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

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105332	ENR	Joseph R Pena	1950-07-28	—	9895999793	273 Mountain View Dr, Austin, TX, 78771	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104621	ENR	Kayla R Pane	1985-04-12	UHC-20565-59	—	9287 Maple Ave, Los Angeles, CA, 90007	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119337	ENR	Ronald P Jensen	1993-08-18	UHC-79968-76	5365697663	6948 Elm St, Fresno, CA, 93771	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132736	ENR	Barbara T Fox	1959-06-27	UHC-10850-41	3976114044	572 Canyon Rd, Gilbert, AZ, 85241	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-121844	ENR	Alexander A Nichols	1958-06-21	UHC-34500-91	3865443086	8720 Lake View Rd, San Antonio, TX, 78294	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133866	ENR	Billy Hudson	1996-07-06	—	2773051095	7901 Market St, Chandler, AZ, 85249	0.74	Name re-cased Date of birth reformatted Phone 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-123434	ENR	Larry Lynch	1993-07-16	UHC-37451-74	9819921687	4992 Valley View Dr, San Antonio, TX, 78275	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110527	ENR	Catherine M Carpenter	1958-10-21	UHC-11509-52	6203207899	7729 Bayshore Dr, Scottsdale, AZ, 85297	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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
ENR-120734	ENR	Tyler X Banks	2001-05-24	UHC-76470-17	5086546382	6126 Ocean Ave, Seattle, WA, 98110	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132438	ENR	Elijah E Stewart	1979-05-06	UHC-98332-21	8179823271	2199 Oak St, Las Vegas, NV, 89188	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128490	ENR	Kathryn I Perkins	2006-02-13	UHC-22220-60	3183129339	8377 Pine Dr, Plano, TX, 75042	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130244	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.74	Name re-cased Date of birth reformatted Phone 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-104649	ENR	Philip K George	1952-09-16	UHC-01483-44	7644815635	7050 Jefferson Ave, San Diego, CA, 92121	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135147	ENR	Linda H Austin	2002-06-15	UHC-88988-97	5877582287	8912 Forest Ave, Glendale, AZ, 85330	0.74	Name re-cased Date of birth reformatted Phone 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-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
ENR-125313	ENR	Nicole Henderson	1995-05-24	UHC-56732-85	6609024464	9832 Oak St, Phoenix, AZ, 85006	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117979	ENR	Pamela Gutierrez	2005-08-08	UHC-39290-28	7052528892	6224 Meadow Ln, Las Vegas, NV, 89191	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113179	ENR	Gary Gutierrez	2008-08-03	UHC-77619-57	7415787953	5455 Bayshore Dr, Houston, TX, 77077	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124223	ENR	Ryan Vega	1975-09-07	UHC-00054-51	7073326135	9676 Valley View Dr, Dallas, TX, 75277	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119254	ENR	Beverly U Collins	1978-09-17	UHC-66499-96	3113439433	2916 Park Pl, Scottsdale, AZ, 85233	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-137340	ENR	Lisa Elliott	1988-08-19	UHC-42505-65	7732547080	9680 Market St, Seattle, WA, 98131	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112033	ENR	Sharon Hayes	1966-09-22	UHC-60578-85	7914818448	7383 Washington St, Glendale, AZ, 85384	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-102632	ENR	Randy D Barnes	2000-03-03	UHC-19730-93	—	429 Union St, Houston, TX, 77094	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address 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-138069	ENR	Kyle Howell	1986-12-25	UHC-63180-30	3252676589	274 Highland Ave, Miami, FL, 33152	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121866	ENR	Roy L Price	1981-03-25	UHC-50198-86	6354591976	9852 Grand Ave, Houston, TX, 77076	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139145	ENR	Sam L Danieels	1977-11-16	UHC-29400-17	8727770271	8484 Meadow Ln, Tampa, FL, 33641	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118007	ENR	Laura Snyder	1957-10-19	UHC-51993-56	9555388965	927 Washington St, Plano, TX, 75057	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118395	ENR	Scott M Tucker	1997-10-04	UHC-02776-64	7452525650	4290 Mesa Dr, Mesa, AZ, 85246	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106135	ENR	Marcus J Wells	1954-04-20	UHC-49609-62	9782229188	9829 River Rd, Denver, CO, 80225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121857	ENR	Juan K Hall	1959-03-09	UHC-00284-66	4862670502	172 Washington St, Plano, TX, 75051	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139100	ENR	Kathy Herrera	1945-05-12	UHC-75560-68	3895554600	3859 Forest Ave, San Antonio, TX, 78231	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117269	ENR	Jack Hicks	1993-02-23	UHC-25546-25	7477621709	4101 Hillcrest Rd, Charlotte, NC, 28299	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124593	ENR	Noah N Franklin	1995-04-02	UHC-97712-18	6548000037	2280 Ocean Ave, Fresno, CA, 93710	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136043	ENR	Patricia T Mills	1947-01-11	UHC-70712-83	3889971823	1701 Mesa Dr, Houston, TX, 77012	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139348	ENR	Jason I Weber	1946-08-05	UHC-31032-99	7283690757	8292 Market St, Plano, TX, 75027	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137160	ENR	Michelle G Harrison	2000-04-28	UHC-04552-01	7899307291	2767 Indian School Rd, Jacksonville, FL, 32204	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-113101	ENR	Jose Carter	1996-09-11	UHC-93162-93	5076545104	9314 Jefferson Ave, Jacksonville, FL, 32281	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121349	ENR	Stephen D Robertson	1988-10-19	UHC-23721-99	4486576904	5751 Meadow Ln, Charlotte, NC, 28244	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140580	ENR	Elijah A Daniels	1974-01-14	UHC-88490-81	3276567935	3484 Union St, Denver, CO, 80252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

8,423 rows, page 87 of 169Previous Next