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-416645	CLM	Marcus Johnston	1957-01-12	UHC-13149-50	4234305655	7914 Meadow Ln, Las Vegas, NV, 89167	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406373	CLM	Omar Collins	2001-09-13	UHC-17620-38	2292227324	9690 Hillcrest Rd, Atlanta, GA, 30341	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-410809	CLM	Nicole Richardson	2008-09-22	—	7257076485	2529 Canyon Rd, Houston, TX, 77064	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421336	CLM	Ruth Moreno	1997-07-27	UHC-85063-05	—	8785 River Rd, Austin, TX, 78727	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408363	CLM	Albert Herrera	1979-02-01	UHC-78925-85	—	5972 Baseline Rd, Charlotte, NC, 28221	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-404942	CLM	Russell F Morales	1969-02-22	—	2543228009	4402 Desert Sky Blvd # 269, Tucson, AZ, 85744	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-410772	CLM	Abigail Johnston	2002-06-09	UHC-13519-75	—	5319 Meadow Ln, Dallas, TX, 75235	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425749	CLM	Saar Robertson	1962-04-12	UHC-65179-24	—	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411316	CLM	Betty Rojas	1976-12-27	UHC-59588-79	2533774468	3322 Hillcrest Rd, Sacramento, CA, 95831	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-405431	CLM	Walter Espinoza	1976-05-06	UHC-40017-55	5095932183	9590 Bayshore Dr # 323, Gilbert, AZ, 85229	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-403676	CLM	Gerald Ford	1951-09-22	UHC-48495-37	5188659389	6239 Oak St, Phoenix, AZ, 85053	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409595	CLM	Isabella Parker	1955-02-11	UHC-22975-41	—	3506 Grand Ave, Glendale, AZ, 85339	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425936	CLM	Karen Romero	1986-03-19	UHC-81131-34	—	6696 Spring St, Denver, CO, 80276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427958	CLM	Tersea Henry	1938-05-12	UHC-74516-29	—	1546 Hillcrest Rd # 168, San Antonio, TX, 78283	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405528	CLM	Denise Dunn	1954-05-11	—	3797197048	5263 Sunset Blvd, Tempe, AZ, 85239	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403146	CLM	Fatima Jones	1965-05-13	UHC-49631-46	9498251916	8055 Harbor Blvd, Seattle, WA, 98167	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408846	CLM	Aaron Andrews	2007-04-08	UHC-76478-80	5338795238	6597 Church St, San Diego, CA, 92170	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420134	CLM	Dennis Woods	1967-11-24	—	—	3112 Sunset Blvd, Eden Prairie, MN, 55328	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422707	CLM	Zachary Olson	1993-09-06	UHC-00455-39	—	592 Jefferson Ave, Charlotte, NC, 28281	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428248	CLM	Maria Dean	—	UHC-57338-06	3078597175	7959 Harbor Blvd, Sacramento, CA, 95812	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-427606	CLM	Frances V Cammpbell	1992-09-16	UHC-98486-22	—	94 Washington St, Austin, TX, 78717	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422115	CLM	Christian Ortega	1968-11-12	UHC-71636-16	—	2074 Forest Ave, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414087	CLM	Tyler Adams	1959-02-25	—	5523671190	2455 Lake View Rd, Mesa, AZ, 85244	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419401	CLM	Edward Green	1963-11-19	—	—	277 Mesa Dr, Jacksonville, FL, 32259	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401581	CLM	Arthur Austin	1977-04-03	UHC-81712-05	—	5085 Oak St # 313, Phoenix, AZ, 85044	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411588	CLM	Juan Jordan	2000-07-03	UHC-43301-66	3265291127	7107 Jefferson Ave, Plano, TX, 75064	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-419476	CLM	Olivia Dunn	1956-09-23	—	2505111244	7987 Central Ave # 306, Columbus, OH, 43235	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-400114	CLM	Nancy Patel	1982-05-17	—	—	5592 Oak St, Tucson, AZ, 85735	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401987	CLM	Stephen Garza	1947-12-11	—	—	9896 Ridge Rd, Orlando, FL, 32863	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422488	CLM	Paul Vazquez	1995-01-08	UHC-55634-10	9782620349	4886 Lake View Rd, Plano, TX, 75085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419625	CLM	Donna Young	1959-04-09	UHC-09777-54	2052221233	9562 Grand Ave, Tampa, FL, 33640	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407374	CLM	Santiago Elliott	1989-06-01	—	7082062197	5848 Elm St, Orlando, FL, 32832	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402764	CLM	Frank Ramirez	1947-10-18	UHC-29023-35	8285237923	3119 Camelback Rd, Tampa, FL, 33645	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-401148	CLM	Victoria I Wilson	1951-06-12	—	9346631750	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-402882	CLM	Gloria Flores	1949-06-18	—	7023135329	700 Willow Ct, Chandler, AZ, 85222	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-432589	CLM	Amy Ortega	2000-08-14	UHC-71099-74	6524127748	9469 Main St, Houston, TX, 77079	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431793	CLM	Anthony Ortiz	1962-11-28	—	—	3514 Sage Ct, Austin, TX, 78758	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407153	CLM	Russell Dunn	2006-05-24	UHC-33552-97	—	2113 Spring St, Minneapolis, MN, 55494	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426492	CLM	Amanda McDonald	1961-09-28	UHC-80724-56	3074863789	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426493	CLM	Amanda McDonald	1961-09-28	UHC-80724-56	3074863789	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426388	CLM	Judy Delgado	2005-03-05	UHC-10925-71	—	9895 Jefferson Ave, Los Angeles, CA, 90053	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417502	CLM	Justin Reyes	—	—	—	4889 Spring St, Glendale, AZ, 85337	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-428628	CLM	Kenneth Brooks	1945-07-27	—	3215293717	3545 Lincoln Way, Denver, CO, 80278	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420984	CLM	Emily B Owens	2002-03-03	—	3262564018	8088 Lake View Rd, Tampa, FL, 33657	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409730	CLM	Helen Wrd	1998-10-21	UHC-75310-08	—	1861 Jefferson Ave, Charlotte, NC, 28240	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421411	CLM	Philip Rodriguez	1939-08-18	UHC-28391-78	2717791205	4856 Desert Sky Blvd Apt 18, Atlanta, GA, 30334	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
CLM-415368	CLM	Daniel Warren	2007-05-06	—	—	6802 Camelback Rd, Tucson, AZ, 85787	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421419	CLM	Jeen Jones	1941-09-09	UHC-18287-09	9642354663	1357 Union St, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416382	CLM	Grace Soto	1948-12-28	UHC-03021-42	—	3732 Highland Ave, Scottsdale, AZ, 85206	0.64	Name re-cased State name converted to code Gender normalised Plan code upper-cased+2 more
CLM-409010	CLM	Jennifer Scott	1999-04-26	—	—	4552 Apache Blvd, Plano, TX, 75006	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more

13,120 rows, page 55 of 263Previous Next