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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431822	CLM	Jesisca Henderson	1995-05-23	—	6377970541	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-407036	CLM	Isabella Gomez	1977-02-04	UHC-25379-25	8992453642	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-407035	CLM	Isabella Gomez	1977-02-04	UHC-25379-25	8992453642	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-404439	CLM	Greg Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr, Miami, FL, 33159	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-418345	CLM	Carol Kelly	1939-10-17	UHC-09522-48	3018346050	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-407364	CLM	Arthur Gilbert	1962-09-27	UHC-40689-89	4344045344	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-404714	CLM	Amber Martin	2001-04-24	UHC-78848-63	6238907399	9225 Bayshore Dr, Minneapolis, MN, 55475	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-427309	CLM	Patricia Adams	1963-01-04	—	—	1077 Cedar Ln, Atlanta, GA, 30337	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-417382	CLM	Natalie Miller	1996-01-18	—	—	9031 Apache Blvd, Scottsdale, AZ, 85210	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-417483	CLM	Amber Ortega	1979-12-23	—	—	8545 Indian School Rd, Houston, TX, 77009	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-429466	CLM	Carol Turner	1988-06-04	UHC-66102-25	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+1 more
CLM-428644	CLM	Jacqueline Reid	2004-11-04	UHC-57895-23	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-417114	CLM	Julia Morales	1947-07-25	UHC-39302-26	—	8972 Central Ave, Tucson, AZ, 85781	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-407921	CLM	Randy Murphy	1944-02-26	—	8496614340	243 Central Ave, Charlotte, NC, 28250	0.90	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed+1 more
CLM-419824	CLM	Obrien Santiago	1991-08-09	—	4775862551	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-409505	CLM	David Martin	2007-09-12	UHC-21370-34	3228769904	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-423245	CLM	Sophia Lawrence	1989-05-04	UHC-54923-39	2544280562	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-420881	CLM	Heather Kennedy	2008-04-19	UHC-93835-23	9202356149	9077 Maple Ave, Tempe, AZ, 85207	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
CLM-411720	CLM	Amy Wong	1962-10-13	UHC-22879-34	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-421791	CLM	Stephen Mills	2006-12-22	—	6588782049	2771 Willow Ct, Nashville, TN, 37245	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
CLM-427377	CLM	Black Jocye	2004-04-08	—	5155440767	7526 Harbor Blvd, Denver, CO, 80263	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-427933	CLM	Juan Stephens	1959-06-20	UHC-60981-40	9413569917	9229 Washington St, Columbus, OH, 43248	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
CLM-411334	CLM	Carol Lewis	1949-07-22	UHC-11461-87	2803486927	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-425823	CLM	Jean Guzman	1956-07-08	UHC-15922-15	5632920565	2640 Harbor Blvd, San Diego, CA, 92196	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-412673	CLM	Sean Yang	1983-04-25	UHC-70905-11	7776913028	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-430626	CLM	Edward Hunt	1999-06-24	—	9463364219	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-409384	CLM	Anna S Carlson	1992-01-24	UHC-22854-38	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-416218	CLM	Kyle Rogers	1941-02-15	UHC-43750-48	5772038067	628 Pine Dr, Seattle, WA, 98105	0.90	Phone reformatted Member ID reformatted City re-cased Email lower-cased+1 more
CLM-431661	CLM	James Porter	1948-06-18	UHC-83196-09	7933835208	8111 Ocean Ave, Atlanta, GA, 30316	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-414379	CLM	Jason Ortega	1941-09-03	UHC-52395-15	7943648119	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-409807	CLM	Priya Roberts	1949-04-22	—	5755388631	7499 Market St, Las Vegas, NV, 89101	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-401944	CLM	Janice Bradley	2008-04-14	UHC-98079-31	—	4907 Desert Sky Blvd, Nashville, TN, 37239	0.90	Date of birth reformatted Member ID reformatted Email lower-cased Whitespace trimmed+1 more
CLM-422106	CLM	Stephen Freeman	1982-03-03	UHC-40789-90	9834652120	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-400510	CLM	Bobby Rois	1977-09-18	UHC-87914-49	8625484940	6800 Mesa Dr, San Antonio, TX, 78216	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-421041	CLM	Amber Fields	1977-10-14	UHC-04870-75	7876613893	—	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-421549	CLM	Jesse Casitllo	1947-02-15	UHC-64582-82	9509293843	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-403767	CLM	Kelly Z Munoz	1944-09-17	UHC-78676-71	7317642615	8886 Central Ave, Plano, TX, 75066	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-425404	CLM	Richard J Jenkins	1953-09-25	UHC-62559-30	4009793863	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-413387	CLM	Elijah Boyd	2000-09-03	—	—	5611 Hillcrest Rd, San Diego, CA, 92156	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-409077	CLM	Grace Alexander	1967-07-01	UHC-60724-18	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-428259	CLM	John Hernandez	1992-02-23	—	—	3109 Sage Ct, Jacksonville, FL, 32282	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-419461	CLM	Robert Myers	1983-02-02	—	2696268781	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-407856	CLM	Ronald Espinoza	1981-09-20	—	3695381020	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-429928	CLM	Fatima T Knight	1963-09-13	UHC-92327-02	4696345513	2657 Market St, Eden Prairie, MN, 55302	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-432639	CLM	Tyler Yang	1969-10-20	UHC-30040-50	6322917300	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-430385	CLM	Natalie Spencer	1986-01-27	UHC-74798-50	9136532007	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-416870	CLM	Ann P Brown	1983-09-08	UHC-30609-35	5488779910	9844 Meadow Ln, Gilbert, AZ, 85214	0.92	Name re-cased City re-cased Email lower-cased Placeholder values cleared
CLM-409169	CLM	Sophia Patterson	1968-12-23	UHC-89679-38	—	6635 Church St, Jacksonville, FL, 32284	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-404836	CLM	Carl George	1974-05-12	UHC-54000-76	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-431862	CLM	Lawrence Scott	1993-10-27	UHC-71983-42	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared

989 rows, page 16 of 20Previous Next