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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417917	CLM	Donald G Fernandez	1956-09-28	UHC-09849-83	8946283124	1413 Meadow Ln Apt 36, Tucson, AZ, 85793	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417918	CLM	Donald G Fernandez	1956-09-28	UHC-09849-83	8946283124	1413 Meadow Ln Apt 36, Tucson, AZ, 85793	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405365	CLM	Elijah A Brooks	1964-10-22	—	2769406433	2640 Baseline Rd, Orlando, FL, 32829	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413379	CLM	Luis Peters	2000-12-01	UHC-99143-52	2296960258	4568 Cedar Ln, Austin, TX, 78737	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421085	CLM	Rebecca Carlson	1983-06-12	UHC-32126-56	7406823635	3457 Bayshore Dr Apt 27, Chandler, AZ, 85242	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-422033	CLM	Brian Coleman	1948-01-28	UHC-17963-76	8497860912	4479 Ocean Ave, San Antonio, TX, 78252	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404935	CLM	Denise Johnston	1952-02-12	UHC-20279-55	9125281888	5325 Baseline Rd, Jacksonville, FL, 32210	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400284	CLM	Adam Harper	1994-06-26	UHC-81160-12	4604830028	3915 Maple Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-404380	CLM	Dylan Robertson	1975-12-12	UHC-45403-96	9466921447	2897 Canyon Rd, Fresno, CA, 93782	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410144	CLM	William Contreras	2002-04-08	—	2025322515	3013 Grand Ave, Seattle, WA, 98116	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418940	CLM	Helen Johnson	1977-05-18	—	7329415849	9802 Bayshore Dr, Los Angeles, CA, 90019	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409231	CLM	Olivia G Ramos	1998-07-18	—	3836580335	6004 Harbor Blvd, Los Angeles, CA, 90046	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400498	CLM	Mariana Shaw	1952-02-14	UHC-69035-21	5765550410	1064 Oak St, Denver, CO, 80287	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401810	CLM	Jacqueline Willis	2003-09-05	—	8716036630	5661 Sage Ct, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401811	CLM	Jacqueline Willis	2003-09-05	—	8716036630	5661 Sage Ct, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406813	CLM	Vincent Lewis	1977-02-13	UHC-59903-89	7694508550	7484 Bayshore Dr, Glendale, AZ, 85383	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407179	CLM	Kathleen Silva	1997-10-04	—	6834748801	3778 Church St Apt 4, Glendale, AZ, 85382	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-425325	CLM	Joan Murhpy	2000-05-01	UHC-51326-26	2948595260	4518 Sage Ct, Jacksonville, FL, 32249	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-418328	CLM	Hannah Willis	1973-05-27	—	9126050434	9616 Harbor Blvd, Phoenix, AZ, 85023	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-423371	CLM	Deborah M Clark	1985-04-10	—	2334145134	1310 River Rd, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-414108	CLM	Walter Estrada	1990-03-23	UHC-60096-29	5776742038	4182 Main St, San Antonio, TX, 78217	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425967	CLM	Sophia Walker	—	—	9819677772	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-417777	CLM	Henry Hudson	1962-05-17	—	3995319723	3276 Camelback Rd, Glendale, AZ, 85374	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-424538	CLM	Mark E Scott	1987-01-02	—	7438397420	4446 Washington St, Tucson, AZ, 85792	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404159	CLM	Priya Chavez	1999-09-07	UHC-11128-20	4273622084	3976 Market St, Chandler, AZ, 85278	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430036	CLM	Carolyn Moreno	1969-02-05	UHC-38849-30	4337509208	9513 Desert Sky Blvd, Orlando, FL	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
CLM-423444	CLM	Larry N Salazar	1959-01-11	UHC-88293-04	6173975906	3354 Park Pl, Gilbert, AZ, 85257	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-403200	CLM	Samantha Watson	1998-11-08	UHC-51081-81	6914193597	3602 Ocean Ave, Phoenix, AZ, 85006	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-420462	CLM	Patrick Valdez	1950-04-27	—	6383743885	5078 Canyon Rd, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424554	CLM	Santiago Franklin	1954-10-10	—	9599179021	6914 Oak St, Mesa, AZ, 85299	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-412806	CLM	Matthew B Phillips	1974-09-16	UHC-56067-41	3757864725	9725 Jefferson Ave, Austin, TX, 78755	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432205	CLM	Marc V Allen	1984-07-06	—	7872124274	474 Harbor Blvd Apt 5, Eden Prairie, MN, 55391	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-402851	CLM	Olivia Chapman	1975-01-18	—	6167377091	9683 Market St, Eden Prairie, MN, 55397	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401296	CLM	George Medina	1973-04-16	UHC-11140-35	3594854403	2311 Sunset Blvd, Seattle, WA, 98192	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400469	CLM	Virginia Gibson	1959-11-11	UHC-43822-84	2536849939	2972 Jefferson Ave Apt 22, Orlando, FL, 32886	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-430048	CLM	Martha O Powell	2008-12-24	—	2216068204	6225 Church St, Nashville, TN, 37214	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402030	CLM	Robert T Chen	1981-09-28	UHC-20989-04	9444041252	3700 Willow Ct, Las Vegas, NV, 89139	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404766	CLM	Julie Payne	1985-03-08	UHC-29124-63	9733748706	6265 Market St, Las Vegas, NV, 89115	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401820	CLM	Jon Rivera	1992-08-01	—	3459145090	728 Central Ave, Chandler, AZ, 85268	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-410843	CLM	Albert Santos	1985-08-12	UHC-10621-50	6659790940	2953 Union St, Chandler, AZ, 85221	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407208	CLM	Ruse Brenda	1958-08-04	UHC-21607-07	7147314899	6353 Apache Blvd, Miami, FL, 33144	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428839	CLM	Samantha Bell	1970-12-02	—	6409890536	5505 Church St # 843, Tampa, FL, 33695	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420982	CLM	Raymond Mendez	2005-06-03	—	7887098471	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-402783	CLM	Wei C Carlson	1949-12-04	—	6729008203	3604 Hillcrest Rd Apt 18, Glendale, AZ, 85302	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412698	CLM	Nathan Franklin	1942-08-05	UHC-12055-16	8832403615	3003 Sage Ct, Chandler, AZ, 85202	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-418353	CLM	Bobby Wright	1995-04-03	UHC-74847-84	4846556424	8097 Central Ave, Eden Prairie, MN, 55323	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431439	CLM	Ann Hoffman	2008-02-22	—	3399935016	1273 Ocean Ave, Minneapolis, MN, 55468	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-401335	CLM	Saa W Gomez	2002-04-12	UHC-60271-38	6536545230	5624 Elm St, Columbus, OH, 43298	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428626	CLM	Douglas Kelly	1994-05-25	—	9644424332	9857 Washington St, Charlotte, NC, 28231	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410991	CLM	Julia Franklin	2001-03-26	UHC-21881-25	3883961290	2038 Indian School Rd, Jacksonville, FL	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

11,960 rows, page 66 of 240Previous Next