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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421824	CLM	Jeffrey Green	1958-05-12	UHC-73338-83	—	6830 Church St, Columbus, OH, 43229	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-108376	ENR	William F Moreno	1953-05-16	UHC-32552-30	7122664779	4043 Jefferson Ave, Glendale, AZ, 85353	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61916	TPA	Frank Taylor	1954-04-27	—	7784963230	5678 Desert Sky Blvd # 327, Jacksonville, FL, 32211	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-138843	ENR	Ryan Moore	2005-12-02	UHC-30429-82	2345312824	6150 Market St, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415832	CLM	Judy Wells	1994-01-06	UHC-36200-43	8396910901	331 Grand Ave, Seattle, WA, 98107	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105504	ENR	Lawrence Harris	2008-04-03	UHC-52485-42	4144172685	2714 Elm St, Mesa, AZ, 85275	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118559	ENR	Denise X Warren	1952-03-06	UHC-93992-96	4016969677	747 Camelback Rd, Nashville, TN, 37229	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-61806	TPA	Amy Aguilar	1975-09-13	UHC-37978-20	3767589728	6164 Sage Ct, Columbus, OH, 43208	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-26822	PRV	Arthur Jimenez	2001-02-01	UHC-75581-43	7044303301	4586 Lake View Rd, Eden Prairie, MN, 55342	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410515	CLM	Kayla Bailey	1981-10-10	UHC-99784-06	6419740117	9032 Sunset Blvd, Tempe, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100853	ENR	Jeremy S Wilson	1983-10-25	UHC-59488-37	6244094160	4960 Grand Ave, Miami, FL, 33138	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
ENR-123913	ENR	Diane Barnes	1956-12-03	UHC-78693-64	5219240164	3474 River Rd, Denver, CO, 80282	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-415221	CLM	Nathan L Cole	—	—	3365112392	2027 Sage Ct, Denver, CO, 80288	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-104127	ENR	Ronald F Crawford	1981-11-13	UHC-93325-15	2175870524	4226 Harbor Blvd, Glendale, AZ, 85385	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127045	ENR	Mary E Prike	1946-09-18	UHC-79267-93	5314924067	4950 Union St, San Antonio, TX, 78285	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-124825	ENR	Denise V Garza	1982-10-16	UHC-77826-78	4135593814	7798 Central Ave, Phoenix, AZ, 85027	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117702	ENR	Ryan X Reid	1964-08-10	UHC-51919-52	5275583522	1384 Apache Blvd, Orlando, FL, 32877	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-101229	ENR	Camila L Cruz	1998-04-14	UHC-36189-79	5088337527	3842 Ocean Ave, Atlanta, GA, 30346	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51068	TPA	Ethan K Estrada	—	—	—	5007 Apache Blvd, Chandler, AZ, 85229	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
CLM-421128	CLM	Frances Ruiz	1949-05-28	UHC-20383-93	4406663884	4560 Cedar Ln, Mesa, AZ, 85215	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132037	ENR	Virginia Harper	1971-08-20	UHC-28583-58	7436664876	9462 Valley View Dr # 997, Glendale, AZ, 85387	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-109620	ENR	Judy D Clark	1983-12-04	UHC-51036-46	8315794265	6401 Highland Ave, Glendale, AZ, 85334	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51158	TPA	Luis Sandoval	1986-02-12	—	7709047669	2264 Harbor Blvd, Charlotte, NC, 28276	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-50873	TPA	Denise Johnston	2008-03-09	—	6273080928	6538 Palm Dr, Gilbert, AZ, 85210	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408779	CLM	Bryan S Smith	2003-10-02	UHC-11693-40	—	8664 Ridge Rd, Nashville, TN, 37207	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-55168	TPA	Denise Ros	1975-07-10	UHC-51808-48	3056469510	9734 Apache Blvd, Columbus, OH, 43223	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419302	CLM	Adam Wheeler	1950-10-17	—	7826026135	3569 Jefferson Ave, Houston, TX, 77056	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-143050	ENR	Mateo V Simpson	1998-02-15	UHC-48188-73	9685961322	9683 Canyon Rd Apt 8, Minneapolis, MN, 55409	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-29133	PRV	Digo Moreno	1957-09-05	—	5869119057	8878 Central Ave, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420826	CLM	George Foster	1972-01-04	—	6028437312	1130 Mesa Dr Apt 10, Orlando, FL, 32826	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-426971	CLM	Timothy Flores	1980-11-12	UHC-44991-41	—	9101 Baseline Rd, San Antonio, TX, 78260	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-62114	TPA	Scott Mitchell	1975-02-20	—	7735492511	9701 Main St, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424944	CLM	Kayla Simmons	2003-07-15	UHC-11502-95	—	6651 Jefferson Ave, Tampa, FL, 33686	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-29167	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-29166	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-106872	ENR	Keith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-140804	ENR	Stephanie Mendez	1980-03-02	UHC-15957-27	7685738727	2954 Forest Ave, Las Vegas, NV	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-21605	PRV	Sara Y Carr	2001-07-14	UHC-62944-73	5049452051	1350 Market St, Scottsdale, AZ, 85238	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131615	ENR	Linda B Chavez	1994-09-26	UHC-41372-85	—	5792 Valley View Dr, San Antonio, TX, 78238	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-424501	CLM	Nicholas Burns	1982-06-07	UHC-59582-06	—	2447 Grand Ave, Eden Prairie, MN, 55368	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-113495	ENR	Ramirez D Nicole	—	UHC-75032-76	6223696412	588 Ridge Rd, Tampa, FL, 33651	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-106250	ENR	Jacob P Carr	1969-11-15	UHC-37195-05	4344197742	7246 Maple Ave, Seattle, WA, 98117	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-122528	ENR	Sharon Q Delgado	1991-11-24	UHC-81716-07	7182563747	3990 Central Ave, Plano, TX, 75083	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27855	PRV	Sandra Martin	—	—	9778538341	5929 Indian School Rd, Columbus, OH, 43227	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-116258	ENR	Heather X Sims	1986-06-13	UHC-21954-04	7628443339	2595 Elm St, Austin, TX, 78756	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-426497	CLM	Paul Marshall	1962-10-12	UHC-10623-89	5663160388	980 Central Ave, Atlanta, GA, 30388	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-20496	PRV	Sandra K Boyd	1973-03-18	UHC-29823-55	7297898421	1044 Spring St, Tucson, AZ, 85737	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401431	CLM	Sophia Pierce	1973-09-23	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-29490	PRV	Diego Lawrence	1978-11-27	UHC-74911-24	8476469423	4864 River Rd, Denver, CO, 80200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132960	ENR	Cheryl Munoz	1971-07-19	UHC-33442-68	—	2972 Union St, Chandler, AZ, 85205	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

71,257 rows, page 164 of 1,426Previous Next