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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29430	PRV	John Luna	1982-01-25	UHC-17026-93	5198173775	2837 Jefferson Ave, Mesa, AZ, 85294	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21550	PRV	Sara Ray	1970-06-23	UHC-20937-43	5504800879	2228 Jefferson Ave, Las Vegas, NV, 89120	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25049	PRV	Juan McCoy	1958-08-17	UHC-62486-62	—	8094 Market St, Chandler, AZ, 85237	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-27502	PRV	Willie Suullivan	2005-02-28	UHC-03086-90	4336975706	6475 Elm St, Tampa, FL, 33636	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
PRV-22456	PRV	Mark Sanchez	1989-03-12	UHC-08088-38	3526111154	7775 Desert Sky Blvd, Columbus, OH, 43278	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-23229	PRV	BJunk	1962-08-14	UHC-74741-25	6242312131	3629 Park Pl, Tucson, AZ, 85771	0.50	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
PRV-26800	PRV	Luis Gonzales	1939-08-26	UHC-00878-25	—	4733 Canyon Rd, Atlanta, GA, 30339	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
PRV-24739	PRV	Rivera Logan	1976-05-01	UHC-27810-95	7747795587	8658 Elm St Apt 11, Phoenix, AZ	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP missing+2 more
PRV-22808	PRV	Jordan D Sandoval	1984-10-14	UHC-19789-28	—	1497 Bayshore Dr Apt 40, Tempe, AZ, 85229	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21754	PRV	Helen Oliver	1953-06-11	UHC-09294-96	—	—	0.54	Name split from “Last, First”Phone missing area code Member ID reformatted Gender normalised+1 more
PRV-22372	PRV	Virginia Hughes	1964-08-27	UHC-52299-91	3489110886	8827 Lincoln Way, Denver, CO, 80238	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
PRV-27720	PRV	Lsa I Wood	1938-11-08	UHC-20238-58	9518319663	7709 Meadow Ln, Glendale, AZ, 85369	0.56	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+6 more
PRV-21311	PRV	Jacob Simpson	2000-01-24	UHC-02926-18	—	4452 Maple Ave, Charlotte, NC, 28267	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-24852	PRV	Theresa Little	1983-02-08	UHC-38411-98	3165928045	5346 Sunset Blvd, Denver, CO, 80283	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-27010	PRV	Sandra H Vasquez	1938-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-27009	PRV	Sandra H Vasquez	1938-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-28798	PRV	Roger Marquez	1964-12-22	UHC-62705-91	3083378072	5303 Elm St, Minneapolis, MN, 55407	0.58	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
PRV-22913	PRV	Gerald K Fernandez	1951-04-27	UHC-60458-38	5187394330	6759 Camelback Rd, Nashville, TN	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-27435	PRV	Jacob James	1992-08-23	UHC-95959-82	2063730657	757 Spring St, Seattle, WA, 98199	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-29093	PRV	Jean McCoy	1963-12-09	UHC-59244-39	5507371454	343 Maple Ave, Tampa, FL, 33600	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-28084	PRV	Marcus N Hoffman	1967-09-02	UHC-57280-21	2629207331	1328 Desert Sky Blvd, Tampa, FL	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-24798	PRV	Thomas XJunk	1964-08-10	UHC-37217-39	4455906485	5476 Mountain View Dr, Charlotte, NC, 28276	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-20938	PRV	Carolyn T Woods	1950-11-09	UHC-37941-83	6155849864	998 Mountain View Dr, San Antonio, TX, 78284	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-27944	PRV	Isabella Sinngh	1949-11-14	UHC-14951-40	9162509220	8764 Baseline Rd # 276, Columbus, OH, 43296	0.58	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
PRV-29256	PRV	Maria H Cruz	1976-05-06	UHC-53660-81	9605553923	629 Market St, San Diego, CA, 92110	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-24773	PRV	Elijah Price	1986-12-26	UHC-50102-32	2323159074	3333 Palm Dr, Phoenix, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
PRV-26640	PRV	Danielle R Martinez	2004-07-22	UHC-78916-82	—	8733 Desert Sky Blvd, Orlando, FL, 32815	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-22269	PRV	Michelle X Kelley	—	UHC-11382-60	6954920437	2898 Baseline Rd, San Antonio, TX, 78244	0.60	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+4 more
PRV-20504	PRV	Judy Schultz	1971-11-05	UHC-68917-11	6744583506	4311 Sage Ct, Mesa, AZ, 85235	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-29537	PRV	Jeremy Jacobs	1965-10-04	UHC-51630-28	—	4442 Meadow Ln, Seattle, WA, 98134	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-28446	PRV	Greg V Luna	1966-07-21	UHC-06652-38	5112491982	1761 Canyon Rd, Phoenix, AZ, 85020	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-20006	PRV	Margaret K Bell	2006-07-25	UHC-39574-66	—	4859 Elm St, Tampa, FL, 33618	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
PRV-24588	PRV	Ethan Welch	1991-03-18	UHC-78275-78	6135024126	3867 Highland Ave, Miami, FL, 33199	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-23645	PRV	Dan Franklin	1938-08-17	UHC-66712-48	8427291442	4019 Mountain View Dr Apt 13, Atlanta, GA, 30340	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-29388	PRV	Margaret M Stone	1939-12-20	UHC-82602-39	9749293907	854 River Rd, Phoenix, AZ	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-28155	PRV	Donna Ramos	1995-10-06	UHC-64152-85	7827236431	7499 Baseline Rd, Tempe, AZ, 85278	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-29167	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-29166	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-22969	PRV	Sarh Wright	2007-07-09	UHC-88130-96	—	3671 Sunset Blvd, Nashville, TN, 37271	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-20814	PRV	Omar Vazquz	1953-09-15	UHC-33790-46	—	753 Camelback Rd Apt 21, Tucson, AZ, 85752	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
PRV-28248	PRV	SarahJunk	1953-06-09	UHC-91177-68	6255821797	6005 Cedar Ln, Phoenix, AZ, 85018	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-26833	PRV	Dylan Martin	1946-03-15	UHC-41516-35	9334409259	3591 Lake View Rd # 279, Tampa, FL, 33622	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-26234	PRV	Francas Diaz	1972-11-19	UHC-60722-75	6888686172	5477 Hillcrest Rd, Houston, TX	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-28519	PRV	Carol Henry	1999-11-03	UHC-64577-07	4805727690	2837 Broadway, Orlando, FL, 32847	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-20004	PRV	James K Hunter	1960-03-14	UHC-68519-05	9746357738	6535 Bayshore Dr, Orlando, FL	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-28131	PRV	Melissa Simmons	1993-10-05	UHC-31521-24	3114715238	3474 Sage Ct # 627, Atlanta, GA, 30381	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-21858	PRV	Betty Ramos	1944-01-17	UHC-55325-32	8826606445	9450 Valley View Dr, Tucson, AZ, 85774	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-26038	PRV	Sean Padilla	1952-08-23	UHC-71398-04	2802396017	1293 Harbor Blvd, Eden Prairie, MN, 55346	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-28507	PRV	Steven Cunningham	1982-11-19	UHC-73884-40	5426180439	9570 Palm Dr, Jacksonville, FL, 32217	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-25409	PRV	Mariana V Fowler	1986-11-05	UHC-92162-53	3238211928	6958 Mountain View Dr, Scottsdale, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more

531 rows, page 2 of 11Previous Next