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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418677	CLM	Yuki H Hanson	—	UHC-02203-04	—	6392 Bayshore Dr, Fresno, CA, 93749	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-403125	CLM	Nick Carter	1938-12-23	—	—	8213 Apache Blvd, Orlando, FL, 32843	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416680	CLM	Dorothy Wagner	1999-11-07	—	—	1607 Forest Ave # 398, Tucson, AZ, 85733	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-402032	CLM	George Lawrence	2008-06-13	UHC-88302-44	—	3807 Market St, Denver, CO, 80287	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-426695	CLM	Billy Lopez	1940-09-21	UHC-11120-88	—	6638 Highland Ave, Columbus, OH	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407886	CLM	Alice Hayes	2000-06-23	UHC-80765-96	—	8618 Washington St, San Diego, CA, 92129	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428301	CLM	Albert Hawkins	2000-08-08	UHC-89653-70	6843975202	6537 Mesa Dr, Dallas, TX, 75254	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400622	CLM	Diane Hart	2008-02-04	UHC-90073-96	—	7848 Ridge Rd, Miami, FL, 33159	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424982	CLM	Olivia King	1954-02-21	UHC-33741-51	—	6000 Cedar Ln # 653, Scottsdale, AZ, 85281	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-407532	CLM	Roger White	1948-08-05	UHC-38078-45	3374570252	1413 Meadow Ln, Miami, FL, 33135	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430042	CLM	Blly Medina	1980-05-23	UHC-03106-77	—	2742 Church St # 462, Jacksonville, FL, 32293	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424999	CLM	Glooria Contreras	1961-05-03	UHC-42648-27	—	3733 Valley View Dr, Seattle, WA, 98156	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425715	CLM	Teresa H Fishher	1959-04-26	UHC-20504-81	5357686308	5150 Main St, Scottsdale, AZ, 85299	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-405616	CLM	Lauren Q Hawkins	1983-10-25	UHC-71458-08	—	6596 Elm St, Denver, CO, 80298	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-414834	CLM	Mary Clark	2004-05-11	UHC-63821-24	3718954354	343 Broadway, Los Angeles, CA, 90035	0.66	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-409577	CLM	Kathryn Guzman	1939-11-14	—	3979915488	200 River Rd, Scottsdale, AZ, 85260	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-410788	CLM	Deborah McDonald	—	—	—	—	0.66	Name re-cased Date of birth missing Gender normalised Plan code upper-cased+1 more
CLM-423232	CLM	Virginia Barnes	2007-04-02	UHC-21509-56	3827817215	6404 Sage Ct, Atlanta, GA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
CLM-400159	CLM	Scott Ortega	1964-08-05	UHC-63453-39	—	7581 Ocean Ave, Tempe, AZ, 85295	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-424842	CLM	John Bll	1957-01-01	UHC-95187-29	—	8461 Union St, Los Angeles, CA, 90040	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423944	CLM	Michelle Martin	1980-04-09	UHC-00811-86	—	4748 Central Ave, Jacksonville, FL, 32263	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416185	CLM	Laura F Little	1991-07-09	UHC-22772-24	—	5722 Grand Ave # 516, Las Vegas, NV, 89146	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416143	CLM	Evelyn Elliott	1949-01-12	—	—	5279 Pine Dr # 498, Houston, TX, 77046	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-423996	CLM	Karen N Harrison	1987-01-26	UHC-86250-15	—	—	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
CLM-420520	CLM	Judith Ford	1949-12-12	UHC-34094-33	—	4967 Cedar Ln, Chandler, AZ, 85263	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-408060	CLM	Sam Wheeler	1959-09-23	UHC-12175-52	—	9508 Ridge Rd, Fresno, CA, 93758	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-422194	CLM	Luis Freeman	1990-03-27	UHC-20455-14	—	3146 Canyon Rd, Gilbert, AZ, 85274	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411629	CLM	Helen West	1958-11-03	—	—	6857 Union St, Miami, FL, 33190	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414421	CLM	Carl C Mitchell	1939-12-08	—	—	1902 Mesa Dr, Minneapolis, MN, 55408	0.66	Name re-cased Phone missing area code City re-cased Gender normalised+1 more
CLM-410108	CLM	Cheryl Garza	1964-08-05	UHC-54815-28	—	561 Jefferson Ave, San Diego, CA, 92167	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402026	CLM	Denise Johnston	2008-03-09	UHC-49425-51	—	6538 Palm Dr, Gilbert, AZ, 85210	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411910	CLM	Roy K Vargas	1995-02-27	—	—	8851 Maple Ave, Los Angeles, CA, 90066	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-407855	CLM	Russell Little	1952-07-01	UHC-66311-10	—	9059 Indian School Rd Apt 1, Mesa, AZ, 85210	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-404455	CLM	Larry F Martin	2001-01-13	UHC-92470-78	8743453111	4620 Valley View Dr, San Antonio, TX, 78256	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-411925	CLM	Zachary Knight	1959-07-23	UHC-03561-97	—	6436 Grand Ave, Charlotte, NC, 28290	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408523	CLM	Julia Z Castro	1940-09-04	UHC-69783-77	—	1770 Pine Dr # 439, Sacramento, CA, 95842	0.66	Name re-cased SSN last four extracted Unit split from street Whitespace trimmed+1 more
CLM-406399	CLM	Andrea Stone	1993-07-09	UHC-78915-54	—	3159 Jefferson Ave, Eden Prairie, MN, 55338	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413707	CLM	Santiago Moure	1963-11-19	—	—	3960 Spring St, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420896	CLM	Deniel Hernandez	1951-02-04	UHC-42476-16	—	2788 Ocean Ave, Minneapolis, MN, 55423	0.66	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+1 more
CLM-404084	CLM	Jacqueline Black	—	UHC-52048-14	7868549331	3673 Apache Blvd, Tucson, AZ, 85721	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-425056	CLM	Nicholas S Arnold	1980-06-27	UHC-28133-87	—	9623 Forest Ave, Chandler, AZ, 85259	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-413140	CLM	Johnny S Gomez	1972-08-27	UHC-33926-12	—	8803 Pine Dr, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-406575	CLM	Justin G Cooper	—	—	2288619677	7406 Spring St, Miami, FL, 33143	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-409353	CLM	Janet Cole	1950-04-16	UHC-14286-74	—	9793 Desert Sky Blvd, Scottsdale, AZ, 85282	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425639	CLM	Heather Meyer	—	UHC-17486-97	—	9200 Harbor Blvd, Charlotte, NC, 28252	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-407510	CLM	Judy Rose	1991-12-22	UHC-66936-96	4538850988	2851 Sunset Blvd, Minneapolis, MN, 55417	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-415803	CLM	Brian Daniels	1991-04-27	UHC-77710-35	2985199675	1346 Grand Ave # 369, Mesa, AZ, 85253	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-402059	CLM	Alexander Carlson	1940-06-07	UHC-21277-93	8522695169	5227 Ridge Rd, Fresno, CA, 93742	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-412276	CLM	Simpson Catherine	1979-08-26	—	5538124807	2256 Oak St, Tempe, AZ, 85270	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-419518	CLM	Karen Padilla	1999-05-28	—	2773930913	8532 Forest Ave, Tucson, AZ, 85740	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

13,120 rows, page 74 of 263Previous Next