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-428536	CLM	Victoria Coleman	1979-06-14	UHC-48374-66	—	7682 Valley View Dr, Scottsdale, AZ, 85292	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418184	CLM	Sean Yang	1966-01-27	—	8445415132	9465 Palm Dr, San Diego, CA, 92191	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419465	CLM	Steve J Holmes	1944-09-14	—	4515378815	554 Bayshore Dr, San Diego, CA, 92185	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421836	CLM	Sandra G Franklin	2007-06-07	—	5514941927	8987 Palm Dr, Jacksonville, FL, 32257	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426328	CLM	Frank Fernandez	1987-09-07	—	4216293411	2613 Oak St, Chandler, AZ, 85215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426327	CLM	Frank Fernandez	1987-09-07	—	4216293411	2613 Oak St, Chandler, AZ, 85215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419626	CLM	Donna P Young	1959-04-09	UHC-09777-54	—	9562 Grand Ave, Tampa, FL, 33640	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401837	CLM	Anthony Hernandez	2003-01-03	UHC-96290-74	—	9167 Main St, Charlotte, NC, 28204	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408216	CLM	Maison Valdez	1998-11-17	—	6739355469	1204 Washington St, Gilbert, AZ, 85234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411772	CLM	Natalie Fernandez	1950-09-17	—	4152030125	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431365	CLM	Bruce Powell	1978-03-13	UHC-34913-07	4579683850	5287 Broadway, Phoenix, AZ, 85045	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-420070	CLM	Chistine I Olson	1984-12-03	UHC-78090-69	8264811734	7619 Pine Dr, Fresno, CA, 93738	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402936	CLM	Benjamin I Lane	1991-08-02	UHC-13318-15	4432991150	284 Market St, Glendale, AZ, 85365	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416112	CLM	Roger B Reyes	1951-02-02	—	7935032803	1755 Valley View Dr, Mesa, AZ, 85287	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-418623	CLM	Scott Bowman	1972-06-20	—	8954096440	2445 Sage Ct, Chandler, AZ, 85299	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404701	CLM	Joeph Obrien	1978-10-10	UHC-03406-45	—	464 Forest Ave, Jacksonville, FL, 32266	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419753	CLM	Anndrew N Martin	1971-06-27	UHC-32419-05	2183477931	2187 River Rd, Plano, TX, 75003	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417594	CLM	Victoria Tucker	1990-07-28	UHC-76378-52	—	1068 Sage Ct, Tampa, FL, 33686	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402605	CLM	Frances Pierce	1938-06-09	—	—	6554 Jefferson Ave, Orlando, FL, 32892	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408071	CLM	James Rodriguez	2001-03-20	UHC-66449-14	2049632593	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-416044	CLM	Edwards Christian	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX, 75090	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-426404	CLM	Santiago Alvarado	1998-06-16	UHC-29527-53	—	2880 Indian School Rd, Phoenix, AZ, 85007	0.76	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
CLM-424503	CLM	Kelly Munoz	1971-07-06	UHC-16171-83	—	997 Bayshore Dr, Tempe, AZ, 85247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424177	CLM	Priya Ford	1969-05-03	UHC-66719-80	—	2159 Central Ave, Mesa, AZ, 85250	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429461	CLM	Tim Jacobs	1944-08-19	UHC-20013-02	—	2140 Palm Dr, Gilbert, AZ, 85240	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404270	CLM	Benjamin Romero	1978-11-02	UHC-88365-92	—	4858 Mountain View Dr, Houston, TX, 77089	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-402398	CLM	Elizabeth Jimenez	1945-05-25	—	—	8362 Hillcrest Rd, Columbus, OH, 43216	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419068	CLM	Christine Banks	1957-10-20	UHC-95380-74	2462499743	1950 Valley View Dr, Tempe, AZ, 85220	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424903	CLM	Susan T Lane	1960-03-01	UHC-73756-54	—	2400 Hillcrest Rd, San Diego, CA, 92144	0.76	Name re-cased Member ID reformatted Gender normalised Plan code upper-cased+2 more
CLM-407433	CLM	Mei H Thomas	1944-07-25	UHC-23359-43	—	4925 Lincoln Way, Charlotte, NC, 28225	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429575	CLM	Dorothy Gray	2001-09-19	UHC-49733-88	—	1611 Market St, Denver, CO, 80242	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419187	CLM	Sophia Wallace	1969-07-06	UHC-32491-14	—	80 Forest Ave, Chandler, AZ, 85243	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415526	CLM	Philip Garrett	1960-12-03	UHC-23280-93	8445091395	5689 Cedar Ln Apt 18, Tucson, AZ, 85792	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-431709	CLM	Arjun Miller	1987-05-08	UHC-81052-83	—	2069 Washington St, Gilbert, AZ, 85222	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-402903	CLM	Alexander Contreras	1954-03-12	—	8327015035	9114 Camelback Rd, Eden Prairie, MN, 55379	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415495	CLM	Ana Gordon	1963-10-01	UHC-86380-25	—	1672 Bayshore Dr, Atlanta, GA, 30369	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412264	CLM	Cheryl P Bishop	1951-11-16	UHC-61142-38	—	9801 Cedar Ln, Seattle, WA, 98115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413194	CLM	Jacqueline Watson	2005-05-22	UHC-06280-11	—	1973 Cedar Ln # 584, Tucson, AZ, 85733	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
CLM-429189	CLM	Sara Gutierrez	1954-04-09	—	9379277443	8912 Baseline Rd, Orlando, FL, 32811	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422871	CLM	Daniel Garza	1965-05-26	UHC-65418-38	8005596832	3687 Elm St, Mesa, AZ, 85213	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427641	CLM	Shirley Simpson	1987-07-05	—	—	873 Willow Ct, Eden Prairie, MN, 55395	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402248	CLM	Chris U Mendoza	1940-07-08	UHC-01903-53	7615025764	9673 Bayshore Dr, Gilbert, AZ, 85297	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-430308	CLM	Payne C Terry	2007-04-07	UHC-95731-30	7303294495	1535 Apache Blvd, Atlanta, GA, 30323	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404201	CLM	Deebra Lawson	1939-08-19	UHC-10156-16	—	8452 Forest Ave, Miami, FL, 33190	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401336	CLM	Mateo Weaver	1952-04-01	UHC-06209-31	—	8866 Ocean Ave, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-403775	CLM	Nicole Kelley	1961-04-04	UHC-85597-57	—	4084 Central Ave, Plano, TX, 75074	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-432093	CLM	Samantha Fuller	1941-11-24	—	—	4633 Cedar Ln, Charlotte, NC, 28222	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418794	CLM	Don Burtno	1973-02-10	UHC-51875-33	—	8911 Sunset Blvd, Houston, TX, 77089	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408106	CLM	Jaon Morris	2007-12-21	UHC-13242-98	6462704805	7097 Pine Dr, San Diego, CA, 92140	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407116	CLM	Jesse Spencer	1943-11-24	—	5777704546	5080 Harbor Blvd, Seattle, WA, 98107	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more

13,120 rows, page 102 of 263Previous Next