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-407349	CLM	George K Murphy	1998-10-14	UHC-12080-51	9648052507	707 Apache Blvd, Sacramento, CA, 95898	0.64	Name split from “Last, First”Phone reformatted State name converted to code Plan code upper-cased+2 more
CLM-426855	CLM	Larry Singh	2004-07-15	UHC-55360-97	—	3589 Main St, Los Angeles, CA, 90036	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414334	CLM	Mariana Parker	2008-11-14	UHC-18863-52	8676421234	9046 Church St, Gilbert, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400467	CLM	Wayne Carpenter	1993-02-01	—	—	6771 Bayshore Dr, Eden Prairie, MN, 55375	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422731	CLM	Benjamin Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422732	CLM	Benjamin Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432629	CLM	Margaret B Vasquez	1962-10-26	UHC-19632-97	—	7899 Church St, Scottsdale, AZ, 85294	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400175	CLM	Anthony Maldonado	1958-06-17	UHC-57454-98	8816298459	7136 Sage Ct, Dallas, TX, 75246	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402881	CLM	Eugene Tran	1985-09-05	UHC-63592-24	—	7045 Forest Ave, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-401281	CLM	Charlotte Guzman	1985-05-17	UHC-77788-73	—	9180 Oak St, Miami, FL	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-423566	CLM	Albeert Lynch	1960-04-25	UHC-64593-13	3438871475	1108 Maple Ave, Seattle, WA, 98143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426504	CLM	Jordan Walker	1988-02-19	UHC-96381-04	2524509237	3465 Union St, Columbus, OH, 43291	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416545	CLM	Christopher Adams	1945-11-23	UHC-52332-69	9377433810	301 Church St, Denver, CO, 80272	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410001	CLM	Priya McDonald	2007-08-25	—	—	5470 Market St, Tucson, AZ, 85708	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-429606	CLM	Kimberly Hayes	1991-10-13	UHC-03076-95	—	1773 Ocean Ave, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427034	CLM	Luis Snyder	1956-03-26	UHC-14530-18	—	350 Maple Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417007	CLM	Madison Taylor	1957-06-12	—	8817784455	4368 Sage Ct, Sacramento, CA, 95847	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-404032	CLM	Kyle Simpson	2007-04-15	—	7722251125	621 Palm Dr, Plano, TX, 75092	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-429310	CLM	Bruce Fox	1979-09-06	UHC-44206-81	—	4844 Cedar Ln, Austin, TX, 78744	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
CLM-414004	CLM	Samuel Berry	1941-01-06	UHC-82531-52	—	9512 Indian School Rd, Tampa, FL, 33657	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-430227	CLM	Aisha Gray	1983-12-18	—	—	8462 Main St, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423660	CLM	Gloria Wilsson	1984-11-23	UHC-54456-13	—	4217 River Rd, Austin, TX, 78785	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-425805	CLM	Scott P Sullivan	—	—	—	4342 Mesa Dr, San Diego, CA, 92115	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-430821	CLM	Kim Wang	1988-01-05	UHC-99271-57	—	935 Jefferson Ave, Sacramento, CA, 95809	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423440	CLM	Jacob Harvey	1991-02-10	UHC-30103-80	3422132751	9345 Main St Apt 38, San Diego, CA, 92168	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428785	CLM	Christina Dominguez	1985-09-15	UHC-80528-85	—	949 Pine Dr, Dallas, TX, 75251	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401592	CLM	Kathryn Schmidt	1956-10-09	UHC-18595-46	—	5650 Pine Dr, Tucson, AZ, 85714	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402383	CLM	Heather Boyd	1954-10-26	UHC-21223-18	—	4167 Ridge Rd, Minneapolis, MN, 55492	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
CLM-425777	CLM	Lnida Butler	—	UHC-41974-42	7433734203	735 Apache Blvd, Atlanta, GA, 30368	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-400201	CLM	Roger Ortiz	1970-12-19	—	—	7441 Bayshore Dr, Minneapolis, MN, 55411	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423475	CLM	Walter Hudson	1939-11-17	—	9547087269	7989 Lake View Rd, Houston, TX, 77053	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-416745	CLM	Lisa Reid	—	UHC-20648-68	—	4559 Apache Blvd, Las Vegas, NV, 89120	0.64	Date of birth unreadable Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-422408	CLM	Jack F Garza	1966-10-12	UHC-71666-67	—	363 Bayshore Dr, Las Vegas, NV, 89178	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-425992	CLM	Theresa Cunningham	1960-10-09	—	8568901024	3066 Indian School Rd, Austin, TX, 78738	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-416161	CLM	Camila Kennedy	1956-10-21	UHC-20024-09	—	8467 Mesa Dr, Seattle, WA, 98144	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416281	CLM	Megan Mendez	1980-08-24	UHC-42944-94	4423146963	5609 Forest Ave # 243, Phoenix, AZ, 85010	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407799	CLM	Lisa Berry	1993-11-04	UHC-31792-15	—	1455 Harbor Blvd, Minneapolis, MN, 55495	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427989	CLM	Sharon Gilbert	2003-05-14	—	—	1467 Meadow Ln, Glendale, AZ, 85332	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412828	CLM	Charlotte Washington	2007-01-27	UHC-47321-13	—	7562 Union St, Seattle, WA, 98172	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-419020	CLM	Gregory Tucker	2003-03-19	—	—	8139 Forest Ave, San Diego, CA, 92163	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407495	CLM	Martha Weaver	1978-08-11	UHC-63216-91	—	7449 Jefferson Ave, Scottsdale, AZ, 85226	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416645	CLM	Marcus Johnston	1957-01-12	UHC-13149-50	4234305655	7914 Meadow Ln, Las Vegas, NV, 89167	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411271	CLM	Stephanie Hayes	1982-06-25	—	—	6718 Elm St, Scottsdale, AZ, 85232	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406373	CLM	Omar Collins	2001-09-13	UHC-17620-38	2292227324	9690 Hillcrest Rd, Atlanta, GA, 30341	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-425015	CLM	Alan Mendez	1999-04-23	—	2705100280	9237 Lincoln Way, Las Vegas, NV, 89135	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-412989	CLM	Jeremy Castillo	1981-09-28	—	—	3847 Grand Ave, Tempe, AZ, 85235	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-400116	CLM	Bobby X Silva	1965-06-25	UHC-38822-20	—	2830 Main St, Glendale, AZ, 85360	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424896	CLM	Frank Roberts	1982-06-11	UHC-23833-14	3555231096	7429 Washington St, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-400653	CLM	Arjun Lucas	1993-03-09	UHC-83630-69	—	7452 Indian School Rd, Nashville, TN, 37237	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400652	CLM	Arjun Lucas	1993-03-09	UHC-83630-69	—	7452 Indian School Rd, Nashville, TN, 37237	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more

18,771 rows, page 83 of 376Previous Next