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 “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-121121	ENR	Sean Allen	1967-11-11	UHC-74463-68	6972892673	9243 Union St # 273, Seattle, WA	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135503	ENR	Hannah Wallace	1969-01-26	UHC-22335-82	2517309342	693 Union St # 627, San Diego, CA	0.54	Phone reformatted Member ID reformatted Unit split from street ZIP missing+1 more
ENR-117479	ENR	Terry Stephens	1946-12-02	UHC-30868-70	—	156 Indian School Rd, Fresno, CA	0.54	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-122957	ENR	Maria H Baker	1972-02-28	UHC-25029-78	6509038382	5242 Hillcrest Rd, Nashville, TN	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118847	ENR	Jordan Stone	1989-11-22	UHC-29838-90	—	2253 Sage Ct, Fresno, CA	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-130522	ENR	Cynthia F Riley	2005-03-25	UHC-72872-05	8305091922	6028 Pine Dr, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
ENR-129554	ENR	Andrew H Burton	1970-08-05	UHC-88406-12	4742145016	4315 Camelback Rd, Tampa, FL	0.54	Name split from “Last, First”SSN last four extracted ZIP missing Email lower-cased+1 more
ENR-100503	ENR	Eric Sims	—	UHC-69655-07	2535772240	4759 Oak St, Tampa, FL	0.54	Date of birth unreadable Phone reformatted State name converted to code ZIP missing+1 more
ENR-123004	ENR	Christopher E Guerrero	1990-08-04	UHC-94197-05	5863839700	7502 Forest Ave, Scottsdale, AZ	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101184	ENR	Eric G Hoffman	2007-09-02	UHC-44737-83	7583780776	4427 Desert Sky Blvd, Plano, TX	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122494	ENR	Russell Q Maatthews	—	UHC-68793-97	9684397875	8711 Union St, San Antonio, TX	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126131	ENR	Carl N Moore	1957-06-26	UHC-52150-95	—	4666 Forest Ave, Minneapolis, MN	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141907	ENR	Justin Hernandez	1939-02-15	UHC-93913-12	6032849871	4617 Willow Ct, Gilbert, AZ	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120554	ENR	Anna Ortega	—	UHC-30781-80	8624889639	1899 Elm St, Las Vegas, NV	0.54	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-104008	ENR	Ruth Black	1963-11-09	UHC-63053-46	2228050783	3100 Washington St, Plano, TX	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140998	ENR	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St Apt 3, Nashville, TN	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137581	ENR	Roger C Gomez	2000-11-06	UHC-26333-18	5973257158	3214 Sage Ct, Tempe, AZ	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+1 more
ENR-105936	ENR	Martha D Yang	1957-02-23	UHC-83060-15	5868146574	3884 Oak St, Orlando, FL	0.54	Date of birth reformatted SSN last four extracted State name converted to code ZIP missing+1 more
ENR-117791	ENR	Melissa Whie	2000-05-10	UHC-48799-02	4706417155	8965 Main St, Tempe, AZ	0.54	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-109765	ENR	Joseph C Kiing	1982-12-04	UHC-46651-11	7038362946	9130 Broadway Apt 37, Jacksonville, FL	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
ENR-121699	ENR	Laura I Herrera	1959-06-27	UHC-79427-43	2112781293	8443 Willow Ct, Phoenix, AZ	0.54	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-108633	ENR	Kayla Lee	1941-02-24	UHC-04196-28	5692392272	2438 Willow Ct Apt 37, Las Vegas, NV	0.54	Phone reformatted Unit split from street State name converted to code ZIP missing+1 more
ENR-133973	ENR	Robert Hill	—	UHC-09753-41	2396511620	1360 Mountain View Dr, San Diego, CA	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-117060	ENR	Jeremy G Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ	0.54	Name re-cased Two-digit birth year SSN last four extracted ZIP missing+1 more
ENR-118753	ENR	Betty H Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave, Nashville, TN	0.54	Name split from “Last, First”Middle initial moved out of first name Phone reformatted ZIP missing+1 more
ENR-133967	ENR	Michael R Fernandez	1976-11-07	UHC-51140-04	9525334044	6921 Harbor Blvd, Jacksonville, FL	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135495	ENR	Amenda G Singh	1947-10-03	UHC-34285-94	3987867358	2132 Baseline Rd, Dallas, TX	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-140606	ENR	Jose Pena	—	UHC-68169-21	3673780961	1513 Indian School Rd, Los Angeles, CA	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100833	ENR	Diane Hart	2008-02-04	UHC-90073-96	2598166920	7848 Ridge Rd, Miami, FL	0.54	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+1 more
ENR-106072	ENR	Kathy M Guzman	2004-11-07	UHC-40091-84	5015225365	3914 Market St, Fresno, CA	0.54	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-116512	ENR	Christine Maldonado	1999-01-18	UHC-29569-23	9536980796	9770 Meadow Ln, Houston, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111007	ENR	Alexander Perez	1993-06-05	UHC-58073-33	7566544101	1775 Lincoln Way, Phoenix, AZ	0.54	Phone reformatted Member ID reformatted State name converted to code ZIP missing+1 more
ENR-120304	ENR	Keith Williamson	1976-03-27	UHC-70723-03	—	1299 Valley View Dr, Phoenix, AZ	0.54	Name split from “Last, First”Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-111199	ENR	Stephanie Valdez	1982-02-19	UHC-06509-68	4034708571	6959 River Rd, Gilbert, AZ	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100768	ENR	Janicce Kelley	1960-05-25	UHC-15572-90	4836541592	5743 Pine Dr, Los Angeles, CA	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136294	ENR	Billy A Washington	1996-02-02	UHC-77163-13	4133781608	1371 Desert Sky Blvd Apt 13, Glendale, AZ	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-113123	ENR	Ahmed West	1998-02-07	UHC-52082-68	9032286384	6585 Mountain View Dr, Eden Prairie, MN	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-127805	ENR	Brian Fuller	1992-11-16	UHC-89616-14	4076237329	8939 Spring St, Phoenix, AZ	0.54	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
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
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
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
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
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
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

3,340 rows, page 22 of 67Previous Next