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-418715	CLM	Jazon Watson	1999-06-27	UHC-31272-97	4322193804	8344 Harbor Blvd, Columbus, OH	0.64	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+2 more
CLM-410103	CLM	Joseph Herrera	1959-04-21	—	—	5215 Indian School Rd, Las Vegas, NV, 89149	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-426179	CLM	Jose Hunetr	2001-02-17	—	—	9111 Maple Ave, Seattle, WA, 98100	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402318	CLM	Laura Alvarado	2006-01-21	—	—	9722 Hillcrest Rd, Seattle, WA, 98116	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-402317	CLM	Laura Alvarado	2006-01-21	—	—	9722 Hillcrest Rd, Seattle, WA, 98116	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-418474	CLM	Jacqueline Mason	1993-07-08	UHC-70522-46	—	5140 Cedar Ln, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425031	CLM	Obrien E Wayne	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr Apt 37, Denver, CO, 80293	0.64	Name split from “Last, First”Name re-cased Date of birth reformatted Unit split from street+2 more
CLM-429963	CLM	Betty Q Sandoval	1944-09-25	—	—	1080 Desert Sky Blvd, Dallas, TX, 75227	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-415070	CLM	Karne Roberts	1944-08-03	UHC-49232-31	—	3071 Cedar Ln Apt 3, San Diego, CA, 92160	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431357	CLM	Judith G Schultz	1988-05-25	—	—	3026 Ocean Ave, Seattle, WA, 98177	0.64	Middle initial moved out of first name Name re-cased City re-cased State name converted to code+2 more
CLM-423203	CLM	Sam Adams	1960-07-20	UHC-62298-66	—	2770 Canyon Rd, Columbus, OH, 43226	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-424802	CLM	Isabella Collins	1984-04-07	—	—	8033 Lincoln Way, San Antonio, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402768	CLM	Gloria Perez	—	—	6766305258	8074 Pine Dr, Tampa, FL	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
CLM-406725	CLM	Carl A Clark	1977-10-08	UHC-03377-54	2355177070	6214 Bayshore Dr, Los Angeles, CA, 90007	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-418189	CLM	Margaret Bishop	1958-08-09	UHC-17308-48	8076132892	153 Main St, Mesa, AZ, 85235	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-406000	CLM	Wayne Santos	1967-08-04	UHC-74830-37	6799132206	9077 Lake View Rd, Nashville, TN, 37234	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-404819	CLM	Karen H Li	1986-05-02	—	9566347382	2551 Jefferson Ave, Jacksonville, FL, 32257	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422990	CLM	Joe Kennedy	1960-08-10	—	—	9326 Spring St, Denver, CO, 80262	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-400404	CLM	Josh Willis	1945-04-07	UHC-25334-79	—	6663 Oak St, Sacramento, CA, 95835	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-400931	CLM	Carolyn Lewis	1996-08-27	UHC-83255-14	—	5024 Spring St, Charlotte, NC, 28254	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-425266	CLM	Alan X Wheeler	1941-03-09	—	2066442524	2513 Bayshore Dr Apt 1, Las Vegas, NV, 89167	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415706	CLM	Amy Bell	—	—	—	588 Church St, Plano, TX, 75054	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-401622	CLM	Jeffrey Rojas	—	UHC-39663-17	—	3040 Apache Blvd, Seattle, WA, 98111	0.64	Date of birth unreadable City re-cased Email lower-cased Gender normalised+2 more
CLM-406726	CLM	Sarah James	1984-12-20	—	—	3221 Spring St, Atlanta, GA, 30381	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-417513	CLM	Russell Garcia	1989-02-11	—	7436920228	4408 River Rd, Miami, FL	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-409986	CLM	Nicole Hayes	1939-04-16	—	7178720107	695 Apache Blvd, Plano, TX, 75090	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-405628	CLM	Jeremy Henry	2005-08-01	—	6309822037	5034 Main St, Charlotte, NC, 28222	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402612	CLM	Adam Long	—	—	2146031253	217 Valley View Dr, Plano, TX, 75043	0.64	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+2 more
CLM-416640	CLM	Ralph Q Ruiz	1954-06-03	—	3688264206	777 Lake View Rd, Fresno, CA, 93760	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-422941	CLM	Arthur Peterson	1953-09-02	UHC-63949-28	5786154081	4424 Central Ave, San Antonio, TX, 78276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405701	CLM	Amanda Washington	1998-05-28	—	—	8825 Elm St, Gilbert, AZ, 85274	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-415735	CLM	Brian Wells	2001-07-16	—	—	7743 Market St, Tampa, FL, 33694	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404188	CLM	Sharon Santos	1990-01-28	UHC-46936-59	9059848621	6404 Bayshore Dr, Denver, CO, 80272	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-429930	CLM	Michelle Oliver	1978-02-16	UHC-82552-09	4003361707	8192 Indian School Rd, Sacramento, CA, 95899	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407785	CLM	Victoria C Fox	1985-02-11	UHC-83918-84	—	6276 Oak St, Tampa, FL, 33668	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-414781	CLM	Scott Bryant	1972-08-07	—	3943588150	2176 Broadway, San Antonio, TX, 78200	0.64	Two-digit birth year Address re-cased City re-cased State name converted to code+2 more
CLM-422660	CLM	Billy D Bradley	1998-05-18	UHC-31626-51	8413834471	2621 Palm Dr Apt 19, Atlanta, GA, 30374	0.64	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+2 more
CLM-407714	CLM	Amy O Elliott	1950-07-18	—	4656105196	7041 Elm St, Phoenix, AZ, 85070	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424891	CLM	Brandon N Smith	1958-10-14	UHC-72514-77	—	1746 Bayshore Dr, Dallas, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-428216	CLM	Rebecca Hamilton	1954-02-23	—	—	2665 Indian School Rd, Plano, TX, 75019	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-431734	CLM	Nicholas Adams	1953-12-23	UHC-38542-81	—	8975 Grand Ave # 955, Atlanta, GA, 30394	0.64	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+2 more
CLM-431853	CLM	Gomez Betty	1969-12-05	—	5778885753	7051 Spring St, Sacramento, CA, 95848	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404598	CLM	Brian McCoy	1948-03-27	UHC-41653-53	—	5981 Hillcrest Rd, Seattle, WA, 98102	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-416469	CLM	Raymond C Santos	1959-02-12	UHC-31261-86	—	1830 Spring St, Atlanta, GA, 30311	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410550	CLM	Gracce Ortea	1962-04-12	—	—	8559 Meadow Ln, Nashville, TN, 37280	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430944	CLM	Joan Z Santiago	1960-05-03	—	—	7617 Lincoln Way Apt 9, Seattle, WA, 98124	0.64	Middle initial moved out of first name Name re-cased Unit split from street City re-cased+2 more
CLM-421540	CLM	Frances Ruiz	1994-03-16	UHC-53327-52	—	9212 Main St, Atlanta, GA, 30353	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409883	CLM	Timothy Mills	—	UHC-97279-49	—	4893 Valley View Dr, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth unreadable City re-cased State name converted to code+2 more
CLM-400478	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-409995	CLM	Jean Williamson	1954-07-12	—	—	5902 Apache Blvd, Seattle, WA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more

5,235 rows, page 36 of 105Previous Next