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-418941	CLM	Helen O Jhnson	1977-05-18	UHC-28850-11	—	9802 Bayshore Dr, Los Angeles, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-432499	CLM	Omar Bryant	1987-03-17	UHC-89172-02	—	3274 Willow Ct, Chandler, AZ, 85207	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-416191	CLM	Steven Brooks	1991-05-11	UHC-72425-74	—	6614 Camelback Rd # 960, Tampa, FL, 33699	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428624	CLM	Amber Wheeler	2008-03-05	UHC-82210-35	—	638 Forest Ave, Mesa, AZ, 85250	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-405825	CLM	Emma Hall	1991-06-23	UHC-83120-16	7968874555	3419 Indian School Rd, Minneapolis, MN	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410268	CLM	Mike Evans	2006-09-04	—	—	8354 Maple Ave Apt 7, Orlando, FL, 32856	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425675	CLM	Bryan Ray	1958-11-20	UHC-15231-85	—	9671 Indian School Rd, Tucson, AZ, 85765	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431574	CLM	Catherine Q Wright	1952-12-03	UHC-46069-48	—	4260 Lake View Rd, Jacksonville, FL, 32256	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431452	CLM	Jose S Jensen	1953-01-13	UHC-42670-96	4252744181	2719 Ocean Ave, Nashville, TN, 37260	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431453	CLM	Jose S Jensen	1953-01-13	UHC-42670-96	4252744181	2719 Ocean Ave, Nashville, TN, 37260	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401779	CLM	Ann Reyes	—	UHC-80982-32	—	5760 Oak St # 231, Gilbert, AZ, 85281	0.52	Date of birth missing Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428284	CLM	Richard Bailey	—	UHC-89724-56	—	735 Jefferson Ave, Miami, FL, 33100	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405065	CLM	Sandra Adams	1983-12-04	UHC-23338-39	—	589 Pine Dr, Dallas, TX, 75290	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423669	CLM	Santiago Prike	—	—	—	8949 Mesa Dr, Houston, TX	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403568	CLM	Joe Richardson	1943-10-04	UHC-53594-59	—	5386 Apache Blvd, Nashville, TN	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-407453	CLM	Jose Reyes	1982-09-22	—	—	3037 Willow Ct, Phoenix, AZ, 85074	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422460	CLM	Charles Q Medina	1965-05-16	UHC-94822-28	—	8165 Sunset Blvd, Houston, TX, 77091	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
CLM-400348	CLM	—Junk	1950-12-14	UHC-83429-95	7564972007	8824 Ocean Ave, Charlotte, NC, 28294	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401515	CLM	Alice Le	1943-01-22	UHC-49554-66	—	845 Bayshore Dr, Charlotte, NC	0.52	Name split from “Last, First”City re-cased ZIP missing Gender normalised+2 more
CLM-407658	CLM	Ryn Austin	—	UHC-79286-61	4358514848	1673 Church St, Orlando, FL, 32833	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-428670	CLM	Douglas Patterson	2000-08-26	UHC-20741-40	—	4786 Sage Ct, Los Angeles, CA, 90052	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419443	CLM	Joe Bishop	—	UHC-58513-77	—	1154 Forest Ave, Eden Prairie, MN, 55387	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409728	CLM	Jacob Cooper	1970-12-18	UHC-27394-07	—	9817 Pine Dr, Chandler, AZ, 85257	0.52	Name split from “Last, First”City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-403572	CLM	Timothy Reynolds	1961-07-01	UHC-76724-37	—	8333 Forest Ave, Miami, FL	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-414794	CLM	Scott Ward	1943-10-21	—	—	468 Pine Dr, Jacksonville, FL, 32251	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-419553	CLM	Gerald Fisher	1943-06-08	—	—	268 Indian School Rd, Charlotte, NC	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-406225	CLM	Arthur M Thompson	1941-09-20	UHC-87768-94	7646388935	4865 Elm St, Atlanta, GA, 30373	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401591	CLM	Kathryn T Schmidt	1956-10-09	UHC-18595-46	6415188744	5650 Pine Dr # 989, Tucson, AZ, 85714	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405633	CLM	Marcus Nelson	1957-04-08	UHC-34131-61	—	4225 Washington St Apt 11, Tempe, AZ, 85276	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423432	CLM	Mei Hoffman	1938-05-02	UHC-76616-84	6563458782	9428 Oak St, Plano, TX, 75031	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-408778	CLM	Karen F Jackson	1947-05-22	—	8543379329	1428 Jefferson Ave, Los Angeles, CA, 90023	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428926	CLM	Kimberly Bell	2003-09-01	—	5979033704	3424 Central Ave, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408793	CLM	Nancy Simpson	1956-04-01	—	2059585506	5617 Jefferson Ave # 110, Sacramento, CA, 95828	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-405585	CLM	Jacqueline Brooks	1964-10-04	UHC-71813-52	4102246758	6927 Park Pl Apt 39, Columbus, OH, 43278	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405584	CLM	Jacqueline Brooks	1964-10-04	UHC-71813-52	4102246758	6927 Park Pl Apt 39, Columbus, OH, 43278	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408172	CLM	Virginia Hanson	1953-08-12	—	—	2261 Willow Ct, Jacksonville, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431805	CLM	Christine Cooper	1963-04-27	UHC-90180-01	—	4649 Camelback Rd, Tampa, FL, 33646	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406433	CLM	Philip Bradley	1945-06-28	UHC-47879-82	—	2457 Hillcrest Rd, Minneapolis, MN	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422630	CLM	Heenry Espinoza	1955-08-15	UHC-50850-98	—	1526 Spring St, Tucson, AZ	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402990	CLM	Gary Cook	1970-06-01	UHC-97450-56	5615335122	6769 Central Ave, Las Vegas, NV, 89148	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-432289	CLM	Cheryl X Johnson	1973-02-07	UHC-75959-53	—	101 Palm Dr, Sacramento, CA, 95821	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418412	CLM	Judy D Soto	1981-01-26	—	—	9496 Ridge Rd, Glendale, AZ, 85322	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409514	CLM	—Junk	1945-06-27	UHC-74702-59	7394997841	3460 Forest Ave, Minneapolis, MN, 55448	0.54	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared+1 more
CLM-426256	CLM	Marc K Matthews	1990-03-08	UHC-28870-27	—	4840 Market St, Austin, TX, 78755	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428220	CLM	Austin Welch	1963-04-23	UHC-09700-72	—	278 Palm Dr # 115, Gilbert, AZ, 85277	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-424139	CLM	Sofia Walker	1998-10-01	—	—	3784 Oak St # 275, Mesa, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407705	CLM	John Bradley	1973-03-13	UHC-80398-48	5965673213	349 River Rd, Chandler, AZ, 85266	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400302	CLM	Lauren Davis	—	UHC-98479-36	5343028354	4206 Baseline Rd Apt 26, Scottsdale, AZ, 85264	0.54	Date of birth missing Unit split from street Street suffix standardised Address re-cased+1 more
CLM-417038	CLM	Walter F Bayley	—	UHC-39646-96	—	9810 Market St, Houston, TX, 77009	0.54	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421869	CLM	Brenda Grant	1962-10-21	—	7489182543	9067 Baseline Rd Apt 40, Sacramento, CA, 95882	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more

30,862 rows, page 51 of 618Previous Next