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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401982	CLM	Luica Vargas	1975-11-13	UHC-57841-42	5897625824	4762 Lake View Rd, Jacksonville, FL, 32201	0.94	Name re-cased City re-cased Placeholder values cleared
CLM-426925	CLM	Sofia Gonzalez	1989-06-16	UHC-28733-52	5323619992	2628 Washington St, Nashville, TN, 37234	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-407583	CLM	Joe Welch	1963-08-08	—	7769378095	3036 Highland Ave, Plano, TX, 75029	0.94	Name re-cased City re-cased Placeholder values cleared
CLM-423992	CLM	Cynthia Medina	1950-05-20	UHC-40697-34	—	3801 Grand Ave, Las Vegas, NV, 89118	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-417987	CLM	Larry Black	2002-04-26	UHC-35995-09	2269049011	5147 Union St, San Diego, CA, 92173	0.94	Phone reformatted City re-cased Whitespace trimmed
CLM-414047	CLM	Elijah K Hudson	1967-07-17	UHC-28101-71	3532080370	4748 Apache Blvd, Nashville, TN, 37226	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-415951	CLM	Kyle Clark	1986-02-12	UHC-08782-72	4677057445	5955 Sage Ct, Charlotte, NC, 28218	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-407548	CLM	Bruce Sanchez	1966-12-13	UHC-67947-39	—	9891 Highland Ave, Tempe, AZ, 85216	0.94	Name re-cased City re-cased Placeholder values cleared
CLM-401139	CLM	Logan Sims	1982-02-26	—	—	539 Meadow Ln, Houston, TX, 77006	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-412786	CLM	Lawrence Griffin	1992-03-19	UHC-16071-31	—	7319 Pine Dr, Columbus, OH, 43291	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-410994	CLM	Patrick Holmes	1999-10-18	UHC-81529-96	—	2158 Sunset Blvd, Atlanta, GA, 30338	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-411030	CLM	Debra V Vargas	1992-12-13	UHC-32301-47	7427833185	7717 Hillcrest Rd, Tempe, AZ, 85269	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-408736	CLM	Carl Willis	1946-06-26	UHC-20138-67	—	3585 Desert Sky Blvd, Austin, TX, 78750	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-426989	CLM	Walter Sandoval	1977-11-24	UHC-99713-52	—	6499 Canyon Rd, Tampa, FL, 33690	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-427569	CLM	Joshua I Gibson	1987-11-05	UHC-80149-44	—	4752 Washington St, Tempe, AZ, 85232	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-431171	CLM	Paul Valdez	1957-11-17	—	—	3442 Highland Ave, Sacramento, CA, 95898	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-400848	CLM	Roger Hamilton	1970-08-26	UHC-09343-47	8397472337	5610 Sunset Blvd, Tucson, AZ, 85797	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-423071	CLM	Nathan Riley	1998-05-18	UHC-99771-23	—	1023 River Rd, Orlando, FL, 32865	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-423070	CLM	Nathan Riley	1998-05-18	UHC-99771-23	—	1023 River Rd, Orlando, FL, 32865	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-402350	CLM	Frances Porter	1949-01-13	UHC-23993-16	—	173 Broadway, Tempe, AZ, 85230	0.94	Name re-cased City re-cased Placeholder values cleared
CLM-419257	CLM	Steve Torres	1945-04-10	UHC-87307-19	4842180947	36 River Rd, Tempe, AZ, 85219	0.94	Date of birth reformatted Phone reformatted City re-cased
CLM-405071	CLM	Sarah Park	1964-06-27	UHC-57297-32	2248538438	1654 Church St, Atlanta, GA, 30343	0.94	Name re-cased City re-cased Placeholder values cleared
CLM-412178	CLM	Albert Smith	1976-12-05	UHC-58594-50	5742535441	2107 Harbor Blvd, Mesa, AZ, 85213	0.94	Phone reformatted City re-cased Placeholder values cleared
CLM-413835	CLM	Sean Andrews	1961-10-20	—	—	6743 Highland Ave, Denver, CO, 80239	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-417082	CLM	Carolyn G Sanchez	2006-03-21	—	—	7679 Meadow Ln, Las Vegas, NV, 89145	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-411106	CLM	Nancy X Evans	1955-07-19	—	—	7985 Market St, Dallas, TX, 75283	0.94	Name re-cased City re-cased Placeholder values cleared
CLM-428447	CLM	Michael K Holmes	1999-05-15	UHC-66752-04	—	6651 Broadway, Dallas, TX, 75263	0.94	City re-cased Email lower-cased Placeholder values cleared
CLM-421399	CLM	Charles Evans	1976-10-02	—	—	2088 Broadway, Glendale, AZ, 85375	0.94	Address re-cased City re-cased Placeholder values cleared
CLM-432711	CLM	Joseph T Payne	1971-07-21	UHC-40121-50	—	8176 Hillcrest Rd, Orlando, FL, 32897	0.94	City re-cased Plan code upper-cased Placeholder values cleared
CLM-429644	CLM	Joshua Campbell	1939-03-16	—	—	2377 Harbor Blvd, Fresno, CA, 93745	0.94	Name re-cased City re-cased Placeholder values cleared
CLM-412763	CLM	Debra Fields	1973-06-12	UHC-12024-33	7015279901	1358 Pine Dr, Phoenix, AZ, 85093	0.94	Name re-cased City re-cased Placeholder values cleared
CLM-428229	CLM	Bryan Foster	2001-12-01	—	—	636 Ocean Ave, Fresno, CA, 93709	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-428228	CLM	Bryan Foster	2001-12-01	—	—	636 Ocean Ave, Fresno, CA, 93709	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-411874	CLM	Ana Roberts	2006-04-15	UHC-47420-21	7192319687	8898 Sage Ct, Nashville, TN, 37207	0.94	Phone reformatted City re-cased Whitespace trimmed
CLM-409773	CLM	Anthony S Phillips	1950-01-11	UHC-18242-24	5786686154	9485 Harbor Blvd, Plano, TX, 75009	0.94	Phone reformatted City re-cased Placeholder values cleared
CLM-408499	CLM	Alexander Z Carter	1996-01-15	UHC-35056-20	—	8565 Lake View Rd, Austin, TX, 78764	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-417152	CLM	Timothy Wong	1965-08-08	—	6834109706	3169 Camelback Rd, Fresno, CA, 93793	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-420444	CLM	Patricia Vazquez	1967-02-22	—	—	4205 Market St, Houston, TX, 77098	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-432804	CLM	Carlos Payne	1951-08-07	UHC-13103-96	—	3843 Broadway, Houston, TX, 77040	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-419377	CLM	Albert Ellis	2001-08-08	UHC-85432-06	9452836060	860 Ocean Ave, Houston, TX, 77050	0.94	Phone reformatted City re-cased Email lower-cased
CLM-411457	CLM	Terry Arnold	1952-02-27	UHC-57242-43	—	5298 Elm St, Sacramento, CA, 95877	0.94	Name re-cased City re-cased Placeholder values cleared
CLM-411093	CLM	Luis Garica	1978-11-12	—	—	8262 Main St, Scottsdale, AZ, 85296	0.94	Name re-cased City re-cased Placeholder values cleared
CLM-412333	CLM	Keith McDonald	1941-01-01	—	—	1076 Apache Blvd, Sacramento, CA, 95814	0.94	Name re-cased City re-cased Placeholder values cleared
CLM-423774	CLM	Kevin Burns	1940-10-06	UHC-64254-55	—	8615 Washington St, Orlando, FL, 32815	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-400544	CLM	Bryan Valdez	1986-09-17	UHC-49030-70	—	5624 Canyon Rd, Columbus, OH, 43273	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-429808	CLM	Denise Lynch	1965-06-12	UHC-24187-59	—	4354 Sunset Blvd, Phoenix, AZ, 85059	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-412259	CLM	Gary Maldonado	1978-10-07	UHC-81287-58	5006399695	1689 Maple Ave, Austin, TX, 78799	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-407710	CLM	Noah M Guzman	1963-12-02	UHC-32384-07	3543548161	4878 Oak St, Los Angeles, CA, 90071	0.94	Phone reformatted City re-cased Whitespace trimmed
CLM-410620	CLM	Paul Burke	1956-05-24	—	9405355052	7574 Apache Blvd, Eden Prairie, MN, 55389	0.94	Phone reformatted City re-cased Placeholder values cleared
CLM-403280	CLM	Madison Thompson	1989-10-23	—	—	2280 Highland Ave, San Diego, CA, 92136	0.94	Name re-cased City re-cased Placeholder values cleared

5,235 rows, page 99 of 105Previous Next