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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121316	ENR	Julia Vargas	1987-11-20	UHC-03596-95	3935879131	3291 Hillcrest Rd, Gilbert, AZ, 85283	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-131673	ENR	Kelly V Mendez	1964-01-17	UHC-91623-04	2845520296	7328 Union St, Eden Prairie, MN, 55374	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137684	ENR	Maria Reed	1980-11-20	UHC-56361-37	9373430231	7395 Willow Ct, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-107812	ENR	Jacob Bailey	1949-02-19	UHC-04349-64	8717510371	4884 Ocean Ave, Miami, FL, 33133	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123707	ENR	Suzan R Evans	1989-02-23	UHC-67945-19	3474039176	3773 Park Pl, Dallas, TX, 75214	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109197	ENR	Dennis J Baker	1967-07-16	UHC-24430-47	6542482250	4332 Jefferson Ave, Orlando, FL, 32882	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124619	ENR	Keith O Vazquez	1956-11-01	UHC-99974-48	4265038884	1466 Broadway, Plano, TX, 75089	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+2 more
ENR-118041	ENR	Henry Z Johnson	1982-05-24	UHC-39549-73	7369763592	8640 Willow Ct, Tucson, AZ, 85757	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140520	ENR	Emma G Richaardson	1955-11-07	UHC-56071-98	6538911908	4375 Ridge Rd, Eden Prairie, MN, 55313	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123031	ENR	Charlotte Gomez	1991-04-22	UHC-77224-36	6303645424	2616 Harbor Blvd, Los Angeles, CA, 90095	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125917	ENR	Abigail P Armstrong	2006-10-06	UHC-16262-32	9635783174	9469 Apache Blvd, Dallas, TX, 75231	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-130965	ENR	Adam B Griffin	1984-03-08	UHC-38974-87	2058315730	8564 Valley View Dr, Seattle, WA, 98145	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111571	ENR	Vincent R Shaw	1984-04-27	UHC-60140-35	—	3323 Church St, Eden Prairie, MN, 55394	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112041	ENR	Julie Alvarez	1976-09-24	UHC-08988-72	5042120143	8968 Oak St, Tucson, AZ, 85762	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123194	ENR	Eugene O Henderson	1993-09-17	UHC-33659-08	8499047436	4184 Jefferson Ave, Chandler, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137952	ENR	Jean Stone	1995-11-17	UHC-26319-57	—	8896 Sunset Blvd, Tucson, AZ, 85711	0.64	Name re-cased Two-digit birth year Member ID reformatted State name converted to code+2 more
ENR-134732	ENR	Bran Matthews	1988-07-28	UHC-23750-61	9246330012	8907 Harbor Blvd, Plano, TX, 75085	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111564	ENR	Dennis Lawrence	1953-09-10	UHC-72423-14	7246640912	3787 Lincoln Way, Minneapolis, MN, 55420	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128724	ENR	Brenda Henry	1982-05-17	UHC-49567-69	3468753213	62 Ridge Rd, Los Angeles, CA, 90069	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124315	ENR	Madison I McCoy	1979-04-23	UHC-54920-73	7418068186	7606 Camelback Rd, Jacksonville, FL, 32268	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133078	ENR	Carol Payne	1945-09-02	UHC-93089-53	3997799243	9850 Mountain View Dr, Seattle, WA, 98130	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122701	ENR	Jonathan B Lewis	1977-06-05	UHC-77740-31	5372591565	7165 Main St, Eden Prairie, MN	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-128268	ENR	Terry L Li	1965-05-07	UHC-83597-11	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120661	ENR	Charlotte Edwards	1957-08-28	UHC-40823-79	4816309695	2399 Pine Dr, Gilbert, AZ, 85291	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112605	ENR	Linda E Parker	1947-11-06	UHC-76252-18	9578532982	5542 Sunset Blvd, Minneapolis, MN, 55455	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104961	ENR	Lauren C Clark	1959-11-19	UHC-28407-27	8786097401	4118 Main St, Jacksonville, FL, 32240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117190	ENR	Dennis F Allen	1959-08-20	UHC-10949-85	9352526003	5454 Ocean Ave, Plano, TX, 75065	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140856	ENR	Andrew M Herrera	2004-01-23	UHC-78655-68	—	3253 Palm Dr, Minneapolis, MN, 55487	0.64	Name split from “Last, First”Member ID reformatted City re-cased State name converted to code+2 more
ENR-114311	ENR	Don Silva	1974-07-08	UHC-22389-52	8255637206	7501 Camelback Rd, Seattle, WA, 98164	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-141082	ENR	Megan W Carlson	1987-09-17	UHC-52900-15	8049442516	6904 Elm St, Plano, TX, 75072	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125895	ENR	Sharon F Weber	2006-09-08	UHC-02965-50	4403387593	6745 Apache Blvd, San Diego, CA, 92173	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105780	ENR	Elijah Hall	1996-09-24	UHC-02806-77	4925726487	5172 Willow Ct, Columbus, OH, 43284	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104115	ENR	Roy P Ray	1946-07-24	UHC-74378-53	—	176 Central Ave, Phoenix, AZ, 85055	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142964	ENR	Wagner X Jacob	1987-08-08	UHC-37199-53	3434966818	3449 Grand Ave, Gilbert, AZ, 85258	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134260	ENR	Brandon Georeg	1968-10-07	UHC-49996-19	3902697404	6886 Ocean Ave, Sacramento, CA, 95837	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125035	ENR	Rachel Green	1972-10-06	UHC-78943-88	3938558749	9450 Ridge Rd, Houston, TX, 77019	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102639	ENR	Betty West	1983-05-28	UHC-82275-78	6432609690	3801 Lake View Rd, Denver, CO	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-121976	ENR	Kathryn I Henderson	1953-11-28	UHC-09847-52	3124846062	4192 Market St, Las Vegas, NV, 89134	0.64	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-117597	ENR	Pamela B Tran	2004-09-25	UHC-95837-67	2219380628	8893 Grand Ave, Glendale, AZ, 85332	0.64	Middle initial moved out of first name Phone reformatted State name converted to code Email lower-cased+2 more
ENR-102526	ENR	Bradley F Richardson	1961-03-15	UHC-31604-51	6542775957	9129 Grand Ave, Eden Prairie, MN, 55353	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131307	ENR	Aaron H Hill	1953-01-22	UHC-43515-39	9204761283	6660 Willow Ct # 850, Nashville, TN, 37256	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-105633	ENR	Charlotte Dunn	1987-10-01	UHC-00603-18	5874341669	6874 Broadway, Denver, CO, 80250	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-105145	ENR	Megan Gonzalez	2005-02-25	UHC-00597-47	4763227799	1165 Hillcrest Rd, Denver, CO, 80289	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104072	ENR	Alexander L Nuunez	1985-09-18	UHC-39766-39	9615184929	6480 Cedar Ln, Nashville, TN, 37259	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134635	ENR	Edward Z Griffin	1985-04-14	UHC-15790-05	6348187977	756 Apache Blvd, Plano, TX, 75081	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104731	ENR	Elijah Stephens	1960-12-16	UHC-35712-96	9089421924	6193 Cedar Ln, Eden Prairie, MN, 55393	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134511	ENR	Megan K Owens	1953-09-22	UHC-11804-67	—	8704 Sunset Blvd, Glendale, AZ, 85307	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-124031	ENR	Walter R Stewaart	1987-11-13	UHC-24161-31	4734252957	6528 Camelback Rd, Gilbert, AZ, 85218	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101964	ENR	Amanda Lee	1944-07-18	UHC-59152-39	9527612362	114 Mesa Dr, Atlanta, GA, 30338	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142589	ENR	Michael X Ramirez	2007-02-19	UHC-59993-39	—	7881 Maple Ave, Dallas, TX, 75205	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

4,296 rows, page 47 of 86Previous Next