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-413254	CLM	Jason Larson	1960-12-28	UHC-03469-36	7958266992	1155 Broadway, Mesa, AZ, 85203	0.78	Name split from “Last, First”Phone reformatted Address re-cased Whitespace trimmed+1 more
CLM-417796	CLM	Jacob Schmidt	1969-03-25	UHC-25356-26	—	7946 Oak St, Columbus, OH, 43211	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-429417	CLM	Douglas Lewis	1967-09-08	—	7972822283	560 Spring St, Dallas, TX, 75254	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-429416	CLM	Douglas Lewis	1967-09-08	—	7972822283	560 Spring St, Dallas, TX, 75254	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-410785	CLM	Justin Castro	1943-10-26	—	—	5655 Bayshore Dr, Tucson, AZ, 85719	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-427239	CLM	Russell King	1964-12-11	—	—	9139 Willow Ct, Fresno, CA, 93734	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406100	CLM	Eevlyn Jensen	1954-02-11	—	2428398085	640 Central Ave, Dallas, TX, 75228	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-402681	CLM	Kenneth Perkins	1996-07-07	—	—	6141 Maple Ave, Glendale, AZ, 85301	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410467	CLM	Nicole L Munoz	2006-06-19	UHC-35202-88	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-408998	CLM	Martha F Nunez	1972-08-07	UHC-26130-11	—	3308 Maple Ave, Nashville, TN, 37246	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425111	CLM	Teresa Rivera	1967-12-18	—	—	9292 Forest Ave, Fresno, CA, 93717	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-419772	CLM	Hannah Schultz	1981-07-03	UHC-07964-17	9624747147	8354 Mountain View Dr, Scottsdale, AZ, 85298	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404646	CLM	Angela Chapman	1938-05-15	—	—	2933 Sage Ct, Eden Prairie, MN, 55376	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416492	CLM	Willie Walker	1978-11-27	UHC-08462-20	7534623285	6371 Meadow Ln, Seattle, WA, 98110	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408566	CLM	Janet Carroll	1980-01-11	—	—	4277 Elm St, Tucson, AZ, 85746	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-422233	CLM	Patrick Phillips	2007-04-08	—	7923964622	1604 Church St, Chandler, AZ, 85262	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426569	CLM	Arjun Wright	1982-09-07	UHC-27547-79	8177112189	8140 Washington St, Charlotte, NC, 28227	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-411446	CLM	Benjamin Montgomery	2002-01-13	UHC-43755-64	5834695218	1185 Central Ave, Glendale, AZ, 85306	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429591	CLM	Marcus Russell	1975-05-21	UHC-96252-01	—	1187 Church St, Gilbert, AZ, 85212	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405103	CLM	Arthur Greene	2006-06-20	—	—	4014 Cedar Ln, Atlanta, GA, 30392	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-422997	CLM	Patricia Marshall	1981-06-08	UHC-92316-19	6124428236	7133 Cedar Ln, Houston, TX, 77072	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412741	CLM	Harold P Patterson	1940-03-26	—	—	226 Harbor Blvd, San Antonio, TX, 78260	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-428944	CLM	Lawrence Duncan	1938-05-06	UHC-36484-66	7224584491	2923 Apache Blvd, Las Vegas, NV, 89179	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-405545	CLM	Bradley Morrison	1982-11-11	UHC-89051-37	4197127965	461 Central Ave, Tucson, AZ, 85713	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-422130	CLM	Samuel Martinez	1993-04-08	UHC-56424-34	—	8593 Jefferson Ave, Eden Prairie, MN, 55338	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-408835	CLM	Kayla Hnsen	1950-12-08	UHC-30978-47	3135730845	5023 Church St, Charlotte, NC, 28229	0.78	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-407770	CLM	Noah Miller	2003-01-20	—	8687041115	468 Bayshore Dr, Scottsdale, AZ, 85250	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415938	CLM	Nicholas Grant	1998-11-06	UHC-26220-94	—	4316 Desert Sky Blvd, Las Vegas, NV, 89141	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406673	CLM	Martha Young	2006-09-17	UHC-71458-40	—	5367 Grand Ave, Tucson, AZ, 85710	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428946	CLM	Pamela Baker	1947-03-10	UHC-97391-25	—	8610 Baseline Rd, Dallas, TX, 75212	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-408134	CLM	Kimberly Hudson	1955-09-03	UHC-94832-49	5962744843	7563 Valley View Dr, Glendale, AZ, 85325	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431455	CLM	Nathan Shaw	2003-08-10	UHC-44338-93	3854216165	9411 Willow Ct, Miami, FL, 33164	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-404822	CLM	Michelle E Gutierrez	1951-02-16	—	2975314580	9132 Mountain View Dr, Atlanta, GA, 30323	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-419742	CLM	Amanda Thompson	1959-01-02	—	6942535631	929 Maple Ave, Austin, TX, 78775	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425535	CLM	Beverly K Cunningham	1961-03-23	UHC-32494-13	—	5678 Meadow Ln, Miami, FL, 33173	0.78	Name split from “Last, First”City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-427721	CLM	Berry Harold	1956-02-23	UHC-87727-31	2708947482	8824 Meadow Ln, San Antonio, TX, 78234	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-424144	CLM	Joseph Wallace	1976-07-05	UHC-18297-39	6884558863	916 Canyon Rd, Atlanta, GA, 30355	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428897	CLM	Brittany T Griffin	1967-12-24	—	5369864995	8300 Mountain View Dr, San Antonio, TX, 78229	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406055	CLM	Hannah Green	1981-12-16	—	—	9332 Camelback Rd, Dallas, TX, 75293	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424857	CLM	Valentina Roberts	1941-02-27	—	3484015934	4518 Canyon Rd, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-429570	CLM	Justin K Matthews	2008-02-18	UHC-38023-50	—	5546 Maple Ave, Charlotte, NC, 28255	0.78	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-403591	CLM	Bradley J Freeman	1962-05-01	UHC-66492-18	8423257375	7726 Union St, Phoenix, AZ, 85034	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420534	CLM	Frances Harris	2008-05-17	UHC-24775-06	—	1203 Church St Apt 36, Tampa, FL, 33691	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-401884	CLM	Sean Ramirez	2007-05-18	UHC-19509-62	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-422146	CLM	Anna Dean	1994-01-02	UHC-93221-70	7124587968	3947 Harbor Blvd, Sacramento, CA, 95803	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-410057	CLM	Randy Mason	1959-10-09	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-424997	CLM	Ralph Q Wright	1942-07-13	—	—	9787 River Rd, Phoenix, AZ, 85064	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431928	CLM	Patrick Jenkins	1987-04-22	UHC-24809-52	—	975 Valley View Dr, Jacksonville, FL, 32234	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424299	CLM	Lawrence Ortega	1967-07-16	UHC-70245-41	—	2386 Indian School Rd, Charlotte, NC, 28279	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420526	CLM	George Lopez	1951-11-13	—	—	9472 Sunset Blvd, San Diego, CA, 92182	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 190 of 376Previous Next