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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421422	CLM	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	3745 Maple Ave # 784, San Diego, CA, 92114	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410833	CLM	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave # 267, Tampa, FL, 33615	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403110	CLM	Andrea Fuller	2005-03-01	—	3177411713	8857 Camelback Rd # 513, Tucson, AZ, 85737	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-412861	CLM	Marc Burke	2008-04-17	UHC-79080-92	—	4628 River Rd Apt 26, San Antonio, TX, 78278	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-422422	CLM	Thomas U Baker	1955-02-04	—	—	9431 Desert Sky Blvd Apt 39, Eden Prairie, MN, 55392	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408402	CLM	Patricia Chavez	1998-04-09	UHC-71200-93	3515097804	3111 Desert Sky Blvd Apt 39, Denver, CO, 80237	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410765	CLM	Brittany Fowler	1948-04-11	—	7738311115	4303 Lake View Rd Apt 28, San Antonio, TX, 78274	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427401	CLM	Amy X Gonzalez	1984-04-03	—	4562595912	6841 River Rd Apt 35, San Diego, CA, 92119	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-418235	CLM	Debra Hill	1986-04-19	—	—	8220 Forest Ave Apt 15, Mesa, AZ, 85221	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432418	CLM	Mateo Morneo	—	UHC-15058-84	5123038263	1447 Ridge Rd # 976, Tempe, AZ, 85299	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-406840	CLM	Jacob W Jenkins	1968-04-24	—	—	3294 Union St # 479, Glendale, AZ, 85355	0.50	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-417965	CLM	Sofia Ramirez	1976-11-13	—	4826615372	8190 Camelback Rd # 946, Jacksonville, FL	0.50	Phone reformatted Unit split from street City re-cased State name converted to code+3 more
CLM-417588	CLM	Andrea Le	1957-02-16	UHC-70351-27	—	8785 Canyon Rd # 219, Sacramento, CA, 95854	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408122	CLM	Jason Mason	1983-09-02	UHC-84953-50	5278808118	6011 Washington St Apt 11, Sacramento, CA, 95800	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420402	CLM	Carol Ortega	1996-01-15	UHC-51717-73	5967803069	5241 Central Ave Apt 18, Tampa, FL, 33612	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416533	CLM	Alexander Perkins	1959-03-26	UHC-60662-97	7164336395	26 Camelback Rd Apt 21, Plano, TX	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422351	CLM	Matthew Hoffman	1995-04-23	—	—	3568 Church St # 305, Gilbert, AZ, 85231	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423939	CLM	Gerald Foster	—	—	—	8689 Jefferson Ave # 482, Tucson, AZ, 85762	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-402646	CLM	Joyce Armstrong	1968-01-03	—	—	7518 Desert Sky Blvd # 468, Houston, TX, 77024	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-426125	CLM	Logan Lucas	1974-09-21	UHC-41254-21	—	6921 Harbor Blvd Apt 2, Plano, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427136	CLM	Deb Holmes	1955-02-13	UHC-69891-65	7645384107	4331 Grand Ave Apt 27, Nashville, TN, 37236	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-426033	CLM	Danielle K Palmer	—	UHC-01567-87	—	9568 Maple Ave # 156, San Diego, CA, 92162	0.50	Name re-cased Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-421705	CLM	Luis Dominguez	1998-11-25	UHC-35367-03	9026851946	5547 Baseline Rd # 215, Plano, TX, 75009	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428462	CLM	Betty Weber	1956-07-23	UHC-81512-01	5507961997	9852 Spring St Apt 40, Miami, FL, 33118	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-431724	CLM	Beverly Carlson	1998-10-09	UHC-97520-90	—	834 Grand Ave Apt 27, Fresno, CA, 93708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423720	CLM	Joran B Thomas	1947-07-03	UHC-53826-54	—	1659 Desert Sky Blvd Apt 24, Tampa, FL, 33602	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414712	CLM	Emily Matthews	1969-03-01	UHC-29986-98	—	7506 Indian School Rd # 467, Houston, TX	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-428697	CLM	Joyec Hanson	1963-01-25	UHC-16292-82	—	7610 Mountain View Dr Apt 21, Plano, TX, 75019	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-400548	CLM	Amy Wong	1972-07-16	UHC-19081-16	8684464207	5871 Baseline Rd Apt 27, Glendale, AZ, 85320	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-421461	CLM	Juan Kelly	1945-10-24	—	8963762803	2386 Central Ave Apt 30, Phoenix, AZ, 85057	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-419688	CLM	Ryn Wong	1941-03-06	—	4772707195	6303 River Rd # 514, Atlanta, GA, 30337	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407551	CLM	Samantha Greene	1976-09-02	UHC-56755-08	2279261166	1516 Highland Ave # 290, San Diego, CA, 92151	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-414310	CLM	Elijah S Stone	1944-04-03	—	—	250 Washington St # 399, Tempe, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431609	CLM	Carolyn Flores	1964-05-16	—	—	2384 Apache Blvd Apt 34, Los Angeles, CA, 90037	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421241	CLM	Weber K Frances	1963-02-15	UHC-72878-47	—	4716 Camelback Rd Apt 35, Los Angeles, CA, 90013	0.50	Name re-cased Two-digit birth year Unit split from street State name converted to code+3 more
CLM-419254	CLM	Christopher Perkins	1980-12-20	—	9087919382	8198 Baseline Rd Apt 6, Scottsdale, AZ, 85256	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414474	CLM	Jean Marquez	1976-10-18	UHC-24571-43	5258996880	5307 Desert Sky Blvd # 337, Columbus, OH, 43220	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420625	CLM	Doris Hatr	1999-03-26	UHC-42027-01	—	793 Lake View Rd # 378, Eden Prairie, MN, 55388	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-416710	CLM	Logan Green	1972-01-18	—	5134467856	32 Willow Ct # 353, Chandler, AZ, 85266	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425964	CLM	Ashley Bryant	2006-10-04	UHC-46537-83	5536107150	7372 Pine Dr Apt 13, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428236	CLM	Diane Little	1956-02-14	UHC-00503-91	—	9056 Washington St # 639, Orlando, FL, 32845	0.50	Unit split from street Street suffix standardised Address re-cased Gender normalised+3 more
CLM-404556	CLM	Sean Moreno	1989-08-28	UHC-94786-19	—	8250 Elm St Apt 4, San Diego, CA, 92188	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-403651	CLM	Evelyn Ray	1914-10-09	UHC-12550-93	2313290812	1967 Camelback Rd Apt 33, Eden Prairie, MN, 55330	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-420742	CLM	Carl Banks	1980-11-20	UHC-01367-28	—	6504 Mountain View Dr Apt 25, Minneapolis, MN, 55467	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416559	CLM	Jacck Bowman	1940-04-17	—	3062909753	8293 Washington St Apt 11, Gilbert, AZ, 85205	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-431230	CLM	Jerremy Garrett	1946-10-22	UHC-79001-22	6188790007	1633 Indian School Rd # 273, Gilbert, AZ, 85240	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-408298	CLM	Jean White	1946-10-19	—	—	546 Desert Sky Blvd # 990, Los Angeles, CA, 90096	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428030	CLM	Ralph Lee	—	—	—	9298 Oak St # 834, San Antonio, TX, 78272	0.50	Name re-cased Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-407391	CLM	Dylan Stone	1968-07-11	—	—	4962 Market St # 463, Charlotte, NC	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-404648	CLM	Mary Wilson	2008-01-16	—	—	5888 Canyon Rd # 670, Los Angeles, CA, 90079	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more

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