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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106181	ENR	Abigail Dean	1998-09-02	UHC-16177-59	6079501508	6212 Forest Ave, Las Vegas, NV	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-140782	ENR	Richard Espinoza	1964-11-08	UHC-63534-92	9417595001	2138 Spring St, Sacramento, CA, 95882	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109535	ENR	Carl G Torres	1978-02-05	UHC-71067-71	4438715601	897 Lake View Rd, Austin, TX, 78768	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-114584	ENR	Catherine X Cunningham	1972-06-16	UHC-75178-49	—	615 River Rd # 272, Sacramento, CA, 95837	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109631	ENR	Benjamin Z Webb	1961-05-07	UHC-25854-29	2114613491	2520 Market St, Charlotte, NC, 28216	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-123717	ENR	Mariana Burns	1992-05-23	UHC-84637-63	—	8847 Park Pl, Minneapolis, MN, 55481	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-115188	ENR	Jack N Carter	1997-04-23	UHC-51126-87	—	9198 Mountain View Dr, Tucson, AZ, 85754	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-102505	ENR	Cerl V Young	1960-02-05	UHC-27541-86	8897555220	6285 Valley View Dr, San Diego, CA, 92115	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140543	ENR	Cheryl Chavez	1952-01-05	UHC-41463-71	5309571321	988 Camelback Rd, Sacramento, CA, 95889	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138590	ENR	Diana J Clark	1992-05-04	UHC-38721-43	9195697883	1561 Meadow Ln, Miami, FL, 33182	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-132046	ENR	Harold I Mendez	1944-03-10	UHC-28490-47	2402666196	3443 Union St, Atlanta, GA, 30305	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
ENR-142659	ENR	Pamela Alvarado	2003-01-04	UHC-72222-89	6928930604	144 Mountain View Dr Apt 2, Eden Prairie, MN, 55355	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-118466	ENR	Tyler Y Adams	1959-02-25	UHC-63894-92	5523671190	2455 Lake View Rd, Mesa, AZ, 85244	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-121163	ENR	Matthew V Stevens	1964-03-01	UHC-13745-51	8804965786	477 Sunset Blvd, Fresno, CA, 93760	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116931	ENR	—Junk	1989-05-05	UHC-37714-69	4623490761	8237 Central Ave # 803, Dallas, TX, 75216	0.66	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared+1 more
ENR-125248	ENR	Christina Johnson	1973-12-13	UHC-46167-60	9602075702	372 Baseline Rd, Plano, TX, 75025	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135174	ENR	Victoria W Cox	1983-11-15	UHC-92289-61	5406266795	3390 Camelback Rd, Tampa, FL, 33642	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106530	ENR	Raachel V Espinoza	1953-02-14	UHC-22808-33	—	9180 Grand Ave, San Antonio, TX, 78210	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-129753	ENR	Brian Guzman	1991-03-04	UHC-14860-90	4857924918	5697 Camelback Rd, Glendale, AZ, 85340	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122040	ENR	Vincent P Santiago	1945-10-20	UHC-71651-40	5918694351	7380 Ocean Ave, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103363	ENR	Austin Y Mitcchell	1972-06-27	UHC-66264-69	3212254436	8995 Ocean Ave Apt 28, Sacramento, CA, 95880	0.66	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+1 more
ENR-110705	ENR	Camila Smith	1979-08-09	UHC-76027-62	5463021321	2559 Broadway, Denver, CO, 80229	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-109540	ENR	Paul B Foster	1983-02-05	UHC-62285-69	8163103032	4047 Washington St, San Antonio, TX, 78240	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+1 more
ENR-137940	ENR	Larry O Burton	1965-02-07	UHC-16584-63	—	782 Pine Dr, Chandler, AZ, 85271	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-137535	ENR	Stephen Guzman	1973-01-13	UHC-30269-10	—	9781 Palm Dr, Chandler, AZ, 85205	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111703	ENR	Larry Q Simmons	1956-11-11	UHC-21648-82	—	277 Jefferson Ave, Houston, TX, 77069	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-133900	ENR	Richard Z Heernandez	1978-04-25	UHC-02619-10	2294946300	4938 Palm Dr, Glendale, AZ, 85332	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133899	ENR	Richard Z Heernandez	1978-04-25	UHC-02619-10	2294946300	4938 Palm Dr, Glendale, AZ, 85332	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122946	ENR	Jeremy X Palmer	1947-11-07	UHC-42860-23	6774553925	3539 Hillcrest Rd, Gilbert, AZ, 85232	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129010	ENR	Danielle Price	1967-09-04	UHC-96670-88	8685237340	1817 Union St, Minneapolis, MN, 55422	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-125203	ENR	Tyler R Simpson	1958-12-13	UHC-59723-53	—	8568 Cedar Ln, Denver, CO, 80272	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-120041	ENR	Brittany Morris	2001-01-10	UHC-21353-51	4673404072	205 Sunset Blvd, Houston, TX, 77032	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125929	ENR	Ryan V Wong	1941-03-06	UHC-57924-23	4772707195	6303 River Rd, Atlanta, GA, 30337	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-127953	ENR	Rebecca M Mitchell	1963-12-03	UHC-70908-34	—	8905 Canyon Rd, Plano, TX, 75071	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106755	ENR	Alexis Q Ramirez	1964-04-18	UHC-68210-89	—	7736 Ocean Ave, Gilbert, AZ, 85257	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-136812	ENR	Fatima George	2000-04-23	UHC-69117-90	—	2834 Bayshore Dr, Glendale, AZ, 85317	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-109896	ENR	John Ray	1943-10-02	UHC-32122-35	8863400298	4554 Meadow Ln, Phoenix, AZ, 85017	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-114532	ENR	Christian B Baker	1942-09-23	UHC-60648-12	8912415763	184 Park Pl, Miami, FL, 33198	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-104508	ENR	Andrea Scott	1947-02-12	UHC-70977-09	5432865021	2266 Lincoln Way Apt 22, Chandler, AZ, 85274	0.66	Date of birth reformatted Unit split from street Email lower-cased Gender normalised+1 more
ENR-117840	ENR	Diana Y Weaver	2001-11-18	UHC-47288-85	3627643940	7705 Park Pl, Miami, FL, 33157	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129007	ENR	Austin McDonald	1968-01-21	UHC-07017-18	3145343927	7465 River Rd, San Antonio, TX	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-132105	ENR	Judith F Guerrero	2002-06-05	UHC-24977-17	4259760943	5306 Desert Sky Blvd, Mesa, AZ, 85231	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-133834	ENR	Mary Mejia	1950-07-02	UHC-24625-01	2244974982	4137 Ridge Rd Apt 24, Jacksonville, FL, 32225	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-105648	ENR	Alan Hughes	1999-08-02	UHC-66937-28	2263422473	7184 Highland Ave, Glendale, AZ, 85369	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-110473	ENR	Chris Singh	1974-02-09	UHC-29970-69	—	3084 Mesa Dr, Nashville, TN, 37288	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-109164	ENR	Joshua F Vargas	1992-10-08	UHC-88006-16	—	5441 Cedar Ln, Houston, TX, 77014	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-135919	ENR	Bobby Y Adams	1989-06-09	UHC-59563-88	2808408769	822 Main St, Tucson, AZ, 85799	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103179	ENR	Gloria U Powell	1989-02-04	UHC-77382-05	—	7812 Central Ave, Orlando, FL, 32888	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-120305	ENR	Arjun Q Cole	1961-07-25	UHC-22790-95	6974662147	9824 Valley View Dr, Nashville, TN	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-110920	ENR	Grace Hudson	1965-01-18	UHC-67791-66	6203465928	9700 Pine Dr, Austin, TX, 78798	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

13,989 rows, page 102 of 280Previous Next