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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110170	ENR	Stephanie R Murray	1978-06-14	UHC-88833-25	7593134234	4629 Main St, Eden Prairie, MN	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-131881	ENR	Joyce Sandoval	1952-02-20	UHC-20229-57	2376170832	8989 Spring St, Chandler, AZ	0.54	Name split from “Last, First”State name converted to code ZIP missing Email lower-cased+1 more
CLM-426420	CLM	Wei Nichols	—	—	—	8744 Sunset Blvd, Chandler, AZ	0.54	Date of birth missing State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-120251	ENR	Marilyn Stephens	2008-08-13	UHC-46235-78	6505305035	7632 Camelback Rd Apt 37, Eden Prairie, MN	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135963	ENR	Henry V Obrien	1954-02-08	UHC-71537-80	2409165120	1614 Camelback Rd, Atlanta, GA	0.54	Name re-cased State name converted to code ZIP missing Gender normalised+1 more
ENR-108795	ENR	Kelly B Richards	1995-06-22	UHC-61615-48	8652659128	7406 Pine Dr, Orlando, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-423584	CLM	Haroold O Howell	—	UHC-51378-74	4844312628	2564 Valley View Dr, Tucson, AZ	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411784	CLM	Barbara M Yang	2003-08-06	—	—	2610 Palm Dr # 245, Sacramento, CA	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119008	ENR	Vincent F Holmes	1948-03-13	UHC-50225-88	7646746103	8436 Spring St Apt 26, Mesa, AZ	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-104333	ENR	Teresa Hayes	1962-10-05	UHC-81477-97	2623678546	2774 Pine Dr, Gilbert, AZ	0.54	Phone reformatted State name converted to code ZIP missing Gender normalised+1 more
CLM-408406	CLM	Marilyn N Meyer	1969-04-26	—	4338874914	7037 Forest Ave, Fresno, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-118339	ENR	Donna Ortega	—	UHC-71161-86	3568885764	7419 Church St, Glendale, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
CLM-421813	CLM	Camila Lawrence	1967-10-12	—	—	6983 Grand Ave Apt 8, Sacramento, CA	0.54	Unit split from street State code upper-cased ZIP missing Gender normalised+1 more
ENR-117885	ENR	Gregory Sullivan	1947-01-05	UHC-86749-56	3442545265	7934 Cedar Ln, Mesa, AZ	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-100068	ENR	Hamilton Wayne	1947-06-25	UHC-36182-02	6065891337	4635 Forest Ave, Tucson, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424593	CLM	Paul D Estrada	—	UHC-63153-81	9586879366	5930 Ridge Rd, Seattle, WA	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407065	CLM	Brenda Wells	1997-08-04	—	—	3625 Willow Ct # 221, Scottsdale, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
PRV-27962	PRV	Margaret Foster	—	UHC-01099-35	—	9550 Highland Ave, Phoenix, AZ	0.54	Date of birth missing State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-118283	ENR	Christina F Owens	1984-12-01	UHC-32060-55	5113212085	2607 Spring St, Miami, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-110378	ENR	Kyle P Mason	1952-03-09	UHC-06799-94	8545593191	5448 Ocean Ave, Denver, CO	0.54	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+1 more
CLM-425961	CLM	Martha Ellis	1988-04-26	UHC-36344-06	—	6810 Grand Ave, Denver, CO	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57846	TPA	Wei Shaw	1947-06-24	—	—	5446 Market St, Plano, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101256	ENR	Cristian B Knight	—	UHC-56122-73	—	5667 Broadway, San Antonio, TX	0.54	Date of birth missing City re-cased State name converted to code ZIP missing+1 more
TPA-53533	TPA	Joe Coleman	1952-07-16	—	2136132067	5241 Cedar Ln, Mesa, AZ	0.54	Two-digit birth year Phone reformatted State name converted to code ZIP missing+1 more
ENR-115600	ENR	Rger X Montgomery	—	UHC-06433-89	3832114196	8238 Sunset Blvd, Miami, FL	0.54	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+1 more
ENR-117859	ENR	Pauul A Bradley	2005-01-19	UHC-81814-37	8253165394	3539 Ocean Ave # 665, San Antonio, TX	0.54	SSN last four extracted Unit split from street City re-cased ZIP missing+1 more
CLM-403602	CLM	Mary Edwards	1949-09-06	—	—	7363 Forest Ave, Miami, FL	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-107771	ENR	Aleaxnder Reed	1960-08-02	UHC-32257-08	4352731328	7671 Church St, Austin, TX	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103248	ENR	Jason Harvey	1967-02-16	UHC-58543-46	2644061393	7451 Desert Sky Blvd, Tampa, FL	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-60442	TPA	Jacqueline Daniels	2000-10-28	—	—	5622 Valley View Dr, Miami, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-431048	CLM	Robert Flores	1950-01-28	UHC-72032-58	—	796 Mesa Dr, Glendale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-50069	TPA	Ruth Ferguson	1945-10-09	—	—	9177 Jefferson Ave, Mesa, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-417179	CLM	Donald Harper	1975-11-02	UHC-72323-54	—	499 Lincoln Way, Fresno, CA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-431758	CLM	Charlotte Jacobs	1947-07-01	UHC-75072-89	—	2840 Cedar Ln, Scottsdale, AZ	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+1 more
CLM-426292	CLM	Helen Munoz	1951-03-02	UHC-11640-38	—	6368 Washington St, Gilbert, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-106838	ENR	Dorothy A Gray	1945-08-20	UHC-28039-87	7976634776	9607 Meadow Ln, Las Vegas, NV	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-417333	CLM	Noah Park	1955-07-17	UHC-70378-47	2727262117	7869 Elm St, San Antonio, TX	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103734	ENR	Randy Tucker	1974-05-03	UHC-77271-97	—	8420 Central Ave, Jacksonville, FL	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-56733	TPA	Raymond Hansen	1966-09-17	—	—	4381 Palm Dr, San Diego, CA	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-138747	ENR	Pamela J Welch	1946-05-25	UHC-09702-11	—	6696 Lake View Rd # 376, Tempe, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57659	TPA	Ruth Meyer	1986-12-01	—	8385854963	2426 Forest Ave, Charlotte, NC	0.54	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-411964	CLM	Frances Porter	1962-08-20	UHC-44995-70	—	9881 Lincoln Way, Las Vegas, NV	0.54	Date of birth reformatted State name converted to code ZIP missing Gender normalised+1 more
TPA-58668	TPA	Danielle X Cox	1943-04-12	—	—	5635 Spring St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58667	TPA	Danielle X Cox	1943-04-12	—	—	5635 Spring St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-404712	CLM	Mery Austin	1955-10-10	—	—	9469 Cedar Ln, Miami, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-118667	ENR	Kelly Wells	—	UHC-80354-48	8359704070	8309 Lake View Rd, Scottsdale, AZ	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119425	ENR	Ahmed E Olson	1964-06-22	UHC-42356-94	8796669696	2114 Bayshore Dr, San Diego, CA	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-121657	ENR	Bruce J Gray	1977-11-28	UHC-09823-62	2462198927	2080 River Rd, Nashville, TN	0.54	Name split from “Last, First”ZIP missing Email lower-cased Gender normalised+1 more
TPA-64440	TPA	Omar Hoffman	1946-01-16	—	—	5459 Ridge Rd, Sacramento, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
PRV-24918	PRV	Stephen Harper	—	—	7394339917	4259 Pine Dr, Seattle, WA	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more

7,146 rows, page 47 of 143Previous Next