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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431281	CLM	Hananh Ramos	1952-09-18	UHC-51097-46	5717159596	8140 Broadway, Tempe, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-423996	CLM	Karen N Harrison	1987-01-26	UHC-86250-15	—	—	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
CLM-410979	CLM	Lauren Perez	1948-06-06	UHC-37524-53	9154335664	7080 Main St Apt 29, Fresno, CA, 93700	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
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-427678	CLM	Ann Salazar	1960-10-10	—	—	288 Hillcrest Rd, Plano, TX, 75089	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-426144	CLM	Richard Espinoza	1957-05-16	UHC-68182-02	5163396241	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+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-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-419799	CLM	Diane Reid	1954-02-03	UHC-19446-14	—	2365 Sage Ct, Houston, TX	0.66	Two-digit birth year State code upper-cased ZIP missing 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-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-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-405598	CLM	Mason P Herrera	1943-02-05	—	5424196196	182 Willow Ct, Charlotte, NC, 28299	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-415947	CLM	Jean Wilson	1943-03-02	—	8927115598	—	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace 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-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-415398	CLM	Diana Hughes	1975-03-01	UHC-99954-49	—	8291 Palm Dr Apt 3, Dallas, TX, 75254	0.66	Two-digit birth year Member ID reformatted Unit split from street Whitespace trimmed+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-401193	CLM	Kathleen Cox	—	—	3426041160	2530 Mountain View Dr, Jacksonville, FL, 32216	0.66	Date of birth missing Phone reformatted Gender normalised 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-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-408523	CLM	Julia Z Castro	1940-09-04	UHC-69783-77	—	1770 Pine Dr # 439, Sacramento, CA, 95842	0.66	Name re-cased SSN last four extracted Unit split from street 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-411306	CLM	Ronald Riec	1946-09-19	UHC-31859-37	—	2525 Forest Ave, Mesa, AZ, 85289	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace 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-404894	CLM	Wei Harrison	—	UHC-67650-36	4509689142	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+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-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-413770	CLM	Maria Mills	2002-02-20	UHC-87139-79	9558996113	4692 Park Pl, Columbus, OH, 43211	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+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-406931	CLM	Ammber O Delgado	1998-09-15	UHC-52060-85	7168981217	6469 Market St Apt 22, Minneapolis, MN, 55401	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+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-409353	CLM	Janet Cole	1950-04-16	UHC-14286-74	—	9793 Desert Sky Blvd, Scottsdale, AZ, 85282	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414295	CLM	Camila I Ortiz	2008-06-21	—	—	8674 Cedar Ln, Houston, TX, 77047	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421242	CLM	Samuel Hart	1982-03-15	UHC-45207-32	—	3954 Desert Sky Blvd Apt 8, Tucson, AZ, 85744	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418295	CLM	Angela C Matthews	1953-01-07	—	8466837684	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-410369	CLM	Aaron Laron	1995-06-15	—	4393493046	7090 Union St, Minneapolis, MN, 55418	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-431962	CLM	Ralph Andrews	1985-06-10	—	—	3086 Desert Sky Blvd, Fresno, CA, 93728	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406580	CLM	Denise Perkins	2003-07-02	UHC-99174-55	—	6478 Meadow Ln, Jacksonville, FL, 32291	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416361	CLM	Betty Rodriguez	—	—	—	9758 Forest Ave, Houston, TX, 77037	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431846	CLM	Ruth Hudson	1966-02-12	—	—	6660 Market St, Eden Prairie, MN, 55384	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416019	CLM	Fatima Butler	1972-06-01	—	5888160633	5607 Church St Apt 24, Charlotte, NC, 28203	0.66	Two-digit birth year Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-416020	CLM	Fatima Butler	1972-06-01	—	5888160633	5607 Church St Apt 24, Charlotte, NC, 28203	0.66	Two-digit birth year Unit split from street State code upper-cased Whitespace trimmed+1 more

18,771 rows, page 117 of 376Previous Next