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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425703	CLM	Kayla Willis	1944-09-11	UHC-95285-80	—	7871 Ridge Rd # 923, Tampa, FL, 33616	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-416612	CLM	Elijah Burke	2003-04-06	UHC-58551-91	—	7099 Elm St Apt 9, Glendale, AZ, 85360	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-400489	CLM	Michael Bery	1992-08-04	UHC-59279-12	—	7385 Canyon Rd, Orlando, FL, 32858	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-409588	CLM	Donald Vaquez	1960-05-26	—	—	1869 Mesa Dr, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
CLM-429453	CLM	Wayne Lucas	1983-03-12	UHC-83195-72	—	7615 Indian School Rd, Fresno, CA	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-404954	CLM	Stephen Peterson	1980-01-06	UHC-33520-06	8478960624	9687 Central Ave, Dallas, TX, 75221	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414018	CLM	Mariana R Snatiago	2006-11-22	UHC-36282-56	5317807023	4386 Jefferson Ave Apt 23, Tucson, AZ, 85737	0.48	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-426850	CLM	Kathryn Thompson	1988-02-25	UHC-66658-75	3849909239	9214 Forest Ave # 804, Minneapolis, MN, 55416	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-403618	CLM	Eugene Patel	1989-11-06	UHC-40110-14	—	7309 Spring St, Charlotte, NC, 28220	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-425173	CLM	Brenda Cruz	2006-05-16	UHC-82459-61	—	2625 Sunset Blvd, Plano, TX	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-423422	CLM	—Junk	1969-08-25	UHC-95875-47	—	5564 Central Ave, Minneapolis, MN	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-408014	CLM	Ana Ortega	1951-06-23	UHC-19282-90	—	2539 Palm Dr, Scottsdale, AZ, 85230	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-427134	CLM	Carolyn Sullivan	1992-02-06	UHC-26152-56	9034196631	695 Indian School Rd Apt 18, Tempe, AZ, 85280	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-420405	CLM	Sara Harvey	1984-02-18	UHC-26372-60	6245431462	8811 Church St, Denver, CO	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415453	CLM	Lawrence Richards	1964-11-21	UHC-84652-73	—	6040 Main St, Columbus, OH, 43236	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-400543	CLM	Bryan Valdez	1986-09-17	—	5189839214	5624 Canyon Rd, Columbus, OH, 43273	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428426	CLM	Rachel CJunk	1961-03-10	—	—	1832 Grand Ave, Seattle, WA, 98154	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-428427	CLM	Rachel CJunk	1961-03-10	—	—	1832 Grand Ave, Seattle, WA, 98154	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-429938	CLM	Lauren I Johnson	1991-06-20	UHC-39409-51	—	1441 Central Ave Apt 3, Tempe, AZ, 85200	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-416437	CLM	Anna F Baker	1944-10-27	UHC-10154-58	7227887847	3705 Palm Dr, Chandler, AZ, 85289	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430558	CLM	Valentina Johston	1981-12-19	—	4665431792	8285 Apache Blvd, Dallas, TX, 75245	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419012	CLM	George Washington	1982-02-08	UHC-44790-08	—	3555 Grand Ave Apt 12, Miami, FL, 33122	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
CLM-411515	CLM	Carl McCoy	2008-07-20	—	4023918125	9103 Palm Dr, Tampa, FL, 33697	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414052	CLM	Isabella Z Watkins	1967-06-02	UHC-63631-99	—	1407 Ocean Ave # 261, Mesa, AZ, 85223	0.48	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+4 more
CLM-430059	CLM	Christine Phillips	1989-02-18	UHC-86842-73	—	3969 Hillcrest Rd # 129, Gilbert, AZ, 85291	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-430051	CLM	Gary Chapman	1981-02-12	—	—	8674 Lake View Rd, San Diego, CA, 92145	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-409043	CLM	Logan Hart	2000-06-10	UHC-52400-48	6157647073	9697 Sage Ct, Sacramento, CA, 95822	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-422737	CLM	Terry A Turner	1971-11-01	UHC-21752-21	2737798336	1967 Valley View Dr, Houston, TX	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407468	CLM	Christian Reynoolds	1969-04-15	—	—	836 Bayshore Dr, Plano, TX, 75001	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-430179	CLM	Carolyn I Li	1943-09-13	UHC-24165-93	5094447690	2737 Lake View Rd, Minneapolis, MN	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-402892	CLM	Grace Hawkins	1938-07-27	UHC-70840-06	5889732840	1559 Willow Ct, Fresno, CA, 93701	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-411371	CLM	Olivia J Padilla	1995-03-16	UHC-81861-12	6108492831	8451 Camelback Rd, Austin, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-431050	CLM	Lawrence E Hansen	1988-02-04	—	—	2358 Meadow Ln Apt 21, Miami, FL, 33103	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-414633	CLM	Kelly Kim	1957-09-20	—	9427566630	7517 Main St, Seattle, WA, 98168	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430090	CLM	Walter Burns	—	—	—	739 Valley View Dr, Seattle, WA, 98183	0.48	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
CLM-418900	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-418901	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-417823	CLM	Larry Lynhc	1992-07-16	—	9819921687	4992 Valley View Dr, San Antonio, TX, 78275	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-403540	CLM	Gregory Elliott	1961-08-16	UHC-34661-18	—	1131 Central Ave Apt 20, Atlanta, GA, 30332	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-419912	CLM	Linda Wagner	1994-05-17	UHC-79792-87	3179276389	4845 Hillcrest Rd, San Diego, CA, 92136	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430953	CLM	Randy Valdez	1956-02-15	UHC-86863-81	—	1385 Ocean Ave, Columbus, OH, 43289	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-418123	CLM	Donald Sullivan	1972-02-12	UHC-55880-26	8174248036	9412 Main St, Fresno, CA, 93709	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-413332	CLM	Douglas Henderson	1997-01-10	UHC-07476-51	7709386490	1129 Market St, Eden Prairie, MN, 55365	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411438	CLM	Brenda Tran	1994-10-17	UHC-06212-91	—	9506 Lake View Rd, Tucson, AZ, 85739	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-401008	CLM	Jese Carr	1978-10-15	—	8819116704	6123 Willow Ct, Gilbert, AZ	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400529	CLM	Dorothy Hill	1999-08-03	UHC-52013-53	2707688647	7095 Elm St, Orlando, FL, 32863	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411351	CLM	Gerald Bowman	1991-02-02	—	—	8942 Desert Sky Blvd, Glendale, AZ, 85372	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-426624	CLM	Diana Hunt	1949-07-28	UHC-91212-74	—	5404 Hillcrest Rd, Jacksonville, FL, 32207	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430447	CLM	Arthur X Hell	—	UHC-60721-03	9268253521	8579 Camelback Rd, Chandler, AZ, 85245	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-415564	CLM	Lori Roberts	—	UHC-78605-17	—	9741 Canyon Rd, Houston, TX, 77071	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more

5,235 rows, page 7 of 105Previous Next