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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420316	CLM	Sean Young	2007-07-27	UHC-50316-40	3688637921	3421 Indian School Rd, Phoenix, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-403828	CLM	Amanda Q Schmidt	2006-01-02	UHC-91911-04	3508456051	5109 Willow Ct, Atlanta, GA, 30349	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423131	CLM	Charles Nelson	1939-03-01	UHC-63194-22	9185057537	1880 Pine Dr Apt 4, Eden Prairie, MN, 55394	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-404971	CLM	Catherine N Petarson	1975-01-12	UHC-39833-21	—	277 Main St, Miami, FL, 33121	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401366	CLM	Angela Hawkins	1940-08-24	—	—	975 Lincoln Way, Minneapolis, MN, 55432	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429571	CLM	Jonathn Bryant	1976-08-16	—	2879156837	8590 Apache Blvd, San Antonio, TX, 78225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404993	CLM	Julie Alvarez	1972-11-17	UHC-05660-66	3706155951	5145 River Rd, San Antonio, TX, 78217	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414700	CLM	Vincent Austin	1943-10-28	UHC-22962-32	—	9755 Sage Ct, Dallas, TX, 75217	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-413246	CLM	Kimberly F Lawson	1977-01-25	UHC-30977-89	—	4007 River Rd, Denver, CO, 80298	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423768	CLM	Virginia V Maldonado	2006-02-18	UHC-28497-69	8846301812	4553 Main St, Sacramento, CA, 95889	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416201	CLM	Betty T Green	1957-02-08	UHC-32468-84	6344023599	7997 Lake View Rd, Jacksonville, FL, 32235	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418942	CLM	Emma O Mitchell	1962-01-22	UHC-83138-42	—	857 Cedar Ln, Jacksonville, FL, 32235	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412117	CLM	Aaron Daniels	2004-01-07	UHC-38053-93	—	1963 Canyon Rd, Eden Prairie, MN, 55327	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427687	CLM	Lisa Ryan	1966-02-22	UHC-00454-84	8385383270	7544 Jefferson Ave Apt 10, Tempe, AZ, 85279	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-420995	CLM	Ruth Mills	2005-05-13	—	8636072237	6713 Market St, Tampa, FL, 33618	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404289	CLM	Joseph Porter	1950-10-08	UHC-81208-98	7703571209	6339 Valley View Dr, Chandler, AZ, 85245	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428616	CLM	Andrea Harvey	1975-03-08	—	—	7038 Valley View Dr, Phoenix, AZ, 85075	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423272	CLM	Bruce Carter	1968-03-28	UHC-29998-49	5447647503	3127 Mountain View Dr, San Diego, CA, 92119	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401156	CLM	Theresa Alvarado	2002-04-28	UHC-53023-30	—	4091 Ridge Rd, Atlanta, GA, 30371	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400634	CLM	Brian Cole	1960-09-26	—	8247148547	8635 Market St, Miami, FL, 33182	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-406729	CLM	Jonathan Owens	1939-02-17	—	4896897781	4236 Hillcrest Rd, Las Vegas, NV, 89147	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-423318	CLM	Willie Hill	1954-02-17	UHC-73613-10	4047319190	6950 Camelback Rd, Gilbert, AZ, 85250	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423317	CLM	Willie Hill	1954-02-17	UHC-73613-10	4047319190	6950 Camelback Rd, Gilbert, AZ, 85250	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414453	CLM	Fuller Steven	1977-02-14	UHC-48850-17	7715063579	9564 Mountain View Dr, Chandler, AZ, 85292	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-404950	CLM	Logan Tucker	1958-03-25	UHC-57723-01	6709313269	3731 Baseline Rd, Scottsdale, AZ, 85204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426760	CLM	Beverly Jackson	1986-03-23	—	7016324921	7204 Jefferson Ave, Gilbert, AZ, 85277	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-415191	CLM	Alexander Rios	1997-11-23	UHC-63367-70	9123235773	6867 Cedar Ln, San Diego, CA, 92146	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419391	CLM	Patrick Andrews	2001-03-04	UHC-59973-87	6435693627	4763 Church St, Plano, TX, 75068	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408620	CLM	Kyle T Vega	1943-01-08	—	—	7308 Harbor Blvd, Miami, FL, 33134	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-416929	CLM	Sandra Z Flores	2003-12-11	UHC-55057-99	—	6442 Church St, Glendale, AZ, 85344	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422919	CLM	Alexis W Parker	1988-11-26	—	4048602689	2479 Harbor Blvd, Austin, TX, 78796	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-431526	CLM	Melissa Dominguez	1955-10-15	UHC-07165-11	9855304738	1059 Indian School Rd, Austin, TX, 78745	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
CLM-414251	CLM	Jason Stephens	1988-09-23	UHC-81155-29	4782435297	4786 Union St, Fresno, CA, 93780	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421426	CLM	Aisha U Bowman	1951-03-06	—	—	5287 Sage Ct, Miami, FL, 33161	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407046	CLM	Maartha Rynolds	1958-11-14	—	—	7160 Desert Sky Blvd, Chandler, AZ, 85252	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403070	CLM	Diego West	1962-07-26	UHC-45695-22	—	3822 Baseline Rd, Dallas, TX, 75235	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-411287	CLM	Deborah Q Cooper	1980-01-04	UHC-66987-74	6489207149	742 River Rd, Tempe, AZ, 85256	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410673	CLM	Jeffrey N Simmons	1977-03-08	—	8809483626	6175 River Rd, Tempe, AZ, 85240	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407402	CLM	Pamela Matthews	1990-07-12	UHC-37090-99	3643573993	7195 Sage Ct # 397, Houston, TX, 77026	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-416881	CLM	Richard Grant	1946-12-07	UHC-86197-76	6118038166	7735 Market St, Houston, TX, 77089	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426397	CLM	Juan Santos	1966-06-17	—	—	963 Willow Ct, Miami, FL, 33137	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-421187	CLM	Brittany M Sims	2005-12-05	—	5859619603	4847 Spring St, Mesa, AZ, 85226	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424696	CLM	Bruce Garrett	1994-08-27	UHC-23825-38	2478657612	5655 Church St, Tempe, AZ, 85209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419488	CLM	Henry F Shaw	1951-06-13	UHC-39506-66	3537086900	2300 Forest Ave, Nashville, TN, 37232	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420596	CLM	Evelyn H Morrison	1986-09-13	UHC-65148-82	2464249747	1846 Maple Ave, Tampa, FL, 33635	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417494	CLM	Jennifer Dominguez	1988-12-24	UHC-64982-19	—	18 Meadow Ln, Columbus, OH, 43263	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415594	CLM	Justin Alexander	1981-02-11	—	7163209948	1450 Mountain View Dr, Los Angeles, CA, 90068	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430807	CLM	Ryan Martinez	1951-06-25	—	—	7459 Main St, Gilbert, AZ, 85264	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406728	CLM	Jean Hansen	1939-04-20	UHC-98236-66	—	8068 Spring St, Denver, CO, 80201	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423078	CLM	Roger Powell	1993-07-07	UHC-24883-81	—	7669 Lincoln Way, Eden Prairie, MN, 55350	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more

18,771 rows, page 156 of 376Previous Next