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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418895	CLM	Sophia Turner	1947-01-18	UHC-88478-15	—	4569 Harbor Blvd, Columbus, OH, 43266	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408033	CLM	Deboah Freeman	1943-02-20	—	8524098033	1889 Market St, Orlando, FL, 32832	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408032	CLM	Deboah Freeman	1943-02-20	—	8524098033	1889 Market St, Orlando, FL, 32832	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406200	CLM	Kathryn Sanchez	1955-09-08	UHC-35361-14	2194929641	5727 Indian School Rd, Nashville, TN, 37234	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-422194	CLM	Luis Freeman	1990-03-27	UHC-20455-14	—	3146 Canyon Rd, Gilbert, AZ, 85274	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412525	CLM	Jon Parker	1952-09-07	UHC-53297-26	6466498212	8769 Lincoln Way, Seattle, WA, 98174	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412550	CLM	Diane Daniels	1940-12-16	UHC-73681-72	—	8712 Forest Ave, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-419743	CLM	Christina Lewis	1955-08-23	—	—	8303 Indian School Rd, Chandler, AZ, 85219	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412042	CLM	Jonathan Z McDonald	1987-07-24	—	3204387932	2481 Palm Dr, Charlotte, NC, 28269	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411629	CLM	Helen West	1958-11-03	—	—	6857 Union St, Miami, FL, 33190	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422471	CLM	Ruth W Jordan	—	UHC-15673-95	—	2396 Ridge Rd, Nashville, TN, 37230	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415413	CLM	Mariana Peterson	1979-12-19	—	8897922950	6743 Park Pl, Scottsdale, AZ, 85256	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419961	CLM	Teresa Stephens	1973-08-20	UHC-87322-48	—	604 Maple Ave, Chandler, AZ, 85202	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406191	CLM	Gabriel Brown	1995-05-27	—	—	3573 Forest Ave, Tampa, FL, 33681	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410893	CLM	Munoz Hiroshi	1976-06-14	—	—	7710 Elm St, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-416590	CLM	Evelyn G Bakar	1953-06-08	UHC-01180-54	—	2621 Union St, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-410108	CLM	Cheryl Garza	1964-08-05	UHC-54815-28	—	561 Jefferson Ave, San Diego, CA, 92167	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411685	CLM	Catherine Collins	1952-01-23	—	—	8370 Sunset Blvd, Minneapolis, MN, 55490	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-413252	CLM	Lisa Mendez	1949-07-05	UHC-55575-93	—	105 Cedar Ln # 365, Tucson, AZ, 85702	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429793	CLM	Jeremy Moore	1995-09-27	—	—	7041 Willow Ct, Mesa, AZ, 85262	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-426638	CLM	Roy Dnucan	1974-12-12	—	—	6138 Grand Ave, Sacramento, CA, 95879	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402026	CLM	Denise Johnston	2008-03-09	UHC-49425-51	—	6538 Palm Dr, Gilbert, AZ, 85210	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411910	CLM	Roy K Vargas	1995-02-27	—	—	8851 Maple Ave, Los Angeles, CA, 90066	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-407855	CLM	Russell Little	1952-07-01	UHC-66311-10	—	9059 Indian School Rd Apt 1, Mesa, AZ, 85210	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413873	CLM	Teressa Meyer	1962-09-10	—	—	9295 Apache Blvd, Las Vegas, NV, 89197	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404386	CLM	VJunk	1955-05-06	—	9878442270	5141 Mesa Dr, Orlando, FL, 32849	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-411925	CLM	Zachary Knight	1959-07-23	UHC-03561-97	—	6436 Grand Ave, Charlotte, NC, 28290	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408896	CLM	Sofia Vazquez	1971-05-03	UHC-95246-52	—	6152 Apache Blvd, Seattle, WA, 98197	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-408155	CLM	Elijah Allen	1943-12-01	—	6168902010	425 Main St, Tucson, AZ, 85792	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-406399	CLM	Andrea Stone	1993-07-09	UHC-78915-54	—	3159 Jefferson Ave, Eden Prairie, MN, 55338	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403354	CLM	Jeremy Torres	1982-06-17	UHC-01486-09	—	8802 Jefferson Ave, Plano, TX, 75017	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420877	CLM	Kenneth Gonzales	1994-09-09	—	—	2617 Cedar Ln Apt 26, Chandler, AZ, 85216	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422303	CLM	Patricia Hernandez	1977-03-19	UHC-44396-50	—	6739 Ocean Ave Apt 12, Dallas, TX, 75236	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421224	CLM	Logan Howard	2004-10-26	—	—	3883 Bayshore Dr, Austin, TX, 78745	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411918	CLM	Julia Adams	1962-04-13	—	—	4202 Cedar Ln, Atlanta, GA, 30386	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
CLM-413707	CLM	Santiago Moure	1963-11-19	—	—	3960 Spring St, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-414939	CLM	William Warren	1983-04-21	UHC-39909-15	—	7504 Ocean Ave, San Diego, CA, 92151	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-403728	CLM	Karen Y Williamson	1989-01-28	UHC-19624-91	6128106648	6240 Elm St, Columbus, OH, 43239	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410641	CLM	Benjamin G Tarn	1956-10-03	—	6832813198	8544 Indian School Rd, Mesa, AZ, 85233	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429081	CLM	Joyce Baker	1946-03-28	UHC-28092-57	—	9688 Mesa Dr, San Antonio, TX, 78286	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404084	CLM	Jacqueline Black	—	UHC-52048-14	7868549331	3673 Apache Blvd, Tucson, AZ, 85721	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-425056	CLM	Nicholas S Arnold	1980-06-27	UHC-28133-87	—	9623 Forest Ave, Chandler, AZ, 85259	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-432300	CLM	Lara Dunn	1946-12-16	UHC-26938-12	—	8726 Apache Blvd, Plano, TX, 75092	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-413140	CLM	Johnny S Gomez	1972-08-27	UHC-33926-12	—	8803 Pine Dr, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409979	CLM	Timothy B Bennett	1999-12-06	UHC-36770-15	—	8571 Bayshore Dr, San Diego, CA, 92178	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421943	CLM	Ryan Nunez	1950-10-06	UHC-12863-64	6953116420	3715 River Rd, Sacramento, CA, 95819	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-419676	CLM	Abigail P Armstrong	2006-10-06	UHC-16262-32	—	9469 Apache Blvd, Dallas, TX, 75231	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-426099	CLM	Grace Contreras	1974-01-01	UHC-41914-44	—	3704 Elm St, Orlando, FL, 32887	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-402312	CLM	Lucia Espinoza	1971-11-16	UHC-13836-28	—	2739 Union St Apt 5, Columbus, OH, 43207	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406575	CLM	Justin G Cooper	—	—	2288619677	7406 Spring St, Miami, FL, 33143	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more

16,411 rows, page 161 of 329Previous Next