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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429012	CLM	Nathan Santiago	1943-12-11	UHC-27681-55	—	2615 Lake View Rd, Tucson, AZ, 85779	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401844	CLM	Madisno Wood	1998-01-25	UHC-82152-40	9047880823	7666 Sunset Blvd, Minneapolis, MN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-414935	CLM	Tyler Gray	2005-10-24	UHC-40253-88	7107961023	3159 Harbor Blvd, Glendale, AZ, 85326	0.66	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-406086	CLM	Brandon Hyll	1984-07-26	UHC-22856-42	—	9744 Maple Ave, Scottsdale, AZ, 85223	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411552	CLM	Danielle M Tucker	1953-06-27	UHC-36926-50	—	3682 Central Ave, Gilbert, AZ, 85289	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-412579	CLM	Shirley Sanchez	1948-12-12	—	—	5839 Apache Blvd, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-429122	CLM	Amy Morrison	1977-02-06	UHC-29243-33	—	4055 Palm Dr, Austin, TX, 78794	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-421572	CLM	Paamela Scott	2003-06-02	UHC-72353-94	3943944381	5921 Harbor Blvd, Tucson, AZ, 85761	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413156	CLM	Zachary Morales	1995-08-08	UHC-95210-09	—	9060 Washington St Apt 37, Tampa, FL, 33656	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407351	CLM	Nicholsa Romero	1978-12-26	—	—	5771 Harbor Blvd, Denver, CO, 80215	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420664	CLM	Thomas Scott	1970-07-24	—	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421606	CLM	Joseph Lucas	1988-09-18	—	—	8962 Main St, Tempe, AZ, 85259	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-414517	CLM	Kimberly Z Cooper	1983-09-12	—	—	9356 Central Ave, Sacramento, CA, 95865	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422627	CLM	Timothy Wheeler	1939-02-03	UHC-43507-18	—	3238 Jefferson Ave, San Antonio, TX, 78239	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427965	CLM	Jeffrey B Hunter	1974-07-13	UHC-42787-34	—	3234 Sage Ct, San Diego, CA, 92176	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402083	CLM	Peter Walker	1985-04-18	UHC-17729-51	—	5541 Palm Dr, Glendale, AZ, 85386	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
CLM-420288	CLM	Catherine Wong	1986-10-01	UHC-29121-35	3306524165	5747 Grand Ave, Jacksonville, FL, 32263	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-417368	CLM	Susan Bishop	1972-05-10	UHC-19257-25	5435585995	2549 Jefferson Ave, Los Angeles, CA, 90073	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415404	CLM	Jean Young	1940-05-22	UHC-88826-06	3784374877	8587 Hillcrest Rd, Las Vegas, NV, 89110	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423209	CLM	Sean Webb	2001-10-08	UHC-33759-12	8102179880	3689 Willow Ct, Tucson, AZ, 85768	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417660	CLM	Lauren Scott	2001-02-27	UHC-72511-19	2774887011	4131 Central Ave, San Antonio, TX, 78235	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422374	CLM	Jessica Sanchez	1948-01-19	UHC-54681-25	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-418470	CLM	Madison I McCoy	1979-04-23	UHC-54920-73	7418068186	7606 Camelback Rd, Jacksonville, FL, 32268	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-413725	CLM	Jennifer Padilla	2000-05-19	UHC-67801-38	7149139118	8500 Park Pl, San Antonio, TX, 78289	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416555	CLM	Christine N Stewart	1946-01-03	UHC-62819-22	6954879216	—	0.66	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-419282	CLM	Brittany D Fuller	1964-06-05	UHC-60596-72	3943958941	7598 Grand Ave, Orlando, FL, 32817	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407431	CLM	Stepen Montgomery	1965-05-01	UHC-38299-58	—	535 Maple Ave, Fresno, CA, 93769	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420196	CLM	Sharon Woods	2002-07-05	UHC-33271-36	—	6811 Lake View Rd, Plano, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-415829	CLM	Heather Jones	1988-04-22	UHC-15154-41	—	7379 Broadway, Dallas, TX, 75291	0.66	State code upper-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-420379	CLM	George Weaver	1961-03-13	—	—	6059 Bayshore Dr, San Antonio, TX, 78243	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411327	CLM	Melissa U Woong	—	UHC-05164-20	—	4112 Park Pl, Las Vegas, NV, 89145	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-407676	CLM	Christine H Carpenter	1987-07-20	UHC-18449-39	5964267462	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-420976	CLM	Sophia Reid	1993-12-11	UHC-39328-57	—	1738 River Rd, Columbus, OH, 43284	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-428684	CLM	Maria Perez	2004-11-22	—	2953991135	4071 Park Pl, Tempe, AZ, 85204	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-413171	CLM	Susan Thompson	1978-07-14	UHC-86388-83	—	3690 Cedar Ln, Mesa, AZ, 85291	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-416855	CLM	Jeff Mendoza	1965-08-12	—	—	3159 Canyon Rd, Dallas, TX, 75221	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-413644	CLM	Lauren Hill	1970-11-09	—	—	7973 Park Pl, Denver, CO, 80283	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400755	CLM	Elijah Brown	—	UHC-31375-51	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-404139	CLM	Willie Schmidt	1942-05-12	UHC-28576-15	—	446 Maple Ave, Houston, TX, 77030	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413540	CLM	Jesse Pierce	1947-07-27	UHC-13009-43	—	4125 Canyon Rd Apt 29, Tucson, AZ, 85703	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
CLM-403983	CLM	Sandra Price	1965-04-25	—	2697104186	1307 Lincoln Way, Atlanta, GA, 30338	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428002	CLM	Helen Garia	1973-01-28	—	9082605200	8801 Forest Ave, Fresno, CA, 93720	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426936	CLM	Ashley Garza	1971-09-10	—	—	6125 Park Pl, Plano, TX, 75086	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-418656	CLM	Gary Tucker	—	UHC-38611-50	—	5434 Desert Sky Blvd, Orlando, FL, 32853	0.66	Name re-cased Date of birth unreadable City re-cased Gender normalised+1 more
CLM-422773	CLM	Jesse D Cunningham	—	—	—	9591 Palm Dr, Tempe, AZ, 85211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407212	CLM	Kimberly Mnuoz	2007-12-22	UHC-59562-45	—	5212 Spring St, Jacksonville, FL, 32237	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-422270	CLM	Jim E Hanson	1984-11-23	—	6222528462	6778 Ocean Ave, Miami, FL, 33117	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415036	CLM	Keyth Fox	1938-04-08	—	—	4939 Sage Ct, Tempe, AZ, 85277	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413589	CLM	Ahmed Hayes	1995-10-10	UHC-59600-25	2407723846	1557 Baseline Rd, Fresno, CA, 93702	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415605	CLM	Jeffrey Black	1965-06-10	UHC-98383-43	—	3498 Ridge Rd, Tucson, AZ, 85779	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more

30,862 rows, page 167 of 618Previous Next