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-137722	ENR	Jim R Kelley	1947-11-13	UHC-86255-50	9036209614	9773 Ocean Ave Apt 27, Tampa, FL, 33683	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-106264	ENR	Jesse Gardner	1984-12-15	UHC-82310-03	4489826754	7386 Central Ave, Glendale, AZ	0.60	Name re-cased Phone reformatted City re-cased ZIP missing+4 more
ENR-122246	ENR	Paul U Lawson	2005-04-09	UHC-29000-24	3639530976	2360 Mesa Dr, Eden Prairie, MN, 55372	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-104118	ENR	Austin Hughes	2000-06-04	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116317	ENR	Olivia X Pena	1962-11-01	UHC-64907-39	4994022698	3732 Lake View Rd, Las Vegas, NV, 89186	0.60	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114483	ENR	Heather H Lynch	1996-05-02	UHC-37423-63	6293745670	695 Highland Ave, Plano, TX	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102427	ENR	Patricia G Wood	1957-06-24	UHC-51254-08	—	2526 Meadow Ln, Jacksonville, FL, 32260	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140352	ENR	Kathryn B Salazar	1942-07-06	UHC-94095-01	7883228340	996 Sage Ct, San Antonio, TX, 78249	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107295	ENR	Mason D Ryan	1990-04-02	—	5065248906	5688 Pine Dr, Chandler, AZ, 85297	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-106962	ENR	Sofia X Ortiz	1942-11-24	UHC-21428-86	9444603185	8551 Market St # 716, Fresno, CA, 93776	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-120683	ENR	Amy Bell	1952-11-17	UHC-13517-15	8357067795	588 Church St, Plano, TX, 75054	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105757	ENR	Austin Lucas	1973-04-28	UHC-18883-68	—	9566 Oak St, Minneapolis, MN, 55454	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-108265	ENR	Isabella Carr	1960-06-13	UHC-32279-06	6887517986	1829 Mountain View Dr, Phoenix, AZ, 85008	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111640	ENR	Sarah Henderson	1972-04-16	UHC-24133-93	5716900431	8426 Cedar Ln, Mesa, AZ, 85238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123606	ENR	Andrrew O Matthews	1977-04-05	UHC-70642-50	7812181951	9858 Baseline Rd Apt 31, Orlando, FL, 32895	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140871	ENR	Debra Q Burton	1998-08-18	UHC-42500-84	9399357160	639 Cedar Ln, Plano, TX, 75074	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127351	ENR	Danielle Murray	—	UHC-55126-74	4683016909	7790 Meadow Ln, Eden Prairie, MN, 55330	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-123898	ENR	John W Thoams	1960-05-14	UHC-00769-29	5769066203	8931 Baseline Rd, Scottsdale, AZ, 85282	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120237	ENR	Patricia Spencer	1947-04-21	UHC-85753-71	9207712357	450 Apache Blvd, Plano, TX, 75064	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107753	ENR	Patricia Hanson	2006-01-25	UHC-26195-41	4478472521	142 Mesa Dr, Seattle, WA, 98179	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124660	ENR	Amy Torres	1995-01-01	UHC-25276-49	6413517923	5717 Desert Sky Blvd, San Antonio, TX, 78240	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123529	ENR	Elizabeth O Wells	1985-09-11	UHC-74329-89	4477961760	8340 Baseline Rd, Dallas, TX, 75282	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131218	ENR	Heather Fuller	1938-09-04	UHC-97671-82	9303423348	5849 Mesa Dr, Minneapolis, MN, 55478	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118564	ENR	Gabriel D Cloe	2007-05-03	UHC-91900-15	—	373 Cedar Ln, Houston, TX, 77062	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-132612	ENR	Lawrence T Aguilar	1978-05-28	UHC-26192-03	6512957001	2892 Jefferson Ave Apt 35, Los Angeles, CA, 90054	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111372	ENR	Isabella S Shaw	1993-05-27	UHC-87611-44	4386905050	4412 Palm Dr, Atlanta, GA, 30369	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-122283	ENR	Olivia J Padilla	2001-03-03	UHC-79554-60	5407022348	847 Market St, Tempe, AZ, 85266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100809	ENR	Ed Williamson	1960-06-18	UHC-60200-80	9057505634	4053 Church St, Chandler, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119049	ENR	Raymond Y Ward	1973-06-13	UHC-67172-96	4636369559	3959 Sunset Blvd, Las Vegas, NV, 89197	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114762	ENR	Carlos Spencer	1952-05-26	UHC-03040-35	5722819371	1250 Sage Ct, Minneapolis, MN, 55429	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120729	ENR	Joyce Hunter	2006-07-08	UHC-09705-62	9648327304	3697 Main St, Plano, TX, 75042	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128963	ENR	Olivia Davis	1995-11-18	UHC-46336-83	2384802672	5346 Elm St, Columbus, OH, 43281	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128859	ENR	Roy G Willis	1996-05-27	UHC-62931-06	8757766344	7433 Indian School Rd, Miami, FL, 33101	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103348	ENR	Emma A Perez	1997-09-25	UHC-52568-47	5022144702	5635 Oak St, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123592	ENR	Daniel G Marquez	1957-01-11	UHC-27316-13	4324113358	4511 Meadow Ln, Tampa, FL, 33664	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-137218	ENR	Raymond T Gzman	1991-02-02	UHC-14684-42	3606511435	2259 Union St, Seattle, WA, 98173	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111081	ENR	Anthony E Henderson	1989-01-09	UHC-92935-47	2262270341	3140 Central Ave, Tucson, AZ, 85701	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103883	ENR	Gary B Barnes	1956-08-21	UHC-36095-57	6057612471	4992 Ridge Rd, Mesa, AZ, 85265	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128197	ENR	Logan F Mills	2004-06-12	UHC-21983-89	5779904428	3968 Grand Ave # 848, Sacramento, CA, 95851	0.62	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103900	ENR	Samuel Ortiz	1965-08-20	UHC-34784-08	2657097942	5149 Jefferson Ave, Fresno, CA, 93785	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112102	ENR	Santiago Ris	2000-12-27	UHC-32377-67	2939297477	337 Elm St Apt 2, Glendale, AZ, 85324	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-115668	ENR	Jean P Parker	1969-10-17	UHC-94740-71	7234586722	1308 Church St, Mesa, AZ, 85274	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112169	ENR	Brian P Contreras	1961-03-10	UHC-53081-01	6579809121	3766 Ridge Rd Apt 30, Houston, TX, 77024	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126869	ENR	Arjun F Lawrence	1984-05-05	UHC-29118-42	—	6371 Sage Ct, San Antonio, TX, 78294	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-108038	ENR	Teresa Reid	1988-07-24	UHC-23512-04	6166325139	7882 Market St # 374, Nashville, TN, 37257	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115678	ENR	George Tucker	1943-03-16	UHC-44073-63	2544930839	8913 Ocean Ave, Austin, TX	0.62	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-142359	ENR	Rachel Wallace	1996-08-06	UHC-99092-84	—	1465 Camelback Rd, Minneapolis, MN, 55450	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-127707	ENR	Madison I Fisher	1940-11-14	UHC-88122-62	—	2191 River Rd, Tampa, FL, 33675	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-110532	ENR	Brian C Schmidt	1958-10-15	—	5882885313	1569 Sunset Blvd, Tempe, AZ, 85296	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-107228	ENR	Sophia Green	1975-07-06	UHC-94628-79	8815992347	2872 Forest Ave, Las Vegas, NV	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more

8,934 rows, page 34 of 179Previous Next