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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404112	CLM	Christopher G Williamson	2002-02-28	—	—	7615 Desert Sky Blvd, Charlotte, NC, 28279	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409236	CLM	Steve Johnson	1991-08-14	UHC-21861-27	—	5694 Union St, Chandler, AZ, 85244	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409049	CLM	Thomas Welch	2007-02-15	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-414172	CLM	Grace R Collins	1988-09-08	UHC-78004-18	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406126	CLM	Michelle W Nelson	1947-08-08	UHC-68864-27	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-410963	CLM	Martha Patel	1948-05-04	UHC-72665-54	5086381570	7106 Harbor Blvd, Las Vegas, NV, 89184	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431081	CLM	Mei Vega	2008-01-22	UHC-96916-94	4669632303	641 Highland Ave, Gilbert, AZ, 85208	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-410730	CLM	Arjun Gutierrez	2005-12-12	UHC-35844-53	4976030816	1284 Canyon Rd, San Antonio, TX, 78238	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431300	CLM	Danilele Boyyd	1988-04-25	—	—	6982 Mountain View Dr, Miami, FL, 33116	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-426358	CLM	Hiroshi H Smith	1993-06-06	—	3558748275	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-410799	CLM	Sara Garrett	1998-02-24	—	—	5759 Palm Dr, Charlotte, NC, 28284	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418450	CLM	Stephanie Ellis	1967-04-18	UHC-58296-03	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-420580	CLM	Sandra Long	1985-01-27	—	—	4841 Broadway, Miami, FL, 33167	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-422343	CLM	Martha Dixon	1980-12-27	UHC-22273-83	7392825747	6794 Park Pl, Atlanta, GA, 30377	0.94	Date of birth reformatted Phone reformatted Email lower-cased
CLM-403786	CLM	Walter Luna	1983-12-04	—	5946404747	97 Highland Ave, Minneapolis, MN, 55496	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-427542	CLM	Marilyn George	1956-07-01	—	—	4851 Desert Sky Blvd, Jacksonville, FL, 32249	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-424507	CLM	Wei Sanders	1961-05-27	UHC-34725-21	—	—	0.94	Name re-cased Date of birth reformatted Whitespace trimmed
CLM-424130	CLM	Jack Rsoe	1954-02-02	UHC-37958-45	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-421028	CLM	Sandra Gardenr	1958-11-11	UHC-74968-08	—	129 Palm Dr, Jacksonville, FL, 32283	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426020	CLM	Sophia Wheeler	1999-06-08	UHC-19164-05	5583079320	6232 Baseline Rd, Tampa, FL, 33631	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-427688	CLM	Jimmy Lee	1985-03-27	UHC-47044-58	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413512	CLM	Mary Jacobs	1983-06-07	—	9477326548	4376 Elm St, San Antonio, TX, 78234	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-426203	CLM	Lucia I Morrison	1949-08-08	UHC-40834-54	—	3272 Forest Ave, Dallas, TX, 75243	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-404117	CLM	Raymond Wod	1977-12-17	UHC-43430-18	4136458907	409 Cedar Ln, Las Vegas, NV, 89148	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-407485	CLM	Abby Hicks	2001-04-05	UHC-46842-79	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-407726	CLM	Billy Hart	1986-01-16	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400380	CLM	Vicky Lynch	1995-10-10	UHC-39117-66	—	9353 Baseline Rd, Jacksonville, FL, 32296	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-405738	CLM	Bobby O Mason	2003-05-20	—	—	2306 Mesa Dr, Charlotte, NC, 28203	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431701	CLM	Madison Lucas	2007-12-23	UHC-08732-03	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-431516	CLM	Jennifer Schmidt	2003-07-05	UHC-29055-65	6064750635	290 Apache Blvd, Charlotte, NC, 28267	0.94	Name re-cased Date of birth reformatted Phone reformatted
CLM-405967	CLM	Adam Riley	1942-11-05	—	—	8342 Church St, Fresno, CA, 93744	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-428878	CLM	Jdy Murray	1982-04-06	—	5225284284	8314 Sunset Blvd, Columbus, OH, 43256	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-432422	CLM	Kayla X Roberts	1945-04-24	UHC-69967-07	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-411870	CLM	Kimberly Parker	1947-03-23	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430026	CLM	Carolyn Li	1947-07-28	—	7749764183	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-420635	CLM	Camila Hart	1953-08-18	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401132	CLM	Christopher Montgomery	2002-04-21	UHC-85412-78	4687593474	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-408808	CLM	Justin Carr	1979-02-16	UHC-13351-15	2146330574	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402601	CLM	Thomas Cook	1950-06-08	UHC-45508-66	—	2114 Pine Dr, Nashville, TN, 37231	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418938	CLM	Valentina Mendoza	1991-04-01	—	6856224410	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-403104	CLM	Brandon Wagner	1960-12-16	UHC-41934-48	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-424707	CLM	Nathan Yang	1957-05-21	—	—	4848 Hillcrest Rd, Los Angeles, CA, 90002	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416865	CLM	Angela Garrett	1948-05-06	—	3277786956	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415132	CLM	Charlotte Ferguson	1976-03-26	UHC-63652-97	—	1864 Church St, Tampa, FL, 33626	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425045	CLM	Judith Lynch	1961-08-17	—	—	2473 Palm Dr, Atlanta, GA, 30344	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421140	CLM	Maria Fields	2001-09-12	UHC-86203-67	8792688239	8076 Highland Ave, Seattle, WA, 98195	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-421141	CLM	Maria Fields	2001-09-12	UHC-86203-67	8792688239	8076 Highland Ave, Seattle, WA, 98195	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-417309	CLM	Isabella Cook	2003-12-09	UHC-20907-19	4063223680	1808 Elm St, Eden Prairie, MN, 55386	0.94	Date of birth reformatted City re-cased Whitespace trimmed
CLM-418776	CLM	Jacob B Williams	1967-12-14	—	—	1084 Broadway, Orlando, FL, 32835	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414765	CLM	Benjamin Thompson	1992-01-19	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 192 of 212Previous Next