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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406342	CLM	Amber Tucker	1995-05-03	UHC-44715-06	—	8124 Camelback Rd, Sacramento, CA, 95801	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406343	CLM	Amber Tucker	1995-05-03	UHC-44715-06	—	8124 Camelback Rd, Sacramento, CA, 95801	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420525	CLM	Denise Ramos	1960-12-10	UHC-80996-85	5257937763	899 Forest Ave # 582, Denver, CO, 80256	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-426907	CLM	Frank Garcia	1940-07-01	UHC-99822-51	—	9059 Market St, Denver, CO, 80268	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415030	CLM	Lori Campbell	1985-03-01	UHC-11917-91	4934477166	3207 Valley View Dr, Orlando, FL, 32890	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-416732	CLM	Kathryn I Henderson	1953-11-28	UHC-09847-52	—	4192 Market St, Las Vegas, NV, 89134	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403966	CLM	Mark Crawford	—	UHC-80518-14	—	9452 Mesa Dr, Eden Prairie, MN, 55398	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-421290	CLM	Helen Guerrero	—	UHC-70876-54	—	3231 Baseline Rd, Glendale, AZ, 85329	0.52	Date of birth missing Phone missing area code City re-cased State name converted to code+2 more
CLM-411628	CLM	Arthur Matthews	1958-09-05	—	—	8260 Palm Dr, Plano, TX, 75035	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415879	CLM	Betty Hrat	1993-04-17	UHC-32493-85	—	4852 Union St, Charlotte, NC, 28229	0.52	Name re-cased Two-digit birth year Phone missing area code Gender normalised+2 more
CLM-400297	CLM	Douglas George	1985-12-18	UHC-91044-29	—	9884 River Rd, Tempe, AZ, 85217	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408807	CLM	Wilson Beverly	—	UHC-39470-08	—	6056 Forest Ave, Jacksonville, FL, 32289	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426385	CLM	Shirley Soto	1948-09-15	UHC-96595-31	—	6577 Baseline Rd, Nashville, TN	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-419889	CLM	Diana Flores	1943-09-06	UHC-29823-15	5509507556	8278 Hillcrest Rd, Tucson, AZ, 85750	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424867	CLM	Hiroshi Q Brooks	1990-08-15	UHC-65032-33	—	741 Canyon Rd, Nashville, TN, 37232	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-415488	CLM	Rebecca U Hart	1962-03-15	—	—	2012 Jefferson Ave, Dallas, TX, 75284	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-414236	CLM	Lori I Austin	2003-07-23	UHC-45897-76	—	500 Camelback Rd, San Diego, CA, 92121	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407771	CLM	Brian Wang	1954-12-26	UHC-03998-29	—	2019 Valley View Dr # 248, Eden Prairie, MN, 55356	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400484	CLM	Santiago Peters	1999-11-21	—	—	8248 Willow Ct Apt 7, San Antonio, TX, 78210	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406511	CLM	Kayla Henry	1969-11-11	UHC-88085-99	—	5247 Spring St, Columbus, OH	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420482	CLM	Dorothy Hall	—	UHC-15763-54	—	6357 Highland Ave, Las Vegas, NV, 89131	0.52	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-423213	CLM	Andrea Stewart	1963-09-05	—	—	9243 Pine Dr # 435, Chandler, AZ, 85202	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431573	CLM	Catherine Wright	—	—	—	4260 Lake View Rd, Jacksonville, FL, 32256	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-405833	CLM	Sara Carr	1982-05-24	UHC-76869-45	—	3915 Washington St, Nashville, TN, 37293	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-409656	CLM	Dylan Berry	—	UHC-73876-98	—	7702 Harbor Blvd, Plano, TX, 75059	0.52	Date of birth unreadable Member ID reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-413190	CLM	Frank Salazar	—	—	—	7978 Desert Sky Blvd, Tucson, AZ, 85718	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-413191	CLM	Frank Salazar	—	—	—	7978 Desert Sky Blvd, Tucson, AZ, 85718	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-406338	CLM	Frank Guzman	2006-10-09	UHC-66444-28	—	1500 Spring St, Fresno, CA, 93723	0.52	Name split from “Last, First”Two-digit birth year State name converted to code Plan code upper-cased+2 more
CLM-422647	CLM	Philip Vasquez	1942-01-18	UHC-19675-29	—	1135 Sage Ct, Jacksonville, FL, 32237	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414320	CLM	Angela E Woods	—	UHC-24555-87	—	3702 Central Ave, Los Angeles, CA, 90047	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411939	CLM	Keith Ramirez	1954-06-19	UHC-39559-25	—	339 Broadway, Tucson, AZ, 85705	0.52	Name split from “Last, First”City re-cased State name converted to code Gender normalised+2 more
CLM-415975	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	—	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+2 more
CLM-409804	CLM	Knight Wayne	1983-04-27	UHC-95604-13	—	6599 Market St # 292, Chandler, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424089	CLM	Jack Franklin	1968-02-01	—	2224380255	3069 Mountain View Dr, Tampa, FL, 33640	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-422002	CLM	Sara J Garcia	1995-02-24	—	7497694651	107 Maple Ave, Orlando, FL, 32862	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
CLM-424783	CLM	Carolyn Price	—	UHC-44884-39	—	524 Broadway, Nashville, TN, 37252	0.52	Date of birth unreadable Address re-cased State name converted to code Gender normalised+2 more
CLM-427456	CLM	Jack Daniels	1952-12-08	—	6764784172	6951 Church St Apt 7, Atlanta, GA, 30313	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415213	CLM	Lucia L Holmes	2007-02-04	—	—	8617 Highland Ave, Glendale, AZ, 85314	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412142	CLM	Sean A Roberts	1959-07-19	UHC-73892-44	2164810149	7042 Ocean Ave, Eden Prairie, MN	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-420395	CLM	Christian Simmons	1942-08-17	—	—	2759 Main St, Atlanta, GA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417721	CLM	Joey V Wheeler	1991-05-12	—	—	3173 Willow Ct, Sacramento, CA, 95892	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-420870	CLM	Donna Cook	—	—	—	6772 Desert Sky Blvd, Nashville, TN	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403063	CLM	Angela Franklin	1956-01-13	UHC-82634-27	—	8529 Lake View Rd, Scottsdale, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-415320	CLM	Michelle Riley	1941-10-16	UHC-24426-58	—	3847 Highland Ave # 897, Plano, TX, 75009	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407520	CLM	Patricia Grant	1978-09-07	—	7485931064	6500 Ridge Rd Apt 27, Miami, FL, 33172	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429355	CLM	Isabella Shaw	1942-11-09	—	—	1072 Maple Ave, Tampa, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406396	CLM	Linda U Harvey	1965-12-27	UHC-26634-20	—	8129 Central Ave, Denver, CO, 80279	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431415	CLM	Carolyn Richards	1955-06-02	—	4537340861	7689 Market St, Columbus, OH, 43266	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425878	CLM	Chavez Ethan	1989-09-10	—	7199302937	7974 Lincoln Way, Denver, CO, 80250	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-419315	CLM	Priya Murray	1978-02-02	UHC-60074-18	—	995 Washington St, Miami, FL, 33156	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more

18,771 rows, page 31 of 376Previous Next