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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428247	CLM	Beverly Kennedy	1943-05-06	UHC-48471-80	6014045500	2465 Pine Dr, Houston, TX, 77054	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415926	CLM	Ronald Lee	1941-06-28	UHC-48449-29	—	7618 Desert Sky Blvd, Seattle, WA, 98131	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414096	CLM	Debra Elliott	1959-08-05	UHC-29655-41	—	5362 Park Pl, Nashville, TN, 37210	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402995	CLM	Natalie Banks	1985-05-18	UHC-06375-15	4805542343	4380 Pine Dr, Austin, TX, 78789	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420604	CLM	Billy Wong	1989-02-21	—	7366585740	5293 Ridge Rd, Plano, TX, 75096	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406726	CLM	Sarah James	1984-12-20	—	—	3221 Spring St, Atlanta, GA, 30381	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-400980	CLM	Bradley Stewart	1968-02-12	UHC-82552-49	—	1693 Indian School Rd, Minneapolis, MN, 55479	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407314	CLM	Dorothy Medina	1967-10-19	UHC-55197-73	9407334986	1837 Pine Dr, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418721	CLM	Rlaph Bell	1976-11-03	UHC-11833-22	—	8457 Apache Blvd, Tempe, AZ, 85201	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425680	CLM	Janet Mejia	2000-12-10	—	—	2450 Camelback Rd, Phoenix, AZ, 85012	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414732	CLM	Albert Marquez	2003-09-12	UHC-18573-78	—	9035 Pine Dr, Fresno, CA, 93765	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405628	CLM	Jeremy Henry	2005-08-01	—	6309822037	5034 Main St, Charlotte, NC, 28222	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419585	CLM	Paul Montgmery	1971-08-23	UHC-33633-18	9275616628	9334 Oak St, Phoenix, AZ, 85024	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428121	CLM	Sophia Rojas	1999-11-18	UHC-12553-08	—	4947 Mesa Dr, Nashville, TN, 37299	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-422941	CLM	Arthur Peterson	1953-09-02	UHC-63949-28	5786154081	4424 Central Ave, San Antonio, TX, 78276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405701	CLM	Amanda Washington	1998-05-28	—	—	8825 Elm St, Gilbert, AZ, 85274	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-431895	CLM	Melissa Medina	1972-12-23	UHC-00300-86	—	670 Sage Ct, Glendale, AZ, 85359	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-415735	CLM	Brian Wells	2001-07-16	—	—	7743 Market St, Tampa, FL, 33694	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432228	CLM	Wayne Contreras	1939-08-03	—	9265272504	8608 Hillcrest Rd, Charlotte, NC, 28217	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-404759	CLM	Nancy Elliott	2004-10-04	UHC-74232-48	—	4488 Washington St, Houston, TX, 77051	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412841	CLM	Ethan Johnson	2007-03-24	UHC-83697-77	—	306 Maple Ave, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411644	CLM	Adam Alvarado	1941-02-23	—	5938996010	1044 Main St, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406291	CLM	Nathan W Powell	1989-03-17	—	4416767283	683 Willow Ct, Seattle, WA, 98177	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429930	CLM	Michelle Oliver	1978-02-16	UHC-82552-09	4003361707	8192 Indian School Rd, Sacramento, CA, 95899	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412819	CLM	Hiroshi Harvey	1985-11-11	UHC-85614-59	5002212954	2083 Park Pl # 539, Jacksonville, FL, 32289	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414963	CLM	Lucia Vega	2006-09-16	—	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414962	CLM	Lucia Vega	2006-09-16	—	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407785	CLM	Victoria C Fox	1985-02-11	UHC-83918-84	—	6276 Oak St, Tampa, FL, 33668	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-430310	CLM	Brian Burke	2003-06-24	UHC-91013-14	9425866095	4636 Union St, Fresno, CA, 93767	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404484	CLM	Henry Anedrson	1953-11-06	—	—	5226 Washington St, Charlotte, NC, 28246	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400134	CLM	Paul Russell	1988-05-04	UHC-55726-01	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417030	CLM	Patrick Patel	1985-10-17	UHC-39683-22	—	2331 Apache Blvd, Houston, TX, 77099	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430007	CLM	Jacqueline Hanesn	1998-02-28	UHC-97637-81	—	7272 Forest Ave, Minneapolis, MN, 55437	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400614	CLM	Jacqueline Lawrence	2008-06-11	UHC-77929-71	—	8326 Desert Sky Blvd, Eden Prairie, MN, 55300	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403416	CLM	Jessica Bennett	1957-09-24	UHC-12177-94	—	41 Indian School Rd, Mesa, AZ, 85227	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-418415	CLM	Ryan Hunter	1966-10-05	UHC-48235-63	—	7479 Forest Ave, Charlotte, NC, 28209	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405411	CLM	Diego Bradley	1981-06-15	UHC-63626-44	—	6733 River Rd # 668, Tempe, AZ, 85259	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426544	CLM	Maria P King	1975-10-01	UHC-23433-66	3859989233	3684 Oak St, Tampa, FL, 33630	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424116	CLM	Frank Lawrence	1992-06-14	—	2344122544	4496 River Rd, Tucson, AZ, 85735	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-418124	CLM	Donald Sullivan	—	—	—	9412 Main St, Fresno, CA, 93709	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-407714	CLM	Amy O Elliott	1950-07-18	—	4656105196	7041 Elm St, Phoenix, AZ, 85070	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420679	CLM	Debbie Davis	1953-07-11	—	5963862981	9882 Valley View Dr, Austin, TX, 78745	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429484	CLM	Stephen Z King	1969-01-20	UHC-15796-58	—	5493 Meadow Ln, Los Angeles, CA, 90019	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424891	CLM	Brandon N Smith	1958-10-14	UHC-72514-77	—	1746 Bayshore Dr, Dallas, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-406936	CLM	Hannah Alvarado	2001-11-22	—	—	1224 Mountain View Dr, Plano, TX, 75096	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416304	CLM	Anna Reiid	1965-12-01	UHC-32350-43	—	6762 Spring St, Fresno, CA, 93744	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404062	CLM	Judith Myers	1946-09-27	UHC-57361-78	5363832327	7974 Ocean Ave, Austin, TX, 78758	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405852	CLM	Kelly Aguilar	1938-11-04	UHC-52255-77	—	5312 Ridge Rd # 126, San Antonio, TX, 78246	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426858	CLM	Sofia Q Ramos	1993-10-13	—	5789974934	273 Church St, Tucson, AZ, 85740	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416063	CLM	Donald Matthews	1995-02-05	UHC-95205-05	—	1183 Grand Ave, Eden Prairie, MN, 55352	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

16,411 rows, page 125 of 329Previous Next