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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109674	ENR	Mark Rojas	1975-02-01	UHC-83386-37	3804313656	3472 Ridge Rd, Atlanta, GA, 30381	0.70	Street suffix standardised Address re-cased State name converted to code
CLM-423223	CLM	Jerry Hoffman	1942-07-21	UHC-04371-18	—	9164 Market St, Mesa, AZ, 85254	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-140918	ENR	Jose Ellis	1964-01-01	UHC-56744-12	8406938899	3255 Elm St, Miami, FL, 33145	0.70	Phone reformatted State name converted to code Gender normalised
ENR-106466	ENR	Gabriel Medina	1972-08-05	UHC-19973-63	8134233743	5361 Ocean Ave, Tempe, AZ, 85262	0.70	Street suffix standardised Address re-cased State name converted to code
CLM-414223	CLM	Michelle W Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.70	Two-digit birth year State name converted to code Whitespace trimmed
PRV-20861	PRV	Nicholas Roberts	1977-11-15	UHC-36764-94	3723946636	5876 Pine Dr, San Diego, CA	0.70	State name converted to code ZIP missing Placeholder values cleared
ENR-126645	ENR	Bruce Mitchell	1996-03-25	UHC-53809-99	4006938106	4272 Ridge Rd, Mesa, AZ, 85291	0.70	State name converted to code Gender normalised Whitespace trimmed
ENR-112548	ENR	Timothy U Mejia	1985-07-21	UHC-60515-40	3627526642	490 Park Pl, Eden Prairie, MN	0.70	Phone reformatted State name converted to code ZIP missing
ENR-113505	ENR	Melissa M Gilbert	—	UHC-21771-55	3194482345	4068 Main St, San Diego, CA, 92161	0.70	Date of birth unreadable Phone reformatted State name converted to code
ENR-110460	ENR	Noah Rios	1948-12-27	UHC-35984-76	7732537701	3981 Camelback Rd, Sacramento, CA, 95842	0.70	Phone reformatted State name converted to code Gender normalised
PRV-28030	PRV	Kim A Baker	1987-10-13	UHC-95208-72	4827714425	6304 Camelback Rd, Seattle, WA	0.70	State name converted to code ZIP missing Placeholder values cleared
CLM-414472	CLM	Simmons David	1959-08-06	UHC-48775-80	6152117638	1491 Lake View Rd, Fresno, CA, 93713	0.70	Two-digit birth year Phone reformatted State name converted to code
ENR-142121	ENR	Dennis Q Ferguson	1954-09-28	UHC-37454-80	—	3009 Desert Sky Blvd, Eden Prairie, MN, 55396	0.70	Two-digit birth year State name converted to code Whitespace trimmed
CLM-407762	CLM	Priya I Price	1954-04-23	—	—	846 Spring St # 307, Gilbert, AZ, 85240	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-120595	ENR	Martha R Campbell	2007-12-27	UHC-49054-08	—	2352 Broadway, Mesa, AZ, 85287	0.70	Name split from “Last, First”Date of birth reformatted State name converted to code
CLM-432664	CLM	Zachray Allen	1997-01-10	UHC-52129-98	—	2122 Union St # 444, Plano, TX, 75021	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-142640	ENR	Wei O Marshall	1979-11-21	UHC-81522-17	—	6514 Mountain View Dr, Scottsdale, AZ, 85239	0.70	Phone missing area code State name converted to code Placeholder values cleared
ENR-109836	ENR	Hannah H Dean	1988-08-19	UHC-24263-66	3712832774	9624 Maple Ave, Dallas, TX, 75217	0.70	Name split from “Last, First”State name converted to code Whitespace trimmed
CLM-429501	CLM	Abigail Tunrer	—	UHC-81001-64	—	1536 Lake View Rd, Nashville, TN, 37272	0.70	Date of birth unreadable State name converted to code Placeholder values cleared
CLM-421521	CLM	Maria Garcia	1981-09-10	UHC-26872-43	—	3787 Mountain View Dr, Houston, TX, 77048	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
ENR-142965	ENR	Harold Q Baker	2002-04-02	UHC-65534-40	5012992605	5025 Hillcrest Rd, Jacksonville, FL, 32251	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-109810	ENR	Samantha F Gilbert	1992-08-28	UHC-63008-24	2938126548	6946 Spring St, Las Vegas, NV, 89166	0.70	Date of birth reformatted State name converted to code Gender normalised
ENR-121917	ENR	Melissa S Holmes	1950-12-25	UHC-70244-48	—	7566 Spring St, San Antonio, TX, 78203	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-110792	ENR	Joshua P Dunn	1957-04-20	UHC-21385-42	7145359909	4674 Broadway, Tucson, AZ, 85776	0.70	Two-digit birth year Phone reformatted State name converted to code
ENR-133513	ENR	Andrea S McDonald	—	UHC-21538-62	5134624801	323 Mountain View Dr, Columbus, OH, 43281	0.70	Date of birth missing Phone reformatted State name converted to code
TPA-51635	TPA	Mateo T Henderson	1947-03-13	—	—	2138 Central Ave, Chandler, AZ, 85227	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-132851	ENR	Brcue H Wong	1945-02-01	UHC-96559-47	—	5043 Apache Blvd, San Diego, CA, 92128	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-132850	ENR	Brcue H Wong	1945-02-01	UHC-96559-47	—	5043 Apache Blvd, San Diego, CA, 92128	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-63746	TPA	Adam Alexander	1994-02-24	—	4056762359	1034 Harbor Blvd, Eden Prairie, MN	0.70	State name converted to code ZIP missing Placeholder values cleared
ENR-129947	ENR	Benjamin A Fuller	1980-12-22	UHC-02333-75	—	3846 Sunset Blvd, Las Vegas, NV, 89113	0.70	Phone missing area code City re-cased State name converted to code
ENR-130022	ENR	Austin Cox	2005-07-02	UHC-98527-54	5713295676	9511 Oak St Apt 20, Los Angeles, CA, 90013	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-130021	ENR	Austin Cox	2005-07-02	UHC-98527-54	5713295676	9511 Oak St Apt 20, Los Angeles, CA, 90013	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-135069	ENR	WJunk	1998-01-04	UHC-89508-38	2275170991	45 Lake View Rd, Scottsdale, AZ, 85282	0.70	Date of birth reformatted State name converted to code No usable name (quarantined)
CLM-418462	CLM	Justin X Schultz	1985-08-09	UHC-07089-67	—	1094 Union St, San Diego, CA, 92105	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-106877	ENR	Kevin N Harper	1974-04-01	UHC-16539-19	6918473856	6084 Church St, Chandler, AZ, 85229	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-113840	ENR	Mary R Alexander	1950-07-24	UHC-27248-19	—	5060 Spring St, Houston, TX, 77077	0.70	Phone missing area code State name converted to code Whitespace trimmed
TPA-64180	TPA	Jeffrey O Arnold	1996-06-16	UHC-02477-34	—	838 River Rd, Sacramento, CA, 95825	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-122850	ENR	Lawrence Q Wong	2006-06-14	UHC-62307-74	—	6041 Sage Ct, Tucson, AZ, 85787	0.70	Name split from “Last, First”Date of birth reformatted State name converted to code
TPA-54929	TPA	Daniel Martinez	1990-03-07	—	—	8221 Willow Ct, Phoenix, AZ, 85001	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-128378	ENR	Maon L Harrison	2003-10-15	UHC-68557-54	6513551113	8243 Valley View Dr, Glendale, AZ, 85370	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-107448	ENR	Henry U Larson	2005-10-19	UHC-00409-57	6215021280	3319 Maple Ave, Jacksonville, FL, 32204	0.70	State name converted to code Gender normalised Whitespace trimmed
ENR-125541	ENR	Zachary I Thompson	1994-01-28	UHC-57296-58	9576567938	8390 Forest Ave, Seattle, WA, 98195	0.70	State name converted to code Email lower-cased Gender normalised
CLM-411000	CLM	Scott Kennedy	1993-02-22	—	—	7062 Market St, Plano, TX, 75099	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
CLM-410360	CLM	Ahmed Riley	2007-03-13	—	—	5024 Hillcrest Rd, Jacksonville, FL	0.70	State name converted to code ZIP missing Placeholder values cleared
ENR-142719	ENR	Carlos G Ruiz	1986-04-23	UHC-41194-02	8483815644	4033 Maple Ave, Glendale, AZ, 85316	0.70	Name re-cased State name converted to code Gender normalised
ENR-120324	ENR	Carol L Marquez	1944-12-10	UHC-26390-57	—	3174 Broadway, Nashville, TN, 37290	0.70	Two-digit birth year State name converted to code Placeholder values cleared
CLM-425046	CLM	Ralph H Morris	1971-12-28	UHC-47328-94	—	2055 Forest Ave, Austin, TX, 78718	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-401499	CLM	Judith Arnold	1968-02-05	—	—	5198 Church St, Dallas, TX, 75262	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-418562	CLM	Vincent Laawson	1948-08-14	—	—	2658 Valley View Dr, Chandler, AZ, 85252	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-113305	ENR	Emily Nguyen	2005-12-28	UHC-56018-98	9036446652	2586 Indian School Rd, Sacramento, CA, 95836	0.70	Phone reformatted State name converted to code Gender normalised

9,084 rows, page 146 of 182Previous Next