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-421336	CLM	Ruth Moreno	1997-07-27	UHC-85063-05	—	8785 River Rd, Austin, TX, 78727	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407258	CLM	Lucia Butler	1997-12-24	UHC-64949-99	—	3810 River Rd, Denver, CO, 80210	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408363	CLM	Albert Herrera	1979-02-01	UHC-78925-85	—	5972 Baseline Rd, Charlotte, NC, 28221	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-404887	CLM	Jordan Ramirez	1995-11-26	UHC-27987-27	8045672997	1597 Harbor Blvd, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427979	CLM	Abigail Rios	1979-05-26	UHC-06532-92	7957894652	5815 Bayshore Dr, San Antonio, TX, 78296	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410772	CLM	Abigail Johnston	2002-06-09	UHC-13519-75	—	5319 Meadow Ln, Dallas, TX, 75235	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411316	CLM	Betty Rojas	1976-12-27	UHC-59588-79	2533774468	3322 Hillcrest Rd, Sacramento, CA, 95831	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-427737	CLM	Lucia Huughes	1939-07-22	UHC-07805-06	3725976654	3294 Lake View Rd, Atlanta, GA, 30345	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-403676	CLM	Gerald Ford	1951-09-22	UHC-48495-37	5188659389	6239 Oak St, Phoenix, AZ, 85053	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420797	CLM	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-420798	CLM	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-409595	CLM	Isabella Parker	1955-02-11	UHC-22975-41	—	3506 Grand Ave, Glendale, AZ, 85339	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400978	CLM	Camila Rogers	2004-02-15	—	8248373567	811 Hillcrest Rd, Miami, FL, 33103	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427958	CLM	Tersea Henry	1938-05-12	UHC-74516-29	—	1546 Hillcrest Rd # 168, San Antonio, TX, 78283	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414826	CLM	Lucia Smith	—	UHC-11040-64	—	2181 Forest Ave, Houston, TX, 77007	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-412218	CLM	Noah Walch	1978-12-12	UHC-89604-28	8893605124	4394 Pine Dr, Denver, CO, 80245	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-428917	CLM	Donald Cooper	1988-03-11	—	5756987106	4619 Central Ave, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427558	CLM	Beverly Gonzalez	1944-06-04	UHC-21342-60	—	8147 Jefferson Ave, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423121	CLM	Raymond J Turner	1999-09-09	UHC-94522-57	—	321 Grand Ave, Denver, CO	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420892	CLM	Benjamin Collins	2004-03-16	—	7277170303	1636 Apache Blvd, Tucson, AZ, 85757	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414572	CLM	Laura Ross	2006-09-14	—	—	6409 Camelback Rd, Scottsdale, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+2 more
CLM-432094	CLM	Deborah Q Murray	1968-11-04	—	6824204405	1166 Park Pl # 806, Las Vegas, NV, 89199	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-425258	CLM	Mariana Campbbell	2008-05-15	UHC-28563-63	7312895058	2470 Palm Dr, Minneapolis, MN, 55400	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422665	CLM	Sean I Watkins	1969-09-15	UHC-94342-84	—	9284 Ridge Rd, Seattle, WA, 98191	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408769	CLM	Shaw Vincent	1984-04-27	UHC-60140-35	7722673629	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-425008	CLM	Maason Bradley	1986-07-19	UHC-43681-03	—	2852 Apache Blvd, Minneapolis, MN, 55414	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-425628	CLM	Luis Green	1964-04-24	—	—	873 Indian School Rd, Fresno, CA, 93783	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409383	CLM	Anna S Carlson	1992-01-24	UHC-22854-38	—	2529 Sunset Blvd, Gilbert, AZ, 85252	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414622	CLM	Arthur Myers	1978-05-10	UHC-40907-37	—	3245 Indian School Rd, Jacksonville, FL	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-432297	CLM	Sara Wood	—	UHC-68954-87	7834411944	3466 Oak St, Austin, TX, 78722	0.64	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403601	CLM	Mary K Rogers	1943-04-11	UHC-81130-66	4768194588	3310 Washington St, Scottsdale, AZ, 85202	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401213	CLM	Lerry Delgado	1979-01-19	UHC-13396-91	—	1290 Cedar Ln, Denver, CO, 80222	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427268	CLM	Kyle Myers	1982-10-21	—	—	2974 Ridge Rd, Mesa, AZ, 85211	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-422115	CLM	Christian Ortega	1968-11-12	UHC-71636-16	—	2074 Forest Ave, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426287	CLM	Shirley U Crawford	1962-08-09	UHC-23349-84	—	9043 Jefferson Ave, Denver, CO, 80207	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425826	CLM	Ahmed Barnes	1943-05-04	—	—	1236 Spring St, Nashville, TN, 37264	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408096	CLM	Eugene Hughes	2008-02-10	—	—	2894 Camelback Rd Apt 19, Plano, TX, 75005	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432361	CLM	Amy Sanchez	1972-07-02	UHC-63205-92	—	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
CLM-401581	CLM	Arthur Austin	1977-04-03	UHC-81712-05	—	5085 Oak St # 313, Phoenix, AZ, 85044	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415523	CLM	Bruce Reynolds	1945-07-01	UHC-33418-96	3325831335	8688 Apache Blvd, Glendale, AZ, 85382	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427968	CLM	Ben Z Cunninghm	1961-09-18	—	—	5415 Mountain View Dr, Chandler, AZ, 85246	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-419476	CLM	Olivia Dunn	1956-09-23	—	2505111244	7987 Central Ave # 306, Columbus, OH, 43235	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-421611	CLM	Brandon Mason	1970-07-13	UHC-65028-12	6015278105	1350 Elm St, Scottsdale, AZ, 85279	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422937	CLM	Kathryn U Cooper	1979-09-21	UHC-84332-55	—	2370 Ridge Rd, Mesa, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416711	CLM	Amber Graene	1965-07-14	UHC-66959-32	—	5664 Market St, Glendale, AZ, 85302	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-429912	CLM	Joshua Castor	1977-01-11	—	7054916373	7336 Sunset Blvd Apt 31, Charlotte, NC, 28243	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418427	CLM	Katherine Wells	1960-06-09	UHC-87823-78	7545484572	2093 Hillcrest Rd, Gilbert, AZ, 85254	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-406050	CLM	John Delgado	1990-07-14	UHC-78053-81	6478350126	9808 Market St, Sacramento, CA, 95873	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419625	CLM	Donna Young	1959-04-09	UHC-09777-54	2052221233	9562 Grand Ave, Tampa, FL, 33640	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428060	CLM	Joyce Ramirez	1983-06-25	UHC-92711-12	—	5983 Park Pl, Orlando, FL, 32899	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more

18,771 rows, page 84 of 376Previous Next