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

Provider network, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24164	PRV	Ronad Valdez	1995-11-13	—	6709085317	1195 Jefferson Ave, Nashville, TN, 37231	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22332	PRV	Evelyn Herrera	1973-06-03	—	7365475531	2696 Baseline Rd, Tampa, FL, 33643	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22985	PRV	Wei N Berry	1983-09-09	UHC-57906-75	7145231338	1615 Indian School Rd, Eden Prairie, MN, 55342	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25671	PRV	Fatima Bryant	1992-08-14	UHC-41018-08	7372781105	9517 Lincoln Way, Sacramento, CA, 95858	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20275	PRV	Wayne Diaz	1974-08-03	—	8103819715	7786 Highland Ave, Minneapolis, MN, 55484	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20050	PRV	Austin Hart	1961-05-21	—	—	6027 Apache Blvd, Mesa, AZ, 85259	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25045	PRV	Cheryl Thomas	1997-04-20	UHC-96463-73	7528030642	8372 Cedar Ln, Eden Prairie, MN, 55387	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26447	PRV	Natalie Taylor	1990-05-01	UHC-81929-18	4462800579	3265 Main St, Atlanta, GA, 30372	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-20819	PRV	Diego A Valdez	1962-04-06	—	5768453658	—	0.78	Middle initial moved out of first name Name re-cased Phone reformatted Whitespace trimmed+1 more
PRV-20265	PRV	Diana Ross	1985-04-21	—	4664677953	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20854	PRV	Willie Woods	2001-02-18	—	9468977509	6332 Broadway, Phoenix, AZ, 85019	0.78	Name re-cased Address re-cased City re-cased State name converted to code+1 more
PRV-27491	PRV	Rogre Stevens	1978-03-01	—	—	3348 Lincoln Way, Chandler, AZ, 85217	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23668	PRV	Justin Payne	1949-11-03	UHC-39329-76	4482530587	1744 Willow Ct, Gilbert, AZ, 85216	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27936	PRV	Sarah Carroll	1969-05-06	—	4593740828	2788 Ridge Rd, Columbus, OH, 43236	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-28725	PRV	Jesse Lewis	1976-02-19	UHC-25390-99	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
PRV-26605	PRV	Dylan Gibson	2002-01-13	—	6757098180	8165 Meadow Ln, Jacksonville, FL, 32264	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23375	PRV	Anthony Carr	1972-04-27	UHC-16569-19	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-20129	PRV	Jack Roberts	1985-02-01	—	2859058674	2800 Lake View Rd, Atlanta, GA, 30335	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26792	PRV	Melissa Owens	1972-03-18	UHC-20322-63	7324086024	7251 Sunset Blvd, San Antonio, TX, 78222	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29050	PRV	Michelle Bowman	1971-10-24	—	—	7317 Oak St, Tampa, FL, 33639	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26401	PRV	Joyce Evans	—	UHC-63977-81	9738624698	—	0.78	Name re-cased Date of birth missing Email lower-cased Whitespace trimmed+1 more
PRV-26129	PRV	Andrew Bradley	1951-04-22	—	8902605677	9405 Washington St, Tempe, AZ, 85205	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20924	PRV	Megan Perkins	1985-09-03	—	9665580892	3220 Camelback Rd, Seattle, WA, 98196	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27990	PRV	Olivia Medina	1968-07-12	UHC-41565-81	3089282390	9683 Canyon Rd, Orlando, FL, 32802	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24435	PRV	Teresa V Harrison	2007-01-27	UHC-56572-05	9753049752	1781 Harbor Blvd, San Antonio, TX, 78294	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-20388	PRV	Julie Romero	1940-12-17	UHC-28284-55	—	5302 Apache Blvd, Denver, CO, 80229	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-29219	PRV	Chris Richards	1960-12-12	UHC-05977-75	8454528539	5798 Ocean Ave, Eden Prairie, MN, 55304	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26329	PRV	Barbara Johnston	1974-09-16	UHC-72209-44	5804223914	5293 Washington St, Dallas, TX, 75254	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-29477	PRV	Nathhan Palmer	2006-09-05	UHC-74591-49	8533943585	4351 Elm St, Scottsdale, AZ, 85259	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21738	PRV	Lawrence Jimenez	2008-09-25	—	9293218124	8191 Valley View Dr, San Antonio, TX, 78280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24479	PRV	Betty W Romero	1970-01-02	—	5552874995	5730 Union St, Tucson, AZ, 85777	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23470	PRV	Lisa O Walker	1960-01-24	UHC-66353-78	—	3284 Mesa Dr, Atlanta, GA, 30361	0.78	Name re-cased Member ID reformatted State name converted to code Whitespace trimmed+1 more
PRV-24337	PRV	Ruth N Hicks	2006-01-27	—	—	4785 Pine Dr, Tampa, FL, 33616	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20025	PRV	Mari Ortiz	1999-11-28	UHC-72125-46	2369092219	5555 Harbor Blvd, Jacksonville, FL, 32241	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-24672	PRV	Camila Y Dunn	2007-12-05	—	4307541468	3918 Palm Dr, Minneapolis, MN, 55448	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23454	PRV	Sophia O Dixon	1938-03-10	UHC-10387-52	5022621731	3158 Spring St, Mesa, AZ, 85256	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22350	PRV	Valentina Adams	1955-01-24	—	5356165261	3261 Mesa Dr, Seattle, WA, 98130	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26858	PRV	Kimberly Chapman	1980-11-22	UHC-86534-05	4258929299	3546 Meadow Ln, Mesa, AZ, 85213	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22815	PRV	Aisha Baker	1944-03-19	—	2258031079	5994 Indian School Rd # 611, Charlotte, NC, 28210	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
PRV-28197	PRV	Marcus Q Clark	1950-06-14	UHC-21648-41	9649924551	3369 Washington St, Dallas, TX, 75290	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24302	PRV	Frank Walker	1952-01-25	—	7333134220	9876 Spring St, Mesa, AZ, 85228	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-28859	PRV	Gary Hunt	1951-03-16	UHC-70975-49	2885966179	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-29558	PRV	Joseph Fields	1938-04-04	UHC-07821-43	4577211227	3975 Sunset Blvd, Mesa, AZ, 85235	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27894	PRV	Elijah Weaver	1954-12-01	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
PRV-21867	PRV	Brandon Cooper	1971-02-17	—	—	647 Jefferson Ave, Orlando, FL, 32818	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20270	PRV	Brenda Mitchell	1973-10-13	UHC-31490-89	7375024807	194 Willow Ct, Minneapolis, MN, 55439	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20241	PRV	Alexander Murphy	1960-08-22	—	9586831073	2012 Palm Dr, Eden Prairie, MN, 55302	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27485	PRV	Janet A Payne	1992-07-08	UHC-51229-92	7036460010	2335 Camelback Rd, Mesa, AZ, 85281	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20019	PRV	Laura Hamilton	1957-01-17	UHC-53829-66	—	7386 River Rd, Las Vegas, NV, 89191	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-26375	PRV	Mark Bryant	1993-06-04	—	6974213297	190 Harbor Blvd, Glendale, AZ, 85310	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

3,816 rows, page 53 of 77Previous Next