CLM	Austin Robertson	1968-04-21	—	—	8721 Palm Dr, Las Vegas, NV, 89127	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410966	CLM	Hiroshi Harrison	1948-04-27	UHC-09174-09	—	8739 Ocean Ave, Las Vegas, NV, 89129	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406184	CLM	Laura Anderson	—	UHC-07846-02	—	5977 River Rd, Nashville, TN, 37214	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-424249	CLM	Walter O Carter	1998-01-14	UHC-11426-79	—	6131 Lincoln Way, Phoenix, AZ	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
CLM-430174	CLM	John Matthews	1957-08-27	UHC-47617-95	—	5065 Indian School Rd, Plano, TX, 75029	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-415250	CLM	Tyler Gomez	1972-04-01	—	—	33 Main St, Atlanta, GA, 30370	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413015	CLM	Gabriel Dominguez	1961-06-01	UHC-64727-36	—	3778 Spring St, Scottsdale, AZ, 85282	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more

30,862 rows, page 147 of 618Previous Next