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-419394	CLM	Carl L Castro	1997-08-13	UHC-13801-40	—	7830 Willow Ct, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-409526	CLM	Elizabeth Greene	—	—	2412458741	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-416357	CLM	Brittany N Sandoval	1986-09-12	UHC-58967-66	5693049470	7061 Bayshore Dr, Chandler, AZ	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+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-411383	CLM	Brandon Vazquez	1956-10-03	UHC-22701-62	—	2328 Elm St, Austin, TX, 78789	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-420692	CLM	Juan F Gonzales	1984-09-23	UHC-95700-66	—	6894 Ocean Ave Apt 10, San Diego, CA, 92174	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416850	CLM	Bradley Morrison	1992-01-12	—	—	6520 Lake View Rd, Columbus, OH, 43263	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401603	CLM	Cynthia Ryan	1992-07-22	UHC-40295-56	5122249770	4288 Union St, Minneapolis, MN, 55457	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-425800	CLM	Scott Ward	2005-02-15	—	—	6132 Mesa Dr # 570, Sacramento, CA, 95877	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431930	CLM	Brenda Salazar	1989-06-02	UHC-15544-04	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-414346	CLM	William F Parker	1968-06-08	UHC-63319-50	—	6710 Maple Ave, Mesa, AZ, 85220	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-404442	CLM	Gregory Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr Apt 31, Miami, FL, 33159	0.66	Unit split from street State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-400746	CLM	Arthur W Stephens	1950-02-25	—	9336106282	8084 Union St, Orlando, FL, 32888	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402329	CLM	Henry Porter	1953-10-23	UHC-33730-64	—	5566 Desert Sky Blvd, Columbus, OH, 43234	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428148	CLM	Mei Clark	1987-03-09	UHC-15546-20	—	4102 Sunset Blvd, Glendale, AZ, 85329	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426708	CLM	Sophia Mills	1991-10-20	UHC-74721-57	2272122450	1708 Union St Apt 13, Los Angeles, CA, 90085	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
CLM-419986	CLM	Philip Williamson	1938-07-04	—	7783601032	4650 Elm St, Chandler, AZ, 85255	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405161	CLM	George Franklin	1964-06-09	UHC-98768-47	5873684956	4658 Indian School Rd, San Diego, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-406691	CLM	Sofia Greene	1976-05-20	UHC-16642-19	6736953071	6125 Apache Blvd, Denver, CO	0.66	Member ID reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-417455	CLM	Pamela Chavez	1999-06-02	—	—	3249 Forest Ave, Dallas, TX, 75284	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-403643	CLM	Elijah Stephens	1961-12-16	UHC-35712-96	—	6193 Cedar Ln, Eden Prairie, MN, 55393	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421034	CLM	Braddley M Lane	1938-01-06	UHC-88564-99	9752565349	9269 Valley View Dr, Sacramento, CA, 95818	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-416880	CLM	Richard Grant	—	UHC-86197-76	6118038166	7735 Market St, Houston, TX, 77089	0.66	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-407940	CLM	Donald R Castro	1984-06-20	—	—	1823 Mountain View Dr, Tampa, FL, 33607	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424398	CLM	Heather Lane	1983-07-19	UHC-33557-34	—	7827 Valley View Dr # 196, Scottsdale, AZ, 85213	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-419408	CLM	Mary Torres	1951-03-26	—	—	5562 Highland Ave, Columbus, OH, 43298	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404173	CLM	—Junk	1957-12-22	UHC-14266-65	—	5404 Market St, Houston, TX, 77069	0.66	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417907	CLM	Patricia V Bradley	2000-08-04	—	4878439996	5690 Forest Ave, Houston, TX, 77023	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-408148	CLM	Sofia Porter	2002-07-04	UHC-53417-68	—	1396 Apache Blvd, Austin, TX, 78708	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424661	CLM	Henry Jackson	1964-04-28	—	—	6329 River Rd, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-404860	CLM	Virginia Munoz	1964-08-23	UHC-21025-48	—	4537 Oak St, Los Angeles, CA, 90018	0.66	Member ID reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400945	CLM	Amy Torres	1959-05-04	UHC-10546-53	7654556388	5688 Cedar Ln, Austin, TX, 78783	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421465	CLM	Sean Ramirez	1951-04-28	UHC-87258-34	—	1056 Apache Blvd, San Diego, CA, 92140	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431471	CLM	Rebecca Jones	1967-05-27	UHC-46908-53	7535833803	7642 Lincoln Way Apt 8, Seattle, WA	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-417539	CLM	Carl K Duncan	1971-02-08	UHC-95895-02	8413458253	—	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-425477	CLM	Nnacy Gibson	1977-06-23	UHC-33101-19	—	8766 Indian School Rd, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-413138	CLM	Chris S Hamilton	1984-10-03	—	—	1418 Broadway, Seattle, WA, 98108	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413137	CLM	Chris S Hamilton	1984-10-03	—	—	1418 Broadway, Seattle, WA, 98108	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404492	CLM	Jonathan V Cunningham	1988-01-15	UHC-32520-91	8528182373	8972 Union St, Minneapolis, MN, 55470	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-410213	CLM	Frances Diaz	1978-07-05	—	—	8921 River Rd # 970, Eden Prairie, MN, 55375	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
CLM-405650	CLM	Raymond Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO, 80292	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401280	CLM	Charlotte C Guzman	1985-05-17	UHC-77788-73	5605303999	9180 Oak St, Miami, FL, 33129	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405192	CLM	Benjamin Hunt	1993-07-05	—	—	8179 Indian School Rd, Atlanta, GA, 30372	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420642	CLM	Crl Ross	1984-10-05	UHC-17816-38	—	9633 Pine Dr, Los Angeles, CA, 90083	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405490	CLM	Jacob Rivera	2005-08-21	UHC-66815-32	4562957222	5445 Union St, Columbus, OH, 43255	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-402923	CLM	Benjamin Evans	1975-07-16	UHC-28667-26	—	2265 Cedar Ln Apt 12, San Diego, CA, 92180	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417870	CLM	Heather Sanchez	1996-06-03	—	—	3323 Park Pl, Chandler, AZ, 85293	0.66	Name re-cased Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431863	CLM	James Holmes	1983-12-16	—	—	4498 Bayshore Dr # 571, Gilbert, AZ, 85282	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430425	CLM	JacquelineJunk	1990-02-14	UHC-51173-49	—	6121 Cedar Ln # 799, Las Vegas, NV, 89110	0.66	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-402656	CLM	Kathleen Hanson	1946-09-17	UHC-09595-21	—	1114 Grand Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more

18,771 rows, page 115 of 376Previous Next