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-411826	CLM	Sean Campbell	1961-07-27	UHC-42877-94	—	8834 Mountain View Dr, Tampa, FL, 33614	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415035	CLM	Benjamin Garcia	1939-10-07	UHC-62566-50	7166680938	5928 Market St, Jacksonville, FL, 32254	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-419759	CLM	Douglas Rice	1968-09-12	UHC-71875-98	8242225479	6348 Pine Dr, Chandler, AZ, 85274	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423237	CLM	Logan Greenne	—	UHC-51467-56	2165107683	—	0.76	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-408692	CLM	Jacob Alvarez	1972-05-12	UHC-93064-17	2189303366	6151 Union St, Atlanta, GA, 30358	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-402326	CLM	Russell Jensen	1960-08-26	—	—	3170 Main St, Scottsdale, AZ, 85274	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406252	CLM	Linda Wood	2007-12-16	—	5125269792	4941 Highland Ave, Columbus, OH, 43231	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420730	CLM	Hicks Kelly	1958-11-03	UHC-46966-74	—	2724 Apache Blvd, Nashville, TN, 37285	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426175	CLM	Kenneth R Garza	1982-07-11	UHC-59034-04	—	9788 Spring St, Orlando, FL, 32821	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417741	CLM	Ollivia Duncan	1983-01-27	UHC-66759-58	—	894 Mountain View Dr, Tampa, FL, 33658	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419722	CLM	Theresa Ruiz	1938-05-07	—	—	5807 Bayshore Dr, Columbus, OH, 43290	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404758	CLM	Nancy Elliott	2004-10-04	—	6607440616	4488 Washington St, Houston, TX, 77051	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-416608	CLM	Brandon Holmes	1948-05-27	UHC-99673-23	—	8447 Jefferson Ave, Orlando, FL, 32819	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402209	CLM	Gloria Romero	1963-12-16	UHC-06754-11	—	6990 Sunset Blvd, Dallas, TX, 75285	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419723	CLM	Mason Rios	1939-11-04	—	—	2850 Valley View Dr, Tampa, FL, 33690	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422382	CLM	Kyle Q Castillo	1959-12-21	UHC-18191-50	6406022389	4313 Grand Ave, Tempe, AZ, 85299	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409623	CLM	Bruce Adams	1943-08-25	UHC-22515-20	7075531734	1940 Grand Ave, Austin, TX, 78733	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411512	CLM	Judith Castillo	1984-08-12	UHC-17837-26	—	5562 Pine Dr, Tucson, AZ, 85793	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-430848	CLM	Hannah Butler	1987-06-26	UHC-70941-53	—	5044 Union St, San Antonio, TX, 78212	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-425215	CLM	Sofia P Guerrero	1958-11-24	UHC-77814-77	7436579225	—	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Member ID reformatted+2 more
CLM-400169	CLM	Paul Washington	1978-03-11	—	8166778754	3488 Central Ave, San Diego, CA, 92188	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-419316	CLM	Priya Murray	1978-02-02	UHC-60074-18	4753879267	995 Washington St, Miami, FL, 33156	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426157	CLM	Russelll Schultz	1964-07-04	UHC-11427-28	—	1372 Forest Ave, Plano, TX, 75033	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426694	CLM	Lucia Turres	1981-05-24	UHC-10261-77	8078860849	7826 Willow Ct, Chandler, AZ, 85240	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407566	CLM	Thhomas Mendoza	1964-11-16	—	—	1647 Canyon Rd, Scottsdale, AZ, 85289	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404365	CLM	Marilyn Willis	1997-06-15	—	8272927043	8924 Grand Ave, Atlanta, GA, 30334	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425084	CLM	Peter Smith	1974-03-13	UHC-20983-31	—	1657 Highland Ave, Fresno, CA, 93778	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-417192	CLM	Austin Hayes	1955-04-20	UHC-88677-05	7272455654	8554 Oak St, Jacksonville, FL, 32285	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423097	CLM	Maason Clark	1949-09-12	UHC-58223-41	—	3158 Bayshore Dr, Houston, TX, 77010	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407976	CLM	Evelyn Griffin	1980-12-09	UHC-10238-52	9017996349	5030 Market St, Columbus, OH, 43269	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404716	CLM	Sean Turner	1965-02-11	UHC-59643-97	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416919	CLM	Thomas Chapman	1967-01-23	—	8624451824	4340 Canyon Rd, Chandler, AZ, 85252	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406927	CLM	Matthew Castro	1999-02-28	—	9388114111	3320 Willow Ct, Houston, TX, 77062	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406535	CLM	Katherine Stevens	1952-12-20	UHC-93932-26	4288755375	7115 Apache Blvd, Jacksonville, FL, 32255	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429931	CLM	Amy Carr	1981-05-24	—	5083094157	5530 Bayshore Dr, Eden Prairie, MN, 55355	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424658	CLM	Ashley B King	1943-01-18	UHC-42504-94	6296996950	8220 Desert Sky Blvd, Dallas, TX, 75222	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409166	CLM	Juan Murphy	1973-10-03	—	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402503	CLM	Alice Masn	1968-11-02	UHC-34841-08	6994754478	4951 Spring St, San Diego, CA, 92138	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-425473	CLM	Young Sean	1974-01-19	—	9357011895	1139 Broadway, Eden Prairie, MN, 55384	0.76	Phone reformatted Address re-cased City re-cased Gender normalised+2 more
CLM-405463	CLM	Martha Mills	1948-12-12	UHC-81184-57	—	6407 Central Ave, Las Vegas, NV, 89160	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-415393	CLM	Kathryn Stephens	1977-02-28	—	7965411367	9830 Sage Ct, Seattle, WA, 98147	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410792	CLM	Julie Stone	1998-01-11	—	6165079321	1065 Meadow Ln, Phoenix, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-400726	CLM	Dennis Harris	1972-01-02	UHC-62668-30	9245682766	4701 Sage Ct, Mesa, AZ, 85271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415496	CLM	Omar Rios	1949-12-16	UHC-84757-69	—	—	0.76	Name re-cased Member ID reformatted Email lower-cased Gender normalised+2 more
CLM-408760	CLM	Janice Hicks	2003-12-05	UHC-96026-01	—	5392 Ocean Ave, Austin, TX, 78754	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403288	CLM	Shirley Harvey	1994-12-25	—	—	7830 Pine Dr, Chandler, AZ, 85217	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-408044	CLM	Raymond Wang	1998-06-20	UHC-11893-72	9377401464	3527 Union St Apt 19, Plano, TX, 75061	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
CLM-424531	CLM	Matthew Green	2002-08-26	UHC-59843-73	—	3627 Cedar Ln, Sacramento, CA, 95847	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407626	CLM	Diana Oliver	2002-03-10	UHC-03540-75	—	7663 Maple Ave, Columbus, OH, 43222	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400961	CLM	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more

18,771 rows, page 161 of 376Previous Next