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-419695	CLM	Gerald Campbell	1995-05-13	—	5838830160	9226 River Rd, Glendale, AZ, 85301	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-413425	CLM	Jeremy Q Oliver	1975-08-04	UHC-40783-65	—	6752 Palm Dr, Chandler, AZ, 85272	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411584	CLM	Bruce Stone	2006-02-06	UHC-02412-43	—	4565 Mountain View Dr, Phoenix, AZ, 85096	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402077	CLM	Benjamin W Mitchell	1976-12-10	UHC-40333-59	—	7287 Desert Sky Blvd Apt 25, San Diego, CA, 92144	0.78	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-405893	CLM	Marcus Lawson	1986-09-06	UHC-23031-42	—	1599 Meadow Ln Apt 10, Orlando, FL, 32899	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-424557	CLM	Barbara Bell	1978-10-25	UHC-53380-72	—	9869 Lincoln Way, Miami, FL, 33119	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424136	CLM	Noah N Willis	1989-12-23	UHC-78154-98	—	526 Sage Ct, Sacramento, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-426237	CLM	Bruce Moore	1964-11-19	—	—	1620 Willow Ct, Mesa, AZ, 85236	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410528	CLM	Diego Bowman	1990-12-23	—	9158017164	4924 Sage Ct, Nashville, TN	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-404930	CLM	Cynthia Chapman	1978-05-02	UHC-75673-50	3906447278	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-416816	CLM	Mei Cox	1967-10-14	UHC-89027-61	—	6181 Indian School Rd, Sacramento, CA, 95806	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414024	CLM	Harold Allen	1982-05-24	UHC-32188-32	7466087016	4801 Mountain View Dr, Atlanta, GA, 30350	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406882	CLM	Arthur Bennett	1999-10-06	UHC-95087-14	—	9341 Forest Ave, Dallas, TX, 75241	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406766	CLM	Edward Howard	1955-02-20	UHC-57201-34	—	—	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-415217	CLM	Dick Johnson	2008-05-22	UHC-44164-95	—	8974 Palm Dr, Columbus, OH, 43244	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408323	CLM	Larry Jones	1950-06-04	UHC-94064-39	—	6613 Jefferson Ave, Plano, TX, 75089	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415721	CLM	Bradley Guerrero	1986-06-12	UHC-50760-89	9515949156	7868 Park Pl, Denver, CO, 80273	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400247	CLM	Jonathan Black	1952-12-24	—	6365861447	6042 Forest Ave, Seattle, WA, 98184	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400482	CLM	Hiroshi Payne	1973-06-23	UHC-37270-06	8092524500	6131 Apache Blvd, Austin, TX, 78777	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401352	CLM	Carolyn Snyder	1981-08-10	—	7363917189	6684 Meadow Ln, Scottsdale, AZ, 85288	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419752	CLM	Theresa Garcia	1940-11-08	—	—	2889 Camelback Rd, Fresno, CA, 93725	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419451	CLM	Willie Garcia	1939-05-09	UHC-41138-39	5952969080	2073 Church St, Sacramento, CA, 95855	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-406266	CLM	Sarah Stewart	2004-02-25	UHC-84406-92	8383298966	9196 Sunset Blvd, Gilbert, AZ, 85210	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407435	CLM	Abmer X Fowler	—	UHC-88541-95	5392307779	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-404276	CLM	Virginia H Ross	1944-06-04	—	—	8604 Maple Ave, Tempe, AZ, 85297	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432496	CLM	Cheryl Gibson	1999-05-15	UHC-20991-85	2944819018	6044 Willow Ct, Los Angeles, CA, 90080	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415942	CLM	Abigail Olson	1944-07-07	UHC-32653-35	—	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-428930	CLM	Sean Miller	1994-09-04	—	—	1209 Apache Blvd, Atlanta, GA, 30318	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408580	CLM	Kelly Flores	1962-07-20	—	3128795903	4296 Pine Dr, Eden Prairie, MN, 55381	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401609	CLM	Brittany Contreras	1961-08-02	UHC-96678-57	—	4487 Pine Dr, Nashville, TN, 37283	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-432246	CLM	Frank Allen	1974-11-07	UHC-03524-51	—	3277 Baseline Rd, Seattle, WA, 98142	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-432497	CLM	Kelly Gonzalez	1990-11-16	UHC-45875-06	8675531899	6614 Central Ave, Jacksonville, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-416871	CLM	Brenda Ortiz	1973-05-20	UHC-96228-35	6006619747	4107 Palm Dr, Fresno, CA, 93701	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-424058	CLM	Nicholas Robertzon	1948-05-21	—	—	8153 Jefferson Ave, Glendale, AZ, 85311	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-417308	CLM	Isabela Cook	2003-12-09	UHC-20907-19	—	1808 Elm St, Eden Prairie, MN, 55386	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421511	CLM	Jeffrey Y Elliott	1948-03-01	UHC-79071-32	—	—	0.78	Middle initial moved out of first name Name re-cased Member ID reformatted Whitespace trimmed+1 more
CLM-404703	CLM	Joseph Obrien	1978-10-10	—	—	1682 Sage Ct, Orlando, FL, 32897	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421166	CLM	Frances Diaz	1972-11-19	UHC-60722-75	6888686172	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-424420	CLM	Samantha Rose	1989-04-19	UHC-87146-46	—	5577 Washington St, Tucson, AZ, 85710	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421363	CLM	Willie Morris	1938-12-04	UHC-45440-30	—	6145 Market St, Sacramento, CA, 95831	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428502	CLM	Kimberly Howard	2008-09-21	—	2426604068	1953 Desert Sky Blvd, Chandler, AZ, 85280	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-430905	CLM	Roger Santiago	1988-10-20	UHC-01621-13	3124528801	6341 Market St, Columbus, OH, 43215	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429277	CLM	John Bell	1979-07-03	UHC-89686-04	3126068312	4113 Market St, Tucson, AZ, 85785	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-401119	CLM	Frank Wallace	1999-09-15	UHC-74375-66	—	37 Washington St, Tucson, AZ, 85782	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422231	CLM	Hiroshi Schultz	1978-07-23	—	9873904263	2330 Palm Dr, Phoenix, AZ, 85079	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400513	CLM	Amy Hanson	1987-10-08	UHC-09703-59	—	62 Lake View Rd, Tucson, AZ, 85782	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-421896	CLM	Ethan Jackson	1954-04-10	—	—	801 Main St, San Antonio, TX, 78269	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-427114	CLM	George I West	1993-12-28	UHC-85557-32	—	1635 Mountain View Dr, Mesa, AZ, 85219	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406202	CLM	Brenda Marshall	2006-09-28	UHC-09588-95	—	2291 Sage Ct, Scottsdale, AZ, 85282	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405214	CLM	Barbara Howard	2002-07-14	UHC-62387-23	2102620539	6324 Mountain View Dr Apt 6, Jacksonville, FL, 32235	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more

13,120 rows, page 153 of 263Previous Next