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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424131	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-416228	CLM	Fatima T Mendez	1945-07-18	UHC-89648-48	9868505073	4395 Union St, Orlando, FL, 32809	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-131703	ENR	Gabriel Freeman	1997-01-10	UHC-43737-02	—	8222 Park Pl, Las Vegas, NV, 89159	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-101175	ENR	Ashley Thomas	1983-03-07	UHC-49242-29	4042256977	7181 Ocean Ave, Tampa, FL, 33642	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-132109	ENR	Carol B Stone	1953-09-17	UHC-11495-79	6042875545	6601 Forest Ave, Miami, FL, 33140	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-121763	ENR	Jse N Vega	2007-08-23	UHC-35189-94	—	3077 Main St, Denver, CO, 80275	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20010	PRV	Sarah Collins	1940-09-18	UHC-06515-42	6473272512	6195 Camelback Rd # 834, Mesa, AZ, 85275	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-20816	PRV	Jordan P Joseph	1945-09-27	UHC-60507-55	7049311419	8990 Desert Sky Blvd Apt 25, Austin, TX, 78721	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-122827	ENR	Catherine Andrews	1959-08-12	—	—	7499 Bayshore Dr, Denver, CO, 80272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106874	ENR	Stephanie I Snyder	1986-08-09	UHC-11789-17	4346357606	5871 Mesa Dr, Seattle, WA, 98149	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-109729	ENR	Matt Valdez	2002-06-14	UHC-71925-83	9127981519	4853 Maple Ave, Las Vegas, NV, 89199	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55154	TPA	Linda Woods	1985-02-22	UHC-71404-90	4222239785	2889 Palm Dr, Austin, TX, 78736	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419833	CLM	Albert E Jacobs	1994-07-04	—	7032001297	1538 Lake View Rd, Seattle, WA, 98175	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-416436	CLM	Anna Baker	1944-10-27	UHC-10154-58	—	3705 Palm Dr, Chandler, AZ, 85289	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401465	CLM	Barbara Ruiz	1989-09-07	—	—	2288 River Rd, Chandler, AZ, 85237	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408171	CLM	Bruce Sanchez	1938-09-19	UHC-50815-51	—	7349 Highland Ave, Eden Prairie, MN, 55344	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-101618	ENR	Richard Morrison	1997-06-16	UHC-44288-53	3349698210	2431 Camelback Rd, Denver, CO, 80252	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
CLM-412446	CLM	Rachl V Gibon	2008-01-16	UHC-55095-33	5839797916	6950 Elm St, Glendale, AZ, 85357	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121685	ENR	Austin C Yang	1968-02-23	UHC-44918-67	9658041536	1316 River Rd, Tampa, FL, 33670	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54847	TPA	Luis Garcia	1978-11-12	—	—	8262 Main St, Scottsdale, AZ, 85296	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-128182	ENR	Megan Hunter	1963-11-19	UHC-01444-72	8278949767	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+1 more
TPA-63248	TPA	Madison Payne	1995-11-13	—	—	1413 Central Ave, Nashville, TN, 37260	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62900	TPA	Linda V Carter	2002-07-16	—	—	1257 Jefferson Ave, Gilbert, AZ, 85294	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425492	CLM	Kathleen Jordan	—	UHC-29134-81	4562653540	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-138072	ENR	Judy Bailey	1976-10-06	UHC-04303-28	7718049744	5010 Cedar Ln, Mesa, AZ, 85227	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50899	TPA	Daniel Lawrence	1978-07-10	—	8726698499	8162 Spring St, Plano, TX, 75004	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101533	ENR	Megan Pena	1981-12-16	UHC-82997-21	3972090847	7949 Palm Dr, Scottsdale, AZ, 85212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410200	CLM	Danielle Bell	1959-12-08	—	—	7586 Spring St, Orlando, FL, 32807	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140340	ENR	Mason I Garcia	1960-03-04	UHC-19404-68	4716982248	1453 Broadway, Fresno, CA, 93744	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
CLM-423119	CLM	Reed Barbara	1968-01-07	UHC-47110-21	—	3533 Ridge Rd, Miami, FL, 33180	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-403226	CLM	Yuki M Richardson	1982-02-08	—	6144330688	2434 Forest Ave, Eden Prairie, MN	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-51219	TPA	Pamela Fields	1988-04-12	—	6055971383	9331 Spring St, Charlotte, NC, 28237	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127799	ENR	Ashley Howard	1981-01-22	UHC-68473-02	2876462150	9460 Washington St, Gilbert, AZ, 85291	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
PRV-23263	PRV	Patrick Jones	2003-05-09	—	3567096013	3171 Cedar Ln, Plano, TX, 75021	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-123468	ENR	Christina G Sanchez	1982-02-11	UHC-15544-62	4853752605	5382 Harbor Blvd, Phoenix, AZ, 85006	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-61284	TPA	Douglas Edwards	1962-05-28	—	—	3224 Desert Sky Blvd # 150, Sacramento, CA, 95830	0.66	Name split from “Last, First”Unit split from street City re-cased State code upper-cased+1 more
ENR-108764	ENR	Gloria T Webb	—	UHC-30941-79	2582221799	3557 Church St, Tempe, AZ, 85267	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
TPA-64405	TPA	Brian Hughes	1940-08-27	—	—	6137 Valley View Dr, Charlotte, NC	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-131755	ENR	Jennifer H Baker	2001-07-20	UHC-88504-39	3446403087	6643 River Rd, Atlanta, GA, 30392	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427527	CLM	Ann Silva	1967-02-28	UHC-80435-97	—	1602 River Rd, Tucson, AZ, 85739	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400832	CLM	Hannah Burke	2008-11-14	—	2619341416	7092 Canyon Rd, Chandler, AZ, 85257	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113969	ENR	Carl Vega	1939-12-26	UHC-72214-77	6338953920	2668 Camelback Rd, Scottsdale, AZ, 85250	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-121792	ENR	Evelyn Santos	2008-05-22	UHC-08703-19	4835945132	7423 Harbor Blvd, Fresno, CA, 93721	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22223	PRV	Roger White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403007	CLM	Joshua Andrews	1958-05-24	UHC-80667-74	8866862802	2045 Market St, Los Angeles, CA, 90098	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410973	CLM	Thomas Stephens	2003-07-13	—	—	7446 Apache Blvd, Tampa, FL, 33659	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-102184	ENR	Dennis Diz	1979-07-03	UHC-76921-70	3107474912	1812 Spring St, Charlotte, NC, 28202	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127012	ENR	Martha Q Salazar	1982-06-10	UHC-04503-85	6134008412	8402 Pine Dr, Plano, TX	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
TPA-53439	TPA	Emily Armstrong	1959-12-08	—	—	4902 Palm Dr, Chandler, AZ, 85289	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416354	CLM	Bruce K Philllips	1989-05-28	—	—	5407 Hillcrest Rd, Las Vegas, NV	0.66	Name split from “Last, First”State code upper-cased ZIP missing Whitespace trimmed+1 more

9,980 rows, page 107 of 200Previous Next