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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62102	TPA	Amy Gonzalez	1985-04-03	—	—	6841 River Rd, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62107	TPA	Gloria Werd	1968-09-02	—	—	2598 Hillcrest Rd, Miami, FL, 33166	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-107704	ENR	Bryan Z Mason	1955-02-28	UHC-53878-41	4834843548	7192 Sunset Blvd, Gilbert, AZ, 85289	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24592	PRV	Samntha Harris	1987-07-06	UHC-52365-84	8146778222	3707 Apache Blvd, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20556	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-20555	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-102548	ENR	Bobby C Cooper	1940-02-01	UHC-01816-03	—	9529 Hillcrest Rd, Gilbert, AZ, 85286	0.64	Name re-cased Phone missing area code Member ID reformatted City re-cased+2 more
TPA-57400	TPA	Keith Burke	1951-08-19	—	—	9829 Desert Sky Blvd, Miami, FL, 33192	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109449	ENR	Jesse West	1943-11-04	UHC-31130-48	6607454908	9522 Maple Ave, Atlanta, GA, 30386	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121317	ENR	Andrea Graham	1987-08-01	UHC-05639-13	—	1666 Spring St, Glendale, AZ, 85347	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25550	PRV	Robert Russell	1983-09-05	—	2503665877	9166 Pine Dr, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419567	CLM	Bradley Patterson	1990-01-05	UHC-69031-53	—	859 Valley View Dr, Scottsdale, AZ, 85241	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-106895	ENR	Russell Gibson	1954-06-21	UHC-03948-12	—	8245 Ocean Ave, San Antonio, TX, 78208	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119339	ENR	Nicholas Ellis	1982-03-16	UHC-59410-03	—	7082 Willow Ct, Mesa, AZ, 85298	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407667	CLM	Kevin R Sott	1977-09-05	—	—	4444 Willow Ct Apt 33, Nashville, TN, 37251	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-422108	CLM	Megan Park	1948-12-04	—	—	3187 Maple Ave, Seattle, WA, 98184	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-420866	CLM	Steephen Harrison	1955-03-22	UHC-14162-85	3752847338	9547 Indian School Rd, San Antonio, TX, 78226	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63956	TPA	Mary Hudson	1995-01-14	—	—	9385 Mesa Dr, San Diego, CA, 92171	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119537	ENR	Don U Gonzales	2006-10-09	UHC-12549-84	—	179 Forest Ave, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23310	PRV	Jerry L Riley	1941-10-02	—	9317839840	4607 Pine Dr, Charlotte, NC, 28214	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
TPA-62757	TPA	Donna Russell	1981-09-22	—	—	8815 Sunset Blvd, Seattle, WA, 98122	0.64	Name re-cased ZIP+4 trimmed Email lower-cased Gender normalised+2 more
CLM-418338	CLM	Dorothy Griffin	—	UHC-53734-03	—	3855 Spring St, Orlando, FL, 32886	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-418337	CLM	Dorothy Griffin	—	UHC-53734-03	—	3855 Spring St, Orlando, FL, 32886	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-59241	TPA	George Estrada	1950-05-27	—	6503148876	—	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
CLM-422763	CLM	Omar Freeman	1968-07-21	UHC-21072-58	—	6603 Highland Ave, Seattle, WA, 98178	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414553	CLM	Grace Stone	1991-10-07	UHC-67144-84	—	8990 Elm St, San Antonio, TX, 78248	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-23567	PRV	Janet Sanders	1963-04-02	—	3977111586	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-126126	ENR	Joyce Woods	1953-01-09	UHC-46778-31	3483442765	2416 Camelback Rd, Jacksonville, FL, 32247	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430842	CLM	Katherine Gonzalez	—	—	—	3627 Highland Ave, Tampa, FL, 33637	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-134171	ENR	Doris Day	1986-11-09	UHC-85943-20	5896292912	4213 Washington St, Fresno, CA, 93755	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-134170	ENR	Doris Day	1986-11-09	UHC-85943-20	5896292912	4213 Washington St, Fresno, CA, 93755	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-425541	CLM	Jason Rose	1967-10-22	UHC-44955-22	—	4069 Pine Dr, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21287	PRV	Mason Duncan	1984-04-28	UHC-64676-94	7874786941	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124835	ENR	Matthew U Nunez	1969-05-13	UHC-82540-20	4632897483	7656 Washington St, Houston, TX, 77030	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-26036	PRV	Melissa Ramos	2002-06-10	—	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55492	TPA	Jonathan Morgan	1981-03-23	—	—	3903 Mesa Dr, Fresno, CA, 93738	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122609	ENR	Harold C Simmons	1948-07-21	UHC-09892-81	—	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416605	CLM	Abigail Palmer	2007-09-23	UHC-54190-01	—	5914 Palm Dr, Dallas, TX, 75235	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126966	ENR	Alan N Powell	1986-10-20	UHC-61794-36	7382050511	4543 Harbor Blvd, San Antonio, TX, 78203	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140467	ENR	Brittany E Wells	2001-01-14	UHC-87523-64	—	1690 Jefferson Ave, Austin, TX, 78737	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-50485	TPA	Park Z Donald	1995-07-25	—	8936697271	8179 Church St, Miami, FL, 33175	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57295	TPA	Zachary Baker	1988-07-16	—	—	6101 Desert Sky Blvd, Orlando, FL, 32814	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-113618	ENR	Dorothy G Ruiz	1975-07-06	UHC-33575-51	3412599721	131 River Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126467	ENR	Sandra G Schmidt	1954-01-18	UHC-39593-67	3987053481	4122 Oak St, Phoenix, AZ, 85016	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126337	ENR	Julia P Mason	1972-01-02	UHC-75209-77	5192218721	2791 Elm St, Plano, TX, 75038	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118071	ENR	Nathan W Barnes	1986-05-06	UHC-62649-74	4248245509	7470 Desert Sky Blvd, Minneapolis, MN, 55434	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429547	CLM	Jacob C Coleman	1952-08-26	—	—	7965 Palm Dr Apt 38, Jacksonville, FL, 32268	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54820	TPA	Carolyn K Chen	2006-09-02	—	2756819734	2822 Sunset Blvd, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58545	TPA	Kevin Nichols	1968-11-21	UHC-94153-38	—	4859 Union St, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-107293	ENR	Alan V Park	1991-05-20	UHC-96877-42	5878253468	5012 Mountain View Dr Apt 17, Nashville, TN, 37286	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more

39,996 rows, page 173 of 800Previous Next