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

All sources, 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
ENR-131513	ENR	Rachel P Pierce	1940-12-11	UHC-55099-06	2716101042	3250 Willow Ct, Sacramento, CA, 95850	0.88	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-137818	ENR	Janet Roberts	1979-02-27	UHC-73289-48	7118431152	1058 Union St, Chandler, AZ, 85238	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
ENR-130667	ENR	Justin P Shaw	1942-04-02	UHC-89927-08	8966040696	5769 Oak St, Las Vegas, NV, 89112	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-126021	ENR	Kathleen Gomez	2004-01-22	UHC-29714-20	4444697791	4910 Hillcrest Rd, Minneapolis, MN, 55402	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-115113	ENR	Gerald F Marquez	1943-05-27	UHC-44996-73	4452539868	7247 Valley View Dr, Tempe, AZ, 85279	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-417792	CLM	Roger Nelson	1989-06-14	UHC-31937-38	9684758967	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421660	CLM	Robert Walsh	1970-02-25	UHC-24675-76	9523490553	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408942	CLM	Susan Garrett	1939-08-02	UHC-86282-68	6795593135	4507 Ridge Rd, Denver, CO, 80256	0.90	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
ENR-108296	ENR	Nancy N Bishop	1989-02-21	UHC-38129-07	4047914035	1959 Ocean Ave, Orlando, FL, 32821	0.90	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+1 more
CLM-406090	CLM	Stephen W Maldonado	1941-06-16	UHC-08829-69	6146437845	5247 Hillcrest Rd, Sacramento, CA, 95839	0.90	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-116514	ENR	Wayne Rojas	1965-02-06	UHC-29225-61	3337667105	5328 Pine Dr, Fresno, CA, 93773	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-406657	CLM	Alexander Rose	1978-06-08	UHC-33854-74	7467454489	2877 Washington St, Austin, TX, 78758	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-109752	ENR	Amber X Fowler	2000-03-12	UHC-88541-95	5392307779	2749 Broadway, Chandler, AZ, 85262	0.90	Name re-cased Member ID reformatted Address re-cased Whitespace trimmed+1 more
ENR-109031	ENR	Lauren J Moore	1988-05-28	UHC-05013-55	4105489520	8085 Spring St, Tempe, AZ, 85217	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
TPA-58411	TPA	Wei Greene	1945-01-21	UHC-23580-88	—	63 Lincoln Way, Jacksonville, FL, 32221	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-401034	CLM	Soffia Walker	1945-03-20	UHC-03102-14	4214520773	4802 Oak St, Austin, TX, 78761	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-125478	ENR	Ann Hudsson	1947-09-06	UHC-68157-21	—	2748 Palm Dr, Eden Prairie, MN, 55320	0.90	Date of birth reformatted Member ID reformatted City re-cased Email lower-cased+1 more
CLM-429799	CLM	Evelyn U Smith	1939-01-01	UHC-25625-12	—	7492 Ridge Rd, Fresno, CA, 93726	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-417904	CLM	George Slva	1972-09-06	UHC-43784-68	—	9064 Camelback Rd, Glendale, AZ, 85322	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-417715	CLM	Brenda H Santiago	1995-01-10	UHC-09741-04	5637327961	7882 Washington St, Glendale, AZ, 85377	0.90	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-137468	ENR	Beverly H Beell	1947-11-16	UHC-87800-37	8582807332	4101 Mesa Dr, Atlanta, GA, 30341	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
PRV-25253	PRV	Cheryl Cunningham	1963-02-20	UHC-69862-58	8194278892	9223 Elm St, Seattle, WA, 98192	0.90	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-138808	ENR	Betty Carlson	1958-01-01	UHC-56488-70	4862622858	5100 Camelback Rd, Gilbert, AZ, 85283	0.90	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed+1 more
CLM-415662	CLM	Kimberly Harvey	1986-05-25	UHC-10955-58	5593519059	2965 Washington St, Nashville, TN, 37299	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415663	CLM	Kimberly Harvey	1986-05-25	UHC-10955-58	5593519059	2965 Washington St, Nashville, TN, 37299	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-121839	ENR	Wayne C Bailey	2007-07-10	UHC-22905-01	7077290054	8816 Forest Ave, Phoenix, AZ, 85017	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
CLM-410731	CLM	Arjun Gutierrez	2005-12-12	UHC-35844-53	4976030816	1284 Canyon Rd, San Antonio, TX, 78238	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-401870	CLM	Albert Rogers	1965-11-21	UHC-07011-45	6964007555	4423 Lincoln Way, Scottsdale, AZ, 85275	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-109634	ENR	Marilyn West	1965-09-17	UHC-51771-85	—	5435 Apache Blvd, San Diego, CA, 92156	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-118823	ENR	Donald O Dixon	1950-02-22	UHC-19337-64	9317785720	2856 Union St, Glendale, AZ, 85376	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-125833	ENR	Thomas F Smith	1986-09-18	UHC-95598-56	3728947313	8313 Hillcrest Rd, Los Angeles, CA, 90031	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-140198	ENR	Patrick P Alexander	1967-01-24	UHC-08324-16	5099237315	7838 Ridge Rd, Austin, TX, 78767	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-427904	CLM	Kyle Weber	1987-08-09	UHC-48005-03	9683645938	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-140355	ENR	Logan Carr	1978-06-08	UHC-66549-87	8138945437	5888 Valley View Dr, Atlanta, GA, 30393	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-113191	ENR	Priya McDonald	2007-08-25	UHC-04817-13	7127730023	5470 Market St, Tucson, AZ, 85708	0.90	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
TPA-55343	TPA	Ruth Rose	2006-07-19	UHC-77128-20	6708561056	4493 Main St, Minneapolis, MN, 55492	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-103222	ENR	Kevin M Russell	1973-04-14	UHC-60531-67	6963353068	2198 Cedar Ln, Houston, TX, 77051	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-103221	ENR	Kevin M Russell	1973-04-14	UHC-60531-67	6963353068	2198 Cedar Ln, Houston, TX, 77051	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-402824	CLM	Theresa Weaver	2001-03-15	UHC-34492-56	6742434258	1689 Indian School Rd, Tampa, FL, 33682	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-101920	ENR	Marilyn S Williams	1961-05-10	UHC-31989-57	9823489154	5684 Broadway, Eden Prairie, MN, 55395	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-412586	CLM	Omar Wilson	1957-04-17	UHC-13913-40	6832353654	2548 Cedar Ln, Eden Prairie, MN, 55340	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-420232	CLM	Theresa Meyer	1970-02-18	UHC-06837-05	6277376605	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-100574	ENR	Virginia Z Ferguson	1967-05-03	UHC-34617-51	5318663438	8481 Desert Sky Blvd, Jacksonville, FL, 32217	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-142713	ENR	Noah Fuller	1992-09-24	UHC-26908-10	5162435322	443 Broadway, Houston, TX, 77060	0.90	Phone reformatted Member ID reformatted Address re-cased Whitespace trimmed+1 more
CLM-422178	CLM	Austni Tucker	1954-08-12	UHC-47758-36	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-141230	ENR	Grace L Little	1988-09-10	UHC-82212-63	3168662781	2664 Palm Dr, Chandler, AZ, 85264	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-137573	ENR	Christopher S Young	1993-07-09	UHC-27607-79	3524015851	1866 Church St, Chandler, AZ, 85269	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-139973	ENR	Christopher Woods	1958-01-28	UHC-15987-03	8908941760	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-415150	CLM	Linda McDonald	1987-03-12	UHC-89393-86	—	3863 Broadway, San Antonio, TX, 78286	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-26210	PRV	Mason Ortiz	2008-02-08	UHC-43983-84	8272432942	9428 Lake View Rd, Tempe, AZ, 85262	0.90	Date of birth reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more

7,723 rows, page 127 of 155Previous Next