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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102726	ENR	Patterson K Sharon	1939-10-01	UHC-45516-17	3862309899	7679 Sunset Blvd, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110923	ENR	Mrk Silvva	1994-06-25	UHC-12194-34	9606861955	1331 Sunset Blvd, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-142647	ENR	Lucia J Castilol	1989-12-02	UHC-03398-73	9229647888	413 Ocean Ave, Miami, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109260	ENR	Lucia Gray	1981-03-26	UHC-38544-29	4512495460	5550 Lincoln Way, Charlotte, NC	0.64	Name re-cased City re-cased ZIP missing Email lower-cased+2 more
ENR-104778	ENR	Dylan D White	1939-01-15	—	8547426782	7746 Mountain View Dr, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109367	ENR	Beverly E Burns	1955-03-05	UHC-65357-91	5922748806	6077 Mesa Dr, San Antonio, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133503	ENR	Elijah Wislon	1945-03-07	UHC-92642-82	3272767470	8213 River Rd, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138776	ENR	Russell Z Pierce	2001-08-21	UHC-03471-75	7157825007	5135 Oak St, Charlotte, NC	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129647	ENR	Joan C Castro	1993-08-20	UHC-27151-29	4054368361	6960 Ridge Rd, Tempe, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121670	ENR	Alice Larson	1979-03-07	UHC-47376-36	8753120016	5606 Palm Dr, Austin, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118941	ENR	Walter J Cruz	2003-11-07	UHC-56734-59	—	485 Washington St, Gilbert, AZ	0.64	Date of birth reformatted City re-cased State name converted to code ZIP missing+2 more
ENR-112063	ENR	Bruce P Adams	1942-10-15	UHC-74963-28	—	6011 Main St, Sacramento, CA	0.64	Name re-cased Phone missing area code Member ID reformatted ZIP missing+2 more
ENR-136745	ENR	Anthony D Guerrero	1953-12-24	UHC-05111-02	3567785681	1641 Central Ave, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-130885	ENR	Frank K Ruiiz	1947-03-26	UHC-94814-27	4617142767	2396 Lake View Rd, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133080	ENR	Sean Grant	1959-02-13	UHC-23861-67	2429341654	5920 Ocean Ave, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104579	ENR	Patricia Bowman	1989-02-14	UHC-82448-60	4585137889	201 Hillcrest Rd, Columbus, OH	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+2 more
ENR-136588	ENR	Wei C Johnson	1980-11-23	UHC-52953-76	8263425733	9776 Forest Ave, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101272	ENR	Joey I Gilbert	1946-07-21	UHC-99845-01	3513213461	2818 Bayshore Dr, Tucson, AZ	0.64	Phone reformatted City re-cased State name converted to code ZIP missing+2 more
ENR-137733	ENR	Kyle Delgado	1997-02-18	UHC-21688-31	6677743819	8719 Maple Ave, Columbus, OH	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131192	ENR	Arjun X Austin	1960-03-04	UHC-84919-23	—	2454 Highland Ave, Tempe, AZ	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-101813	ENR	Benjamin B Harris	1978-11-02	UHC-55813-93	7414289056	1764 Mountain View Dr, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125847	ENR	Timothy Pery	2008-05-20	UHC-32260-32	—	7814 Highland Ave, Miami, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141392	ENR	Lisa Castro	1991-01-19	UHC-96067-72	7119064904	11 Elm St, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120563	ENR	Bradley H Burton	1975-04-28	UHC-71453-79	5993241731	4574 Broadway, Houston, TX	0.64	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-120564	ENR	Bradley H Burton	1975-04-28	UHC-71453-79	5993241731	4574 Broadway, Houston, TX	0.64	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-131928	ENR	Theresa O Henry	1985-10-10	UHC-29850-73	8904373090	1219 Hillcrest Rd, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-133387	ENR	Jean L Kennedy	1943-08-20	UHC-41234-29	9806639181	3458 Maple Ave, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123108	ENR	Kelly Edwards	2004-12-24	UHC-92632-23	9095066660	150 Lincoln Way, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-119707	ENR	Diego M Fox	2002-12-07	UHC-18151-08	6462926769	9433 Elm St # 608, Plano, TX	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-129096	ENR	Elijah P Weaver	1989-01-15	UHC-03082-61	6506189732	9037 Indian School Rd, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100520	ENR	Larry Thomas	1966-10-23	UHC-34933-36	6648675711	697 Meadow Ln, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121810	ENR	Jerry Gibson	1981-09-03	UHC-57235-62	6438467313	7453 Bayshore Dr, Sacramento, CA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-100202	ENR	Thomas Lee	1992-10-01	UHC-71574-96	—	7162 Camelback Rd, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129984	ENR	Ahmed M Murray	1969-10-08	UHC-25565-57	2152984239	8022 Lincoln Way, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121618	ENR	Hiroshi F Roberts	1959-02-21	UHC-02113-02	7836139730	6214 Broadway # 518, Glendale, AZ	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-116755	ENR	Rachel U Cruz	1995-10-10	UHC-28148-13	4334919508	5467 Forest Ave, Minneapolis, MN	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-109037	ENR	Gerald Davis	1959-07-13	UHC-68736-64	7918239090	7154 Pine Dr, Tempe, AZ	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-128146	ENR	Eugeene Diaz	2001-07-02	UHC-33392-38	5018381627	6968 Main St, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116182	ENR	Gary Lane	1967-09-11	UHC-16946-89	9272924436	7217 Cedar Ln, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101945	ENR	Angela Hawkins	1945-03-25	UHC-87699-01	5728977358	6764 Ocean Ave Apt 15, Los Angeles, CA	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-109104	ENR	Austin Walssh	2006-10-21	—	6914855247	8506 Bayshore Dr, Charlotte, NC	0.66	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-114060	ENR	Ahmed D Jacobs	1982-06-07	UHC-99057-32	9026572813	1326 Lincoln Way, Plano, TX	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134010	ENR	George H Le	2006-05-06	UHC-06211-11	5269622393	9213 Central Ave, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127959	ENR	Kayla S Hicks	1996-06-06	—	5094236422	9877 Valley View Dr, Nashville, TN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-134200	ENR	Julia V George	1938-04-01	UHC-18914-10	2975810911	6168 Market St Apt 7, Tampa, FL	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-118269	ENR	Willie Y King	1963-06-12	UHC-42174-16	3193806185	2183 Cedar Ln, Miami, FL	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-133013	ENR	Hiroshi Munoz	1997-10-12	UHC-53870-78	7589484106	5815 Mountain View Dr, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-135679	ENR	Debra Butler	1954-04-20	UHC-87048-43	4996967388	2380 Oak St, Nashville, TN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-139077	ENR	Paul C Williiams	1960-07-19	UHC-92291-18	—	5880 Forest Ave, Fresno, CA	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-119845	ENR	Noah N Morales	1945-08-19	UHC-68220-74	4496927790	5678 Desert Sky Blvd, Miami, FL	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

3,340 rows, page 41 of 67Previous Next