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-418996	CLM	Anthuny Weber	1986-11-02	—	4307245735	1777 River Rd, Mesa, AZ, 85277	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426233	CLM	Russell J Holmes	1969-07-10	—	4113858348	6297 Sage Ct, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423831	CLM	Justin Ryan	1974-11-04	UHC-83356-98	—	1898 Camelback Rd, Plano, TX, 75018	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427010	CLM	Joe Dean	2007-12-13	—	5898412283	1160 Desert Sky Blvd, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401187	CLM	Joe Crawford	1977-07-08	UHC-55441-33	—	1032 Sunset Blvd, Denver, CO, 80218	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401186	CLM	Joe Crawford	1977-07-08	UHC-55441-33	—	1032 Sunset Blvd, Denver, CO, 80218	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412148	CLM	Roger O Bishop	1958-03-26	UHC-15509-76	—	695 Canyon Rd, Austin, TX, 78798	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424837	CLM	Brittany B Jenkins	1951-09-02	UHC-52134-96	5596133325	2783 Apache Blvd, Jacksonville, FL, 32261	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403611	CLM	Joseph Cunningham	1939-09-10	—	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408258	CLM	Walteer Weber	1988-01-16	—	—	3286 Hillcrest Rd, Dallas, TX, 75290	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-408199	CLM	Theresa P Torres	1990-03-18	UHC-55258-87	—	4431 Highland Ave # 930, San Antonio, TX, 78202	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-423141	CLM	Virginia Boyd	2006-01-27	—	2878654580	7938 Harbor Blvd, San Antonio, TX, 78239	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-411545	CLM	Maria Snyder	1966-05-27	UHC-84820-97	8448780896	5805 Mountain View Dr # 934, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-425022	CLM	Austin Bennett	1948-10-24	—	2318273358	7038 Mesa Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403285	CLM	Judith Gilbert	—	—	—	7478 Market St, Austin, TX, 78715	0.62	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
CLM-419868	CLM	Sanitago Farnklin	1961-12-08	UHC-54865-20	—	8471 Cedar Ln, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404129	CLM	Cheryl Simmons	2002-12-17	UHC-92867-01	—	3156 Baseline Rd, Sacramento, CA, 95896	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404027	CLM	Jeffrey Padilla	1977-04-04	UHC-92939-82	—	7220 Main St, Tampa, FL, 33639	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-418777	CLM	Richard Hicks	1987-02-15	—	—	6440 River Rd Apt 15, Eden Prairie, MN, 55321	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-419021	CLM	Julia Rose	1943-06-25	—	6774462127	4918 Church St Apt 25, Denver, CO, 80281	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405681	CLM	Grace Kennedy	1952-02-07	UHC-94262-16	—	3820 Indian School Rd, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432010	CLM	Lisa Knight	2000-08-02	UHC-55792-79	—	2320 Palm Dr, Dallas, TX, 75215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412542	CLM	Debra Powell	1945-02-07	—	7948101299	4358 Forest Ave, Tampa, FL, 33622	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402880	CLM	Diego A Valdez	1962-04-06	—	5768453658	315 Palm Dr, Tucson, AZ, 85799	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427896	CLM	Aaron Knight	1983-07-13	UHC-95721-09	5246227655	8293 Spring St, Nashville, TN, 37219	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426329	CLM	Olivia Alvarado	1999-06-28	UHC-69185-07	3887701580	374 Forest Ave, Minneapolis, MN, 55417	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-409187	CLM	Alexander Pena	1965-11-10	UHC-14599-26	—	9573 Indian School Rd, Minneapolis, MN	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-405700	CLM	Michael Owens	1940-08-19	UHC-07421-16	4108483787	3292 Valley View Dr Apt 14, Austin, TX, 78773	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409966	CLM	Henry Espinoza	1959-07-26	UHC-08632-94	3546701432	1745 Church St, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412163	CLM	Deborha Harper	1973-09-28	UHC-63588-98	3247012215	4799 River Rd, Charlotte, NC, 28291	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-401733	CLM	Nichols Cynthia	1963-03-16	UHC-36208-79	—	7549 Main St, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430654	CLM	Sandra M McCoy	1999-11-15	—	2688183877	2098 Camelback Rd, Scottsdale, AZ, 85282	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431907	CLM	Melissa B Hudson	2007-09-06	—	5138367797	1746 Grand Ave, Gilbert, AZ, 85210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402744	CLM	Diane Foster	2006-03-08	—	5245960882	4393 Jefferson Ave, Austin, TX, 78768	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416915	CLM	Joe Harvey	1996-02-27	UHC-44826-03	5083898079	8728 Indian School Rd, Columbus, OH, 43296	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406805	CLM	Ahmed Davis	2003-01-10	UHC-86559-68	—	9045 Mesa Dr, Eden Prairie, MN, 55300	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400872	CLM	Fatima E Nguyen	1984-03-14	UHC-77642-95	—	2819 Palm Dr, Houston, TX, 77080	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425426	CLM	Barbara Park	1982-05-01	UHC-16638-84	—	4177 Pine Dr, Scottsdale, AZ, 85224	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429880	CLM	Juile Pena	1994-12-14	UHC-64751-19	8296431839	9289 Ridge Rd, Atlanta, GA, 30309	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413440	CLM	Bruce Garza	1971-02-23	—	2108312845	2756 Ocean Ave, Miami, FL, 33113	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431948	CLM	Kimberly Ferguson	—	UHC-50163-50	2729343576	9024 Mesa Dr, Scottsdale, AZ, 85247	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419566	CLM	Gerald Willis	1957-08-12	UHC-23329-03	—	7465 Church St, Houston, TX, 77008	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407669	CLM	Kevin Scott	1977-09-05	UHC-95333-52	—	6262 Apache Blvd, Columbus, OH, 43216	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-429507	CLM	Douglas Alvarado	2000-03-27	UHC-27382-79	—	1453 Indian School Rd Apt 2, Jacksonville, FL, 32253	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425369	CLM	Juan Graham	1937-06-16	—	8819876906	4334 Harbor Blvd, Fresno, CA, 93733	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415054	CLM	Angela Sullivan	2002-10-25	—	—	2017 Desert Sky Blvd, Tucson, AZ, 85783	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-413711	CLM	Heather Perez	1961-11-18	UHC-55402-81	—	3546 Ridge Rd # 623, Chandler, AZ, 85209	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413710	CLM	Heather Perez	1961-11-18	UHC-55402-81	—	3546 Ridge Rd # 623, Chandler, AZ, 85209	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402676	CLM	WJunk	1993-02-22	UHC-11771-60	—	3287 Bayshore Dr, Orlando, FL, 32887	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-427022	CLM	Natalie Cruz	2001-08-03	—	—	1185 Desert Sky Blvd, Charlotte, NC, 28200	0.62	Street suffix standardised Address re-cased State code upper-cased Gender normalised+3 more

16,411 rows, page 94 of 329Previous Next