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
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
ENR-103832	ENR	Karen White	1986-12-06	UHC-50270-05	9605662901	9809 Ridge Rd, Jacksonville, FL, 32285	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118746	ENR	Aaln Gardner	2000-01-16	UHC-68686-39	5707295074	4452 Ocean Ave, Scottsdale, AZ, 85248	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136524	ENR	Sean Patel	1995-06-09	UHC-21829-90	8137989209	4719 Camelback Rd, Glendale, AZ, 85365	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-136523	ENR	Sean Patel	1995-06-09	UHC-21829-90	8137989209	4719 Camelback Rd, Glendale, AZ, 85365	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130306	ENR	Ryan Soto	2002-11-11	UHC-31409-02	—	8891 Union St, Tempe, AZ, 85233	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409648	CLM	Elijah Owens	1989-06-04	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110431	ENR	Arthur Ryan	1989-10-28	UHC-78348-45	—	2752 River Rd, Tampa, FL, 33651	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-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
ENR-110636	ENR	Patricia X Hart	—	UHC-25844-23	5207986372	4869 Valley View Dr, Fresno, CA, 93764	0.74	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-130998	ENR	Charles X Ford	1943-08-21	UHC-49103-43	8998787816	653 Market St, Tampa, FL, 33670	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-113679	ENR	Jacqueline Z Black	1972-01-15	UHC-93592-56	—	1817 Washington St, Scottsdale, AZ, 85239	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128309	ENR	Victoria C Fields	1943-08-20	UHC-70359-74	6194885016	4522 Mesa Dr, Minneapolis, MN, 55473	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140469	ENR	Jacqueline L Dean	1986-03-02	UHC-08305-88	6272726910	346 Apache Blvd, San Diego, CA, 92107	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
CLM-403656	CLM	Camila Montgomery	2007-10-20	UHC-03721-09	5112459395	8901 Pine Dr, Minneapolis, MN, 55432	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109901	ENR	Brandon Boyd	1988-06-11	UHC-74380-08	4308735326	2563 Union St, Glendale, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138435	ENR	Virginia Wong	1971-03-07	UHC-96611-25	6714357218	6349 River Rd, Chandler, AZ, 85271	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128508	ENR	Brian R Walsh	1938-10-27	UHC-38725-67	5098960375	8446 Central Ave, Eden Prairie, MN, 55365	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112184	ENR	Nicholas L Gomez	1968-02-09	UHC-74967-12	4793730345	5772 Mesa Dr, Phoenix, AZ, 85078	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115655	ENR	Deborah Z Marshall	2003-04-02	UHC-30718-59	6989848841	7085 Broadway, Dallas, TX, 75206	0.74	Name re-cased Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-128834	ENR	Andrew D Ryan	1938-11-04	UHC-80498-57	—	5629 Pine Dr, Houston, TX, 77089	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-135154	ENR	George Ford	1991-12-01	UHC-72353-72	4648132727	8138 Spring St, Scottsdale, AZ, 85280	0.74	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
CLM-429499	CLM	Christopher Davis	1986-04-14	UHC-15407-27	—	6306 Jefferson Ave, Atlanta, GA, 30301	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-63419	TPA	Jessica A George	1949-12-04	UHC-93474-84	—	5100 Valley View Dr, Seattle, WA, 98142	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428185	CLM	Natalie P Gray	1996-11-08	UHC-64557-49	—	7891 Jefferson Ave, Seattle, WA, 98104	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133377	ENR	Arthur O Contreras	1948-04-08	UHC-49476-50	3034521490	1470 Canyon Rd, Charlotte, NC, 28299	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133233	ENR	Virginia Robinson	1960-12-27	UHC-28567-27	7412496134	8730 Willow Ct, Phoenix, AZ, 85088	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426696	CLM	Billy Lopez	1940-09-21	UHC-11120-88	4917094308	6638 Highland Ave, Columbus, OH, 43220	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110581	ENR	Cheryl Daniels	1966-01-28	UHC-21002-42	2489555445	1820 Jefferson Ave, Phoenix, AZ, 85091	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118371	ENR	Dorothy Perry	1999-05-01	UHC-17361-72	2667745510	769 Harbor Blvd, Minneapolis, MN, 55448	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141816	ENR	Austin W Mendez	1990-06-18	UHC-14290-95	4734113246	2984 Spring St, Denver, CO, 80200	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130117	ENR	Alice Green	1966-02-18	UHC-96241-04	4876959280	7806 Ocean Ave, Seattle, WA, 98186	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103652	ENR	Isabella D Robertson	1986-03-18	UHC-58329-99	—	3669 Bayshore Dr, San Antonio, TX, 78252	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-116834	ENR	Justin Jenkins	2001-04-23	UHC-39390-63	7803143492	2202 Harbor Blvd, Dallas, TX, 75277	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116630	ENR	Sara Griffin	1944-11-11	UHC-27778-14	5407593163	9828 Union St, Austin, TX, 78716	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104166	ENR	Ana Hamilton	1990-11-09	UHC-46536-08	3099029073	8530 Union St, Scottsdale, AZ, 85282	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-108811	ENR	Jerry O Greene	1998-10-19	UHC-64557-68	4503649588	8041 Highland Ave, San Diego, CA, 92148	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125494	ENR	Gloria M Stone	1945-12-08	UHC-35804-59	4897976147	5334 Ocean Ave, Mesa, AZ, 85249	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141830	ENR	Gabriel J Ramos	1968-12-09	UHC-38900-83	8912802747	8943 Hillcrest Rd, Las Vegas, NV, 89186	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126438	ENR	Jacqueline Chen	1958-01-23	UHC-83800-38	6346649211	6127 Market St, Jacksonville, FL, 32217	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-113284	ENR	Olivia Franklin	1960-02-15	UHC-59523-42	4372832173	5392 Apache Blvd, San Diego, CA, 92148	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25728	PRV	Joseph O Delgado	1980-05-26	UHC-93057-58	5163807761	7648 Jefferson Ave, San Diego, CA, 92159	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100956	ENR	Stephen Mrphy	1955-10-14	UHC-00291-43	6837202601	9309 Ridge Rd, Nashville, TN, 37202	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132973	ENR	Bruce Rodriguez	1969-07-16	UHC-13735-40	4429318539	7551 Market St, Plano, TX, 75070	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111927	ENR	Doris L Delgado	1989-02-12	UHC-79836-13	9426054284	1913 Hillcrest Rd, Tempe, AZ, 85294	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-29382	PRV	Keith Cruz	1946-01-14	UHC-71380-39	8117629109	5885 Sunset Blvd # 810, Plano, TX, 75054	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-107688	ENR	Dylan F Stone	1980-08-01	UHC-90629-38	4733786248	9835 Jefferson Ave, Tampa, FL, 33640	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-24348	PRV	Patrikk Nguyen	2001-11-21	UHC-62124-12	6962571225	4943 Elm St, Sacramento, CA, 95809	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405286	CLM	Ana White	1980-04-08	UHC-34268-88	4737053266	7235 Lake View Rd, Nashville, TN, 37290	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-427808	CLM	Edwards Christine	1955-04-20	UHC-05546-44	7746215789	5729 Elm St, Plano, TX, 75081	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more

7,723 rows, page 74 of 155Previous Next