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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409405	CLM	Olivia Campbell	1986-10-04	—	—	5315 Indian School Rd, Glendale, AZ, 85319	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-409019	CLM	Arjun Flores	1978-12-09	UHC-99969-24	—	2271 Elm St, Chandler, AZ, 85215	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-408969	CLM	Megan F Bradley	1967-01-09	—	—	251 Grand Ave, Fresno, CA, 93769	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
CLM-405301	CLM	Arthur McCoy	1992-06-08	UHC-19480-10	—	5703 Pine Dr, Plano, TX, 75095	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-426255	CLM	Marc K Matthews	1990-03-08	UHC-28870-27	—	4840 Market St, Austin, TX, 78755	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410605	CLM	Judy Jimenez	1997-08-13	UHC-32177-75	—	8620 River Rd # 264, Phoenix, AZ, 85070	0.66	Date of birth reformatted Phone missing area code Member ID reformatted Unit split from street+1 more
CLM-418447	CLM	Maria Castillo	1955-10-06	UHC-23443-73	—	3511 Ocean Ave, Seattle, WA, 98161	0.66	Two-digit birth year Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-406045	CLM	Nicole Sullivan	2005-09-21	UHC-05239-58	—	5598 Valley View Dr, Tempe, AZ, 85235	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417552	CLM	Albert Cruz	1992-04-19	—	—	8046 Camelback Rd, Seattle, WA, 98137	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-430452	CLM	Juan Munoz	1945-07-17	UHC-06071-85	—	7445 Washington St, Houston, TX, 77064	0.66	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised+1 more
CLM-428401	CLM	Elijah Z Le	1964-09-23	UHC-95173-48	—	9800 Elm St, Fresno, CA, 93709	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-416949	CLM	Janice K Johnson	1970-03-24	—	—	1070 Apache Blvd, San Diego, CA, 92198	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-419273	CLM	Vincent E Graham	1962-12-07	—	—	4569 Oak St, Chandler, AZ, 85208	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407104	CLM	Emmma Harrison	1966-03-10	UHC-63140-98	—	344 Grand Ave, Tampa, FL, 33626	0.66	Name re-cased Phone missing area code City re-cased Gender normalised+1 more
CLM-407464	CLM	Mateo Ryan	1956-10-22	UHC-46740-85	—	—	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-409521	CLM	Bradley Fernandez	1946-08-11	UHC-37198-75	—	660 Maple Ave, San Antonio, TX, 78285	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420787	CLM	Janice L Parker	1999-11-16	UHC-98137-03	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-417471	CLM	Bryan W Burke	1977-05-20	UHC-87931-70	—	3778 Oak St, Orlando, FL, 32892	0.66	Middle initial moved out of first name Name re-cased Phone missing area code Whitespace trimmed+1 more
CLM-420161	CLM	Abigail V Gonzalez	1980-11-06	—	—	6210 Highland Ave, San Antonio, TX, 78200	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422662	CLM	Carlos Nelson	—	UHC-50499-80	—	—	0.68	Date of birth unreadable Phone missing area code Member ID reformatted Placeholder values cleared
CLM-402773	CLM	Gabriel J Contreras	2001-04-16	—	—	868 Desert Sky Blvd, Tampa, FL, 33683	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416378	CLM	Larry Peez	1982-05-22	UHC-26253-85	—	6800 Main St, Gilbert, AZ, 85233	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
CLM-414861	CLM	Nancy Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-414862	CLM	Nancy Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-413713	CLM	Samantha T Diaz	1998-08-23	UHC-92123-72	—	1859 Meadow Ln, Tucson, AZ, 85789	0.68	Phone missing area code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-403694	CLM	Janice Ramirez	1973-02-17	UHC-60736-65	—	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-401351	CLM	Carolyn Snyder	1981-08-10	—	—	6684 Meadow Ln, Scottsdale, AZ	0.68	Date of birth reformatted Phone missing area code ZIP missing Placeholder values cleared
CLM-403165	CLM	Dylan Morris	1947-09-14	—	—	—	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-415383	CLM	Santiago Tayllor	2007-08-18	—	—	—	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-408743	CLM	Randy Thompson	1994-11-20	UHC-81534-47	—	4277 Elm St, Houston, TX, 77081	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429293	CLM	Ethan Ruiz	1968-03-27	—	—	9415 Willow Ct, Gilbert, AZ, 85215	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
CLM-416811	CLM	Anthony Jackson	1996-11-11	UHC-47435-53	—	7175 Mesa Dr, Dallas, TX, 75263	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424426	CLM	Andrea Bryant	1955-03-03	UHC-85336-01	—	—	0.68	Date of birth reformatted Phone missing area code Gender normalised Placeholder values cleared
CLM-400983	CLM	David Moreno	1968-02-28	—	—	7932 Willow Ct # 668, Plano, TX, 75047	0.68	Name re-cased Phone missing area code Unit split from street Placeholder values cleared
CLM-424109	CLM	Omar Ferguson	1950-11-04	—	—	7551 Harbor Blvd, Los Angeles, CA, 90022	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-414651	CLM	Albert Brooks	1974-06-08	UHC-42974-77	—	3371 Elm St, Tempe, AZ, 85259	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431404	CLM	Gary Matthews	1945-11-13	UHC-27209-51	—	4842 Pine Dr, Charlotte, NC, 28266	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
CLM-409926	CLM	Brittany Crawford	1950-05-27	UHC-52699-22	—	9286 Highland Ave, Charlotte, NC, 28201	0.68	Phone missing area code Member ID reformatted Gender normalised Placeholder values cleared
CLM-412965	CLM	Susan George	1989-04-05	UHC-79821-24	—	1170 Spring St, Fresno, CA, 93739	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
CLM-419814	CLM	Adam T Dixon	1974-07-03	UHC-43173-48	—	—	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-416603	CLM	Gloria Jenkins	1969-01-04	UHC-95347-85	—	7685 Church St, Houston, TX, 77082	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
CLM-416516	CLM	Christian Ferguson	1949-08-19	UHC-15332-76	—	7562 Indian School Rd, Fresno, CA, 93733	0.68	Name re-cased Phone missing area code State name converted to code Placeholder values cleared
CLM-426126	CLM	Logan Lucas	1974-09-21	—	—	6921 Harbor Blvd, Plano, TX, 75041	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-420104	CLM	Ashley Park	—	UHC-77999-99	—	—	0.68	Name re-cased Date of birth unreadable Phone missing area code Placeholder values cleared
CLM-427642	CLM	Shirley Simpson	1987-07-05	—	—	873 Willow Ct, Eden Prairie, MN	0.68	Phone missing area code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-419397	CLM	Nicole Barnes	1993-01-26	—	—	—	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-412807	CLM	Alice Perkins	1993-01-28	UHC-87615-02	—	951 Palm Dr, Orlando, FL, 32833	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
CLM-432285	CLM	Christian Wheeler	1976-08-08	UHC-84072-99	—	6628 Lincoln Way, Tampa, FL, 33620	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
CLM-416122	CLM	Carl Schmidt	1963-05-09	UHC-97348-98	—	1359 Pine Dr, Mesa, AZ, 85254	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
CLM-413506	CLM	Stephen X Hansen	1939-05-11	UHC-67426-32	—	8089 Pine Dr, Fresno, CA, 93739	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared

505 rows, page 7 of 11Previous Next