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-425506	CLM	Roger H Hawkins	1973-01-24	UHC-17742-30	—	7741 Central Ave, Phoenix, AZ, 85004	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-431644	CLM	Brian E Burke	1969-10-08	UHC-98758-75	7227541840	1203 Church St, San Diego, CA, 92196	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416949	CLM	Janice K Johnson	1970-03-24	—	—	1070 Apache Blvd, San Diego, CA, 92198	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-421139	CLM	Arthur T Parker	1971-03-13	—	—	680 Park Pl, Chandler, AZ	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
CLM-413342	CLM	Samantha L Fowler	1956-09-06	—	—	2054 Valley View Dr, San Diego, CA, 92167	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417801	CLM	Gloria Crawford	1997-12-04	UHC-50434-74	8296151569	69 Mesa Dr, Los Angeles, CA, 90061	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414833	CLM	Mary Clark	2004-05-11	UHC-63821-24	3718954354	343 Broadway, Los Angeles, CA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-405313	CLM	George Sims	1997-01-02	UHC-90175-74	9832619092	461 Jefferson Ave, Plano, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-427276	CLM	Mrai Stewart	2006-12-26	UHC-45508-52	2098852771	9251 Pine Dr, Eden Prairie, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400935	CLM	Brandon Gonzales	1966-05-07	UHC-09464-72	—	1764 Ocean Ave, Plano, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-406339	CLM	Frak Guzman	2006-10-09	UHC-66444-28	—	1500 Spring St, Fresno, CA, 93723	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412071	CLM	Kevin Mejia	1989-03-13	UHC-05080-57	—	6452 Ridge Rd Apt 39, Minneapolis, MN, 55486	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415034	CLM	Benjamin Garcia	1939-10-07	UHC-62566-50	—	5928 Market St, Jacksonville, FL, 32254	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-419101	CLM	Julia Alexander	1993-08-02	UHC-68877-99	—	5257 Elm St, Gilbert, AZ, 85225	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406556	CLM	Nicholas Larson	1993-08-09	UHC-90661-50	—	9895 Sunset Blvd, Minneapolis, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-413841	CLM	Austin Nelson	1974-06-14	—	4704537163	9886 Park Pl, Nashville, TN, 37261	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-422025	CLM	Ryan I Edwards	2000-05-08	UHC-79280-23	4973042142	638 Church St, Gilbert, AZ, 85260	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423871	CLM	Lauren L Johnston	1983-11-27	—	6783463128	7541 Mountain View Dr, San Antonio, TX, 78201	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-410353	CLM	Katherine Simmons	1985-07-17	UHC-12054-24	—	1289 Main St, Scottsdale, AZ, 85260	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407335	CLM	Virginia Weber	—	UHC-10635-06	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-423481	CLM	Aisha Patterson	1988-02-14	UHC-02136-81	—	2577 Meadow Ln, Phoenix, AZ, 85006	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422835	CLM	Jacqueline T Willis	1998-05-09	UHC-10956-01	—	1671 Market St # 806, Denver, CO, 80290	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-401410	CLM	Kenneth Chavez	1979-03-09	UHC-84069-65	—	142 Spring St, Columbus, OH, 43296	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-400794	CLM	Brittany X Estrada	1967-02-12	—	4737247689	—	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
CLM-407607	CLM	Richard Washington	2006-06-16	UHC-88336-76	—	8427 Camelback Rd, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-431022	CLM	Roneld Yang	1996-10-20	UHC-10472-88	5305122765	3499 Oak St, Phoenix, AZ, 85063	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-425353	CLM	Isabbella Lynch	1973-11-09	—	—	7754 Valley View Dr, Gilbert, AZ, 85235	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423728	CLM	Grace Hicks	1993-10-19	—	—	5443 Mesa Dr, Fresno, CA, 93756	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401546	CLM	Michael Clark	1966-05-02	—	—	3630 Maple Ave, Denver, CO, 80232	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425055	CLM	Patricia Martin	1947-04-24	UHC-85046-13	—	1060 Desert Sky Blvd # 860, San Antonio, TX, 78264	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-404924	CLM	Noah Oliver	1942-01-05	UHC-49295-92	—	8554 Mountain View Dr, Minneapolis, MN, 55424	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407104	CLM	Emmma Harrison	1966-03-10	UHC-63140-98	—	344 Grand Ave, Tampa, FL, 33626	0.66	Name re-cased Phone missing area code City re-cased Gender normalised+1 more
CLM-407464	CLM	Mateo Ryan	1956-10-22	UHC-46740-85	—	—	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-419762	CLM	Cynthia Carlson	1994-02-25	UHC-58426-35	—	7120 Oak St # 464, Las Vegas, NV, 89110	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-419864	CLM	Samuel N Maqruez	1995-12-04	UHC-23159-56	—	927 Church St # 957, Phoenix, AZ, 85093	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405910	CLM	Jeffrey R Chen	1974-01-07	UHC-36893-66	4186864788	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-400555	CLM	Frances R Wilson	1940-10-21	—	—	9472 Willow Ct, Mesa, AZ, 85227	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
CLM-402025	CLM	Elijah X Ray	2004-04-16	UHC-16733-85	5194246914	5905 Sunset Blvd, Mesa, AZ, 85267	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419382	CLM	Catherine Hart	1963-09-20	—	—	7998 Desert Sky Blvd, Atlanta, GA, 30317	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-400035	CLM	Martha Stone	—	UHC-83497-59	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-403489	CLM	Camila Olson	—	UHC-51240-43	—	5990 Camelback Rd, Denver, CO, 80272	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-422462	CLM	Scott Thomas	1979-06-10	—	—	3750 Bayshore Dr, Chandler, AZ, 85239	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410581	CLM	Ronald Dominguez	1989-05-26	UHC-96584-75	—	4274 Desert Sky Blvd, San Antonio, TX, 78200	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414621	CLM	Arthur N Myers	—	UHC-40907-37	2647448277	3245 Indian School Rd, Jacksonville, FL	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more
CLM-415688	CLM	Jordan Willis	2001-06-16	UHC-82878-88	—	6683 Desert Sky Blvd, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420787	CLM	Janice L Parker	1999-11-16	UHC-98137-03	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-421099	CLM	Ryan Li	1963-09-10	—	—	5648 Elm St, Fresno, CA, 93735	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-420306	CLM	Sandra Jacskon	1964-01-25	UHC-78773-38	6288326945	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-411880	CLM	Judy Gordon	1989-01-19	UHC-42217-51	—	3894 Broadway, Austin, TX, 78713	0.66	Name re-cased Two-digit birth year Address re-cased Gender normalised+1 more
CLM-410937	CLM	Danielle W Olson	1944-01-26	—	—	8945 Canyon Rd, Glendale, AZ, 85374	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more

13,120 rows, page 77 of 263Previous Next