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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104028	ENR	Nicholas Mejia	2003-02-11	UHC-04504-31	8783376786	1116 Sage Ct, Miami, FL	0.60	Name re-cased Street suffix standardised Address re-cased ZIP missing+4 more
ENR-116091	ENR	Ana K Gutierrez	1950-06-21	UHC-96937-07	7933649446	6563 Elm St, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128640	ENR	Catherine Ford	1977-12-27	UHC-81203-91	9728980314	1919 Harbor Blvd, Sacramento, CA, 95809	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132214	ENR	Sharon Cunningham	2003-10-05	UHC-87424-59	9002823968	8900 Mountain View Dr, Minneapolis, MN	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-113989	ENR	Gregory N Jenkins	1983-02-07	UHC-71141-97	6982512343	7418 Mountain View Dr, Columbus, OH, 43221	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-143009	ENR	Nathan G Phillips	1964-12-27	UHC-35983-06	3976039810	3692 River Rd # 385, Jacksonville, FL, 32218	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-106927	ENR	Sandra A Weber	1963-07-13	UHC-22732-27	7909447106	525 Canyon Rd, Mesa, AZ, 85278	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109648	ENR	Waye Jensen	—	UHC-95377-97	5025069613	7350 Bayshore Dr, Tampa, FL, 33600	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-115048	ENR	Arthur George	2000-07-02	UHC-37062-38	4044005556	3309 Sunset Blvd, Las Vegas, NV, 89177	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102597	ENR	Kelly Ray	1956-10-25	UHC-29979-94	8962091304	7409 Hillcrest Rd, Fresno, CA, 93743	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132820	ENR	Alice L Morrison	1965-01-13	UHC-39317-97	2293968938	7940 Sage Ct, San Antonio, TX, 78265	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118434	ENR	Maria I Jordan	1956-08-02	UHC-38848-23	5245193419	4541 Spring St, Seattle, WA, 98150	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118435	ENR	Maria I Jordan	1956-08-02	UHC-38848-23	5245193419	4541 Spring St, Seattle, WA, 98150	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139848	ENR	Christien McDonald	1997-12-12	UHC-77835-85	8739923399	6840 Spring St, Charlotte, NC, 28275	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112337	ENR	Gerald W Ramirez	1975-05-28	UHC-09097-49	8484342645	7735 Ridge Rd, Nashville, TN, 37236	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136994	ENR	Benjamin B Harris	1961-06-17	UHC-10489-40	4494657848	3587 Harbor Blvd, San Antonio, TX, 78263	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118642	ENR	Walter G Medina	2008-11-16	UHC-70862-60	7669759855	974 Canyon Rd, Tempe, AZ, 85223	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122892	ENR	Jeremy X Austin	1956-05-06	UHC-43876-06	5155425207	1708 Apache Blvd, Minneapolis, MN, 55441	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114224	ENR	Bruce V Little	1941-07-05	UHC-76002-34	7512608776	2833 Sunset Blvd, San Diego, CA, 92115	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133996	ENR	Steven Edwards	1943-10-14	UHC-25642-74	6739835407	1488 Hillcrest Rd # 665, San Diego, CA, 92172	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-101620	ENR	Wang H Hiroshi	1966-02-10	UHC-08450-66	7575494570	4121 Valley View Dr, Houston, TX, 77043	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131917	ENR	Samantha Y Rose	1989-04-19	UHC-87146-46	8297950727	5577 Washington St, Tucson, AZ, 85710	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-133132	ENR	Joan L Murphy	2000-05-01	UHC-51326-26	—	4518 Sage Ct, Jacksonville, FL	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-140427	ENR	Lisa F Rogers	1955-05-21	UHC-24194-21	2286130576	6526 Park Pl, Los Angeles, CA, 90048	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136533	ENR	Cheryl L Peterson	1958-03-10	UHC-22463-54	8344099831	8368 Hillcrest Rd, Denver, CO	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114818	ENR	Mei Ford	2003-10-10	UHC-16602-17	9017563128	9236 Sage Ct, Dallas, TX, 75268	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122986	ENR	Kathy Morgan	1994-04-23	UHC-44662-69	5535307790	5250 Spring St, Fresno, CA, 93754	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109864	ENR	Samantha L Perez	1996-03-25	UHC-74382-23	6823511706	5062 Ridge Rd, Houston, TX, 77040	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133594	ENR	Amy M Ruiz	1999-10-06	—	2805193147	2277 Highland Ave, Eden Prairie, MN, 55333	0.60	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-130650	ENR	Hannah Vazquez	2008-07-21	UHC-72499-69	4685775622	5714 River Rd, Dallas, TX, 75295	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105454	ENR	Ahmed Rice	1994-04-07	UHC-03543-90	3435426191	273 Main St, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130228	ENR	Mason Clark	1949-09-12	UHC-58223-41	—	3158 Bayshore Dr, Houston, TX, 77010	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-104820	ENR	Ana Stewart	1954-07-21	UHC-76709-04	6204024044	2654 Sunset Blvd, Fresno, CA, 93776	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127227	ENR	Sandra W Owens	1972-03-03	UHC-34059-29	4885278152	7000 Harbor Blvd, Chandler, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120645	ENR	Brandon P Mason	1940-02-11	UHC-72913-09	2296444365	617 Elm St, Tucson, AZ, 85701	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139886	ENR	Beverly U Vazquez	2008-07-09	UHC-36185-91	3547462014	815 Sage Ct, Mesa, AZ, 85283	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138125	ENR	Lawrence Y Andrews	1972-09-22	UHC-44841-77	4253777826	5488 Spring St, Eden Prairie, MN, 55320	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-136678	ENR	Elijah Padilla	2006-09-07	UHC-90343-90	4285014942	5747 Willow Ct, Glendale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128199	ENR	Kelly Griffin	1977-04-10	UHC-20670-78	2832347520	172 Hillcrest Rd, Glendale, AZ, 85334	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106420	ENR	Roger Gomez	1993-01-02	UHC-24168-21	4029881854	5333 Harbor Blvd, Los Angeles, CA	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128887	ENR	Yuki D Crawford	1979-04-14	UHC-20394-21	8359915469	5540 River Rd, Austin, TX, 78716	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101823	ENR	Joe F Stone	1959-03-07	UHC-38116-29	7834344858	7450 Bayshore Dr, Austin, TX, 78720	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138475	ENR	Hiroshi Z Pierce	1953-06-21	UHC-28665-10	4506160415	8169 Canyon Rd Apt 21, San Diego, CA, 92188	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-129151	ENR	Marilyn T West	1980-07-28	UHC-27302-30	4703844596	4394 Apache Blvd Apt 38, Glendale, AZ, 85329	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-140799	ENR	Carl Lynch	2003-02-23	UHC-43141-12	5152979945	9073 River Rd, Tempe, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136649	ENR	Christine I Youung	1978-10-04	UHC-29927-75	6963905112	6594 Sunset Blvd, Orlando, FL, 32870	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116155	ENR	Catherine Simpson	1979-08-26	UHC-22875-45	5538124807	2256 Oak St, Tempe, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126707	ENR	Lawrence B Webb	1942-04-02	UHC-93961-29	8544171833	5227 Main St, Phoenix, AZ, 85029	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105698	ENR	Christina Moralles	1966-05-24	UHC-42901-64	4814710861	7966 Camelback Rd, Gilbert, AZ, 85236	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106545	ENR	Sam Miller	1940-11-09	UHC-50684-94	3718044039	5308 Grand Ave # 408, Tucson, AZ, 85778	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more

8,934 rows, page 29 of 179Previous Next