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-425461	CLM	Willie Sulllivan	2005-02-28	UHC-03086-90	—	5956 Central Ave, Las Vegas, NV	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-425460	CLM	Willie Sulllivan	2005-02-28	UHC-03086-90	—	5956 Central Ave, Las Vegas, NV	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-431342	CLM	Kayla Broosk	1994-05-18	—	2779818387	4646 Camelback Rd, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403173	CLM	Stephanie Oliver	1978-02-19	—	8315591211	2679 Elm St, Jacksonville, FL	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-425371	CLM	Linda H Willis	1996-05-06	UHC-42566-34	—	4422 Union St, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416290	CLM	Willie Li	1990-06-18	UHC-81208-23	—	8736 Jefferson Ave, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-423647	CLM	Benjamin Gonzalez	1993-02-25	UHC-36161-18	4857347801	5139 Broadway, Atlanta, GA	0.64	Two-digit birth year Phone reformatted Address re-cased City re-cased+2 more
CLM-428106	CLM	Bruce Harvey	2004-03-21	UHC-68683-37	—	9486 Indian School Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420841	CLM	Heather Peterson	1980-07-21	UHC-87939-62	2239249434	7025 Bayshore Dr, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408732	CLM	Kathleen Harris	1996-05-02	UHC-29359-29	5332526689	7651 Ocean Ave, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403452	CLM	Abigail McDnald	1969-07-26	UHC-91015-76	—	2735 Washington St, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400137	CLM	Doris Mendoza	1986-11-26	UHC-29920-87	—	5813 Willow Ct, Charlotte, NC	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-417310	CLM	Linda Gray	1944-09-06	UHC-13908-56	—	8805 Ridge Rd, Houston, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-411363	CLM	Bradley Meyer	1978-02-03	UHC-39806-76	—	2160 Central Ave, Jacksonville, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418597	CLM	Jessica N Adams	1961-07-22	UHC-97802-47	4369550598	1007 Oak St, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418596	CLM	Jessica N Adams	1961-07-22	UHC-97802-47	4369550598	1007 Oak St, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430780	CLM	Rebecca Jacobs	1971-06-11	—	—	6100 Spring St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428925	CLM	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-400359	CLM	Anna Stevens	1970-11-09	UHC-64371-85	8123424815	582 Union St, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413115	CLM	Becky Fuller	1952-05-22	UHC-12980-59	6103621757	1662 Mesa Dr, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423056	CLM	Ben Barnes	1943-11-28	—	—	8722 Ridge Rd, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417366	CLM	Linda Z Garrett	1979-03-06	UHC-28085-18	—	9696 Pine Dr, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420904	CLM	Randy Gardner	1958-06-08	UHC-99224-74	6332912701	3483 Palm Dr, Chandler, AZ	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
CLM-406945	CLM	Aaron McDonald	1941-09-11	—	7698919276	5762 Desert Sky Blvd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410399	CLM	Ana K Robinson	1955-02-02	UHC-45904-17	—	3989 Indian School Rd, San Diego, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-421248	CLM	Amanda Phillips	1987-07-18	—	—	9582 Cedar Ln, Los Angeles, CA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-402391	CLM	Justin S Ross	1967-06-09	—	—	3558 Market St, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411407	CLM	Nancy Castillo	1967-03-21	UHC-50056-60	—	8927 Pine Dr, Tucson, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425554	CLM	Eimly White	1942-09-14	UHC-52127-72	8232470038	208 Apache Blvd, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428770	CLM	Sandra Bradley	1970-05-25	—	7829315135	216 Lake View Rd, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401281	CLM	Charlotte Guzman	1985-05-17	UHC-77788-73	—	9180 Oak St, Miami, FL	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-429606	CLM	Kimberly Hayes	1991-10-13	UHC-03076-95	—	1773 Ocean Ave, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427034	CLM	Luis Snyder	1956-03-26	UHC-14530-18	—	350 Maple Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-430227	CLM	Aisha Gray	1983-12-18	—	—	8462 Main St, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418964	CLM	Wei Greene	1945-01-21	—	9613863042	63 Lincoln Way, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423750	CLM	Julia Myers	2001-03-08	UHC-12935-90	9365067662	7917 Desert Sky Blvd, Scottsdale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419662	CLM	Robert Webb	1999-07-16	UHC-71122-27	—	7762 Mountain View Dr, Las Vegas, NV	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424896	CLM	Frank Roberts	1982-06-11	UHC-23833-14	3555231096	7429 Washington St, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404887	CLM	Jordan Ramirez	1995-11-26	UHC-27987-27	8045672997	1597 Harbor Blvd, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428917	CLM	Donald Cooper	1988-03-11	—	5756987106	4619 Central Ave, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427558	CLM	Beverly Gonzalez	1944-06-04	UHC-21342-60	—	8147 Jefferson Ave, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423121	CLM	Raymond J Turner	1999-09-09	UHC-94522-57	—	321 Grand Ave, Denver, CO	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414572	CLM	Laura Ross	2006-09-14	—	—	6409 Camelback Rd, Scottsdale, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+2 more
CLM-414622	CLM	Arthur Myers	1978-05-10	UHC-40907-37	—	3245 Indian School Rd, Jacksonville, FL	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-423222	CLM	William Knight	1940-02-10	UHC-41179-03	3535879695	267 Grand Ave, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422115	CLM	Christian Ortega	1968-11-12	UHC-71636-16	—	2074 Forest Ave, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-409230	CLM	Joe Castillo	1971-02-06	—	6245948061	4630 Church St, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400507	CLM	Will M Ferguson	1965-09-19	UHC-03740-18	4812110400	29 Market St, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421419	CLM	Jeen Jones	1941-09-09	UHC-18287-09	9642354663	1357 Union St, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403245	CLM	Kenneth Martinez	1966-11-26	UHC-66774-91	—	6621 Sage Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more

2,072 rows, page 22 of 42Previous Next