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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133579	ENR	Alexis Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124797	ENR	Walter Robertson	1981-06-24	UHC-87465-35	4146738052	7128 Lake View Rd, Austin, TX, 78780	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-115685	ENR	Adams Julia	1962-04-13	UHC-29398-05	6208274753	4202 Cedar Ln, Atlanta, GA, 30386	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128660	ENR	Joshua Phillips	1955-12-12	UHC-93601-34	9405027434	7125 Church St, Tempe, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139782	ENR	Laura G Warren	2001-07-17	UHC-80409-15	2382379361	3061 Cedar Ln, Chandler, AZ, 85214	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118128	ENR	Vincent N Berry	1966-04-10	UHC-61036-70	3575393670	8119 Market St, Miami, FL, 33187	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119983	ENR	Ana Y Gutierrez	1962-01-24	UHC-95156-71	8076725741	4154 Valley View Dr, Columbus, OH, 43243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101526	ENR	Daniel Banks	1991-12-24	UHC-92105-05	2725177889	8012 Palm Dr, Houston, TX, 77061	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110918	ENR	Susan D Tran	1973-09-27	UHC-98859-82	4749544586	5965 Church St, Gilbert, AZ, 85272	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126412	ENR	Alan O Pierce	1970-01-22	UHC-35222-28	6773866375	4710 Camelback Rd, Charlotte, NC, 28235	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
ENR-137912	ENR	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave, Tempe, AZ, 85277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132561	ENR	Walter Hoffman	1983-11-01	UHC-14510-58	9073910871	1576 Elm St, Orlando, FL, 32865	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132183	ENR	Stephen E Soto	1957-10-24	UHC-38096-98	3472630417	422 Indian School Rd, Austin, TX, 78749	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126560	ENR	Mary Hanson	1998-04-23	UHC-91491-66	8015075381	5348 Willow Ct, Gilbert, AZ, 85245	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120756	ENR	Pamela Lucas	1941-05-22	UHC-69961-09	5538783842	4795 Willow Ct, Chandler, AZ, 85281	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137792	ENR	Chris D Moreno	1982-03-18	UHC-90490-58	8139920653	7662 Cedar Ln, Seattle, WA, 98104	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141791	ENR	Jennifer R Gordon	2002-07-06	UHC-37220-36	2845846813	4519 Bayshore Dr, Plano, TX, 75068	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-139469	ENR	Amy V Butler	1959-06-20	UHC-35018-52	4196633809	1003 Harbor Blvd, Tucson, AZ, 85753	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130721	ENR	Billy A Watkins	1990-11-07	UHC-49351-53	5172848724	4593 River Rd, Las Vegas, NV, 89153	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126741	ENR	Raymond Mills	1957-05-17	UHC-11438-15	4986616054	5768 Forest Ave, Eden Prairie, MN, 55355	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-100681	ENR	Fatima A Kim	1976-08-22	UHC-90579-88	5886622435	6634 Baseline Rd, Charlotte, NC, 28222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141614	ENR	Harold Y Alvarado	1974-10-05	UHC-97987-12	4247622889	2637 Church St, San Antonio, TX, 78216	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141667	ENR	Diego Larsun	—	UHC-84199-26	5383557504	4740 Desert Sky Blvd, San Antonio, TX, 78245	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-135233	ENR	Sarah Q Simpson	2006-07-06	UHC-83348-38	9668139023	3947 Lincoln Way, Atlanta, GA, 30325	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116385	ENR	Nathan P Hanson	1990-08-26	UHC-79251-76	2862003851	599 Sunset Blvd, Mesa, AZ, 85227	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138838	ENR	Kimberly E Hayes	1991-10-13	UHC-03076-95	9852213395	1773 Ocean Ave, Columbus, OH, 43281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116292	ENR	Deborah X Jimneez	1956-11-20	UHC-74313-33	3117303273	5416 Market St, Orlando, FL, 32873	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135757	ENR	Randy Pierce	1976-09-16	UHC-30239-36	9367413338	5408 Bayshore Dr, Mesa, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116163	ENR	Kayla Z Sims	1940-08-28	UHC-74692-22	7738432824	4499 Ocean Ave, San Antonio, TX, 78288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139455	ENR	Megan Young	1952-02-28	UHC-39931-30	3382809173	7069 Palm Dr # 716, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+3 more
ENR-111004	ENR	Wayne Hughes	1952-05-11	UHC-56125-22	2714195097	6461 Apache Blvd, Mesa, AZ, 85239	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123213	ENR	Austin Q Thompson	2004-09-22	UHC-86839-81	8723856009	9183 Desert Sky Blvd, Gilbert, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122404	ENR	Linda Wong	1983-11-12	UHC-06165-19	7478191780	2608 Church St, Atlanta, GA, 30309	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130445	ENR	Nicholas Jordan	1977-09-21	UHC-29419-58	4803346486	1304 Hillcrest Rd, Phoenix, AZ, 85082	0.62	Street suffix standardised Address re-cased City re-cased Gender normalised+3 more
ENR-111123	ENR	Ryan Diaz	1991-04-01	UHC-85118-52	3212105174	1621 Willow Ct, Columbus, OH, 43295	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111179	ENR	Sahron Maldonado	1972-08-13	UHC-56381-23	7732138422	3759 Maple Ave, Mesa, AZ, 85281	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123577	ENR	Donald G Fernandez	1956-09-28	UHC-09849-83	8946283124	1413 Meadow Ln, Tucson, AZ, 85793	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104702	ENR	Vicky Y Cruz	2005-11-12	UHC-50607-17	8032485984	4496 Bayshore Dr, Sacramento, CA, 95857	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140767	ENR	Philip Russell	2000-05-17	UHC-68991-80	5813732144	1105 Maple Ave, Tampa, FL, 33676	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123145	ENR	Denise Peterson	2006-10-12	UHC-84776-24	3998722277	3782 Main St, Sacramento, CA, 95896	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114214	ENR	Steven N Gren	2007-05-26	UHC-83463-90	9166339086	17 Oak St, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-104719	ENR	Alice F Oliver	1972-06-21	UHC-69662-54	5755303758	1841 Forest Ave, Sacramento, CA, 95875	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101905	ENR	Olivia S Carroll	1979-07-19	UHC-59310-82	9138838310	3195 Harbor Blvd, Nashville, TN, 37255	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107985	ENR	Zachary Hudson	1952-12-12	UHC-64556-29	6762197000	3391 Jefferson Ave, Gilbert, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124393	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	8852819163	4702 Park Pl, Las Vegas, NV, 89136	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-124394	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	8852819163	4702 Park Pl, Las Vegas, NV, 89136	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-113447	ENR	Lauren J Butler	1948-12-06	—	—	5532 Sunset Blvd, Seattle, WA, 98139	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-103579	ENR	Elijah Lopez	1963-03-01	UHC-39996-25	5819860379	9012 Lake View Rd, Columbus, OH, 43245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111192	ENR	Ralph Johnston	1983-01-27	UHC-71172-51	2245358748	1083 Sage Ct, Minneapolis, MN, 55490	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116306	ENR	Scott Gilbert	1940-05-12	UHC-73546-71	2482628548	1979 Pine Dr, Houston, TX, 77078	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+3 more

7,326 rows, page 60 of 147Previous Next