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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422627	CLM	Timothy Wheeler	1939-02-03	UHC-43507-18	—	3238 Jefferson Ave, San Antonio, TX, 78239	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427965	CLM	Jeffrey B Hunter	1974-07-13	UHC-42787-34	—	3234 Sage Ct, San Diego, CA, 92176	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417368	CLM	Susan Bishop	1972-05-10	UHC-19257-25	5435585995	2549 Jefferson Ave, Los Angeles, CA, 90073	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415404	CLM	Jean Young	1940-05-22	UHC-88826-06	3784374877	8587 Hillcrest Rd, Las Vegas, NV, 89110	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423209	CLM	Sean Webb	2001-10-08	UHC-33759-12	8102179880	3689 Willow Ct, Tucson, AZ, 85768	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417660	CLM	Lauren Scott	2001-02-27	UHC-72511-19	2774887011	4131 Central Ave, San Antonio, TX, 78235	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422374	CLM	Jessica Sanchez	1948-01-19	UHC-54681-25	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-418470	CLM	Madison I McCoy	1979-04-23	UHC-54920-73	7418068186	7606 Camelback Rd, Jacksonville, FL, 32268	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-413725	CLM	Jennifer Padilla	2000-05-19	UHC-67801-38	7149139118	8500 Park Pl, San Antonio, TX, 78289	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419282	CLM	Brittany D Fuller	1964-06-05	UHC-60596-72	3943958941	7598 Grand Ave, Orlando, FL, 32817	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407431	CLM	Stepen Montgomery	1965-05-01	UHC-38299-58	—	535 Maple Ave, Fresno, CA, 93769	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411327	CLM	Melissa U Woong	—	UHC-05164-20	—	4112 Park Pl, Las Vegas, NV, 89145	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-420976	CLM	Sophia Reid	1993-12-11	UHC-39328-57	—	1738 River Rd, Columbus, OH, 43284	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-413171	CLM	Susan Thompson	1978-07-14	UHC-86388-83	—	3690 Cedar Ln, Mesa, AZ, 85291	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-416855	CLM	Jeff Mendoza	1965-08-12	—	—	3159 Canyon Rd, Dallas, TX, 75221	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-413644	CLM	Lauren Hill	1970-11-09	—	—	7973 Park Pl, Denver, CO, 80283	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419947	CLM	Armstrong D Bradley	1947-12-15	UHC-69711-57	4958818317	7778 Willow Ct, Eden Prairie, MN, 55331	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419948	CLM	Armstrong D Bradley	1947-12-15	UHC-69711-57	4958818317	7778 Willow Ct, Eden Prairie, MN, 55331	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404139	CLM	Willie Schmidt	1942-05-12	UHC-28576-15	—	446 Maple Ave, Houston, TX, 77030	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423193	CLM	Nicholas Jenkins	1935-07-18	UHC-11466-95	3635635383	6227 Spring St # 643, Tucson, AZ, 85788	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403983	CLM	Sandra Price	1965-04-25	—	2697104186	1307 Lincoln Way, Atlanta, GA, 30338	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428002	CLM	Helen Garia	1973-01-28	—	9082605200	8801 Forest Ave, Fresno, CA, 93720	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-422773	CLM	Jesse D Cunningham	—	—	—	9591 Palm Dr, Tempe, AZ, 85211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407212	CLM	Kimberly Mnuoz	2007-12-22	UHC-59562-45	—	5212 Spring St, Jacksonville, FL, 32237	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-422270	CLM	Jim E Hanson	1984-11-23	—	6222528462	6778 Ocean Ave, Miami, FL, 33117	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415036	CLM	Keyth Fox	1938-04-08	—	—	4939 Sage Ct, Tempe, AZ, 85277	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413589	CLM	Ahmed Hayes	1995-10-10	UHC-59600-25	2407723846	1557 Baseline Rd, Fresno, CA, 93702	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415605	CLM	Jeffrey Black	1965-06-10	UHC-98383-43	—	3498 Ridge Rd, Tucson, AZ, 85779	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431562	CLM	Beverly George	1939-04-15	—	—	9835 Palm Dr Apt 39, Plano, TX, 75088	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-426862	CLM	Eugene M Crawford	1954-05-05	—	—	4182 Highland Ave, Nashville, TN, 37248	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402780	CLM	Johnston Carol	1943-08-12	—	—	130 Elm St, Seattle, WA, 98143	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-411029	CLM	Carolyn K Chen	2006-09-02	—	—	2822 Sunset Blvd, Glendale, AZ, 85314	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400760	CLM	Mei Parker	1994-08-21	UHC-57662-13	6649460948	9632 Baseline Rd, Fresno, CA, 93761	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406679	CLM	Don Torres	1963-09-18	UHC-28843-56	—	4999 Jefferson Ave, Charlotte, NC, 28240	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406462	CLM	Eric Long	—	—	—	4296 River Rd, San Antonio, TX, 78273	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425136	CLM	Hiroshi Carter	1967-11-03	—	—	5104 Ocean Ave, Denver, CO, 80296	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413370	CLM	Marcus White	1948-02-10	—	—	3172 Main St, Scottsdale, AZ, 85299	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420422	CLM	Victoria Campbell	1950-12-06	UHC-88823-22	4456898050	1779 Cedar Ln, San Antonio, TX, 78269	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408433	CLM	Ryan Diaz	1991-04-01	—	3212105174	1621 Willow Ct # 290, Columbus, OH, 43295	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430015	CLM	Timothy Gilbert	1986-03-10	—	3695012841	7975 Camelback Rd, Nashville, TN, 37228	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-405129	CLM	Sofia Obren	1966-03-16	UHC-11144-41	—	7485 Ridge Rd, Jacksonville, FL, 32286	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-420420	CLM	Bruce Davis	1963-02-04	UHC-59299-76	—	7325 Willow Ct, Houston, TX, 77081	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419783	CLM	Lucia E Parker	1955-11-12	UHC-17810-44	—	5680 Elm St, Austin, TX, 78704	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423980	CLM	Jerry Dominguez	1959-04-24	—	—	8695 Indian School Rd # 260, Austin, TX, 78784	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421033	CLM	Bradley Lane	1938-01-06	UHC-88564-99	—	9269 Valley View Dr # 707, Sacramento, CA, 95818	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-406144	CLM	Jacqueline U Payne	1952-08-12	UHC-77839-17	—	8478 Sunset Blvd, Plano, TX, 75091	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-405438	CLM	Yuki Adams	1962-03-16	UHC-26446-16	6326122945	1250 Desert Sky Blvd, Seattle, WA, 98167	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402371	CLM	Debra Ray	1981-11-28	—	—	2737 Meadow Ln, Miami, FL, 33123	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411534	CLM	Mariana Alvarez	1951-04-01	UHC-81390-02	—	8423 Desert Sky Blvd, Eden Prairie, MN, 55335	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423819	CLM	Niccholas Gonzalez	—	—	—	6958 Lincoln Way, Los Angeles, CA, 90054	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more

16,411 rows, page 157 of 329Previous Next