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-413256	CLM	James Owens	1980-03-02	UHC-46110-34	2169035769	6467 Camelback Rd, Plano, TX, 75086	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405140	CLM	Raymond Schmidt	1954-07-01	UHC-32279-47	—	8835 Valley View Dr, Jacksonville, FL, 32261	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406761	CLM	Alexis Fernandez	1944-09-25	UHC-19671-72	8329421719	4367 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431011	CLM	Melissa Garratt	1953-04-26	UHC-66082-81	8527666786	9896 Highland Ave, Glendale, AZ, 85307	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431010	CLM	Melissa Garratt	1953-04-26	UHC-66082-81	8527666786	9896 Highland Ave, Glendale, AZ, 85307	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411069	CLM	Beverly S Ryan	1961-02-18	UHC-70614-01	4977288681	7221 Apache Blvd, Fresno, CA, 93734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419987	CLM	Denise Spenker	1953-02-02	UHC-47699-18	6476441833	8865 Bayshore Dr, Los Angeles, CA, 90003	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414051	CLM	Omar Nguyen	1997-06-08	UHC-18431-18	8802568685	5478 Lake View Rd Apt 2, Tampa, FL, 33621	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414539	CLM	Boobby L Carroll	1998-09-03	UHC-56827-60	4596140892	8355 Palm Dr, Chandler, AZ, 85254	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-410700	CLM	Brandon Q Armstrong	1959-11-13	—	—	2641 Apache Blvd, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426627	CLM	Jennifer Cox	1939-01-08	UHC-06372-33	—	9324 Baseline Rd, Glendale, AZ, 85374	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-413061	CLM	Joshua Stone	1977-08-07	UHC-36434-33	7415293754	9296 Jefferson Ave, Plano, TX, 75096	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402760	CLM	James Ortiz	1965-01-02	—	—	78 Willow Ct, Houston, TX, 77043	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412144	CLM	Doris Guerrero	1951-01-14	UHC-32145-61	—	1029 Spring St, Las Vegas, NV, 89147	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-419237	CLM	Samuel K Daniels	1987-06-15	UHC-88956-84	2857256352	423 Ocean Ave, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428846	CLM	Kelly Contreras	2004-02-22	UHC-37940-69	—	6369 Maple Ave, Eden Prairie, MN, 55346	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-417737	CLM	Wayne Castro	1950-09-06	—	8149912985	2524 Baseline Rd, Sacramento, CA, 95862	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415610	CLM	Sam Y Boyd	1976-11-27	UHC-62289-20	3934440946	9801 Jefferson Ave, Tucson, AZ, 85791	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-412717	CLM	Justin Wilson	1974-03-27	—	—	5123 Camelback Rd, Plano, TX, 75001	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-423709	CLM	Willie Griffin	1973-05-18	UHC-28365-71	5478550900	458 Sage Ct, Phoenix, AZ, 85056	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407550	CLM	Janice G Rojes	2005-10-21	UHC-88398-83	2317912351	6773 Washington St, Denver, CO, 80290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407549	CLM	Janice G Rojes	2005-10-21	UHC-88398-83	2317912351	6773 Washington St, Denver, CO, 80290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428652	CLM	Charles Williams	1971-09-12	—	4882602843	6059 Washington St # 538, Atlanta, GA, 30381	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-431249	CLM	William Oliver	1951-01-11	UHC-98569-65	2492906803	9799 Pine Dr, Tampa, FL, 33624	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-406124	CLM	Reid Teresa	1988-07-24	UHC-23512-04	6166325139	7882 Market St, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-418759	CLM	Gary Vega	1996-03-01	UHC-43920-25	—	6269 Canyon Rd # 245, Denver, CO, 80277	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-418996	CLM	Anthuny Weber	1986-11-02	—	4307245735	1777 River Rd, Mesa, AZ, 85277	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403466	CLM	Arthur Gibson	1996-10-28	UHC-76549-19	7305264347	8100 Maple Ave, San Antonio, TX	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-426233	CLM	Russell J Holmes	1969-07-10	—	4113858348	6297 Sage Ct, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423831	CLM	Justin Ryan	1974-11-04	UHC-83356-98	—	1898 Camelback Rd, Plano, TX, 75018	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427010	CLM	Joe Dean	2007-12-13	—	5898412283	1160 Desert Sky Blvd, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401187	CLM	Joe Crawford	1977-07-08	UHC-55441-33	—	1032 Sunset Blvd, Denver, CO, 80218	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401186	CLM	Joe Crawford	1977-07-08	UHC-55441-33	—	1032 Sunset Blvd, Denver, CO, 80218	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412148	CLM	Roger O Bishop	1958-03-26	UHC-15509-76	—	695 Canyon Rd, Austin, TX, 78798	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424837	CLM	Brittany B Jenkins	1951-09-02	UHC-52134-96	5596133325	2783 Apache Blvd, Jacksonville, FL, 32261	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403611	CLM	Joseph Cunningham	1939-09-10	—	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408258	CLM	Walteer Weber	1988-01-16	—	—	3286 Hillcrest Rd, Dallas, TX, 75290	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-408199	CLM	Theresa P Torres	1990-03-18	UHC-55258-87	—	4431 Highland Ave # 930, San Antonio, TX, 78202	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-423141	CLM	Virginia Boyd	2006-01-27	—	2878654580	7938 Harbor Blvd, San Antonio, TX, 78239	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-411545	CLM	Maria Snyder	1966-05-27	UHC-84820-97	8448780896	5805 Mountain View Dr # 934, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-425022	CLM	Austin Bennett	1948-10-24	—	2318273358	7038 Mesa Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403285	CLM	Judith Gilbert	—	—	—	7478 Market St, Austin, TX, 78715	0.62	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
CLM-419868	CLM	Sanitago Farnklin	1961-12-08	UHC-54865-20	—	8471 Cedar Ln, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404129	CLM	Cheryl Simmons	2002-12-17	UHC-92867-01	—	3156 Baseline Rd, Sacramento, CA, 95896	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404027	CLM	Jeffrey Padilla	1977-04-04	UHC-92939-82	—	7220 Main St, Tampa, FL, 33639	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-418777	CLM	Richard Hicks	1987-02-15	—	—	6440 River Rd Apt 15, Eden Prairie, MN, 55321	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-419021	CLM	Julia Rose	1943-06-25	—	6774462127	4918 Church St Apt 25, Denver, CO, 80281	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405681	CLM	Grace Kennedy	1952-02-07	UHC-94262-16	—	3820 Indian School Rd, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412542	CLM	Debra Powell	1945-02-07	—	7948101299	4358 Forest Ave, Tampa, FL, 33622	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402880	CLM	Diego A Valdez	1962-04-06	—	5768453658	315 Palm Dr, Tucson, AZ, 85799	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 68 of 376Previous Next