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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132536	ENR	Frank K Roberts	1982-06-11	UHC-23833-14	3555231096	7429 Washington St # 551, Phoenix, AZ, 85050	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-133372	ENR	Scott Reed	1965-09-13	UHC-22245-78	6606496281	9322 Lincoln Way Apt 24, Denver, CO, 80259	0.54	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code+1 more
ENR-139123	ENR	Teresa G James	1987-06-15	UHC-36227-89	6208458818	5550 Jefferson Ave Apt 40, Plano, TX, 75084	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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-127330	ENR	Pamela Brown	2003-11-10	UHC-00296-23	—	6660 Maple Ave Apt 23, Orlando, FL, 32806	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-133383	ENR	Christina N Campbell	—	UHC-89991-61	7956803673	6439 Apache Blvd Apt 7, Miami, FL, 33141	0.54	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-131484	ENR	Aaron Berry	1954-04-03	UHC-39244-86	9604603928	1258 Oak St # 355, Tucson, AZ, 85743	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
TPA-62756	TPA	Aisha Hudson	1969-07-28	—	3515930306	7330 Sunset Blvd # 237, Tucson, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62755	TPA	Aisha Hudson	1969-07-28	—	3515930306	7330 Sunset Blvd # 237, Tucson, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-142008	ENR	Diane A Carr	2005-08-14	UHC-71365-75	6324767089	2848 Lake View Rd # 813, Seattle, WA, 98102	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-62865	TPA	Roy Wood	1950-08-01	—	7655754581	5991 Church St # 616, Sacramento, CA, 95881	0.54	Name split from “Last, First”Phone reformatted Unit split from street Gender normalised+1 more
ENR-106480	ENR	Andrea Berry	1949-10-18	UHC-08295-53	—	5291 Main St Apt 22, Phoenix, AZ, 85010	0.54	Name split from “Last, First”Two-digit birth year Unit split from street State code upper-cased+1 more
ENR-102666	ENR	Wayne Jimenez	1962-12-03	UHC-31574-79	—	6937 Grand Ave # 107, Las Vegas, NV, 89161	0.54	Date of birth reformatted Unit split from street ZIP+4 trimmed Gender normalised+1 more
ENR-129389	ENR	Daniel Z Black	2005-02-09	UHC-29762-38	9508577341	4370 Spring St # 194, Phoenix, AZ, 85078	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
PRV-25820	PRV	Nicole Carlson	1941-10-20	—	—	8802 Pine Dr Apt 3, Tampa, FL, 33663	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58826	TPA	Gloria Torres	1991-11-21	—	—	156 Sunset Blvd # 548, Charlotte, NC, 28268	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-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
TPA-58087	TPA	Melissa Peters	1963-11-08	—	3029277697	1103 Forest Ave # 117, Eden Prairie, MN, 55386	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+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-119868	ENR	Joseph Vasquez	2003-04-28	UHC-79306-78	—	7705 Willow Ct Apt 7, Miami, FL, 33171	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+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
CLM-418083	CLM	Laura Banks	1969-10-15	—	—	5289 Lake View Rd Apt 14, Scottsdale, AZ, 85273	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+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
CLM-401673	CLM	Grace Valdez	2002-08-14	UHC-35478-16	—	2005 Elm St # 888, Jacksonville, FL, 32298	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-425234	CLM	David Nguyen	1992-12-28	—	—	7691 Washington St # 884, Jacksonville, FL, 32288	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-140297	ENR	Kathleen Z Fisher	1953-08-12	UHC-98423-32	9756269555	5400 Sunset Blvd Apt 8, Nashville, TN, 37219	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
TPA-62754	TPA	Stephen Schmidt	1939-11-16	—	—	8679 Grand Ave # 319, Tampa, FL, 33668	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
CLM-414370	CLM	Diane Weaver	1964-05-12	UHC-06730-84	—	2791 Maple Ave Apt 21, Atlanta, GA, 30319	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-124950	ENR	Peter E Harris	1953-02-27	UHC-36327-95	—	6807 Hillcrest Rd # 322, Eden Prairie, MN, 55308	0.54	Name re-cased Phone missing area code Unit split from street Street suffix standardised+1 more
PRV-21427	PRV	Carlos Lawrence	1949-08-04	UHC-29118-10	—	9012 Mesa Dr Apt 16, Plano, TX, 75035	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+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
ENR-138589	ENR	Douglas X Lewis	1967-09-08	UHC-76690-56	—	560 Spring St # 509, Dallas, TX, 75254	0.54	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+1 more
ENR-140789	ENR	Peter H Banks	1991-12-21	UHC-77412-58	—	7123 Ridge Rd # 814, Orlando, FL, 32892	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-124632	ENR	Sean Dean	2007-04-28	UHC-44580-15	—	592 Bayshore Dr Apt 1, Houston, TX, 77079	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+1 more
ENR-133088	ENR	Diego O Anderson	1988-08-17	UHC-62497-77	8296617056	4945 Canyon Rd Apt 30, Houston, TX, 77012	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-128714	ENR	Terry Hawkins	1953-07-21	UHC-65368-09	9885114192	9206 Spring St Apt 28, San Antonio, TX, 78277	0.54	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-108993	ENR	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd Apt 36, Chandler, AZ, 85258	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-51804	TPA	Chritsina Austin	1968-05-12	—	—	1879 Forest Ave Apt 39, Orlando, FL, 32880	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+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
ENR-101898	ENR	Gerald Roberts	—	UHC-67087-61	8499643728	4789 Baseline Rd # 864, Seattle, WA, 98156	0.54	Name re-cased Date of birth missing Phone reformatted Unit split from street+1 more
ENR-109157	ENR	Priya P Webb	1983-06-28	UHC-01077-32	3952917551	2650 Oak St # 165, Chandler, AZ, 85214	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61706	TPA	Thomas Sims	1971-03-19	—	—	4750 Grand Ave Apt 26, Orlando, FL, 32898	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-120169	ENR	Brenda Harris	1982-06-13	UHC-10906-79	8525305311	7288 Elm St Apt 21, Plano, TX, 75033	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108880	ENR	Doris Y Cooper	1969-06-21	UHC-46929-19	3228304402	4151 Valley View Dr Apt 28, Glendale, AZ, 85374	0.54	Phone reformatted Unit split from street State name converted to code Gender normalised+1 more
CLM-428683	CLM	Drew Montgomery	—	UHC-32115-70	7472401135	3903 Mesa Dr Apt 27, San Antonio, TX, 78284	0.54	Name split from “Last, First”Date of birth unreadable Unit split from street City re-cased+1 more
CLM-406995	CLM	Charles Bryant	1995-10-01	UHC-30385-79	—	8292 Hillcrest Rd Apt 38, Las Vegas, NV, 89106	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142723	ENR	Ruth Jordan	2005-02-16	UHC-16459-44	—	6914 Sage Ct Apt 30, Sacramento, CA, 95894	0.54	Name re-cased Two-digit birth year Unit split from street Gender normalised+1 more
TPA-63317	TPA	John Matthhews	1957-08-27	—	—	5065 Indian School Rd Apt 25, Plano, TX, 75029	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25242	PRV	Ryan Chen	—	UHC-69720-39	—	4269 Maple Ave # 585, San Diego, CA, 92151	0.54	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+1 more
PRV-25241	PRV	Ryan Chen	—	UHC-69720-39	—	4269 Maple Ave # 585, San Diego, CA, 92151	0.54	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+1 more

6,994 rows, page 51 of 140Previous Next