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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107037	ENR	Sandra Dixon	1966-11-08	UHC-02208-33	6462029251	648 Union St, Mesa, AZ, 85267	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-141985	ENR	Arthur Oliver	1972-07-19	UHC-81066-86	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-123274	ENR	Danielle Ferguson	1945-04-19	UHC-44073-57	4674833827	3567 Elm St, San Antonio, TX, 78209	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104825	ENR	Josh Roe	1976-07-10	UHC-06457-96	—	6255 Meadow Ln, Los Angeles, CA, 90054	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136518	ENR	Sara Hawkins	1986-02-02	UHC-45242-14	9262901022	1415 Ocean Ave, Atlanta, GA, 30337	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117441	ENR	Gary L Miller	1993-04-20	UHC-58590-92	2112920633	6416 Harbor Blvd, Los Angeles, CA, 90038	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138163	ENR	Donna Carpenter	1983-09-12	UHC-25893-43	5803238775	7395 Cedar Ln, Chandler, AZ, 85225	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132250	ENR	Teresa Johnson	1944-11-06	UHC-93030-14	2097641862	6582 Ocean Ave, Seattle, WA, 98152	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-110976	ENR	Tyler Ross	2000-01-22	UHC-29708-97	—	8109 Camelback Rd, Tempe, AZ, 85253	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111009	ENR	Stephen Reyes	1960-07-03	—	6667724835	3796 Oak St, Scottsdale, AZ, 85243	0.74	Name re-cased Phone reformatted City re-cased Email lower-cased+3 more
ENR-125490	ENR	Omar George	1980-11-12	UHC-95287-38	9295882596	4930 Sunset Blvd, Seattle, WA, 98106	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125755	ENR	Logan Schmidt	1940-05-01	UHC-14333-36	—	1699 Desert Sky Blvd, Mesa, AZ, 85237	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126391	ENR	Mei R Barnes	1960-11-03	UHC-96173-27	9202742273	2888 Mountain View Dr, Nashville, TN, 37277	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133985	ENR	Lori Cook	1950-10-23	—	3946346167	8743 Park Pl, Glendale, AZ, 85393	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132972	ENR	Bruce N Rodriguez	1969-07-16	UHC-13735-40	4429318539	7551 Market St, Plano, TX, 75070	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142721	ENR	Douglas J Matthews	1967-04-02	UHC-06439-58	4663423750	1698 Lake View Rd, Atlanta, GA, 30395	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133813	ENR	Natalie Reid	1987-10-19	UHC-17980-94	8708111811	2154 Meadow Ln, Minneapolis, MN, 55455	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104674	ENR	Isabella Griffin	1958-12-20	UHC-44529-74	8117320200	2457 Willow Ct, Dallas, TX, 75237	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118745	ENR	Martha G Shaw	1950-08-16	UHC-74064-29	8677758560	2741 Sage Ct, Tempe, AZ, 85226	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128759	ENR	Camila I Hayes	1998-10-20	UHC-66519-02	9786460768	4888 Park Pl, Eden Prairie, MN, 55355	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102925	ENR	Olivia Grant	1994-07-23	UHC-50903-76	7594719061	631 Camelback Rd, Charlotte, NC, 28253	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-110889	ENR	Keith Ward	1966-01-18	UHC-05385-36	6594941855	6267 Park Pl, Phoenix, AZ, 85095	0.74	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
ENR-112059	ENR	Donald T Taylor	2000-01-13	UHC-78843-89	7222985698	1401 Hillcrest Rd, Miami, FL, 33106	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105324	ENR	Jerry Brooks	1964-12-18	UHC-26372-95	5739464691	3802 Bayshore Dr, Phoenix, AZ, 85089	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134017	ENR	Donna Q Ramirez	1978-07-06	UHC-71663-58	3333590613	7362 Valley View Dr, Nashville, TN, 37254	0.74	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+3 more
ENR-108853	ENR	Fatima Kim	1946-06-24	UHC-43404-08	4344953458	8096 Mesa Dr, Jacksonville, FL, 32207	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130853	ENR	Douglas F Daniels	1957-01-06	UHC-43682-30	3233985199	3223 Washington St, Denver, CO, 80215	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131431	ENR	Masn X Wang	1940-05-24	—	5516594785	5407 Pine Dr, Atlanta, GA, 30392	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111719	ENR	Perkins Bruce	1968-04-02	UHC-41515-84	3819597953	7248 Grand Ave, Jacksonville, FL, 32257	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141026	ENR	Jordan R Burns	1953-09-10	UHC-92287-05	9337782106	5530 Lake View Rd, Fresno, CA, 93709	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-124836	ENR	Joshua E Shaw	1962-09-27	UHC-14368-86	8456124699	3759 Elm St, Phoenix, AZ, 85052	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133075	ENR	Michael G Chapman	1980-02-27	UHC-12278-83	2157873890	8073 River Rd, Jacksonville, FL, 32274	0.74	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+3 more
ENR-103985	ENR	Vincent Valdez	1938-06-07	UHC-81962-47	4747585843	764 Cedar Ln, Phoenix, AZ, 85092	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127967	ENR	Ruth F Moreno	1997-07-27	UHC-85063-05	—	8785 River Rd, Austin, TX, 78727	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105885	ENR	Sandra Porter	1942-10-01	UHC-18433-35	—	2639 Church St, Los Angeles, CA, 90016	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101325	ENR	Stephen U Bradley	1960-07-28	UHC-51253-79	2119164469	1332 Washington St, Gilbert, AZ, 85221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110359	ENR	Ronald Saanchez	1991-08-06	UHC-88684-05	2475837174	4103 Meadow Ln, Glendale, AZ, 85348	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120250	ENR	Joshua Bishop	1944-01-16	UHC-15066-21	7934058502	9490 Desert Sky Blvd, Chandler, AZ, 85202	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-132756	ENR	Debra N Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ, 85232	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-142941	ENR	Jack W Kelly	1977-05-26	UHC-23475-39	9189572815	6237 Harbor Blvd, Seattle, WA, 98176	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142942	ENR	Jack W Kelly	1977-05-26	UHC-23475-39	9189572815	6237 Harbor Blvd, Seattle, WA, 98176	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107861	ENR	Adam Riley	1941-11-05	UHC-40826-67	—	8342 Church St, Fresno, CA, 93744	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-130112	ENR	Saandra Hernandez	1985-08-13	—	2518417342	8229 Market St, Houston, TX, 77091	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108489	ENR	Alexis Bradley	1961-08-09	UHC-68207-78	9078558287	8303 Bayshore Dr, Orlando, FL, 32864	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127096	ENR	Wei Stephens	1952-07-07	UHC-90193-91	4442442440	7159 Cedar Ln, Orlando, FL, 32877	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113124	ENR	Bruce P Obrien	2000-01-17	UHC-89018-67	4204570753	1535 Union St, Tempe, AZ, 85253	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137481	ENR	Kyle Wang	1944-02-17	UHC-03682-21	9262175237	1590 Mountain View Dr, Houston, TX, 77046	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120638	ENR	Glorya Anderson	1988-01-25	UHC-90380-35	2292146547	2801 Cedar Ln, Minneapolis, MN, 55401	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134485	ENR	Yuki P Richardson	1973-10-10	UHC-18746-88	—	5319 Indian School Rd, Houston, TX, 77099	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111415	ENR	Mary I George	1953-01-20	UHC-99908-37	4873726314	4853 Baseline Rd, Houston, TX, 77058	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

16,916 rows, page 155 of 339Previous Next