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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26537	PRV	Russell P Nunez	1987-06-15	—	2273469995	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-21415	PRV	Catherine Deaan	1996-07-17	UHC-12425-81	7389942638	3457 Broadway, San Antonio, TX, 78206	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+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-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-25594	PRV	Mei McDonald	1939-01-28	UHC-20880-78	4816081080	7772 Lincoln Way, Houston, TX, 77077	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-28196	PRV	Nicholas V Jackson	1987-08-03	UHC-25427-08	5773694218	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+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-21373	PRV	Patriccia Simmons	1963-12-19	UHC-34156-49	6842935793	320 Sage Ct, Los Angeles, CA, 90029	0.78	Name re-cased Phone reformatted Gender normalised 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-20056	PRV	Teresa Franklin	2006-09-27	UHC-79947-46	4965056080	4892 Broadway, Orlando, FL, 32896	0.78	Name re-cased Phone reformatted SSN last four extracted Address re-cased+1 more
PRV-22793	PRV	Andrew Bennett	1959-07-03	UHC-25240-08	3412037316	7099 Cedar Ln, Las Vegas, NV, 89149	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+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-23648	PRV	Barb Z Robinson	1953-03-09	UHC-20413-79	4286836779	1839 River Rd, Miami, FL, 33164	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-20800	PRV	Kimberly Ryan	—	UHC-73887-22	3252899304	8063 Broadway, Charlotte, NC, 28277	0.78	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+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-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-26235	PRV	JoyceJunk	1989-12-12	—	2422470655	5954 Central Ave, San Diego, CA, 92120	0.78	Name re-cased Phone reformatted City re-cased Placeholder values cleared+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-23276	PRV	Beth V Ray	1992-01-25	UHC-56495-72	6232037637	7416 Oak St, Las Vegas, NV, 89186	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+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-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-27994	PRV	Lawrence Fuller	—	—	9783604569	—	0.78	Name re-cased Date of birth unreadable Phone reformatted 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-23106	PRV	Diane B Henderson	1946-12-20	UHC-09074-03	3942601676	6357 Oak St Apt 24, Phoenix, AZ, 85000	0.78	Date of birth reformatted Phone reformatted Unit split from street 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-21333	PRV	Sophia Howell	1997-04-28	—	4924674792	2377 Apache Blvd, San Diego, CA, 92144	0.78	Name re-cased Phone reformatted State name converted to code 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-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-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-28458	PRV	Jose B Long	1972-08-05	UHC-18259-67	4684573172	8334 Canyon Rd, Nashville, TN, 37269	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted 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-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-21685	PRV	Christina K Washington	1957-03-02	—	4935563798	6381 Palm Dr, Las Vegas, NV, 89126	0.78	Name re-cased Two-digit birth year Phone reformatted 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-23620	PRV	Lauren A Sims	2007-05-19	UHC-90640-63	8537240105	8513 Lincoln Way, Atlanta, GA, 30306	0.78	Name re-cased Phone reformatted ZIP+4 trimmed 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-27646	PRV	Karen E Romero	1986-03-19	—	6014145517	6696 Spring St, Denver, CO, 80276	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 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
PRV-24796	PRV	Brittany Bennett	1976-03-01	UHC-13990-39	2598768170	8266 Central Ave, Gilbert, AZ, 85298	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-27031	PRV	Nunez Omar	1982-10-16	UHC-16297-37	9632593298	518 Baseline Rd, Mesa, AZ, 85227	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,906 rows, page 69 of 119Previous Next