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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417985	CLM	Abigail Owens	1964-11-24	UHC-36998-88	—	9000 Valley View Dr, Chandler, AZ	0.62	Name re-cased City re-cased ZIP missing Email lower-cased+3 more
CLM-417074	CLM	Hannah Williams	1972-04-05	—	6812021493	7890 Oak St, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430470	CLM	Kathryn Welch	1940-12-08	—	9099340100	5983 Indian School Rd, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412596	CLM	Kathy Brown	1994-08-14	—	—	3092 Sage Ct, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411749	CLM	Sean Price	1983-08-27	UHC-80429-86	6913146948	8150 Harbor Blvd, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410440	CLM	Jeffrey Parker	2000-11-19	UHC-31127-48	—	7356 Canyon Rd, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408192	CLM	Larry Patterson	1993-11-15	UHC-30933-70	—	8912 Ocean Ave, San Antonio, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-429532	CLM	Fatima Day	1938-07-11	UHC-20701-07	—	6160 Church St, Denver, CO	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400559	CLM	Mateo Espinoza	1979-03-21	—	7177346822	2755 Central Ave, Austin, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418303	CLM	Sophia Vega	2001-08-26	UHC-47773-39	5663784589	2161 Sage Ct, Sacramento, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404910	CLM	Bruce P Ferguson	1977-04-10	UHC-65891-58	—	3067 Mesa Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430783	CLM	Catherine Marshll	1999-12-18	UHC-48702-23	5655780944	5936 River Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419073	CLM	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr, Orlando, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416787	CLM	George Cooleman	1961-02-13	—	9609266717	4707 Meadow Ln, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430454	CLM	Ralph L Phillips	1983-08-09	UHC-05137-74	—	6178 Park Pl, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410517	CLM	James Burke	1984-04-13	UHC-15512-71	4768982074	2643 Park Pl, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426763	CLM	Brian Stone	1973-10-20	—	—	1030 Highland Ave, San Diego, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407819	CLM	Linda Price	2004-11-07	UHC-25551-76	—	8430 Cedar Ln, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405410	CLM	Diego J Bradley	1981-06-15	—	9405948889	4128 Sunset Blvd, Sacramento, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426765	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426764	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404628	CLM	Evelyn Wilson	1962-02-16	UHC-19839-19	9375449977	9772 Forest Ave, Plano, TX	0.62	Two-digit birth year Phone reformatted State code upper-cased ZIP missing+3 more
CLM-404284	CLM	Benjamin Richardson	1958-04-17	UHC-80303-69	5606446879	6480 Indian School Rd, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422914	CLM	Jeffrey Dixon	1990-09-22	UHC-96821-69	—	9173 Grand Ave, Miami, FL	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411539	CLM	Joseph P Walsh	1946-09-24	—	3565000394	6650 Indian School Rd, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417384	CLM	Christian Nguyen	1978-12-13	UHC-03910-55	—	5012 Ocean Ave, Dallas, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422397	CLM	Betty Riley	2003-08-15	—	3167631673	9568 Grand Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404406	CLM	Alice X Morris	1995-06-09	UHC-55977-01	6809602952	9349 Ocean Ave, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424574	CLM	Gary Knight	1974-09-02	—	6469559795	2037 Camelback Rd, Sacramento, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410287	CLM	Anddrea P Schmidt	2002-05-19	UHC-90377-48	4747923354	5670 Grand Ave, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401127	CLM	Jordan Welch	2001-11-13	UHC-43144-83	2712167241	2704 Maple Ave, Denver, CO	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400738	CLM	Shirley Bell	1971-11-04	—	7685891733	8891 Washington St, Houston, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-401511	CLM	Anna M Sanchez	1964-01-06	UHC-55023-31	—	879 Palm Dr, Austin, TX	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-409109	CLM	Donald Wlaker	2002-06-26	UHC-23250-48	2969652931	6076 Palm Dr, Tempe, AZ	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405012	CLM	Eugene Romero	1966-01-01	—	7629913511	4701 Oak St # 253, Jacksonville, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-405366	CLM	Carolyn Green	1963-05-12	UHC-12560-66	6936380394	2761 Main St, Sacramento, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407198	CLM	Henry Miller	1963-04-22	UHC-82425-52	3947673552	5024 Valley View Dr, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424791	CLM	Tyler Weber	1967-02-10	UHC-32985-45	—	5659 Main St, Las Vegas, NV	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410900	CLM	Wayne Bennett	1949-04-19	UHC-21799-63	—	4620 Baseline Rd, Columbus, OH	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-405035	CLM	Carlos G Young	2004-11-02	—	6827887515	5970 Main St, Columbus, OH	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409017	CLM	Michelle Kennedy	1967-01-05	UHC-59953-53	2385631911	4335 Sunset Blvd, Miami, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
CLM-424053	CLM	Kimberly Gisbon	2004-07-23	UHC-59029-58	—	3019 Mesa Dr, Houston, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-404541	CLM	Susan Rojas	1992-10-15	UHC-20787-07	—	8780 Central Ave, Tampa, FL	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-421103	CLM	Carol Li	1982-07-11	—	—	8392 Elm St, Jacksonville, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-406350	CLM	Joe Bishop	2006-09-16	UHC-31239-05	2115342399	4760 Canyon Rd, Phoenix, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425104	CLM	Mrak Jimenez	1974-06-08	—	5365734655	3333 Valley View Dr, Denver, CO	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-419777	CLM	Marcus Stone	1945-07-21	UHC-59211-18	—	7056 Pine Dr, Tucson, AZ	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-407682	CLM	Megan Z Carr	1926-08-16	UHC-74416-41	8856608089	2579 Meadow Ln, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427113	CLM	Jeremy B Howell	1981-03-25	—	4245135375	6008 Sage Ct, Minneapolis, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407915	CLM	Gabriel Y Castro	1938-06-04	—	—	7898 Union St, Atlanta, GA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

2,072 rows, page 18 of 42Previous Next