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-403190	CLM	Douglas Tran	1989-11-23	UHC-80256-41	—	3176 Jefferson Ave, San Diego, CA, 92141	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402222	CLM	Kimberly Crawford	1995-10-25	UHC-52893-38	—	3927 Ocean Ave, Dallas, TX, 75218	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404342	CLM	Emily Bell	2008-06-26	UHC-21783-69	—	1694 Harbor Blvd, Nashville, TN, 37238	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-414203	CLM	Meyer Justin	—	UHC-91993-91	5996239149	420 Forest Ave, Tucson, AZ, 85768	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
CLM-400753	CLM	Christina Peters	1943-10-27	—	—	474 Canyon Rd, Mesa, AZ, 85275	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404507	CLM	Nathan Clark	—	UHC-59130-67	—	9074 Hillcrest Rd, Denver, CO, 80202	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-410198	CLM	Arthur Alvarez	1957-11-13	—	—	8552 Grand Ave, Columbus, OH, 43218	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429990	CLM	Arthur Nichols	—	UHC-48023-89	9557925499	1576 Mountain View Dr Apt 25, Columbus, OH, 43208	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more
CLM-418225	CLM	Mariana Reid	1995-07-20	—	—	7707 Central Ave, Tempe, AZ, 85268	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419629	CLM	Diego Holmes	2001-07-14	UHC-44088-21	2757353063	6248 Baseline Rd, Los Angeles, CA, 90061	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-422790	CLM	Sharon Garza	—	UHC-74021-28	—	9247 Highland Ave, Columbus, OH, 43298	0.66	Name re-cased Date of birth unreadable Phone missing area code Whitespace trimmed+1 more
CLM-426105	CLM	Donald Washington	1999-02-07	UHC-45902-95	—	732 Church St, Glendale, AZ, 85315	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421453	CLM	Roanld Guerrero	—	UHC-63884-96	—	8347 Market St, Scottsdale, AZ, 85262	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-407567	CLM	Jeremy Munoz	—	UHC-03662-51	8197310687	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-404547	CLM	Teresa Washington	1954-06-04	—	—	7191 Church St Apt 4, San Antonio, TX, 78279	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415444	CLM	Tyler J Rojas	—	—	—	4070 Main St, Scottsdale, AZ, 85263	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-404757	CLM	Jesse Gardner	1984-12-15	—	—	7386 Central Ave Apt 12, Glendale, AZ, 85358	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412103	CLM	Lawrence Rodriguez	1939-09-17	—	—	2258 Church St, Nashville, TN, 37277	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-430093	CLM	Jean Nelson	1987-09-12	UHC-20738-64	—	5776 Ridge Rd, Charlotte, NC, 28236	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427620	CLM	Robert Bryant	2006-01-01	UHC-52468-82	—	7872 Ridge Rd, Las Vegas, NV, 89121	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-424195	CLM	David Lynch	—	UHC-56000-70	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-424824	CLM	Dennis Thompson	1956-10-11	UHC-99586-03	—	8585 Grand Ave, Denver, CO, 80212	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403882	CLM	Timothy Reed	1952-01-06	UHC-12264-39	—	6718 Lincoln Way, Miami, FL, 33103	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-407276	CLM	Anna Carr	1965-06-17	UHC-83901-86	—	6692 River Rd, Houston, TX, 77033	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423574	CLM	Douglas Daniels	1957-01-06	UHC-43682-30	3233985199	3223 Washington St, Denver, CO, 80215	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-411543	CLM	Jack N Carter	1997-04-23	—	—	9198 Mountain View Dr, Tucson, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-426070	CLM	Ann R Bans	1996-06-14	—	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-426701	CLM	Catherine Dean	1945-09-01	—	—	417 Union St, Orlando, FL, 32866	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-400817	CLM	Nooah Yang	—	UHC-48251-04	8952513917	—	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-413455	CLM	Hannha Ferguson	1991-12-11	UHC-39726-66	5204389894	3085 Jefferson Ave, Eden Prairie, MN, 55306	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414160	CLM	Brandon Fowler	1937-06-25	UHC-57396-57	—	820 Mesa Dr Apt 14, Minneapolis, MN, 55444	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413037	CLM	Jessica T Snyder	1964-07-06	UHC-92417-51	2095371111	7170 Desert Sky Blvd # 916, Sacramento, CA, 95866	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-406808	CLM	Amanda Evans	2000-03-03	UHC-14543-34	—	3904 Ocean Ave, San Diego, CA, 92154	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-422963	CLM	Hoffman Debra	1983-03-20	UHC-18077-63	—	7106 Apache Blvd, Tampa, FL, 33631	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421097	CLM	Dennis Holmes	1981-01-15	UHC-23663-34	—	8792 Elm St, Miami, FL, 33153	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429265	CLM	Terry Russell	1940-06-04	—	—	8387 Apache Blvd, Charlotte, NC, 28204	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-427432	CLM	Brittany Marquez	1964-12-27	—	—	4717 Spring St, Columbus, OH, 43249	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422079	CLM	Natalie J Murphy	2002-12-24	—	7959920488	2401 Union St Apt 17, Austin, TX	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-407380	CLM	Jeremy Nichols	1978-04-27	UHC-36703-86	—	7024 Indian School Rd, Orlando, FL, 32860	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421924	CLM	Theresa Henry	1990-12-11	—	—	8184 Meadow Ln Apt 11, San Diego, CA, 92175	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-423345	CLM	Madison Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct, Nashville, TN, 37275	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-431469	CLM	Kim Heather	—	UHC-33481-45	—	—	0.66	Name re-cased Date of birth unreadable Member ID reformatted Gender normalised+1 more
CLM-418268	CLM	Lucia Jensen	1961-09-25	UHC-79734-63	—	217 Park Pl, San Diego, CA, 92124	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-403459	CLM	Judy Patel	1967-02-01	UHC-05568-99	6736740282	2365 Grand Ave # 289, Tucson, AZ, 85742	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-428708	CLM	Alexander Charlotte	1966-07-09	UHC-38582-59	8152173038	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-430043	CLM	Mei B Walsh	1980-04-15	—	—	6193 Church St, Orlando, FL, 32806	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414716	CLM	Brandon Fernandez	—	UHC-58402-80	7099875160	4574 Canyon Rd, Seattle, WA, 98186	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-428844	CLM	Harrison Henry	1986-07-18	UHC-33101-68	—	7019 Washington St, Chandler, AZ, 85234	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411336	CLM	Jacqueline Burke	1969-12-10	—	—	9478 Harbor Blvd, San Diego, CA, 92122	0.66	Name re-cased Two-digit birth year State code upper-cased Gender normalised+1 more
CLM-420636	CLM	Jackie Munoz	1995-02-03	—	—	7856 Mountain View Dr Apt 30, Miami, FL, 33123	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more

13,120 rows, page 69 of 263Previous Next