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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24949	PRV	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave, Las Vegas, NV, 89193	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23286	PRV	Maria Edwards	1962-11-07	UHC-00544-89	4596211591	2604 River Rd, Mesa, AZ, 85259	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22446	PRV	Bryan Herrera	2003-11-28	—	8374424852	7399 Palm Dr, Glendale, AZ, 85386	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27108	PRV	Donald R Hudson	1976-01-19	—	—	6764 Baseline Rd, Charlotte, NC, 28284	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23113	PRV	Justin Y Castro	1943-10-26	—	3366027995	5655 Bayshore Dr, Tucson, AZ, 85719	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21248	PRV	David Lawrence	1940-06-20	UHC-89096-30	4874963303	9104 Washington St, Fresno, CA, 93741	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20300	PRV	Justin Shaw	1971-02-13	UHC-36800-97	7232522359	9091 Baseline Rd, Eden Prairie, MN, 55301	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26755	PRV	Amber Nichols	2004-09-27	UHC-96274-49	4053109992	2520 River Rd, Scottsdale, AZ, 85269	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22899	PRV	Philip Montgomery	1947-11-16	UHC-95197-13	9724550747	2672 Spring St, San Antonio, TX, 78211	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25106	PRV	Sophia Larson	1987-04-20	UHC-69834-51	3029012528	6801 Washington St, Tempe, AZ, 85263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26844	PRV	Nathan Watkins	1974-08-06	—	7983243819	2794 Market St, Minneapolis, MN, 55461	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-26123	PRV	Kathleen Castillo	1998-11-21	UHC-90571-84	4122381597	3704 Sage Ct, Dallas, TX, 75249	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25762	PRV	Jacob Jacobs	2002-01-06	—	2123563818	2374 Jefferson Ave, Columbus, OH, 43296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20877	PRV	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24774	PRV	Angela Rose	1944-09-19	UHC-67908-80	5265960167	2743 Ridge Rd, Houston, TX, 77006	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27020	PRV	Nicholas Gonzalez	1964-04-11	—	6436152977	6958 Lincoln Way, Los Angeles, CA	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-25108	PRV	Matthew Dunn	2008-11-24	UHC-78000-28	7806051992	2604 Ocean Ave, Tempe, AZ, 85282	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-20308	PRV	Megan N Fields	2000-05-15	UHC-44065-22	9186057828	1242 Spring St, Columbus, OH, 43212	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24490	PRV	Diana Oliver	2003-10-02	UHC-09068-41	3282569089	4633 Hillcrest Rd, Seattle, WA, 98134	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20198	PRV	Arjun Lucas	1993-03-09	UHC-83630-69	2897502616	7452 Indian School Rd, Nashville, TN, 37237	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21955	PRV	Patricia Nichols	1945-03-18	—	3116196673	9725 Desert Sky Blvd, Eden Prairie, MN, 55397	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28812	PRV	Carol Warren	1952-07-21	—	7727283716	7040 Hillcrest Rd, Gilbert, AZ, 85266	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23005	PRV	Vincent K Smith	1954-08-27	—	3492261141	2219 Canyon Rd, San Diego, CA, 92184	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29393	PRV	Charles Marquez	1943-08-17	UHC-60230-72	7685626720	9250 Park Pl, Charlotte, NC, 28209	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22768	PRV	Jack Mendoza	1978-09-13	—	6868208834	6468 Camelback Rd, Chandler, AZ, 85243	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27591	PRV	Debra E Spencer	2002-07-17	—	—	1364 Willow Ct, Plano, TX, 75023	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29251	PRV	Ashley Castillo	2007-03-10	UHC-36019-06	5076674217	9750 Desert Sky Blvd, Denver, CO, 80289	0.74	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
PRV-28637	PRV	Chistina Garcia	1969-02-11	UHC-73700-75	4336748812	7938 Church St, Houston, TX, 77017	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21298	PRV	John Wast	1938-01-22	UHC-39164-01	7749919668	8348 Market St, Austin, TX, 78748	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-27682	PRV	Lauren U Peters	1984-07-16	—	2252857791	1420 Oak St, Glendale, AZ, 85392	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29240	PRV	Mary Hudzon	1995-01-14	UHC-28041-40	7754797193	9385 Mesa Dr, San Diego, CA, 92171	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28574	PRV	John Moore	1996-04-11	—	4072061847	3523 Market St, Sacramento, CA, 95863	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-29521	PRV	Alan Harris	1946-08-05	—	6765925049	1221 Union St, Minneapolis, MN, 55422	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29204	PRV	Charles Z Jimenez	1946-02-17	UHC-25702-22	9815565596	5023 River Rd, Austin, TX, 78767	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-24690	PRV	Kenneth Thompson	1952-02-21	—	4765472424	2624 Central Ave, San Antonio, TX, 78270	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23716	PRV	Christian W Lane	1971-03-19	—	9039419029	5676 Meadow Ln, Jacksonville, FL, 32260	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20120	PRV	Camila Bryant	1941-07-01	UHC-78163-31	4093755405	517 Harbor Blvd, Columbus, OH, 43259	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26351	PRV	Marcus O Nichols	2005-03-17	UHC-25674-18	3672142096	3722 Camelback Rd, Eden Prairie, MN, 55322	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20408	PRV	Joe Y Reid	1960-07-03	UHC-26803-21	7926307434	8020 Sunset Blvd, Seattle, WA, 98118	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
PRV-25769	PRV	Jennifer Dean	1954-01-02	UHC-62336-89	6205421689	8007 Indian School Rd, Jacksonville, FL, 32204	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22162	PRV	Lisa J Bryant	1997-02-06	—	9268184628	5893 Meadow Ln, Nashville, TN, 37224	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-21651	PRV	Amanda Wright	1972-08-09	—	4056449641	1297 Willow Ct, Charlotte, NC, 28241	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21652	PRV	Amanda Wright	1972-08-09	—	4056449641	1297 Willow Ct, Charlotte, NC, 28241	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20822	PRV	Beverly Taylor	1996-03-12	UHC-10404-50	4842487245	8531 Canyon Rd, Mesa, AZ, 85240	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
PRV-20543	PRV	Teresa Chavez	1953-05-09	UHC-36535-42	4362124413	1648 Valley View Dr, Eden Prairie, MN, 55343	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27600	PRV	Alice Hunter	2006-08-21	UHC-81231-21	6005691813	2357 Indian School Rd, Plano, TX, 75062	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28256	PRV	Logan Laron	1945-04-19	UHC-56916-28	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22291	PRV	Julia Mitchell	1953-11-03	UHC-66986-06	3719875870	9134 Cedar Ln, Nashville, TN, 37211	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27153	PRV	Deborah Vargas	1944-06-26	—	4096433678	4953 Apache Blvd, Minneapolis, MN, 55473	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21249	PRV	Jeffrey Larson	1955-09-24	UHC-00373-95	2895514159	5242 Jefferson Ave, Scottsdale, AZ, 85236	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

3,816 rows, page 32 of 77Previous Next