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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409382	CLM	Anna Carlson	1992-01-24	—	6602947481	2529 Sunset Blvd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401118	CLM	Patricia Hamilton	1979-09-02	UHC-61712-73	—	2061 Pine Dr, Nashville, TN, 37286	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419692	CLM	Jeremy Hunter	—	—	3078642965	6322 Market St, Charlotte, NC, 28248	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420172	CLM	JoseJunk	2001-01-14	UHC-54396-76	—	238 Harbor Blvd, Columbus, OH, 43256	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416259	CLM	Beverly Sanchez	1980-11-10	UHC-76900-91	—	5540 Mesa Dr, Jacksonville, FL, 32221	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-403800	CLM	Frances E Jacobs	1986-09-08	—	—	9439 Baseline Rd, Atlanta, GA, 30373	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420157	CLM	Ashley F Stephens	1972-08-09	UHC-84789-16	3603391028	6868 Lake View Rd, Chandler, AZ, 85214	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-431885	CLM	Russell Harris	1995-03-11	UHC-43669-93	—	6007 Bayshore Dr, Columbus, OH, 43286	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429904	CLM	Janice Prk	1971-10-21	UHC-86194-21	7485512400	7404 Meadow Ln, Eden Prairie, MN, 55363	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416568	CLM	Stephanie Lane	—	UHC-25162-84	4474942332	7072 Baseline Rd, Atlanta, GA, 30315	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407604	CLM	Sarah Delgado	1978-12-28	UHC-09654-90	—	3922 Maple Ave, Seattle, WA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423146	CLM	Bobby Adams	1972-01-12	UHC-70130-54	—	8522 Spring St, Plano, TX, 75070	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408327	CLM	Abigail T Pyne	2008-05-01	UHC-49968-61	6737925814	2812 Sage Ct, Nashville, TN, 37287	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401569	CLM	Hannah Coleman	1957-12-14	UHC-98061-34	—	295 Desert Sky Blvd, Minneapolis, MN, 55409	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431703	CLM	Samuel Gardner	1940-08-26	UHC-71837-12	9444388288	5394 Meadow Ln # 550, Gilbert, AZ, 85208	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-425326	CLM	Cynthia Moore	1943-06-06	UHC-70365-62	—	88 Church St, Los Angeles, CA, 90028	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408115	CLM	Alvarez Tyler	1966-04-13	UHC-06222-12	—	9548 Mountain View Dr, Mesa, AZ, 85242	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403475	CLM	Pierce Kathryn	1939-02-21	—	5335257449	9528 Washington St, Tampa, FL, 33628	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422519	CLM	Helen Williams	1978-04-25	UHC-69324-22	3814271921	1803 Bayshore Dr, San Antonio, TX	0.62	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
CLM-417458	CLM	Isabella Gutierrez	1951-12-15	UHC-20838-77	—	4325 Elm St, Fresno, CA, 93790	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426481	CLM	Teresa Elliott	1939-11-27	—	—	621 Grand Ave, Gilbert, AZ, 85259	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426949	CLM	Karen Powell	1988-04-09	—	9648633370	9084 Highland Ave, Columbus, OH, 43275	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425827	CLM	Christina Schmidt	1996-06-17	UHC-77684-45	9199326338	113 Highland Ave, Mesa, AZ	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-424829	CLM	Jose Patterson	1982-09-22	—	8496550950	9395 Sunset Blvd # 277, Houston, TX, 77066	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415090	CLM	Daniel K Reid	1939-01-23	UHC-18514-12	—	8395 Camelback Rd, Columbus, OH, 43209	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418161	CLM	Joseph Wong	1958-03-21	—	—	3089 Lake View Rd Apt 23, Scottsdale, AZ, 85258	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-400376	CLM	Glorria Woods	1998-09-16	UHC-12398-94	—	6142 Jefferson Ave, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412007	CLM	Julia Cook	1977-05-13	—	—	9050 Highland Ave, Scottsdale, AZ, 85217	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416145	CLM	Jonathan Burke	1984-10-02	UHC-30312-35	—	4277 Washington St # 967, Denver, CO, 80209	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-411262	CLM	Adam Bailey	1993-04-26	—	5936105188	8267 Sage Ct, Fresno, CA, 93726	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-415155	CLM	Amber Burke	1994-03-09	UHC-16041-55	8909274970	8073 Sunset Blvd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-403409	CLM	Virginia D Nelson	1942-06-13	UHC-91099-88	3379033483	5994 Ridge Rd, Tempe, AZ, 85283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402932	CLM	Sarah Reed	1980-11-17	—	4288826213	6096 Hillcrest Rd Apt 32, Tempe, AZ, 85242	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-426921	CLM	Theresa Washington	1957-04-11	UHC-57051-33	9374368834	3875 Washington St, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-427249	CLM	Joshua Rose	1961-09-22	—	7095299155	7769 Ridge Rd, Minneapolis, MN, 55456	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402886	CLM	Mark V Cloe	1958-09-01	—	—	9515 Sunset Blvd, Nashville, TN, 37286	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-414706	CLM	Sophia Perez	1948-12-19	UHC-65778-87	4452787432	2043 Forest Ave, Sacramento, CA, 95833	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403814	CLM	Jesse Y Alvarez	1939-04-07	—	6416446781	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407806	CLM	Brandon Bryant	1995-01-07	UHC-65094-90	—	7968 Central Ave, Tampa, FL, 33648	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-410585	CLM	Denise Hawkins	2001-05-23	UHC-13378-62	—	1088 Washington St, Charlotte, NC, 28256	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-411637	CLM	Susan E Coleman	1952-10-13	UHC-57625-86	3484770801	355 Mountain View Dr, Tempe, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401011	CLM	Justin Weber	1948-06-28	UHC-21843-63	8607039790	9726 Palm Dr, Miami, FL, 33131	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401661	CLM	Christina Sandoval	1983-12-28	—	6713807910	257 Meadow Ln, Fresno, CA, 93762	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413683	CLM	Daniel Myers	2000-04-01	UHC-98359-04	—	3748 Canyon Rd, Tempe, AZ, 85248	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412652	CLM	Evelyn I Stewart	1997-03-04	UHC-37643-23	—	8320 Union St, Atlanta, GA, 30332	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-421132	CLM	Hannah Hoffman	1951-10-12	UHC-41519-61	6418214518	2300 Elm St Apt 40, Orlando, FL, 32879	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409707	CLM	Joshua Smith	1948-04-04	UHC-43885-01	—	7868 Bayshore Dr, Jacksonville, FL, 32266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421090	CLM	Davd Butler	2004-12-28	—	—	2061 Lake View Rd, Mesa, AZ, 85277	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432169	CLM	Logan Morrison	1992-11-08	UHC-83355-82	8263121989	7541 Canyon Rd, Phoenix, AZ, 85043	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429942	CLM	Patrick Sanders	2005-09-06	UHC-58486-46	3583540598	4835 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

30,862 rows, page 71 of 618Previous Next