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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428582	CLM	Melissa Valdez	1958-04-10	—	—	1948 Lincoln Way, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-416054	CLM	Brenda Harpre	1940-05-15	—	—	7291 Ocean Ave, Mesa, AZ, 85254	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411843	CLM	Patrick Le	2007-07-13	UHC-86550-30	7813629188	5819 Washington St, Gilbert, AZ, 85233	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-431729	CLM	Kevin Q Washington	2008-09-28	UHC-24205-78	—	7626 Ridge Rd, Plano, TX, 75046	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-400266	CLM	Charlotte Ortiz	2002-10-16	—	4594479762	7944 Canyon Rd, Columbus, OH, 43239	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413784	CLM	Gerald Scott	1942-08-24	UHC-63185-93	—	8050 Washington St, Chandler, AZ, 85281	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-408664	CLM	Mary George	1953-01-20	UHC-99908-37	—	—	0.66	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-420445	CLM	Patricia Vazquez	1967-02-22	—	—	4205 Market St, Houston, TX, 77098	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-415294	CLM	Lucia Schmidt	1955-03-08	—	—	6822 Church St, Glendale, AZ, 85372	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426265	CLM	Camla Green	1991-08-15	UHC-53157-96	—	8860 Willow Ct, Phoenix, AZ, 85067	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408319	CLM	Raymond McDonald	1965-06-24	—	—	8053 Broadway, San Antonio, TX, 78293	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-418692	CLM	Martha Warren	—	UHC-61710-65	—	3383 Lake View Rd, Scottsdale, AZ, 85239	0.66	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408587	CLM	Joshua D Gordon	1983-11-03	UHC-19807-30	—	7170 Willow Ct, Sacramento, CA, 95817	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-431177	CLM	Stephen Robertson	1974-04-26	UHC-28049-09	—	4568 Canyon Rd, Fresno, CA, 93735	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419760	CLM	Mei Moreno	—	—	—	4287 Mountain View Dr, Denver, CO, 80286	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-420085	CLM	Betty Vega	1946-04-04	—	—	1690 Bayshore Dr, Columbus, OH, 43248	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415909	CLM	Alexis Reynolds	1988-03-04	—	—	5890 Harbor Blvd, Glendale, AZ, 85387	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409405	CLM	Olivia Campbell	1986-10-04	—	—	5315 Indian School Rd, Glendale, AZ, 85319	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-414931	CLM	Abby Phillips	1964-04-10	UHC-38548-43	—	6592 Baseline Rd, San Antonio, TX, 78211	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-412809	CLM	Santiago A Wong	1969-01-19	UHC-35346-77	6855242033	4049 Washington St, Houston, TX, 77081	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424562	CLM	Bruce Burke	1979-08-05	UHC-27034-47	—	8889 Canyon Rd Apt 27, Tucson, AZ, 85730	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-406669	CLM	Jean I Bron	1938-02-24	—	—	9596 Lake View Rd, Glendale, AZ, 85354	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416550	CLM	Daniel Fields	1944-06-14	UHC-38023-03	—	5374 Church St, Fresno, CA, 93777	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425195	CLM	Charlotte Coleman	1973-01-26	—	—	5053 Lincoln Way, Dallas, TX, 75264	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406681	CLM	Johnny Little	1968-05-02	UHC-51193-40	—	1768 Maple Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-406682	CLM	Johnny Little	1968-05-02	UHC-51193-40	—	1768 Maple Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-417306	CLM	Jordan Meyer	1979-11-20	UHC-78701-38	—	2848 Sunset Blvd, Eden Prairie, MN, 55317	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405792	CLM	Pamela T Chen	1955-10-09	UHC-59611-12	—	2159 Maple Ave, Tucson, AZ, 85749	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409525	CLM	Elziabeth Greene	1950-01-08	UHC-43618-30	2412458741	4344 Central Ave, Atlanta, GA, 30336	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409887	CLM	Bobby F Ferguson	1954-07-24	UHC-22343-80	—	541 Hillcrest Rd, Orlando, FL, 32896	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427237	CLM	Joseph Turner	1957-06-14	—	—	4916 Camelback Rd, Tampa, FL, 33682	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413119	CLM	Yuki U Ortega	1976-05-26	—	—	9570 Cedar Ln, Los Angeles, CA, 90089	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-431222	CLM	Donna Morris	2003-07-27	—	—	7992 Elm St, Nashville, TN, 37284	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-431944	CLM	Madison Wilson	1946-10-13	UHC-30657-32	—	6433 Pine Dr, Scottsdale, AZ, 85201	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-427143	CLM	Margaret Foster	1950-06-28	UHC-01099-35	—	9550 Highland Ave, Phoenix, AZ, 85045	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-432038	CLM	Bobby Ortiz	1946-01-03	—	—	4494 Indian School Rd, Miami, FL, 33150	0.66	Name re-cased SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412617	CLM	Diego Marquez	1993-02-10	—	—	8702 Valley View Dr Apt 34, Columbus, OH, 43264	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411278	CLM	Frank Lawrence	1979-09-09	UHC-94025-69	—	8715 Grand Ave, Atlanta, GA, 30364	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-414831	CLM	Grace Coleman	1953-12-14	UHC-12213-45	6805624417	3475 Union St, Austin, TX, 78707	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405243	CLM	Kathleen Berry	1975-09-17	UHC-51781-32	—	—	0.66	Name split from “Last, First”Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-411537	CLM	Noah H Miller	1962-11-10	UHC-78031-25	—	5151 Pine Dr, Glendale, AZ	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-404704	CLM	Jesse Walker	1941-05-04	—	—	5667 Camelback Rd, Columbus, OH, 43286	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405318	CLM	Dannielle Q Jackson	1954-10-11	—	—	—	0.66	Middle initial moved out of first name Name re-cased Two-digit birth year Whitespace trimmed+1 more
CLM-401945	CLM	Christina Nguyen	2003-04-20	UHC-52000-64	—	9150 Harbor Blvd, San Diego, CA, 92182	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418279	CLM	Beverly Moreno	1955-04-28	UHC-40140-87	—	5553 Grand Ave, Glendale, AZ, 85348	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-400409	CLM	Mary Lucas	1972-07-10	—	—	6062 Harbor Blvd, San Diego, CA, 92182	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409012	CLM	Raymond N Marshall	1962-04-13	UHC-07714-18	—	495 Apache Blvd, San Antonio, TX, 78298	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-415861	CLM	Julie Fernandez	1941-10-24	—	—	6804 Harbor Blvd, Chandler, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-403600	CLM	Judy Burke	1968-03-10	UHC-81539-57	—	7561 Broadway, Columbus, OH, 43282	0.66	Name split from “Last, First”Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427385	CLM	Debbie Perry	1941-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more

18,771 rows, page 118 of 376Previous Next