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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427715	CLM	Billy Palmer	1993-09-23	UHC-01676-73	3007539041	7861 Hillcrest Rd, Seattle, WA, 98101	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
CLM-408278	CLM	Richard Phillips	1997-02-04	UHC-68324-20	—	4322 Palm Dr, Chandler, AZ, 85279	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407006	CLM	Emily Silva	1976-12-22	UHC-43687-71	7229420514	4265 Union St, Los Angeles, CA, 90067	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404820	CLM	Steven P Estrada	1940-10-15	—	—	6415 Baseline Rd, Houston, TX, 77090	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-420365	CLM	Cynthia Z Silva	1957-06-20	—	—	434 Highland Ave, Nashville, TN, 37233	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424044	CLM	Alexander Robertson	1986-05-01	UHC-20832-08	5566865045	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-426788	CLM	Christian Simmons	1990-12-02	—	4748365776	976 Valley View Dr, Mesa, AZ, 85269	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-402470	CLM	Joyce Carr	1976-08-01	—	8094062738	7809 Palm Dr, San Antonio, TX, 78206	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-415769	CLM	Tyler Moore	—	—	7622427816	2614 Market St, Seattle, WA, 98158	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
CLM-424752	CLM	Harold Rios	1982-09-28	UHC-13868-34	4829563325	2214 Harbor Blvd, Minneapolis, MN, 55447	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431973	CLM	Ethan Stephens	1980-08-04	—	3709510533	9299 Forest Ave, Fresno, CA, 93704	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404929	CLM	Joshua I Castro	2008-03-20	—	—	5488 Union St, Denver, CO, 80218	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413348	CLM	Frances Carpenter	1989-07-13	—	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421894	CLM	Ethan L Jackson	1954-04-10	—	—	801 Main St, San Antonio, TX, 78269	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-416730	CLM	Thomas D Black	1962-10-13	UHC-99272-93	3425569863	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415380	CLM	Kyle E Kennedy	2000-01-04	—	7866739383	8320 Spring St, Charlotte, NC, 28213	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403916	CLM	Wayne Marshall	2002-05-04	UHC-10389-42	—	6503 Highland Ave, Los Angeles, CA, 90022	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432786	CLM	Tyler Ramirez	1985-08-04	UHC-12321-25	8174637516	135 Church St, San Diego, CA, 92111	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426454	CLM	Margaret F Weaver	1989-04-17	—	3792112495	3370 Mountain View Dr, Phoenix, AZ, 85092	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427354	CLM	Christina Olson	1966-06-01	UHC-51600-71	7862061920	2572 Hillcrest Rd, Miami, FL, 33111	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-411111	CLM	Albert Burton	1982-06-17	UHC-66153-74	—	9508 Mesa Dr, Denver, CO, 80277	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423874	CLM	Jennifer Vargas	1989-11-03	—	—	2753 River Rd, Plano, TX, 75058	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431267	CLM	Alice Ortiz	1971-04-13	—	6908508979	152 Maple Ave, Seattle, WA, 98195	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-410248	CLM	Lisa Morales	1946-10-19	—	—	2095 Washington St, San Diego, CA, 92193	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403294	CLM	Billy Robinson	1984-10-12	UHC-48999-54	—	8106 Main St, Tucson, AZ, 85787	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-428270	CLM	Willie J Sanchez	1970-01-27	UHC-64820-04	—	2285 Central Ave, Tucson, AZ, 85727	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410317	CLM	Kimberly H Dixon	1998-09-20	UHC-91029-41	4928315701	7851 Oak St, Scottsdale, AZ, 85254	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430041	CLM	Adam Burns	1964-04-28	UHC-65439-92	6982269928	7744 Willow Ct Apt 12, Atlanta, GA, 30395	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-424775	CLM	Mariana A Kennedy	1945-03-07	UHC-43232-55	—	6653 Ocean Ave, Nashville, TN, 37240	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428627	CLM	Diana B Mills	1972-11-19	UHC-74388-14	8517641826	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-401739	CLM	Jack Clark	1994-03-13	UHC-43129-98	4248191784	8960 Union St, Seattle, WA, 98188	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410826	CLM	Dorothy Garcia	1949-05-15	UHC-92624-48	8249323499	4613 Bayshore Dr, San Antonio, TX, 78280	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407913	CLM	Arthur Ryan	1989-10-28	UHC-78348-45	2705068038	2752 River Rd, Tampa, FL, 33651	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400263	CLM	Madison Boyd	1997-10-09	—	4957631430	5761 Central Ave, Nashville, TN, 37230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415129	CLM	Justin Delgado	1944-10-10	UHC-04114-56	—	1540 Valley View Dr, Jacksonville, FL, 32247	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425673	CLM	Evelyn E Morrison	1945-09-17	—	8256239606	4380 Oak St, Tucson, AZ, 85762	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-425941	CLM	Ralph Andrews	1953-09-20	—	—	8747 Desert Sky Blvd, Miami, FL, 33144	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-429893	CLM	Carlos Grant	1982-04-25	UHC-60171-08	—	7336 Union St, Sacramento, CA, 95866	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-428177	CLM	Jerry Mendez	1963-06-22	—	—	5505 Canyon Rd, Las Vegas, NV, 89199	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415801	CLM	Andrea Gardner	1963-03-19	UHC-52556-83	5507783275	78 Church St, Nashville, TN, 37214	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404877	CLM	Gary P Burton	1988-01-22	UHC-41264-81	3255307505	—	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-427132	CLM	Nathan I Lawrenec	1955-07-04	—	5932962649	6668 Park Pl, Eden Prairie, MN, 55393	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414380	CLM	Alice Morris	1990-01-24	UHC-76598-76	5165131138	1934 Indian School Rd, Mesa, AZ, 85252	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416003	CLM	Amanda Mendzoa	1941-02-24	UHC-89922-24	4089422303	11 Bayshore Dr, Gilbert, AZ, 85248	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404653	CLM	Hannah Wood	1982-10-02	—	3356137914	8882 Harbor Blvd, Houston, TX, 77005	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-406297	CLM	Sarah T Sctot	1944-05-16	UHC-34036-57	—	—	0.78	Middle initial moved out of first name Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-408868	CLM	George G Wallace	1966-06-24	UHC-03470-58	—	106 Grand Ave, Nashville, TN, 37232	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-432669	CLM	Teresa A Howell	1959-10-07	UHC-92058-49	5502159435	6315 Oak St, Austin, TX, 78713	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411124	CLM	Madison Rois	1983-03-13	UHC-86944-52	—	8428 Desert Sky Blvd, Eden Prairie, MN	0.78	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-403692	CLM	Gary Weber	1981-03-13	UHC-46874-68	—	7590 Forest Ave, Seattle, WA, 98100	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 175 of 376Previous Next