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-429521	CLM	Walker Alexander	—	UHC-93561-04	4286287492	545 Desert Sky Blvd, Gilbert, AZ, 85214	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-420282	CLM	Maria Cox	1940-09-01	UHC-85402-44	8355198846	49 Highland Ave, Plano, TX, 75044	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416954	CLM	Olivia Padilla	2001-03-03	UHC-79554-60	—	847 Market St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427190	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	6723806149	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426047	CLM	Kathryn Gray	1969-12-14	UHC-34431-13	—	6391 Camelback Rd, Scottsdale, AZ, 85213	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424892	CLM	Cheryl Thomas	2004-07-05	UHC-65987-55	3458542994	8717 Ridge Rd, Houston, TX, 77047	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-412401	CLM	Pamela West	1961-07-26	—	—	2946 Sage Ct, Austin, TX, 78794	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430488	CLM	Sarah K Sanchez	1943-03-13	—	—	7645 Sage Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417489	CLM	Gloria Nelson	1954-09-08	UHC-36758-70	—	8017 Main St, Nashville, TN, 37206	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-413107	CLM	Henry X Hanson	—	UHC-69978-70	—	8735 Bayshore Dr, Houston, TX, 77067	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-414952	CLM	Kathryn T Gonzalez	1988-08-13	UHC-91606-76	—	4472 Main St, Minneapolis, MN, 55483	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-410422	CLM	Ethan Grant	1983-09-09	—	—	9820 Highland Ave, Austin, TX, 78753	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412123	CLM	Jeffreey G Gonzalez	1980-02-24	UHC-50032-35	4225263923	4581 Meadow Ln, Austin, TX, 78744	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413201	CLM	Jacqueline Little	1987-12-24	UHC-07892-65	—	8051 Camelback Rd, Eden Prairie, MN, 55303	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-411205	CLM	Helen S Robinson	1996-03-10	UHC-80098-32	—	1332 Hillcrest Rd, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412274	CLM	James E Watkins	1998-10-19	—	5792920257	4317 Union St, Tucson, AZ, 85701	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413837	CLM	Dylan Rivera	1988-12-22	UHC-21374-40	3528639705	2045 Meadow Ln, Glendale, AZ, 85349	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407197	CLM	Brandon Murpphy	—	UHC-35997-95	8619763609	5643 Valley View Dr, Houston, TX, 77069	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-416211	CLM	Theresa Hawkins	2007-04-19	UHC-64409-76	4592437844	9763 Central Ave, Austin, TX, 78741	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
CLM-401690	CLM	Dorothy Jacobs	1942-02-04	UHC-33416-55	4322011656	2626 River Rd, Fresno, CA, 93771	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421576	CLM	Michael Hanson	1983-07-01	UHC-75772-33	2112705171	3342 Sage Ct, Fresno, CA, 93738	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-402980	CLM	Wei M Grza	1952-02-20	UHC-23414-25	7353309946	5913 Meadow Ln, Houston, TX, 77035	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408186	CLM	Jen M Hernandez	1993-04-16	UHC-59220-89	—	2179 Pine Dr, Los Angeles, CA, 90073	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419923	CLM	Ruth Stone	1994-03-21	UHC-84684-47	7103409532	8778 Sunset Blvd Apt 28, Nashville, TN, 37266	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415008	CLM	Wilson Brenda	1972-01-28	UHC-84051-84	7495889994	3725 Central Ave, Tampa, FL, 33644	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402552	CLM	Sara P Riley	1968-11-24	—	5604707904	2720 Forest Ave, Tucson, AZ, 85743	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404047	CLM	Alan M Diaz	1979-12-10	UHC-23825-89	—	9173 Sunset Blvd, Las Vegas, NV, 89110	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432301	CLM	John Gutierrez	1954-03-15	UHC-13252-62	—	470 Ridge Rd, Austin, TX, 78748	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-414327	CLM	Theresa Mills	2000-03-14	—	5065559050	2359 Market St, Tucson, AZ, 85714	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428143	CLM	Mei Tran	1998-11-01	UHC-37090-48	4997853600	9864 Hillcrest Rd, Columbus, OH, 43263	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428144	CLM	Mei Tran	1998-11-01	UHC-37090-48	4997853600	9864 Hillcrest Rd, Columbus, OH, 43263	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408963	CLM	Gerald Sanders	1971-07-11	—	7664726420	4583 Palm Dr, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424688	CLM	George Wright	1952-09-05	UHC-78782-59	9305899624	7428 Spring St, Houston, TX, 77069	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408211	CLM	Michael Wallace	1939-08-27	—	—	1586 Cedar Ln, Los Angeles, CA, 90049	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414178	CLM	Elizabeth Howard	2001-12-10	—	—	6188 Church St, San Antonio, TX, 78214	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426096	CLM	Danielle Schultz	1941-07-01	UHC-73966-94	9595906871	7494 Union St, Eden Prairie, MN, 55302	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402454	CLM	Miller Kellly	—	UHC-25101-70	7846563919	8861 Sage Ct, Plano, TX, 75073	0.64	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+2 more
CLM-420374	CLM	Natalie Fields	1991-03-02	UHC-40274-76	9393577098	8410 Desert Sky Blvd, Tucson, AZ, 85720	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413041	CLM	Jeremy Snyder	1988-04-05	—	4686701391	106 Washington St, Denver, CO, 80272	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-415974	CLM	Chritina Bishop	1975-04-27	—	—	2857 Bayshore Dr, Phoenix, AZ, 85009	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425872	CLM	Austin V Evans	1974-06-26	UHC-08309-61	—	6408 Camelback Rd # 987, Houston, TX, 77068	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411704	CLM	Henry Zachary	1967-10-27	—	5606421092	4745 Palm Dr, Glendale, AZ, 85331	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419058	CLM	Roger Palmer	1996-09-07	UHC-52177-19	2142386276	8924 Sage Ct, Nashville, TN, 37251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428398	CLM	Heather Castillo	1970-03-18	—	—	6411 Main St, Scottsdale, AZ, 85255	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403820	CLM	Miller F Gerald	1983-04-03	UHC-84890-95	8506331760	3450 Maple Ave, Denver, CO, 80218	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429991	CLM	Arthur Nichols	1942-09-26	UHC-48023-89	9557925499	1576 Mountain View Dr # 863, Columbus, OH, 43208	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411728	CLM	Alice Freeman	1968-04-04	UHC-80293-63	8738938397	6953 Pine Dr, Fresno, CA, 93789	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413443	CLM	Helen Luna	1977-05-07	—	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-418513	CLM	Bruce Jones	1974-06-19	UHC-24551-84	4538808599	6757 Church St Apt 23, Gilbert, AZ, 85254	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418067	CLM	Douglas E Collins	1941-10-14	UHC-00437-78	—	446 Baseline Rd, Tempe, AZ, 85211	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

16,411 rows, page 116 of 329Previous Next