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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419134	CLM	Jonathan W McDnald	1975-02-01	UHC-49847-15	4472045718	8333 Canyon Rd, Gilbert, AZ, 85275	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-418301	CLM	Donald Hayes	1949-04-16	—	—	5151 Jefferson Ave, Los Angeles, CA, 90006	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-414525	CLM	Mariana Evans	1997-10-27	UHC-97361-74	—	9718 River Rd, Nashville, TN, 37251	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-427038	CLM	Russell Cook	1997-02-18	UHC-15449-74	—	3704 Oak St, San Antonio, TX, 78263	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-420332	CLM	Willie Carlson	1985-10-01	UHC-17692-67	9242564054	9215 Ocean Ave, Minneapolis, MN, 55427	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-422711	CLM	Jonathan Alexander	2001-11-14	UHC-58577-16	7912151699	1803 Willow Ct, Las Vegas, NV, 89134	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-400649	CLM	Omar L Gomez	1970-11-07	UHC-29920-70	3043399435	1315 Hillcrest Rd, Orlando, FL, 32887	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-422437	CLM	Kayla Carroll	2000-10-24	UHC-38077-37	6455614059	8138 Canyon Rd, Tempe, AZ, 85298	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-419940	CLM	Gloria S Lee	1988-09-05	—	5609335158	2438 Sunset Blvd, Los Angeles, CA, 90068	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-416970	CLM	Ana Woods	1999-12-10	—	—	9524 Broadway, Las Vegas, NV, 89124	0.90	Date of birth reformatted Address re-cased City re-cased Whitespace trimmed+1 more
CLM-417312	CLM	Jason Wheeler	1954-08-10	UHC-04921-58	7058205106	1833 Apache Blvd, Las Vegas, NV, 89113	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-422239	CLM	Ruth Olson	1960-10-19	—	6944136596	8833 Sage Ct, Seattle, WA, 98120	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-404714	CLM	Amber Martin	2001-04-24	UHC-78848-63	6238907399	9225 Bayshore Dr, Minneapolis, MN, 55475	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-427309	CLM	Patricia Adams	1963-01-04	—	—	1077 Cedar Ln, Atlanta, GA, 30337	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-405187	CLM	Yuki H Hunt	1957-05-23	UHC-13167-79	7316717973	1761 Baseline Rd, Tucson, AZ, 85774	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-417382	CLM	Natalie Miller	1996-01-18	—	—	9031 Apache Blvd, Scottsdale, AZ, 85210	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-428374	CLM	David Hernandez	1970-11-07	UHC-97769-98	—	1707 Lake View Rd, Eden Prairie, MN, 55375	0.90	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-414976	CLM	Keith Vasquez	1999-09-04	UHC-43961-56	—	3840 Elm St, Scottsdale, AZ, 85259	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-429487	CLM	Patterson F Peter	2005-03-14	UHC-20937-46	2505822327	6888 Oak St, Eden Prairie, MN, 55389	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-400775	CLM	Mark Freeman	2006-04-11	UHC-14472-19	6483263859	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-414199	CLM	Mari Larson	1943-05-07	—	2014475982	3626 Union St, Seattle, WA, 98192	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-414200	CLM	Mari Larson	1943-05-07	—	2014475982	3626 Union St, Seattle, WA, 98192	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-419836	CLM	Teresa Dixon	1970-04-03	UHC-78294-80	—	5177 Camelback Rd, Dallas, TX, 75270	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-412709	CLM	Randdy Dixon	1991-08-06	UHC-17679-69	—	6924 Willow Ct, Atlanta, GA, 30381	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-416959	CLM	Frances Bryant	1955-04-02	UHC-39441-14	—	3296 Lake View Rd, Minneapolis, MN, 55446	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-415875	CLM	Sharon Davis	1989-10-12	UHC-66321-60	4437119827	2280 Willow Ct, Tucson, AZ, 85774	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-417114	CLM	Julia Morales	1947-07-25	UHC-39302-26	—	8972 Central Ave, Tucson, AZ, 85781	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-414632	CLM	Mason Ellis	1965-06-19	UHC-64618-74	—	5237 Indian School Rd, Glendale, AZ, 85388	0.90	Name re-cased Member ID reformatted City re-cased State code upper-cased+1 more
CLM-407135	CLM	Christina Bowman	1975-04-24	UHC-36877-11	3469615209	5791 Meadow Ln, Denver, CO, 80286	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-400026	CLM	Catherine Walsh	1942-03-24	UHC-66390-90	9059889222	896 Valley View Dr, Charlotte, NC, 28267	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-427937	CLM	Amber Guerrero	1956-05-07	—	7755403052	5676 Jefferson Ave, Phoenix, AZ, 85053	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-412265	CLM	Cheryl Bisshop	1951-11-16	UHC-61142-38	—	9801 Cedar Ln, Seattle, WA, 98115	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-405913	CLM	Rebecca Robinson	1980-09-09	UHC-71751-18	2422418592	3146 Lincoln Way, Orlando, FL, 32873	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-400092	CLM	Terry Reid	1980-07-06	UHC-20740-77	—	3199 Highland Ave, Glendale, AZ, 85369	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-411315	CLM	Judy Rivera	1960-05-09	UHC-37285-52	8376418707	6789 Main St, Charlotte, NC, 28209	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-412500	CLM	Dennis Dunn	1984-02-25	UHC-21945-46	7884501406	4708 Valley View Dr, Tucson, AZ, 85718	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-422920	CLM	Alexsi W Parker	1988-11-26	UHC-53530-87	4048602689	2479 Harbor Blvd, Austin, TX, 78796	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-403835	CLM	Frank Bailey	1960-07-08	—	8194378034	6013 Central Ave, Austin, TX, 78787	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-402257	CLM	Lawrence Montgomery	1986-11-18	UHC-88172-45	5985851297	201 Church St, Phoenix, AZ, 85043	0.90	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-404118	CLM	Ray Wood	1977-12-17	UHC-43430-18	4136458907	409 Cedar Ln, Las Vegas, NV, 89148	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
CLM-410662	CLM	Carolyn King	1957-07-13	UHC-08940-62	—	2064 Park Pl, San Antonio, TX, 78271	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-420853	CLM	Joseph Ortiz	1947-03-02	UHC-93470-79	5564832055	9438 Oak St, Austin, TX, 78729	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-428501	CLM	Kimberly Howard	2008-09-21	UHC-44964-12	2426604068	1953 Desert Sky Blvd, Chandler, AZ, 85280	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-410632	CLM	Nathan Henderson	1991-04-04	—	8523985203	4672 Hillcrest Rd, Chandler, AZ, 85279	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-420881	CLM	Heather Kennedy	2008-04-19	UHC-93835-23	9202356149	9077 Maple Ave, Tempe, AZ, 85207	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
CLM-428095	CLM	Melissa Hawkins	1975-06-26	UHC-87638-87	4386689792	9255 Harbor Blvd, Chandler, AZ, 85225	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-428489	CLM	Beevrly Clark	1963-03-12	—	—	8865 Broadway, Houston, TX, 77022	0.90	Name re-cased Address re-cased City re-cased Whitespace trimmed+1 more
CLM-412119	CLM	Samuel J Ellis	1946-11-02	UHC-35009-37	8104327908	4689 Apache Blvd, Tempe, AZ, 85258	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-412646	CLM	Rebecca W Andrews	1990-08-03	UHC-25037-12	4398961633	4917 Jefferson Ave, Dallas, TX, 75232	0.90	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-421791	CLM	Stephen Mills	2006-12-22	—	6588782049	2771 Willow Ct, Nashville, TN, 37245	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more

5,235 rows, page 90 of 105Previous Next