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

Claims, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401587	CLM	Lucia Perkins	1968-10-09	UHC-64440-21	—	9799 Washington St, Denver, CO, 80247	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-401588	CLM	Lucia Perkins	1968-10-09	UHC-64440-21	—	9799 Washington St, Denver, CO, 80247	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-404074	CLM	Austin I Rodriguez	1994-10-26	—	—	9749 Mesa Dr, Mesa, AZ, 85288	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432392	CLM	Alan Estrada	1981-01-01	—	5823011657	3010 Ocean Ave, San Antonio, TX, 78290	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428116	CLM	Priya Lopez	1947-04-09	—	2076566795	6000 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-430549	CLM	Rachel Griffin	1997-03-14	UHC-52956-07	—	8748 Hillcrest Rd, Atlanta, GA, 30390	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-421235	CLM	Virignia Ray	—	UHC-17642-30	9372571397	350 Union St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
CLM-428410	CLM	Luaren K Phillips	1966-01-01	UHC-19206-41	—	8819 Sunset Blvd, Seattle, WA, 98177	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424652	CLM	Debra Mendez	1960-06-24	UHC-40056-84	—	1756 Cedar Ln Apt 15, Glendale, AZ, 85342	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408674	CLM	Maiana Z Morrison	1960-07-23	UHC-48094-21	8743343898	8632 Mesa Dr, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400964	CLM	Betty Pena	1946-08-14	—	—	590 Ridge Rd, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413927	CLM	Sean Tucker	1984-10-08	—	—	4906 Sage Ct, Gilbert, AZ, 85263	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-417134	CLM	Amanda I Taylor	1996-10-16	UHC-20184-77	6433592311	9588 Ocean Ave, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420590	CLM	Emma A Sanders	1948-08-06	—	2228543447	6865 Sage Ct, Nashville, TN, 37297	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-408427	CLM	Alvarado Michael	1981-06-25	UHC-14405-57	—	3038 Baseline Rd, Houston, TX, 77054	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407693	CLM	Ryan Ramos	1990-12-12	UHC-27963-44	—	1686 Hillcrest Rd, Columbus, OH, 43227	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-427321	CLM	Charlie Gonzalez	1974-07-20	UHC-02909-70	—	559 Desert Sky Blvd, Mesa, AZ, 85295	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400318	CLM	Keith F Collins	1956-11-21	UHC-13066-46	—	9739 Market St Apt 21, Nashville, TN, 37208	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-419891	CLM	Elijah Aadms	1968-01-13	UHC-50533-10	—	4148 Highland Ave, Denver, CO	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+2 more
CLM-419712	CLM	Sean Morgan	2005-10-24	UHC-75819-92	—	2936 Canyon Rd, Las Vegas, NV, 89133	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-406713	CLM	Gabriel Carter	—	UHC-25374-66	—	7602 Spring St, Scottsdale, AZ, 85282	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-414206	CLM	Heather Sympson	1995-12-01	UHC-44129-07	7052744371	4087 Apache Blvd, Plano, TX, 75005	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413510	CLM	William Folwer	1940-08-11	—	—	9182 Bayshore Dr, San Diego, CA, 92186	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410682	CLM	Steven Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413778	CLM	Mark Ross	1997-07-21	UHC-63530-22	5974027658	1949 Mountain View Dr, Los Angeles, CA, 90028	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-426167	CLM	Kayla C Yang	1952-06-07	UHC-08889-57	5295095466	7845 Palm Dr, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411437	CLM	Arthur George	2000-07-02	UHC-37062-38	—	3309 Sunset Blvd, Las Vegas, NV, 89177	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411993	CLM	Hannah M Flores	1941-11-18	UHC-63078-53	—	9304 Lake View Rd, Plano, TX, 75040	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
CLM-401432	CLM	Sophia Pierce	1973-09-23	UHC-04501-42	—	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427378	CLM	Roger Davis	1994-04-28	—	—	4491 Elm St Apt 16, Miami, FL, 33168	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420499	CLM	Charlotte Sanders	1978-04-13	—	7098248985	2361 Willow Ct, Eden Prairie, MN, 55354	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419395	CLM	Sophia P Moreno	1978-04-16	UHC-86788-83	9439019688	7487 Ridge Rd, Tucson, AZ, 85721	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418036	CLM	Brandon Gilbert	1979-12-13	UHC-89487-07	—	2482 Market St, Phoenix, AZ, 85021	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405469	CLM	Amber Bailey	1999-11-06	UHC-62902-39	—	630 Union St, Jacksonville, FL, 32208	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414013	CLM	Karen Lucas	1976-10-28	UHC-73213-28	—	7119 Palm Dr, Dallas, TX, 75261	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-420092	CLM	Janet Harris	1998-10-06	UHC-03351-82	—	1529 Highland Ave, Tempe, AZ, 85248	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432477	CLM	Emma Maldonado	1997-11-02	UHC-45716-23	—	2613 Central Ave, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432476	CLM	Emma Maldonado	1997-11-02	UHC-45716-23	—	2613 Central Ave, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407265	CLM	Carol Mendoza	1946-05-19	UHC-73382-64	8912186104	7006 Harbor Blvd, Jacksonville, FL, 32220	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414255	CLM	Brittany Romero	1960-07-06	UHC-23742-38	3003642246	1712 Ridge Rd, Dallas, TX, 75267	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400670	CLM	Melissa Palmer	1949-04-01	—	2829691073	1984 Washington St, Tampa, FL, 33614	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431925	CLM	Justin Hernandze	1939-02-15	UHC-93913-12	—	4617 Willow Ct, Gilbert, AZ, 85260	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-414547	CLM	George Diaz	1971-08-22	UHC-75475-51	—	2001 Washington St, Fresno, CA, 93778	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404545	CLM	Ktaherine Q Wang	1986-01-14	—	—	7805 Harbor Blvd, Gilbert, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413526	CLM	Benjamin Peters	2006-10-23	—	—	8029 Mesa Dr, Houston, TX, 77014	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-401740	CLM	Tersa Hanson	1968-11-19	—	—	6035 Indian School Rd # 188, Jacksonville, FL, 32265	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427623	CLM	Amber N Lee	2004-04-08	—	—	5091 Church St, Sacramento, CA, 95883	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417565	CLM	Mariana Freeman	1968-12-20	UHC-39956-01	8975461539	7185 Valley View Dr, Las Vegas, NV, 89109	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425748	CLM	Sraa Robertson	1962-04-12	UHC-65179-24	—	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428135	CLM	Barbara Howell	1968-03-16	UHC-00518-51	3899438546	6495 Mountain View Dr, Los Angeles, CA, 90062	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

30,862 rows, page 126 of 618Previous Next