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-420220	CLM	Rtuh M Pierce	2002-09-13	—	9432526053	640 Pine Dr, Nashville, TN, 37252	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404446	CLM	Sandra Kim	1996-01-07	UHC-76520-73	—	4930 Apache Blvd, San Diego, CA, 92144	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412013	CLM	Samuel Adams	1915-06-02	—	—	1053 Meadow Ln, Los Angeles, CA, 90005	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-425427	CLM	Alexander Guerrero	1960-11-25	—	—	4649 Harbor Blvd, Tempe, AZ, 85250	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403294	CLM	Billy Robinson	1984-10-12	UHC-48999-54	—	8106 Main St, Tucson, AZ, 85787	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-430041	CLM	Adam Burns	1964-04-28	UHC-65439-92	6982269928	7744 Willow Ct Apt 12, Atlanta, GA, 30395	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-419194	CLM	Nicole Henderson	1995-05-24	UHC-56732-85	—	9832 Oak St, Phoenix, AZ, 85006	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-420723	CLM	Russell Fernandez	1977-05-25	UHC-14589-20	5935565458	1840 Camelback Rd, Dallas, TX, 75281	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424775	CLM	Mariana A Kennedy	1945-03-07	UHC-43232-55	—	6653 Ocean Ave, Nashville, TN, 37240	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404750	CLM	Gabriel Moreno	1963-03-04	UHC-78406-35	8767701307	492 Pine Dr, Los Angeles, CA, 90049	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-428627	CLM	Diana B Mills	1972-11-19	UHC-74388-14	8517641826	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-415129	CLM	Justin Delgado	1944-10-10	UHC-04114-56	—	1540 Valley View Dr, Jacksonville, FL, 32247	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431728	CLM	Elizabeth Schultz	1981-06-12	UHC-50432-56	—	8960 Union St, Phoenix, AZ, 85065	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401484	CLM	Bryan McDonald	1943-01-28	UHC-55577-57	4758629058	5985 Grand Ave, Atlanta, GA, 30348	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418685	CLM	Noah N Franklin	1995-04-02	—	—	2280 Ocean Ave, Fresno, CA, 93710	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-416820	CLM	Diana Chen	1971-06-13	—	—	3556 Meadow Ln, Eden Prairie, MN, 55313	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415062	CLM	Adam Roberts	1952-02-08	UHC-61455-54	—	6652 Lincoln Way, Tampa, FL, 33631	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-417655	CLM	Roy Powell	1957-05-17	UHC-89409-50	5362413046	5845 Main St, Dallas, TX	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-404531	CLM	Heather Griffin	1987-08-11	UHC-60659-31	—	8521 Palm Dr, Jacksonville, FL, 32278	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-407910	CLM	Frank Franklin	2003-09-11	UHC-27271-24	—	6884 Spring St, Columbus, OH, 43281	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-425462	CLM	Harold Maldonado	1966-10-14	—	—	9623 Market St, Minneapolis, MN, 55466	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415020	CLM	Laura Stone	1995-02-17	UHC-10518-92	8614098541	9078 Canyon Rd, Tampa, FL, 33658	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411124	CLM	Madison Rois	1983-03-13	UHC-86944-52	—	8428 Desert Sky Blvd, Eden Prairie, MN	0.78	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-412061	CLM	Andrew Lee	1991-10-06	UHC-17562-92	—	9648 Grand Ave, Eden Prairie, MN, 55342	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404719	CLM	Karen Walker	1964-08-19	—	4455396447	8920 Grand Ave, Denver, CO	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-407522	CLM	Keith F Nguyen	1947-11-24	—	5088079144	6118 Harbor Blvd, Phoenix, AZ, 85078	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-401618	CLM	Sophia Fox	1973-06-20	UHC-96989-32	—	5249 Sage Ct, Houston, TX, 77012	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-419283	CLM	Madison Rodriguez	1986-03-20	UHC-00079-57	8652082036	3693 Forest Ave, Plano, TX, 75023	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427124	CLM	Eugene Phillips	2004-12-09	—	6136989682	6874 Lincoln Way, Seattle, WA, 98147	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423543	CLM	Ann Lawrence	1993-12-14	UHC-40605-61	—	8405 Apache Blvd, Miami, FL, 33125	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414984	CLM	Judith Romero	1965-12-01	—	6459399856	1753 River Rd, Austin, TX, 78784	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-418816	CLM	Richard Boyd	1944-02-02	UHC-89046-92	9896695363	2919 Jefferson Ave, Scottsdale, AZ, 85258	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407568	CLM	Daniel P Wong	1981-07-10	UHC-33833-96	—	4430 Meadow Ln, Jacksonville, FL, 32235	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432473	CLM	Juan Snyder	1939-04-17	—	—	7663 Spring St, Las Vegas, NV, 89164	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431401	CLM	Gary Matthews	1945-11-13	—	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-423459	CLM	Kevin Franklin	1971-02-24	—	3168431466	4629 Willow Ct, Nashville, TN, 37284	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-422884	CLM	Kimberly Hart	1995-12-05	UHC-93318-25	—	6600 Indian School Rd, Tempe, AZ, 85219	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-400527	CLM	George Nichols	1992-08-10	—	—	6925 Harbor Blvd, Columbus, OH, 43234	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-409249	CLM	Nicholas Gomez	1968-02-09	UHC-74967-12	4793730345	5772 Mesa Dr, Phoenix, AZ, 85078	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-414571	CLM	Luis Munoz	1997-01-25	UHC-45111-01	5657238308	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-407673	CLM	Andrea Z Rivera	1976-05-09	UHC-55163-08	—	7221 Valley View Dr, Denver, CO, 80259	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417352	CLM	Samuel West	1959-04-07	UHC-29799-48	4113394871	3589 Desert Sky Blvd Apt 26, Los Angeles, CA, 90058	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-415980	CLM	Priya Webb	1986-11-22	UHC-41727-72	5973211335	5120 Main St, Glendale, AZ, 85392	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419815	CLM	Richard Elliutt	1965-03-28	UHC-99835-59	—	5139 Ridge Rd, Dallas, TX, 75223	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-414681	CLM	James Wang	1961-05-28	—	9628729254	39 Grand Ave, Seattle, WA, 98186	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405083	CLM	Judith Lopez	2002-05-16	—	3307270584	9047 Broadway, Glendale, AZ, 85316	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
CLM-421643	CLM	Brenda Smith	1940-04-14	—	—	4140 Ocean Ave, San Diego, CA, 92153	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422829	CLM	Eliah Young	1952-11-26	—	4722087430	6380 Lake View Rd, Tampa, FL, 33681	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411922	CLM	Alexis P Sandoval	1984-08-01	UHC-93415-14	4394565375	5926 Valley View Dr, Tucson, AZ, 85745	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-414893	CLM	Will Daniels	1969-09-18	UHC-94662-39	5652545974	9324 Bayshore Dr, Minneapolis, MN, 55452	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more

13,120 rows, page 120 of 263Previous Next