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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111131	ENR	Jacobs Bobby	1942-09-25	UHC-37001-98	2949438631	1545 Jefferson Ave # 866, San Antonio, TX, 78285	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138712	ENR	Abigail H Turner	1960-12-18	UHC-81001-64	2763606166	1536 Lake View Rd, Nashville, TN, 37272	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-429615	CLM	Kevin Patel	1986-11-19	UHC-81454-64	—	6854 Park Pl, Seattle, WA, 98140	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-20168	PRV	Diego Sanchez	1965-02-07	UHC-13365-28	5905475100	9567 Park Pl, Charlotte, NC, 28231	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-102069	ENR	Brenda Carpenter	1956-11-07	UHC-35786-55	5297747295	7772 Elm St, San Antonio, TX, 78240	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-28716	PRV	Sam Rodriguez	1969-03-03	UHC-63074-78	2075511467	3532 Sage Ct # 296, Sacramento, CA, 95843	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-139145	ENR	Sam L Danieels	1977-11-16	UHC-29400-17	8727770271	8484 Meadow Ln, Tampa, FL, 33641	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117532	ENR	Paul Patel	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr, Tucson, AZ, 85741	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-431494	CLM	Matthew Cruz	1982-02-15	UHC-51746-95	—	5680 Hillcrest Rd, Sacramento, CA, 95879	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425223	CLM	Bruce Rodriguez	1969-07-16	UHC-13735-40	4429318539	7551 Market St, Plano, TX, 75070	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-141616	ENR	Carol Lane	1971-04-14	UHC-55885-02	4826730167	1038 Apache Blvd, Dallas, TX, 75207	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-424841	CLM	Elijah Stewart	1979-05-06	UHC-98332-21	—	2199 Oak St, Las Vegas, NV, 89188	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403754	CLM	Elijah Hunt	1948-08-06	UHC-81346-28	5638914106	8491 Union St, Phoenix, AZ, 85058	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141672	ENR	Kyle N Oliver	1974-12-19	UHC-64045-01	5853066769	16 Mesa Dr, Minneapolis, MN, 55428	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100905	ENR	Melissa Palmer	1949-04-01	UHC-75388-97	2829691073	1984 Washington St, Tampa, FL, 33614	0.74	Name re-cased Date of birth reformatted Member ID reformatted State code upper-cased+3 more
CLM-410026	CLM	Kyle Alexander	1961-02-18	UHC-72430-58	4789515500	9366 Elm St, Scottsdale, AZ, 85298	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-135441	ENR	Bruce P Castro	2004-08-09	UHC-77062-42	5125950631	3158 River Rd, Fresno, CA, 93731	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-106307	ENR	Thomas D Matthews	1986-10-08	UHC-26458-46	7183952497	5233 Camelback Rd, Nashville, TN, 37299	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-138811	ENR	Victoria Lynch	1983-07-12	UHC-47902-51	3868037372	5827 Indian School Rd, Sacramento, CA, 95821	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135790	ENR	Samuel F Weaver	1995-11-10	UHC-59511-37	—	7528 Central Ave, Mesa, AZ, 85233	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122747	ENR	Luys W Harrison	2008-01-23	UHC-28050-67	5558917472	8077 Harbor Blvd, San Antonio, TX, 78211	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137160	ENR	Michelle G Harrison	2000-04-28	UHC-04552-01	7899307291	2767 Indian School Rd, Jacksonville, FL, 32204	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120346	ENR	Randy K Soto	1969-03-03	UHC-79800-96	7264909914	368 Ridge Rd, Tucson, AZ, 85782	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-28338	PRV	Elijah Z Le	1964-09-23	UHC-95173-48	—	9800 Elm St, Fresno, CA, 93709	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112784	ENR	Sofia Dean	1988-09-15	UHC-65371-02	—	4411 Market St, Atlanta, GA, 30385	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126760	ENR	Jesse Phillips	1987-07-09	UHC-17172-85	2186839901	2747 Baseline Rd, Fresno, CA, 93720	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-26805	PRV	Alan Adams	1967-08-10	UHC-50559-22	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-106418	ENR	Marilyn J Holmes	1969-06-20	UHC-45953-24	2928047037	174 Cedar Ln, Plano, TX, 75062	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108271	ENR	Emily Cruz	2006-02-24	UHC-88304-23	7376475456	9514 Spring St, Mesa, AZ, 85245	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-27941	PRV	Marilyn Guerrero	1997-05-12	UHC-29798-32	9315663424	3267 Mesa Dr, Orlando, FL, 32804	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-51317	TPA	Kimberly Tran	1951-09-18	UHC-62232-76	5437793939	6364 Bayshore Dr, Eden Prairie, MN, 55385	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-417619	CLM	Logna Daniels	1971-07-23	UHC-21667-70	8336317589	4220 Mountain View Dr, San Diego, CA, 92180	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-103329	ENR	Omar A Jenkins	1959-02-18	UHC-84841-49	3305338264	6657 Cedar Ln, Jacksonville, FL, 32229	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-26168	PRV	Grace N Patterson	1983-10-22	UHC-65183-74	9579054803	2433 Forest Ave, Jacksonville, FL, 32214	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25399	PRV	Omar Rivera	1956-11-01	UHC-34231-80	9509040727	2530 Sunset Blvd, Tampa, FL, 33636	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-405974	CLM	Carl Bryant	1945-09-18	UHC-04665-45	2406638834	60 Ridge Rd, Minneapolis, MN, 55427	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-102569	ENR	Charles Y Alvarado	1982-06-16	UHC-02972-27	9086343767	2654 Cedar Ln, Minneapolis, MN, 55448	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425806	CLM	Scott Sulivan	2007-02-06	UHC-79551-82	2176474513	4342 Mesa Dr, San Diego, CA, 92115	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116364	ENR	William Alvarez	1944-01-18	UHC-21112-93	6799397104	8942 Ridge Rd, Plano, TX, 75085	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106332	ENR	Jonathan Z Arnold	1989-04-27	UHC-16896-95	—	3204 Mountain View Dr, Austin, TX, 78792	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-24241	PRV	Noah Garrett	1948-06-17	UHC-99638-91	7952268932	3201 Sunset Blvd, Charlotte, NC, 28246	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425987	CLM	Valentina Morris	2000-09-25	UHC-14927-47	—	1890 Mesa Dr, Austin, TX, 78794	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118318	ENR	Gary V Jensen	1950-07-25	UHC-59114-40	3903753976	104 Oak St, Gilbert, AZ, 85236	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103264	ENR	Diana A Hernandez	1968-11-02	UHC-77309-19	9298675262	2531 Indian School Rd, Tucson, AZ, 85707	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131632	ENR	Sean Lawrece	1942-07-21	UHC-49495-21	7095635514	1498 Willow Ct, Gilbert, AZ, 85221	0.74	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
CLM-404298	CLM	Olivia Carroll	1965-03-12	UHC-10954-37	6817966665	1276 Oak St, Tampa, FL, 33699	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-134559	ENR	Bobby O Sandoval	1972-11-17	UHC-92569-34	2237656425	8149 Church St, Mesa, AZ, 85259	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-417800	CLM	Debra V Oliver	2005-11-05	UHC-96451-85	7474998161	676 Washington St, Columbus, OH, 43236	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122915	ENR	Christian N Nguyen	1978-12-13	UHC-03910-55	—	5012 Ocean Ave, Dallas, TX, 75209	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421017	CLM	Joyce Rodriguez	1961-10-22	UHC-59693-27	5453912666	1800 River Rd, Gilbert, AZ, 85270	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

7,723 rows, page 75 of 155Previous Next