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-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-421169	CLM	Priya Ortega	1998-10-25	—	—	2401 Park Pl # 271, Charlotte, NC, 28297	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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-407911	CLM	Frank Franklin	2003-09-11	—	—	7574 Broadway, Phoenix, AZ, 85020	0.62	Date of birth reformatted Address re-cased City re-cased State name converted to code+3 more
CLM-415889	CLM	Natalie Murphy	1958-12-02	—	2326704718	9355 Meadow Ln, San Antonio, TX, 78215	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427065	CLM	Ana Bell	2007-05-09	—	—	2813 Lake View Rd, Seattle, WA, 98127	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403984	CLM	Mariana Johnson	2003-10-16	UHC-15319-31	2489736384	9680 Park Pl, Plano, TX, 75040	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-405531	CLM	Larry Spencer	1976-10-23	UHC-16960-57	—	5830 Lake View Rd, Miami, FL, 33139	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-422229	CLM	Gerald Hcks	1938-04-05	—	4709359908	8131 Main St, Charlotte, NC, 28238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411398	CLM	Julie T Ortega	1964-09-26	UHC-75380-43	8469592035	1649 Mountain View Dr, Fresno, CA, 93764	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405478	CLM	Mei N Watkins	1986-04-13	—	8613746117	2223 Apache Blvd, Chandler, AZ, 85262	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-426138	CLM	Sharon P Burns	—	—	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+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-412490	CLM	Henry Nguyen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH, 43272	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400462	CLM	David Coleman	1950-03-23	—	7444465866	2925 Main St # 565, Scottsdale, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417887	CLM	Paul Lucas	1946-06-15	—	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415746	CLM	Doonald Murrray	2001-12-17	UHC-38778-25	—	7821 Lincoln Way # 717, Sacramento, CA, 95825	0.62	Name re-cased Member ID reformatted Unit split from street City re-cased+3 more
CLM-422070	CLM	Fatima Thomas	1960-03-25	—	4776529298	9534 Sage Ct, Scottsdale, AZ, 85229	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408705	CLM	Julia A Lynch	2006-07-12	UHC-71261-13	3395189680	962 Meadow Ln, Nashville, TN, 37211	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414193	CLM	Henry F Holmes	1999-05-23	—	6317916123	2925 Camelback Rd, Mesa, AZ, 85226	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414192	CLM	Henry F Holmes	1999-05-23	—	6317916123	2925 Camelback Rd, Mesa, AZ, 85226	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-420270	CLM	Kyle Rojas	1966-04-09	—	4564567569	5815 Harbor Blvd, Glendale, AZ, 85389	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410555	CLM	Joe Green	1980-10-16	UHC-41373-96	6076011068	3650 Union St, Fresno, CA, 93785	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400214	CLM	Lori Parker	1949-09-28	UHC-06551-05	2927735526	5635 Elm St Apt 2, Chandler, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407479	CLM	Tyler Fernandez	1978-08-14	UHC-64576-92	6672376826	4638 Mountain View Dr, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-417224	CLM	Barbara Garza	1988-06-23	UHC-50918-39	6615309669	3720 Mesa Dr, Dallas, TX, 75268	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-429452	CLM	Melissa Burns	1981-06-05	UHC-05550-71	—	5052 Willow Ct Apt 30, Gilbert, AZ, 85218	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
CLM-423943	CLM	Michelle Martin	1980-04-09	UHC-00811-86	—	4748 Central Ave, Jacksonville, FL, 32263	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-413490	CLM	Cynthia Sandoval	2002-04-06	UHC-40936-82	8522717482	9753 Lake View Rd, Austin, TX, 78787	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405099	CLM	Marilyn Romero	1954-08-02	UHC-22595-40	—	2973 Main St # 195, Eden Prairie, MN, 55338	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-405098	CLM	Marilyn Romero	1954-08-02	UHC-22595-40	—	2973 Main St # 195, Eden Prairie, MN, 55338	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-418073	CLM	Zachary Maldonado	1987-02-22	UHC-14103-56	4899877427	3999 Union St, Houston, TX, 77083	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403349	CLM	Ana O Santos	1940-10-17	UHC-93279-73	5909973736	7064 Indian School Rd, Tucson, AZ, 85779	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address 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-431413	CLM	Jack Washington	1976-04-18	UHC-15231-06	7913336207	6824 Park Pl, Austin, TX, 78772	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address 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-409839	CLM	Victoria P Mitchell	1982-05-08	UHC-89946-94	—	4460 Mountain View Dr, Nashville, TN, 37207	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-408563	CLM	Carol Espinoza	1980-12-21	—	—	6314 Hillcrest Rd, Mesa, AZ, 85286	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-418244	CLM	Kayla C Reiid	1950-11-06	UHC-05355-87	9527451399	1181 Sage Ct, Plano, TX, 75014	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-408217	CLM	Maria A Valdez	1942-10-01	—	—	7473 Central Ave, Gilbert, AZ, 85236	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421634	CLM	Justin Nguyen	1975-03-19	—	9267897124	9384 Park Pl, San Antonio, TX, 78274	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417233	CLM	Charles Butler	1971-12-12	UHC-81045-69	8295146067	4407 Harbor Blvd, Tucson, AZ, 85718	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431039	CLM	Ortega N Madison	2006-08-14	—	6087088136	689 Lincoln Way, San Antonio, TX, 78232	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-426140	CLM	Shaaron Burns	1951-01-25	UHC-89486-51	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426139	CLM	Shaaron Burns	1951-01-25	UHC-89486-51	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

18,771 rows, page 62 of 376Previous Next