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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124107	ENR	Patricia I Edwards	1990-08-27	UHC-40472-13	3017906448	1996 Elm St, Tampa, FL, 33661	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111833	ENR	Joan F Jacobs	1985-03-01	UHC-79278-16	—	4384 Cedar Ln, Miami, FL, 33133	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139288	ENR	Chrristian Ruiz	2004-06-11	UHC-87732-27	6523660164	5969 Willow Ct, Gilbert, AZ, 85236	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114511	ENR	Doris Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr, Phoenix, AZ, 85014	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-129111	ENR	Kevin Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129112	ENR	Kevin Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117546	ENR	Logan Y Gonzales	1986-07-13	UHC-19729-25	—	6025 River Rd, Orlando, FL, 32899	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118590	ENR	Emma Hudson	1975-12-12	UHC-78903-55	9622691542	5153 Sunset Blvd, Phoenix, AZ, 85085	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-121403	ENR	Christian Y Castillo	1973-10-17	UHC-97898-44	6993727418	5226 Mountain View Dr, San Diego, CA, 92123	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122077	ENR	Aaron D Clark	1940-11-08	UHC-73956-30	4158140615	1800 River Rd Apt 39, Charlotte, NC, 28202	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-128465	ENR	Billy Z Castillo	1961-03-08	UHC-03191-11	—	4676 Harbor Blvd, Atlanta, GA, 30399	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-119543	ENR	Randy Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107102	ENR	Virginia N Smith	2001-07-22	UHC-62024-73	8902300951	9017 Palm Dr, Atlanta, GA, 30382	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102670	ENR	Sandra F Wong	1991-10-17	UHC-64829-08	—	2833 Ocean Ave, Orlando, FL, 32845	0.52	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-125757	ENR	George J Cooper	1988-06-04	UHC-06641-62	4678091401	5636 Willow Ct, Tampa, FL, 33669	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103812	ENR	Bruce L Campbell	2000-03-02	UHC-55606-07	3764156082	7816 Desert Sky Blvd, Atlanta, GA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-115166	ENR	Nancy Willis	1990-11-10	UHC-80349-49	9258812140	7572 Bayshore Dr, Los Angeles, CA, 90079	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123999	ENR	Juan S Estrada	1965-08-13	UHC-86762-06	—	1448 Main St, Jacksonville, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115968	ENR	Stephen Hayes	1954-03-20	UHC-21260-70	6433471467	3539 Union St, Scottsdale, AZ, 85203	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135484	ENR	Beverly Andrews	1967-12-18	UHC-52608-79	5166347246	2649 Canyon Rd Apt 13, Nashville, TN, 37299	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-116372	ENR	Mateo Garza	1977-06-20	UHC-27538-35	7227471049	6866 Central Ave, Atlanta, GA, 30352	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-104951	ENR	Gerald F Miller	1983-04-03	—	8506331760	3450 Maple Ave Apt 39, Denver, CO, 80218	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-118628	ENR	Jessica N Pena	1967-12-17	UHC-66466-53	7029677363	6112 Washington St, Fresno, CA, 93746	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138761	ENR	Melissa Y Delgado	2007-07-28	UHC-61902-21	4735065461	5380 Apache Blvd, Fresno, CA, 93769	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117798	ENR	Heather Ramirez	1985-09-07	UHC-96401-94	6756695687	3843 Main St, Plano, TX, 75050	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137881	ENR	Olivia Montgomery	—	UHC-04428-79	8856161836	9665 Market St Apt 40, Gilbert, AZ, 85200	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-122535	ENR	Wayne E Morris	1984-06-07	UHC-85819-24	—	3686 Main St, Charlotte, NC, 28267	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-137698	ENR	Patricia Coleman	1958-05-18	UHC-71949-76	—	6613 Apache Blvd, Atlanta, GA, 30344	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-112486	ENR	Priya K Weber	1977-01-08	UHC-74953-20	6895453724	7071 Forest Ave Apt 21, Glendale, AZ, 85398	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-108659	ENR	Denise T Henderson	1969-04-06	UHC-14987-56	5205008740	5931 Jefferson Ave, Tampa, FL, 33611	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111392	ENR	Emma I Kennedy	2004-08-12	UHC-01628-56	8555773381	3560 Hillcrest Rd, Scottsdale, AZ, 85204	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120031	ENR	Willie T Gonzales	1977-08-26	UHC-39002-37	7115087819	7499 Canyon Rd, San Antonio, TX, 78299	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127459	ENR	Jeremy Clark	1978-02-18	UHC-95821-87	7239183787	6975 Ridge Rd, Houston, TX, 77014	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137767	ENR	Natalie A Alvarez	2001-11-26	UHC-85005-33	3469463185	9730 Canyon Rd, Austin, TX, 78760	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-127232	ENR	Marilyn Fernandez	1945-10-12	UHC-92069-19	2827025375	2694 Meadow Ln, Dallas, TX, 75251	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-128686	ENR	Ethan L Jackson	1954-04-10	UHC-62313-89	5583013069	801 Main St, San Antonio, TX, 78269	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112210	ENR	Brian Bailey	1953-03-26	UHC-51571-55	8239601059	4358 Indian School Rd, Los Angeles, CA, 90033	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138313	ENR	Marcus Hudson	1977-06-02	UHC-54432-48	7177341686	4570 Oak St, Minneapolis, MN, 55467	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101871	ENR	Melissa D Cruz	1996-09-15	UHC-43441-53	7224673408	8804 Mesa Dr, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-142029	ENR	Camila I Jensen	1989-03-15	UHC-92035-13	—	1928 Canyon Rd, Eden Prairie, MN, 55338	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126279	ENR	Andrew Morgan	1955-09-21	UHC-71082-16	4714407551	9628 Apache Blvd, Glendale, AZ, 85360	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113603	ENR	Abigail Y Martinez	1967-03-08	UHC-84886-97	7512522900	2815 River Rd, Mesa, AZ, 85212	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127143	ENR	Jack X Alvarez	1998-07-06	UHC-88924-15	3919448494	8357 Cedar Ln, Charlotte, NC, 28268	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114650	ENR	Diana G Boyd	1955-04-18	UHC-11471-55	6088262669	1473 Sage Ct, San Antonio, TX, 78290	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116624	ENR	Priya P Morgan	1945-08-17	UHC-69874-28	7852782422	2195 Lake View Rd, Dallas, TX, 75209	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125870	ENR	Stephanie Ross	1990-12-11	UHC-04168-70	3362998489	1376 Ridge Rd, Jacksonville, FL, 32239	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128101	ENR	Roonald Guerrero	1953-09-22	UHC-63884-96	8149949320	8347 Market St, Scottsdale, AZ, 85262	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118985	ENR	Kenneth Y Holmes	1945-05-17	UHC-49321-66	9282680443	5668 Church St, Los Angeles, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124319	ENR	Jacqueline Mason	1993-07-08	UHC-70522-46	8082142473	5140 Cedar Ln Apt 8, Minneapolis, MN, 55456	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-127035	ENR	Bruce J Wrigt	1963-11-10	UHC-57010-36	3139077538	1735 Sage Ct, Mesa, AZ, 85205	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 84 of 532Previous Next