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-122995	ENR	Danielle Mejia	1972-12-12	UHC-64924-50	3934232667	5814 Indian School Rd, Charlotte, NC, 28287	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122996	ENR	Danielle Mejia	1972-12-12	UHC-64924-50	3934232667	5814 Indian School Rd, Charlotte, NC, 28287	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420611	CLM	Lori Montgomery	2005-10-14	UHC-72169-83	7265208866	2285 Baseline Rd, Dallas, TX, 75225	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-24571	PRV	Kevin Austin	1961-08-28	UHC-21846-45	4956428308	5743 Union St, Scottsdale, AZ, 85270	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27717	PRV	Kevin L Tucker	1951-06-09	UHC-01358-75	3235213877	1128 Harbor Blvd, Columbus, OH, 43242	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27716	PRV	Kevin L Tucker	1951-06-09	UHC-01358-75	3235213877	1128 Harbor Blvd, Columbus, OH, 43242	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116798	ENR	Ralph O Jenkins	2001-12-18	UHC-92101-65	5222883803	525 Sage Ct, Fresno, CA, 93709	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141969	ENR	Matthew Greene	1950-01-01	UHC-91766-10	5744343927	2954 Willow Ct, Seattle, WA, 98128	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-404603	CLM	Kathleen B Rogers	1951-05-14	UHC-53818-07	—	6344 Valley View Dr, Seattle, WA, 98145	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22803	PRV	Billy Holmes	1941-01-13	UHC-51978-56	4696482637	1950 Valley View Dr, Charlotte, NC, 28241	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121190	ENR	Jon Oliver	—	UHC-44697-32	3769185738	708 Forest Ave, San Antonio, TX, 78224	0.74	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-128307	ENR	Mary O Cox	1991-09-16	UHC-97164-90	—	7706 Ridge Rd, Plano, TX, 75006	0.74	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-26133	PRV	Pamela X Rodriguez	1996-11-07	UHC-63913-60	4616804801	1749 Hillcrest Rd, Fresno, CA, 93795	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412030	CLM	Keith Z Lopez	1954-12-07	UHC-85819-38	4926077912	5191 Spring St, Fresno, CA, 93714	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-101551	ENR	Maria Simpson	1939-09-04	UHC-55315-51	4315755528	9735 Canyon Rd, Charlotte, NC, 28269	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124772	ENR	Eric I Weber	1941-05-28	UHC-30418-97	2944307087	3755 Mountain View Dr, Atlanta, GA, 30352	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133888	ENR	Santiago Hunt	1966-03-21	UHC-65954-30	5516131042	8227 Apache Blvd, Eden Prairie, MN, 55369	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-403209	CLM	Mei Nelzon	1967-01-20	UHC-07035-40	—	1030 Cedar Ln, Mesa, AZ, 85246	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115825	ENR	Albert G Moreno	1987-05-04	UHC-41861-66	—	7861 Harbor Blvd, Austin, TX, 78708	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430471	CLM	Elijah N Jensen	1939-08-12	UHC-95595-94	8934204656	8686 Harbor Blvd, Houston, TX, 77009	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-128588	ENR	Ethan L Turner	1980-04-18	UHC-41616-89	7226669340	2619 Highland Ave, Sacramento, CA, 95874	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-61841	TPA	Ryan Henry	1997-02-08	UHC-30848-72	—	5813 Grand Ave, Dallas, TX, 75225	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-425940	CLM	Grace Wong	1974-10-21	UHC-64071-61	8953580520	6636 Market St, Sacramento, CA, 95806	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23401	PRV	Stephanie Flores	1990-11-05	UHC-94918-95	9376058985	1443 Elm St, Los Angeles, CA, 90020	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131952	ENR	Lawrence W Ortiz	1977-03-25	UHC-54477-49	3708535280	3355 Highland Ave, Dallas, TX, 75249	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-426416	CLM	Arthr Holmes	1979-10-16	UHC-61995-62	4005834862	6471 Meadow Ln, Austin, TX, 78734	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132334	ENR	Daniel Harper	1995-07-18	UHC-27789-68	9469250242	2855 Broadway Apt 15, Jacksonville, FL, 32226	0.74	Phone reformatted Member ID reformatted Unit split from street Address re-cased+3 more
CLM-416637	CLM	Carls Ford	1973-06-22	UHC-51499-08	8544796446	3488 Palm Dr, Tucson, AZ, 85712	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117183	ENR	Natalie L Elliott	1978-11-20	UHC-09220-55	6108760923	6038 Desert Sky Blvd, Miami, FL, 33177	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120101	ENR	Doris Lee	1970-03-07	UHC-29225-43	4115754918	5764 Lake View Rd, Charlotte, NC, 28211	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111937	ENR	Terry B Fuller	1948-09-06	UHC-32663-33	7909620221	6172 Canyon Rd, Atlanta, GA, 30341	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140099	ENR	Jonathan H Watkins	1950-08-27	UHC-92788-42	6053217094	9412 Maple Ave, Gilbert, AZ, 85280	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-108799	ENR	Hannah N Stewart	1939-07-18	UHC-02990-02	9337409979	6620 Indian School Rd, Miami, FL, 33166	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-53498	TPA	Kathryn Sims	1958-10-08	UHC-18011-85	4456834980	8523 Sage Ct, Charlotte, NC, 28271	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-29335	PRV	Logan Flores	1967-12-06	UHC-41865-47	6116988988	7165 Sunset Blvd, Sacramento, CA, 95876	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-20218	PRV	Jake Obrien	1952-12-07	UHC-35819-35	8974392985	6666 Mountain View Dr Apt 37, Dallas, TX, 75200	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-408623	CLM	Kyle Vega	1943-01-08	UHC-33957-43	—	7308 Harbor Blvd, Miami, FL, 33134	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-142935	ENR	Donald G Kennedy	1959-08-24	UHC-80692-79	6095529694	7544 Canyon Rd, Jacksonville, FL, 32293	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411178	CLM	Victoria Padilla	1952-10-26	UHC-84331-08	5064162948	5959 Canyon Rd, Las Vegas, NV, 89122	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26010	PRV	Samuel Bailey	1979-06-20	UHC-79455-80	3525582651	1831 Spring St, Mesa, AZ, 85284	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114394	ENR	Carolyn Thompson	1979-08-16	UHC-60957-28	4393234090	1671 Indian School Rd, Eden Prairie, MN, 55350	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412359	CLM	Charles Soto	1980-10-08	UHC-26975-03	—	833 Jefferson Ave, Eden Prairie, MN, 55352	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140210	ENR	Willie Soto	2006-09-19	UHC-53600-87	9745816681	8204 Central Ave, Scottsdale, AZ, 85249	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111043	ENR	Sofia Warren	1944-03-25	UHC-45832-74	4312860056	2017 Park Pl Apt 37, Jacksonville, FL, 32235	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-111487	ENR	Ronald U Alvarez	1994-03-19	UHC-65432-23	7483421406	1061 Spring St, Fresno, CA, 93709	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135704	ENR	Cheryl M Kelly	1996-01-11	UHC-51137-48	4963430170	5520 Baseline Rd, Las Vegas, NV, 89131	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-142889	ENR	Stephanie George	1940-03-27	UHC-17435-68	5673065952	1885 Elm St, Tucson, AZ, 85706	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118317	ENR	Rojas O Lauren	1973-03-01	UHC-74673-37	6284906626	1270 Valley View Dr, San Antonio, TX, 78201	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129870	ENR	Patty Rusell	1940-04-27	UHC-06298-35	4846704647	1335 Canyon Rd, San Antonio, TX, 78272	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20783	PRV	Jarry Haart	1992-09-03	UHC-00989-27	4749430716	2072 Pine Dr, Los Angeles, CA, 90053	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

7,723 rows, page 67 of 155Previous Next