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

Provider network, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20063	PRV	Alice Le	2005-09-17	—	2868574050	4656 Hillcrest Rd, Glendale, AZ, 85382	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21590	PRV	Nathan Obrien	1939-09-27	UHC-35857-33	9205194785	9887 Apache Blvd, Tempe, AZ, 85200	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-29499	PRV	Joe Martin	2009-02-18	UHC-97135-53	9537448775	9024 Bayshore Dr, Minneapolis, MN, 55483	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21441	PRV	Aaron Mendez	2006-05-23	UHC-95807-32	3994284583	4835 Main St, Orlando, FL, 32867	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22058	PRV	Juan Burton	1964-08-28	UHC-41210-57	—	7543 Ridge Rd, Los Angeles, CA, 90005	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27069	PRV	Kelly Fox	1996-01-15	—	9012158914	4171 River Rd, Plano, TX, 75013	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24691	PRV	Randy Robertson	1977-01-15	—	4489147374	6663 Church St, San Diego, CA, 92137	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28701	PRV	Daniel Martinez	1964-05-21	—	9676271166	8883 Forest Ave, Chandler, AZ, 85249	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26305	PRV	Mason L Miller	1955-12-23	—	—	825 Mountain View Dr, Houston, TX, 77005	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28700	PRV	Elijah Chapman	1959-02-20	—	2179590319	392 Indian School Rd, Atlanta, GA, 30301	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23145	PRV	Brenda D Rojas	1985-06-14	—	5556592334	1484 Grand Ave, Chandler, AZ, 85228	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28462	PRV	Ethan Espinoza	1975-12-18	UHC-90568-69	5338046642	4821 Baseline Rd, Glendale, AZ, 85316	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-21887	PRV	Sophia H Mrquez	1986-09-01	UHC-21684-62	—	6786 Meadow Ln, Fresno, CA, 93755	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23117	PRV	Fatima Z Baker	1982-12-22	—	7482443393	7973 Apache Blvd, Chandler, AZ, 85289	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20282	PRV	Barb Ryan	1964-05-01	—	3232403800	6299 Sunset Blvd, San Diego, CA, 92148	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23381	PRV	Crawford C Carlos	1969-08-09	UHC-73470-50	5208811292	4540 Central Ave, Atlanta, GA, 30376	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24223	PRV	Janice Richrds	1938-06-13	UHC-36443-23	6043317216	2622 Jefferson Ave, Charlotte, NC, 28254	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27129	PRV	Luis Larson	1979-08-22	—	2644571080	362 Ocean Ave, Plano, TX, 75067	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24608	PRV	Frank N Bishop	1987-09-21	UHC-33994-11	3086636932	5597 Willow Ct, Las Vegas, NV, 89124	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25655	PRV	Ahmed Sanders	1960-10-26	UHC-07701-06	4209977132	2821 Sunset Blvd, Sacramento, CA, 95877	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27067	PRV	Anthony Carpenter	1959-08-27	UHC-46961-33	8475944106	6235 Mountain View Dr, Orlando, FL, 32828	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22457	PRV	Abigail L Marshall	1943-09-25	—	6475203297	8253 Desert Sky Blvd, Dallas, TX, 75264	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27904	PRV	Jason V Murray	1991-08-18	—	5795572501	6816 Willow Ct, Charlotte, NC, 28277	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24073	PRV	David Hernandez	1987-06-28	—	6913086821	1326 Washington St, Denver, CO, 80226	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26661	PRV	Dylan O Reid	1943-12-05	UHC-30535-48	6455474498	2056 Mesa Dr, Plano, TX, 75058	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27064	PRV	Samantha Rose	1967-01-14	—	3393553725	3541 Pine Dr, Plano, TX, 75004	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20985	PRV	Lucia D Bradley	1997-12-17	—	5228314300	3641 Spring St, Eden Prairie, MN, 55317	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20303	PRV	Camila Santos	1951-11-20	—	6823136559	4386 Lake View Rd, Seattle, WA, 98115	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21832	PRV	Andrea Z Morgan	1936-02-21	—	3905179077	125 Apache Blvd, Tempe, AZ, 85201	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-22609	PRV	Jaffrey Griffin	1944-08-13	UHC-57372-73	6308144980	8977 Ridge Rd, Seattle, WA, 98189	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26214	PRV	Jeremy O Barnes	1995-11-25	—	—	8573 Ocean Ave, Chandler, AZ, 85261	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25371	PRV	Julie Hughes	1993-02-08	—	5419353243	5616 Central Ave, Orlando, FL, 32819	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27125	PRV	Timothhy S Alexander	1962-08-04	—	8214063545	4556 Desert Sky Blvd, Fresno, CA, 93724	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28281	PRV	Christina Diaz	1980-06-18	—	3397110595	6501 Baseline Rd, Orlando, FL, 32822	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27550	PRV	Priya Dean	1945-05-26	UHC-97670-53	6823689397	9490 Central Ave, Tempe, AZ, 85220	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24836	PRV	Thomas Ortega	1948-10-07	—	8998194723	3281 Ocean Ave, San Antonio, TX, 78234	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26139	PRV	Teresa Dlgado	1950-02-04	UHC-40854-32	5405650622	3500 Valley View Dr, Phoenix, AZ, 85009	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25217	PRV	Olivia Owes	1991-09-11	—	9415262112	275 Oak St, Jacksonville, FL, 32248	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24375	PRV	Stephen Ncihols	1945-05-04	UHC-56677-05	9552539607	3615 Sunset Blvd, Los Angeles, CA, 90038	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26381	PRV	Gerald G Lucas	1969-11-12	—	5664143598	9328 Ocean Ave, Columbus, OH, 43234	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27312	PRV	Mei N Tucker	1974-09-28	UHC-96295-40	7514722370	5805 Market St, Atlanta, GA, 30300	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26701	PRV	Emily Harper	1972-02-15	—	5724563674	5798 Valley View Dr, San Diego, CA, 92124	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27822	PRV	Kimberly Banks	1973-08-14	UHC-47323-56	2288029057	1608 Pine Dr, Miami, FL, 33145	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20594	PRV	Raymond Hall	1978-08-11	UHC-66052-13	8547646325	3690 Elm St, San Antonio, TX, 78298	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27141	PRV	Julie Arnold	1981-09-06	UHC-68011-71	6902193859	9290 Oak St, Tempe, AZ, 85261	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25600	PRV	Young Carlos	1958-03-14	UHC-22068-37	7564710943	8579 Spring St, Tampa, FL, 33678	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22329	PRV	Marilyn Hunt	2000-04-25	UHC-87899-87	—	2638 Indian School Rd, Nashville, TN, 37286	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20682	PRV	Arthur Mills	1986-10-20	UHC-01562-20	7347440962	9837 Jefferson Ave, Atlanta, GA, 30303	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21318	PRV	Russell Elliott	2002-09-26	—	7635165615	8498 Camelback Rd, San Diego, CA, 92156	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20534	PRV	David Turner	1940-04-17	UHC-15533-67	7333995098	9519 Jefferson Ave, Charlotte, NC, 28209	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

5,405 rows, page 87 of 109Previous Next