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-123030	ENR	Hannah Peena	1992-02-17	UHC-25753-76	3119754984	6473 Camelback Rd, Scottsdale, AZ, 85265	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-123572	ENR	Christina Hernandez	1977-03-26	UHC-56078-78	2705084343	3872 Indian School Rd, Atlanta, GA, 30374	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118286	ENR	Sharn F Gonzalez	1962-09-23	UHC-13906-07	3818221448	2451 Ocean Ave, Houston, TX, 77047	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107304	ENR	Sharon S Schultz	1984-02-23	UHC-49210-50	5962541537	9108 Desert Sky Blvd, Mesa, AZ, 85216	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133936	ENR	Bryan Lee	1953-03-06	UHC-60783-66	9773112122	2721 Indian School Rd, Scottsdale, AZ, 85285	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133935	ENR	Bryan Lee	1953-03-06	UHC-60783-66	9773112122	2721 Indian School Rd, Scottsdale, AZ, 85285	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109837	ENR	Evelyn Q Lopez	1979-04-27	UHC-68398-21	6677275853	8221 Meadow Ln, Eden Prairie, MN, 55347	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
ENR-136071	ENR	Santiago Morrison	2008-07-16	UHC-81496-47	2288468342	9033 Baseline Rd, Columbus, OH, 43282	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140196	ENR	Timothy Simmons	1970-01-17	UHC-23080-10	2297565731	1641 Washington St, Glendale, AZ, 85362	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-121870	ENR	Jessica Ortiz	1951-08-01	UHC-13407-93	2284701149	7197 Main St, Atlanta, GA, 30398	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103619	ENR	Katherine K Turner	1953-12-05	UHC-72280-81	8676985424	7485 Lake View Rd, Seattle, WA, 98138	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131901	ENR	Judith Adams	1964-09-06	UHC-44634-33	4065211873	3744 Harbor Blvd, San Diego, CA, 92180	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112434	ENR	Mrak Y Elliott	1950-10-20	UHC-75576-62	6204988692	2679 Pine Dr, Los Angeles, CA, 90020	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119682	ENR	Willie E Vega	1966-02-26	—	4715236491	9486 Camelback Rd, Miami, FL, 33185	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124807	ENR	Logan O Andrews	1991-09-19	UHC-36924-06	3236321320	1919 Union St, Eden Prairie, MN, 55337	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-122567	ENR	Santiago Edwards	2005-04-18	UHC-35700-34	6012477087	2556 Oak St, Sacramento, CA, 95847	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
ENR-131030	ENR	Dot M Walker	1977-01-10	UHC-49183-67	6146452238	7010 Harbor Blvd, Denver, CO, 80231	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116960	ENR	Ryan D Dominguez	1939-09-20	UHC-98592-45	7269162865	3654 Hillcrest Rd, Tempe, AZ, 85212	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113979	ENR	Jacqueline Jenkins	1954-01-08	UHC-69211-43	8249375053	995 Baseline Rd, Minneapolis, MN, 55452	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136181	ENR	Nathan H Wong	2001-08-11	UHC-21440-42	7622412439	7166 Sage Ct, Phoenix, AZ, 85084	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108756	ENR	Katherine Contreras	2008-08-11	UHC-56653-97	—	5484 Mountain View Dr, San Diego, CA, 92100	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123708	ENR	Yuki M Murphy	1946-05-16	UHC-24467-37	7952192534	9111 Jefferson Ave, Fresno, CA, 93759	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120936	ENR	Hunter Z Priya	1954-01-20	UHC-29271-30	9786209617	800 Union St, Jacksonville, FL, 32226	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104272	ENR	Arthur M Hall	1938-11-24	UHC-87611-37	2655323170	6568 Cedar Ln, Chandler, AZ, 85245	0.74	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
ENR-130277	ENR	Andrew L Torres	1961-08-03	UHC-97596-90	7829374162	300 Forest Ave Apt 33, Plano, TX, 75010	0.74	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-123727	ENR	Brandon Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-141888	ENR	Logan U Flores	1967-12-06	UHC-41865-47	6116988988	7165 Sunset Blvd, Sacramento, CA, 95876	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139003	ENR	Kayla George	1989-03-06	UHC-86535-31	7773757923	4785 Lake View Rd, Charlotte, NC, 28203	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114437	ENR	Ralph X Stevens	1970-01-07	UHC-93694-52	2485432346	5840 Baseline Rd, San Antonio, TX, 78267	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120052	ENR	Dylan Butler	2003-09-07	UHC-22460-47	5095558465	8514 Ridge Rd, Atlanta, GA, 30330	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142560	ENR	Hannah X Dominguez	1942-05-23	UHC-10928-36	9067238081	2610 Maple Ave, Gilbert, AZ, 85234	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107817	ENR	Benjamin Johnson	1970-02-15	UHC-89094-64	—	3802 Ocean Ave, Tucson, AZ, 85785	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138458	ENR	Keith V Gibson	1941-10-01	UHC-42791-01	2168270438	5528 Broadway, Scottsdale, AZ, 85286	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-111824	ENR	Kayla I Robinson	1991-12-08	UHC-55004-98	7306244131	3503 Broadway, Las Vegas, NV, 89198	0.74	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+3 more
ENR-131540	ENR	Gabriel Chen	1943-12-11	UHC-95467-99	7464657267	7241 Baseline Rd, Sacramento, CA, 95894	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-122402	ENR	Cheryl D Thomas	1997-04-20	UHC-96463-73	7528030642	8372 Cedar Ln, Eden Prairie, MN, 55387	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107051	ENR	Jeffrey B Valdez	1952-04-27	UHC-35111-20	3433751230	8667 Baseline Rd, Nashville, TN, 37240	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136573	ENR	Emily Palmer	1961-07-18	—	4499492838	2418 Oak St, Chandler, AZ, 85247	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122344	ENR	Denise Alvarez	1973-01-17	UHC-07613-89	3057418928	4972 Mesa Dr, Tempe, AZ, 85219	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103544	ENR	Gary U Pena	1983-06-09	UHC-34554-47	8606575105	7060 Jefferson Ave, San Diego, CA, 92173	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127263	ENR	Rebecca Heenry	1995-05-02	UHC-09021-94	9679670897	8916 Spring St, Los Angeles, CA, 90017	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134046	ENR	Lawrence S Aguilar	1951-02-28	UHC-15412-78	2402782629	6601 Ridge Rd, Chandler, AZ, 85225	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105247	ENR	Terry Carter	2003-06-11	UHC-90297-29	4596067226	721 Apache Blvd, Austin, TX, 78764	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105246	ENR	Terry Carter	2003-06-11	UHC-90297-29	4596067226	721 Apache Blvd, Austin, TX, 78764	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116215	ENR	Charlotte Lawson	1952-02-25	UHC-42796-35	8362010634	4101 River Rd, Fresno, CA, 93700	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139495	ENR	Carlos Z Boyd	1983-03-26	UHC-50719-93	9413758219	2441 Spring St, Seattle, WA, 98165	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110438	ENR	Russell Lee	1938-07-21	UHC-29805-84	6637112755	9517 Canyon Rd, Eden Prairie, MN, 55366	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-122534	ENR	Dylan Lopez	1948-10-17	UHC-46757-15	2669714441	1455 Bayshore Dr, Seattle, WA, 98117	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133167	ENR	Campbell X Juan	1988-12-21	UHC-18810-99	2838415140	7855 Main St, Houston, TX, 77045	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122809	ENR	Jason A Wheeler	1954-08-10	UHC-04921-58	—	1833 Apache Blvd, Las Vegas, NV, 89113	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

8,934 rows, page 83 of 179Previous Next