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-427844	CLM	Ruht Montgomery	1968-10-18	UHC-83646-29	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-423061	CLM	Judy Gordon	1970-11-01	—	4996647707	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404118	CLM	Ray Wood	1977-12-17	UHC-43430-18	4136458907	409 Cedar Ln, Las Vegas, NV, 89148	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
CLM-413643	CLM	Lauren Hill	1970-11-09	—	3917240818	7973 Park Pl, Denver, CO, 80283	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429475	CLM	Megan Mejia	1982-04-28	UHC-65430-50	3818811128	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429795	CLM	Omar Gonzalez	1968-04-12	UHC-96715-90	5024267981	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403809	CLM	Dorothy Tucker	2000-06-19	UHC-02112-59	5235096849	15 Elm St, Scottsdale, AZ, 85206	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401349	CLM	Justin Rodriguez	1953-06-15	UHC-92157-55	8384529521	8205 Baseline Rd, Chandler, AZ, 85267	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413930	CLM	Nathan Y Ryan	1996-09-17	UHC-40820-53	6078447520	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417057	CLM	Lauren Simpson	1998-09-17	—	3607510966	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412892	CLM	Kathryn Tucker	2006-06-26	UHC-29928-51	5537032967	7904 Bayshore Dr, Sacramento, CA, 95875	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-423323	CLM	Sara Roberts	1950-08-19	UHC-52367-88	5388898222	7982 Maple Ave, Fresno, CA, 93799	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431364	CLM	Nicole Gonzales	1941-02-13	UHC-80545-64	8182614739	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403204	CLM	Marinaa Collins	1966-09-24	—	—	9011 Pine Dr, Jacksonville, FL, 32277	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-404483	CLM	Henry I Anderson	1953-11-06	UHC-79339-20	5592831672	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431649	CLM	Samuel Ryan	1967-11-16	—	8534392817	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-418871	CLM	Joseph X Carpenter	1942-01-28	UHC-79380-69	2197361619	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-423654	CLM	Jonathan Castillo	1970-02-18	—	9342811565	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406060	CLM	Thomas Ruiz	1999-08-04	—	4917332415	6617 Elm St, Chandler, AZ, 85237	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-432764	CLM	Brenda Elliott	1954-10-24	UHC-48551-68	8424556271	2647 Ridge Rd, Columbus, OH, 43272	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431243	CLM	Tyler Wallacce	1992-09-05	UHC-31842-98	3919207989	8122 Broadway, Minneapolis, MN, 55481	0.90	Date of birth reformatted Phone reformatted Address re-cased State code upper-cased+1 more
CLM-410632	CLM	Nathan Henderson	1991-04-04	—	8523985203	4672 Hillcrest Rd, Chandler, AZ, 85279	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-404225	CLM	Christine Coleman	1988-07-15	—	7448458736	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427142	CLM	Shirley Powell	1948-02-22	UHC-95313-90	9009977902	7038 Main St, Sacramento, CA, 95859	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414030	CLM	Dennis K Carroll	1961-09-16	UHC-40495-60	8469663744	4123 Mountain View Dr, Las Vegas, NV, 89196	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428632	CLM	Stephanie Martinez	1943-05-07	UHC-86165-98	7038576417	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422099	CLM	Soifa Wagner	1947-02-27	UHC-66688-14	8034664294	1490 Hillcrest Rd, Tucson, AZ, 85781	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428095	CLM	Melissa Hawkins	1975-06-26	UHC-87638-87	4386689792	9255 Harbor Blvd, Chandler, AZ, 85225	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-404336	CLM	Kyle Guzman	1954-01-15	—	4266404283	4117 Central Ave, San Antonio, TX, 78258	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425370	CLM	Pamela Arnold	1974-03-06	UHC-14514-49	3179312944	2015 Lake View Rd, Houston, TX, 77033	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-432291	CLM	Amber Ruiz	1947-11-07	—	8288418858	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401159	CLM	Terry Fox	2007-08-14	UHC-25927-17	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-402602	CLM	Thomas G Cook	1950-06-08	—	3322393167	2114 Pine Dr, Nashville, TN, 37231	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
CLM-412119	CLM	Samuel J Ellis	1946-11-02	UHC-35009-37	8104327908	4689 Apache Blvd, Tempe, AZ, 85258	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-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-421770	CLM	Henry Allen	1971-08-01	UHC-76663-03	—	3966 Ocean Ave, Gilbert, AZ, 85252	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-430398	CLM	Ruth Howell	1993-04-08	UHC-92035-70	8133701157	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-411612	CLM	Alexis M Hunt	1978-10-09	UHC-21311-85	3026347580	6601 Maple Ave, Tempe, AZ, 85245	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+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-410864	CLM	Jackie F Flores	1939-12-16	—	4285278069	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-411148	CLM	Noah Burns	2000-03-03	UHC-28541-33	5035800367	7504 Broadway, Tampa, FL, 33687	0.90	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+1 more
CLM-402375	CLM	Austin M Yang	1983-07-18	UHC-35695-44	—	1442 Meadow Ln, Jacksonville, FL, 32212	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-427418	CLM	Karen Fowler	1990-05-23	—	4298398474	1888 Forest Ave, Tampa, FL, 33646	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-412534	CLM	Andrea King	1981-08-14	UHC-59243-19	3575903094	1431 Broadway, Minneapolis, MN, 55482	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416893	CLM	Jordan Mendez	1971-06-10	—	6963667600	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417242	CLM	Margaret Little	2008-09-24	UHC-99842-43	8434023832	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406731	CLM	Brenda Day	1975-08-25	—	9707146699	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-411605	CLM	Noah K Burton	1952-04-05	UHC-87151-33	3238278936	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406671	CLM	Andrea R Foster	2002-05-24	UHC-45296-24	8658298611	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

10,559 rows, page 156 of 212Previous Next