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-414188	CLM	Denny Cstillo	1989-12-09	—	—	6858 Central Ave, Tampa, FL, 33680	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410276	CLM	Martha Wood	—	—	—	7640 Spring St, Scottsdale, AZ, 85290	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-420467	CLM	Janet Hicks	1980-06-24	UHC-23608-84	—	8500 Apache Blvd, Tucson, AZ, 85711	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415474	CLM	James Reid	1946-05-05	UHC-71500-43	—	2593 Mesa Dr, Atlanta, GA, 30340	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403032	CLM	David G Hanson	2005-11-08	UHC-84368-97	—	6176 Pine Dr, Jacksonville, FL, 32228	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-426352	CLM	Gloria A Fernandez	1954-01-05	UHC-87618-90	7484380394	615 Lake View Rd, Dallas, TX, 75279	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403808	CLM	Vincent Espinoza	1980-01-11	UHC-29654-36	—	3999 Church St, Las Vegas, NV, 89101	0.78	Name re-cased Member ID reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-404517	CLM	Henry G Walker	1993-04-15	UHC-68040-52	6929110959	3933 Grand Ave, Tucson, AZ, 85779	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426039	CLM	Evelyn Yang	1984-12-24	UHC-37213-97	—	8283 Main St, Fresno, CA, 93730	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-429145	CLM	Margaret Freeman	2007-05-19	UHC-69240-19	—	2160 Sunset Blvd, Tucson, AZ, 85789	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-403757	CLM	Justin Hansen	1988-07-23	—	2374928581	7600 Cedar Ln, Phoenix, AZ, 85021	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419890	CLM	Elijah O Adams	1968-01-13	—	—	4148 Highland Ave, Denver, CO, 80274	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413268	CLM	Aisha Garrett	1972-06-27	UHC-15941-54	3642667966	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-428444	CLM	Michael Holmes	1999-05-15	UHC-66752-04	4726286045	6651 Broadway, Dallas, TX, 75263	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-427780	CLM	Robert J Bryant	1972-12-14	UHC-33831-92	9584237385	7085 Maple Ave, Orlando, FL, 32863	0.78	Middle initial moved out of first name Name re-cased Phone reformatted Whitespace trimmed+1 more
CLM-404635	CLM	Philip Carpenter	1952-03-23	UHC-95540-90	—	3207 Oak St, Tucson, AZ, 85777	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405518	CLM	Kenneth Gonzalez	1964-05-07	UHC-04241-44	2105288973	1000 Hillcrest Rd, Dallas, TX, 75247	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418866	CLM	Amy Riley	1957-03-05	UHC-09465-38	6995590922	4668 Jefferson Ave, Seattle, WA, 98123	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-408490	CLM	Greg Martinez	1950-05-21	UHC-78137-30	8033377345	4284 Jefferson Ave, Las Vegas, NV, 89172	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412078	CLM	Pamela Hunt	1955-10-25	UHC-33974-06	9553073739	8769 Meadow Ln, Dallas, TX, 75298	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-412559	CLM	Logan Payen	1970-05-21	UHC-07310-12	—	9232 Meadow Ln, Minneapolis, MN, 55450	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431587	CLM	Marilyn Dominguez	1991-04-14	UHC-83227-42	4116909711	6157 Camelback Rd, Fresno, CA, 93745	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405405	CLM	Martin Lawrence	1943-05-06	UHC-43693-23	—	204 Union St, Miami, FL, 33191	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411020	CLM	Amanda Allen	1938-10-14	—	—	3402 Market St, Atlanta, GA, 30316	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420988	CLM	David Powell	2004-04-27	UHC-50609-62	—	238 Market St, San Diego, CA, 92135	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414361	CLM	Nathan I Fowler	2000-07-09	UHC-98829-17	4263040994	772 Union St, Denver, CO, 80217	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432307	CLM	Kayla Valdez	1938-05-23	—	—	8475 Lincoln Way, Chandler, AZ, 85247	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429787	CLM	Heather Ramirez	1984-02-13	UHC-38315-81	—	7274 Hillcrest Rd, Nashville, TN, 37213	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419495	CLM	Jennifer Fisher	1993-11-23	UHC-26712-13	4397889024	3366 Palm Dr, Jacksonville, FL, 32292	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423979	CLM	Kimberly Dominguez	1964-08-21	UHC-23564-09	—	9025 Central Ave, Minneapolis, MN, 55458	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-416843	CLM	Aaron Castillo	1964-04-27	—	9855393941	1483 Grand Ave, Chandler, AZ, 85215	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424794	CLM	Susan Wang	1949-05-05	—	—	7919 Sage Ct, Scottsdale, AZ, 85269	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431658	CLM	Billy Fisher	1980-06-20	—	6996269135	1611 Hillcrest Rd, Seattle, WA, 98155	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419826	CLM	Cheryl Harper	1996-10-02	UHC-35989-19	—	404 Lincoln Way, San Antonio, TX, 78233	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429675	CLM	Rachel Baker	2006-10-24	—	—	4703 Ocean Ave # 457, Tucson, AZ, 85707	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-425401	CLM	Isabella Lee	1954-08-09	UHC-43649-73	3227310024	4462 Market St, Atlanta, GA, 30368	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-411655	CLM	Ann Williamson	1963-04-10	—	5353523822	402 Elm St, Miami, FL, 33107	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420423	CLM	Victoria Campbell	1951-12-06	UHC-88823-22	4456898050	1779 Cedar Ln, San Antonio, TX, 78269	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411813	CLM	Lauren I Johnston	1940-03-01	UHC-02841-38	4098863695	5827 Willow Ct, Houston, TX, 77080	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421612	CLM	Philip Hill	1960-04-12	UHC-58500-48	—	1537 Spring St, Austin, TX, 78780	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-407788	CLM	Scott Cooper	2008-02-08	UHC-57705-65	6823677988	9015 Church St, Glendale, AZ, 85352	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410878	CLM	Ryan Knight	1952-11-19	UHC-97617-12	9477738831	8974 Willow Ct, Houston, TX, 77050	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427499	CLM	Yuki Burton	2001-06-17	UHC-06392-96	—	1866 Willow Ct, Tempe, AZ, 85244	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403038	CLM	Melissa Clark	1945-03-23	UHC-19695-06	7094037970	5126 Harbor Blvd, Gilbert, AZ, 85281	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417238	CLM	Alice Z Lawson	1982-03-08	UHC-22496-68	4876929965	530 Apache Blvd, San Diego, CA, 92114	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427742	CLM	Frances Hawkins	1946-01-24	UHC-09314-88	—	1252 Cedar Ln, Fresno, CA, 93711	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425254	CLM	Sophia L Hunt	1997-11-18	—	8958267404	5141 Valley View Dr, Phoenix, AZ, 85027	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425255	CLM	Sophia L Hunt	1997-11-18	—	8958267404	5141 Valley View Dr, Phoenix, AZ, 85027	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412173	CLM	Richard U Rios	1951-09-27	UHC-45393-72	—	1776 Hillcrest Rd, Tempe, AZ, 85273	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419903	CLM	Kathryn Robinson	1968-05-13	—	—	8157 Ridge Rd, Charlotte, NC, 28201	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 177 of 376Previous Next