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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410331	CLM	Ryan Howard	1982-12-13	UHC-83733-33	—	6856 Oak St, Jacksonville, FL, 32262	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421003	CLM	Debra Garza	1984-04-28	UHC-51147-76	—	6588 Ocean Ave, Columbus, OH, 43243	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416852	CLM	John Contreras	1945-12-13	UHC-24452-67	4568026616	3814 Union St, Tucson, AZ, 85718	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417098	CLM	Mei Wilson	1978-03-11	UHC-28950-12	8524687102	3147 Lincoln Way Apt 12, Charlotte, NC, 28240	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-420217	CLM	Logan Park	1943-12-09	UHC-39537-44	—	8579 Highland Ave, Sacramento, CA, 95884	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431946	CLM	Diane Gonzalez	1939-04-13	UHC-47195-70	6669987737	1437 River Rd, Miami, FL, 33156	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-425304	CLM	Dorothy E Wagner	1938-09-12	UHC-46359-62	5153165960	9333 Sage Ct, Scottsdale, AZ, 85293	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-428331	CLM	Gaary Schultz	1974-05-01	—	7439390164	2035 Jefferson Ave, Tucson, AZ, 85747	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426798	CLM	Cheryl Walker	1988-04-19	—	—	8642 Main St, Eden Prairie, MN, 55343	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412784	CLM	Christina Herrera	1954-09-19	—	4422218009	6995 Pine Dr, Plano, TX, 75052	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-417664	CLM	Mark Edwards	2001-10-26	UHC-99615-18	—	8838 Mesa Dr, San Antonio, TX, 78247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414060	CLM	Tyler Ramirez	1947-05-20	—	—	2916 Bayshore Dr, Fresno, CA, 93768	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429971	CLM	Christian Ruiz	2004-06-11	UHC-87732-27	—	5969 Willow Ct, Gilbert, AZ, 85236	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419119	CLM	Jonathan Le	1978-08-09	UHC-34946-14	8089783259	8427 Valley View Dr, Phoenix, AZ, 85016	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414184	CLM	Joseph Banks	1993-02-06	—	5165130541	2498 Harbor Blvd, Scottsdale, AZ, 85208	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424989	CLM	Judith Austin	1948-11-12	UHC-16752-93	4458688624	1210 Maple Ave, Sacramento, CA, 95846	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411062	CLM	Jason Kim	1949-01-07	UHC-16727-36	—	4437 Elm St, San Diego, CA, 92182	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401567	CLM	Mei Sullivan	1949-12-19	—	7164244082	5720 Spring St, Jacksonville, FL, 32217	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-411589	CLM	Heather Mendoza	1954-04-14	—	9272676430	4930 Baseline Rd, Minneapolis, MN, 55455	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
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-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-412712	CLM	Willie Rojas	1979-02-13	UHC-56471-45	9096296986	5962 Washington St, Chandler, AZ, 85269	0.76	Name re-cased Phone 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-404457	CLM	Brittany K Freeman	1943-04-15	UHC-13360-01	7207147632	199 Grand Ave, Scottsdale, AZ, 85268	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-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-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-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-432218	CLM	Harold Hart	1994-04-11	UHC-36348-42	6002329636	2280 Valley View Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418486	CLM	Martha Hamilton	1970-02-03	—	4862567242	133 Washington St, Tampa, FL, 33664	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425577	CLM	Benjamin Palmer	1995-08-28	UHC-36420-96	—	1202 Indian School Rd, Glendale, AZ, 85394	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-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-423421	CLM	Wei Morales	1980-12-10	—	7476126705	849 Ridge Rd, Tampa, FL, 33645	0.76	Name re-cased 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-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-407371	CLM	Jeremy Harvey	1965-06-25	UHC-56546-03	—	3677 Pine Dr, Houston, TX, 77046	0.76	Name re-cased Member ID 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-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-415106	CLM	Emma R White	1975-07-18	—	5732322798	8102 Sage Ct, Nashville, TN, 37263	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400987	CLM	Janice Wong	1980-07-15	UHC-07022-11	—	3138 Sunset Blvd, Los Angeles, CA, 90023	0.76	Name re-cased Date of birth 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

13,120 rows, page 107 of 263Previous Next