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-420178	CLM	Donald B Vazquez	1967-07-25	UHC-46967-70	8135808579	3799 Indian School Rd # 240, Miami, FL, 33155	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
CLM-412581	CLM	Shirley Sanchez	1948-12-12	UHC-11667-88	—	5839 Apache Blvd, Fresno, CA, 93740	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425461	CLM	Willie Sulllivan	2005-02-28	UHC-03086-90	—	5956 Central Ave, Las Vegas, NV	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-425460	CLM	Willie Sulllivan	2005-02-28	UHC-03086-90	—	5956 Central Ave, Las Vegas, NV	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-429295	CLM	Valentina Singh	1955-11-26	—	—	4496 Union St, Dallas, TX, 75295	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414411	CLM	Walter Andrews	1962-06-20	UHC-25990-64	9725950422	7531 Ocean Ave Apt 34, Phoenix, AZ, 85084	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418444	CLM	Priya Reyes	1960-06-21	—	—	8136 Ridge Rd, Houston, TX, 77058	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-403173	CLM	Stephanie Oliver	1978-02-19	—	8315591211	2679 Elm St, Jacksonville, FL	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-425371	CLM	Linda H Willis	1996-05-06	UHC-42566-34	—	4422 Union St, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407640	CLM	Kevin Webb	1955-11-24	UHC-94348-70	3485577485	9305 Grand Ave, Atlanta, GA, 30375	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407430	CLM	Cynthia Ward	—	UHC-59138-15	—	3700 Hillcrest Rd, Charlotte, NC, 28226	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-412145	CLM	Doris Guerrero	1951-01-14	UHC-32145-61	2233136814	1029 Spring St, Las Vegas, NV, 89147	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425468	CLM	Robert O Bradley	1991-11-22	UHC-05439-11	5582033873	—	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-407024	CLM	Yuki Larson	2005-01-18	—	—	4111 Camelback Rd, Atlanta, GA, 30376	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
CLM-426836	CLM	Joe Bishop	1967-10-04	UHC-26419-88	6258259436	9338 Apache Blvd, Jacksonville, FL, 32226	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-416290	CLM	Willie Li	1990-06-18	UHC-81208-23	—	8736 Jefferson Ave, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-423281	CLM	Douglas Jimenez	1983-08-06	UHC-00025-43	5093666651	9405 Ridge Rd, Atlanta, GA, 30336	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428106	CLM	Bruce Harvey	2004-03-21	UHC-68683-37	—	9486 Indian School Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425407	CLM	Kelly Herrera	1953-01-10	—	—	2612 Canyon Rd Apt 30, Austin, TX, 78750	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419984	CLM	Wei B Ross	1978-06-09	UHC-75468-32	2119023586	5290 Oak St, Seattle, WA, 98109	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430579	CLM	Matthew Long	1990-05-18	UHC-59379-93	—	5571 Meadow Ln, Glendale, AZ, 85358	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-430578	CLM	Matthew Long	1990-05-18	UHC-59379-93	—	5571 Meadow Ln, Glendale, AZ, 85358	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-405656	CLM	Victoria Evans	1994-03-26	UHC-19050-62	2118074133	9661 Forest Ave, Houston, TX, 77068	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400697	CLM	Yuki Nichols	2006-11-24	—	—	2072 Lincoln Way, Denver, CO, 80237	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405414	CLM	Palu Warren	1950-04-14	UHC-35312-33	9062278708	8163 Hillcrest Rd Apt 38, Columbus, OH, 43253	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-413353	CLM	SarahJunk	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.64	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+2 more
CLM-420841	CLM	Heather Peterson	1980-07-21	UHC-87939-62	2239249434	7025 Bayshore Dr, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425432	CLM	Larry Mendoa	1992-09-08	—	9434462190	2548 Willow Ct # 883, Orlando, FL, 32809	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415874	CLM	Judy Williams	1979-09-06	—	—	1930 Apache Blvd, Tampa, FL, 33683	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410704	CLM	Sarha Bowman	1983-04-27	UHC-65972-52	3436679817	3180 Apache Blvd, Los Angeles, CA, 90041	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-429974	CLM	Helen Ellis	1965-08-01	UHC-88505-77	—	7967 Church St, Eden Prairie, MN, 55306	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-401522	CLM	Denise Peters	1980-10-22	—	8414694491	9572 Mesa Dr, San Antonio, TX, 78291	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424271	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St, Atlanta, GA, 30356	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-415236	CLM	Jacqueline Hansen	1978-12-04	—	6756564710	9569 Desert Sky Blvd, Nashville, TN, 37294	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408732	CLM	Kathleen Harris	1996-05-02	UHC-29359-29	5332526689	7651 Ocean Ave, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420515	CLM	Jim Wright	1993-08-27	UHC-88515-11	—	8840 Cedar Ln Apt 33, Columbus, OH, 43225	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-430117	CLM	Juan Alexander	1989-04-28	UHC-51910-62	—	9353 Main St Apt 13, Plano, TX, 75061	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400021	CLM	Timothy Lae	1980-03-16	UHC-70224-52	—	2915 Mountain View Dr, Miami, FL, 33157	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422904	CLM	Eugene Adams	1963-11-13	—	8104642990	2728 Desert Sky Blvd, San Antonio, TX, 78297	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417310	CLM	Linda Gray	1944-09-06	UHC-13908-56	—	8805 Ridge Rd, Houston, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-424007	CLM	Brenda Patterson	2003-09-07	UHC-55114-04	2319647720	6271 Willow Ct Apt 36, Dallas, TX, 75248	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403479	CLM	Sam Evans	2003-06-19	—	—	4995 Maple Ave, Phoenix, AZ, 85021	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411363	CLM	Bradley Meyer	1978-02-03	UHC-39806-76	—	2160 Central Ave, Jacksonville, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-419400	CLM	Tyler J Peters	1952-03-28	—	—	3062 Main St, Fresno, CA, 93743	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400569	CLM	Stephanie Campbell	1960-03-15	UHC-45143-38	3997886790	8660 Central Ave, Atlanta, GA, 30368	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403370	CLM	Jerry Franklin	1983-12-02	UHC-03734-38	—	4905 Mountain View Dr, Columbus, OH, 43202	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-423173	CLM	Kenneth James	1941-08-01	UHC-79845-73	9755603423	2485 Baseline Rd, Gilbert, AZ, 85229	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-403369	CLM	Robert Ford	1980-01-19	UHC-14799-77	—	1726 Harbor Blvd, Tucson, AZ, 85737	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410306	CLM	Lawrence Hicks	1954-03-16	UHC-52129-95	—	1518 Canyon Rd, Eden Prairie, MN, 55323	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428925	CLM	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more

18,771 rows, page 81 of 376Previous Next