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-426572	CLM	Terry Butler	2008-10-10	UHC-98914-41	—	5887 Jefferson Ave, Plano, TX, 75041	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419203	CLM	Timothy Henry	1955-01-07	—	3277416921	8414 Bayshore Dr, Nashville, TN, 37221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425341	CLM	Thomas Gonzalez	1975-09-24	UHC-73038-56	8923921982	1811 Indian School Rd, Phoenix, AZ, 85024	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410269	CLM	Rebecca Elliott	1951-07-04	UHC-15131-53	—	1001 Lincoln Way, Columbus, OH	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-423158	CLM	Ryan Soto	2002-11-11	UHC-31409-02	3373717502	8891 Union St, Tempe, AZ, 85233	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402216	CLM	Kevin Garcia	1941-09-07	UHC-43353-66	7767848302	482 Meadow Ln, Seattle, WA, 98138	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422457	CLM	Janice Maldonado	1949-02-02	—	—	1406 Sunset Blvd, Miami, FL, 33111	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426429	CLM	Randy L Clark	1989-05-14	UHC-24980-66	—	4099 Camelback Rd, Miami, FL, 33195	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400309	CLM	Martha Peters	1975-04-12	—	—	9204 Union St, Las Vegas, NV, 89157	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417277	CLM	Wei Hamilton	1977-09-11	—	—	449 Grand Ave, Jacksonville, FL, 32209	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413397	CLM	Alice Welch	1956-09-18	UHC-35128-70	2312301239	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-422273	CLM	James Hanson	1984-11-23	UHC-90765-54	6222528462	6778 Ocean Ave, Miami, FL, 33117	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426208	CLM	Kyle Lawrence	1997-10-11	—	6142221488	6147 Lincoln Way, Fresno, CA, 93707	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419398	CLM	Doris Fernandez	2003-02-04	—	2485091224	5596 Bayshore Dr, Jacksonville, FL, 32268	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411174	CLM	Ashley Simpson	1954-06-13	UHC-68874-78	—	9671 Ocean Ave, Los Angeles, CA, 90035	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400491	CLM	Frances Bailey	1977-09-15	UHC-79037-98	6698041036	4314 Mountain View Dr, Jacksonville, FL, 32293	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427925	CLM	Samuel Daniels	1987-03-17	UHC-09665-29	—	4305 Highland Ave, Mesa, AZ, 85290	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412908	CLM	Virginia Bennett	1991-06-27	UHC-72898-74	—	493 Union St, Fresno, CA, 93730	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403332	CLM	Teresa Hayes	1962-10-05	—	2623678546	2774 Pine Dr, Gilbert, AZ, 85236	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430396	CLM	Margaret I Jordan	1985-06-26	—	—	4851 Harbor Blvd, Denver, CO, 80295	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-418773	CLM	Alice Jackson	1968-01-20	—	—	3218 Elm St, Denver, CO, 80247	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403663	CLM	Michelle J Perkins	1962-12-16	UHC-72207-33	—	7224 Lake View Rd, Tampa, FL, 33672	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422219	CLM	Henrry Foster	1976-04-11	UHC-39147-45	6318756399	2845 Forest Ave, Glendale, AZ, 85352	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402797	CLM	Hiroshi S Richards	1983-02-20	UHC-72946-18	—	7384 Valley View Dr, Glendale, AZ, 85353	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402555	CLM	Bruce W Maldonado	1975-04-15	—	5343997606	9375 Union St, Tucson, AZ, 85738	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411215	CLM	Walter R Mendez	2008-03-08	UHC-63260-69	3406406912	3148 Grand Ave, Dallas, TX, 75282	0.78	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-407375	CLM	Santiago Elliott	1989-06-01	UHC-52585-76	—	5848 Elm St, Orlando, FL, 32832	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-401212	CLM	Ann Harris	1962-11-20	UHC-28678-48	8888840099	2246 Ridge Rd, Charlotte, NC, 28243	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415422	CLM	Brittany G Long	1978-06-02	UHC-81737-68	—	6125 Forest Ave, Tempe, AZ, 85245	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-431188	CLM	Terry Williams	1939-10-17	—	8036281479	2679 Ocean Ave, Glendale, AZ, 85377	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419570	CLM	Jordan Carpenter	1977-03-17	UHC-22832-79	—	7257 Mesa Dr, Phoenix, AZ, 85088	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408302	CLM	Michelle Jensen	2005-04-02	—	—	311 Park Pl, Nashville, TN, 37217	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417690	CLM	Sophia Martinez	1950-04-27	UHC-22861-85	—	9261 Lake View Rd, Mesa, AZ, 85258	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-415355	CLM	Kenneth Kannedy	1997-07-03	UHC-75623-35	5638666962	2830 Valley View Dr, Minneapolis, MN, 55413	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-426980	CLM	Debra Moore	2001-07-06	UHC-69722-62	—	2923 Washington St, Glendale, AZ, 85309	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411341	CLM	Billy Hansen	1960-03-13	—	—	8826 Grand Ave, San Diego, CA, 92132	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419751	CLM	Teresa Lawrence	1988-05-24	UHC-66781-07	2085231004	5047 Pine Dr, Houston, TX, 77082	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408082	CLM	Ranyd Wood	1981-05-19	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-411157	CLM	Justin J Mason	2002-01-09	UHC-94839-47	7604226272	8634 Sunset Blvd, Dallas, TX, 75222	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430650	CLM	Ed O Boyd	2003-11-09	UHC-44082-26	—	8783 Willow Ct, San Diego, CA, 92123	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-420519	CLM	Omar Mers	1958-06-01	—	8105323943	134 Church St, Mesa, AZ, 85221	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-420946	CLM	Hudson Frances	1954-05-17	UHC-60488-02	8374831360	9405 Willow Ct, Nashville, TN, 37246	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426541	CLM	Douglas Harris	1965-08-21	UHC-03403-79	—	4687 Main St, Nashville, TN, 37255	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405957	CLM	Rachel M West	1951-09-13	UHC-58253-49	2376717144	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-407713	CLM	Natalie N Wagner	1965-07-26	UHC-26872-91	—	9743 Sunset Blvd, Orlando, FL, 32818	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-409282	CLM	Rachel Elliott	1995-11-25	UHC-94005-32	9612852033	9231 River Rd # 867, San Antonio, TX, 78241	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-408473	CLM	Chreyl Carlson	2007-10-10	—	8083409068	9015 Meadow Ln, Austin, TX, 78749	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417496	CLM	Danil Mendez	1958-11-04	UHC-21332-78	9787564344	1144 Main St, Columbus, OH, 43225	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
CLM-412785	CLM	Lawrence Griffin	1992-03-19	UHC-16071-31	6382468560	7319 Pine Dr, Columbus, OH, 43291	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-406551	CLM	Ronald Mason	2007-07-18	UHC-00287-86	6146304795	8350 Desert Sky Blvd, Charlotte, NC, 28280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

13,120 rows, page 132 of 263Previous Next