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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430035	CLM	Billly E Adams	2006-06-17	UHC-87978-84	—	1516 Highland Ave, Chandler, AZ, 85287	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138042	ENR	Justin Sms	1938-10-22	UHC-97386-84	6139832805	5124 Highland Ave Apt 36, Fresno, CA, 93787	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-432790	CLM	Nancy Miller	1953-09-11	UHC-43773-54	7795003781	3880 Desert Sky Blvd, Dallas, TX, 75272	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-432207	CLM	Michelle Ramos	1976-07-08	UHC-95677-22	—	7537 Park Pl, Charlotte, NC, 28246	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-135662	ENR	Bobby Z Fields	1979-05-25	UHC-53080-99	5964776820	1966 Maple Ave, Fresno, CA, 93770	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55970	TPA	Philip Lawson	2008-12-27	—	—	8364 Main St, Dallas, TX, 75217	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
ENR-107237	ENR	Laura L Nguyen	1981-06-10	UHC-92774-80	7644924105	635 Willow Ct, Plano, TX, 75092	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20243	PRV	Melissa J Alexander	1944-12-03	—	3332505168	8745 Ocean Ave, Charlotte, NC, 28210	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-57115	TPA	Andrew Dominguez	2008-06-06	—	—	2936 Broadway, Columbus, OH, 43250	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-418374	CLM	Jack Schultz	1958-03-23	UHC-16669-60	—	1433 Union St, Orlando, FL, 32847	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-125601	ENR	Joe Bishop	1966-10-26	UHC-58513-77	—	1154 Forest Ave, Eden Prairie, MN, 55387	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-400305	CLM	John Brooks	1995-06-08	—	—	2490 Broadway, Mesa, AZ, 85275	0.66	Date of birth reformatted Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-56961	TPA	Jose Black	1963-09-14	—	5836217686	4276 Cedar Ln, Fresno, CA, 93707	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116943	ENR	Carolyn Gordon	1949-05-06	UHC-94966-87	3587080043	7485 Ridge Rd, Plano, TX, 75071	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140618	ENR	Emma Baker	1995-06-15	UHC-19416-16	9808306226	2129 Market St, Chandler, AZ, 85223	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111822	ENR	Mei Harris	1954-02-09	UHC-30286-59	3758029813	9423 Ridge Rd Apt 19, Mesa, AZ, 85223	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-406483	CLM	Shirley R Marshall	1980-07-26	—	—	8918 Park Pl, Denver, CO, 80272	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423542	CLM	Ann Lawrence	1993-12-14	UHC-40605-61	—	8405 Apache Blvd, Miami, FL, 33125	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-115208	ENR	Melissa Ray	1990-07-22	UHC-44121-79	8093623753	1183 Indian School Rd, Fresno, CA, 93720	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
TPA-53508	TPA	Lawrence Diaz	1938-06-03	—	9309440897	6968 Mesa Dr, Chandler, AZ, 85254	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55237	TPA	Mariana Park	2000-05-15	—	3823530792	491 Sage Ct, Dallas, TX, 75221	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-413070	CLM	Patrick Perez	1975-05-24	UHC-74189-68	—	6266 Cedar Ln, Gilbert, AZ, 85213	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57613	TPA	Brandon Johnson	1990-06-21	—	—	8128 Washington St, Denver, CO, 80289	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-404051	CLM	Nicholas Cox	1943-10-01	—	—	3321 Spring St, Sacramento, CA, 95883	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-125834	ENR	Scott Estrada	1951-05-18	UHC-44880-54	9192952432	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-421075	CLM	Adams Madisun	1984-01-18	UHC-70742-05	4836334700	5739 Oak St, Gilbert, AZ, 85258	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-119265	ENR	Evelyn Hunter	2000-05-17	UHC-44106-24	8538674372	5600 Mountain View Dr, Nashville, TN, 37210	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-52441	TPA	Sara Carr	2001-07-14	—	5049452051	1350 Market St, Scottsdale, AZ, 85238	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-123533	ENR	Steven B Butler	1948-12-19	UHC-75930-09	8316060927	3328 Lake View Rd, Austin, TX, 78765	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-139013	ENR	Steven C Morgan	2008-03-28	UHC-62140-91	8146583799	622 Ocean Ave, Gilbert, AZ, 85220	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-141754	ENR	Ana Porter	1957-06-16	—	5113877355	3430 Park Pl, San Diego, CA, 92193	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
CLM-418908	CLM	Cheryl Wells	2002-03-22	UHC-16740-01	6815712478	4094 Apache Blvd, Los Angeles, CA, 90085	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138180	ENR	James G Herrera	2005-03-03	UHC-87798-18	2866200423	4491 Church St, Denver, CO, 80228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-113133	ENR	Nancy P Rodriguez	1956-12-05	UHC-89474-55	8887990590	8581 Forest Ave, San Diego, CA, 92199	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113776	ENR	Alexis Hunter	1944-06-08	UHC-40933-61	8618047852	8843 Jefferson Ave, Seattle, WA, 98169	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422800	CLM	Kye Freeman	1958-03-26	UHC-61797-78	6089736741	1330 Jefferson Ave, Tucson, AZ, 85755	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55226	TPA	Christina Caarroll	1990-07-10	—	—	4892 Indian School Rd, Scottsdale, AZ, 85284	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-403935	CLM	Frances Ross	1996-02-24	UHC-77600-96	—	1901 Sage Ct, Jacksonville, FL, 32266	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55784	TPA	Marcus Chavez	—	—	—	5658 Valley View Dr, Nashville, TN, 37298	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-428474	CLM	Harold Sanders	2006-04-26	—	—	498 Park Pl, Sacramento, CA, 95813	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22083	PRV	Danielle N Pierce	1956-11-16	—	7716846961	5592 Ocean Ave, Atlanta, GA, 30328	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57298	TPA	Carol M Rodriguez	1997-06-02	—	—	5317 Forest Ave, Nashville, TN, 37227	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59631	TPA	Sara Tran	2003-09-20	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-409645	CLM	Carol N Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-432133	CLM	Maria W Welch	1950-04-01	UHC-40855-94	—	5189 Camelback Rd # 798, Jacksonville, FL, 32254	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-428244	CLM	Jacqueline West	1985-05-28	—	—	9211 Park Pl, Fresno, CA, 93702	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-423159	CLM	Ryan U Soto	2002-11-11	—	3373717502	8891 Union St, Tempe, AZ, 85233	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117934	ENR	Fraank Baker	1990-09-08	UHC-71529-54	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414935	CLM	Tyler Gray	2005-10-24	UHC-40253-88	7107961023	3159 Harbor Blvd, Glendale, AZ, 85326	0.66	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-116121	ENR	Diego L Carroll	1953-07-05	UHC-04213-88	9617760210	423 Maple Ave, Tampa, FL, 33667	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more

16,828 rows, page 204 of 337Previous Next