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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409248	CLM	Juan Kim	1965-09-28	UHC-49008-92	—	8159 River Rd, Nashville, TN, 37259	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422005	CLM	Olivia Reed	1955-05-19	UHC-00376-74	—	9635 Forest Ave, San Antonio, TX, 78276	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-421468	CLM	Karen L Foster	1992-04-04	UHC-09837-69	—	6582 Pine Dr, Fresno, CA, 93712	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420360	CLM	Donna Greene	1989-01-17	UHC-31782-23	—	5500 Hillcrest Rd, San Diego, CA, 92179	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400743	CLM	Anna Fisher	—	UHC-66514-15	9384466330	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-400744	CLM	Anna Fisher	—	UHC-66514-15	9384466330	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-401668	CLM	Frank Li	1974-10-04	UHC-11541-03	—	7401 Indian School Rd, Jacksonville, FL, 32263	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-417960	CLM	Ann Sims	1973-12-20	UHC-52306-01	—	3815 Palm Dr, Phoenix, AZ, 85050	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403526	CLM	Jack Gibson	1939-09-24	—	2997507649	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-423520	CLM	Adam Morgan	1970-12-26	UHC-73274-64	—	7848 Bayshore Dr, Chandler, AZ, 85268	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419740	CLM	Kathryn Day	1982-11-24	UHC-37330-92	4948845985	6913 River Rd, Charlotte, NC, 28278	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-422586	CLM	Chales Z Boyyd	1950-09-14	—	8107142846	2449 Ocean Ave, Gilbert, AZ, 85239	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402096	CLM	Charlotte Oliver	1995-04-07	—	2892416501	951 Jefferson Ave, Sacramento, CA, 95887	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422023	CLM	Ryan Edwards	2000-05-08	—	4973042142	638 Church St, Gilbert, AZ, 85260	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412675	CLM	Maria Perry	1978-04-28	UHC-32511-56	2539748266	6760 Willow Ct, Sacramento, CA, 95885	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401220	CLM	Vincent Foster	1971-04-22	UHC-78204-77	—	8942 Valley View Dr, Chandler, AZ, 85224	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413720	CLM	Roy U Li	2005-03-07	UHC-72543-01	5077115035	5854 Harbor Blvd, Las Vegas, NV, 89181	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411430	CLM	Joe Torres	1985-05-16	—	—	7285 Indian School Rd, Tucson, AZ, 85743	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422029	CLM	Cynthia Jenkins	1996-07-15	UHC-84353-34	—	3297 Ridge Rd, San Antonio, TX, 78254	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-401244	CLM	Frances Espinoza	1952-10-13	UHC-41544-16	—	3576 Highland Ave, Dallas, TX, 75226	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409181	CLM	Brandon Lane	1947-09-08	—	9649246918	581 Lincoln Way, Chandler, AZ, 85219	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-427841	CLM	Eric B Herrera	1989-09-17	—	6372428263	5849 Sage Ct, Minneapolis, MN, 55445	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404824	CLM	Heather S Myers	1958-01-04	—	4379955558	5967 Ridge Rd, Phoenix, AZ, 85039	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412665	CLM	Sharon Jordan	1940-10-09	UHC-95905-11	—	9743 Ridge Rd, Jacksonville, FL, 32207	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-427252	CLM	Carolyn L Smith	1946-04-21	UHC-59178-53	—	—	0.78	Name re-cased SSN last four extracted Email lower-cased Whitespace trimmed+1 more
CLM-404804	CLM	Kyle Romero	1943-05-03	—	6286932860	7259 Lincoln Way, Minneapolis, MN, 55484	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429825	CLM	Scott Martin	2007-07-10	UHC-42759-81	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-421834	CLM	Olivia V Howard	1976-06-04	UHC-51459-51	4017921329	3919 Ocean Ave, Mesa, AZ, 85223	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-410854	CLM	Edward Powell	1968-08-27	UHC-15445-60	7008664825	1518 Indian School Rd, Tucson, AZ, 85731	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-426660	CLM	Debra Lee	1995-07-27	—	4333342670	8651 Jefferson Ave, Eden Prairie, MN, 55330	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424352	CLM	Dennis Bradley	1944-01-12	UHC-87114-24	7836394413	2195 Park Pl, Plano, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-426658	CLM	Hannah Ortiz	1957-10-10	UHC-87191-37	—	6790 Harbor Blvd, San Diego, CA, 92126	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425283	CLM	Christina Green	1969-11-10	—	—	8203 Jefferson Ave, Glendale, AZ, 85351	0.78	Name re-cased Two-digit birth year City re-cased Plan code upper-cased+1 more
CLM-416166	CLM	Tyler Rose	1982-01-28	—	—	959 Palm Dr, Mesa, AZ, 85272	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-411087	CLM	Lori Z Hawkins	1990-02-28	—	—	590 Meadow Ln, Tempe, AZ, 85211	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423796	CLM	Samantha Reid	1977-02-22	UHC-39955-17	—	2709 Harbor Blvd, Orlando, FL, 32874	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411400	CLM	Susan Howard	1995-01-09	UHC-23868-31	—	9163 Willow Ct, Plano, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-409733	CLM	Denise Clark	1980-09-13	UHC-40992-88	—	2864 Broadway, Scottsdale, AZ, 85209	0.78	Name re-cased Date of birth reformatted Address re-cased Gender normalised+1 more
CLM-424097	CLM	Santiago Mason	2006-05-19	UHC-55720-62	—	8400 Pine Dr, Nashville, TN, 37268	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-424937	CLM	Wayne Ward	1940-05-22	—	—	8946 Apache Blvd, Plano, TX, 75025	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
CLM-427916	CLM	Sophia Soto	1976-12-03	UHC-46875-99	—	5882 Highland Ave, Mesa, AZ, 85298	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409613	CLM	Marcus Jacobs	2004-09-07	UHC-04044-52	3787405430	3489 Church St, Phoenix, AZ, 85072	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402721	CLM	Cheryl Garcia	1950-03-20	UHC-97792-64	—	1095 Palm Dr, Scottsdale, AZ, 85201	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426957	CLM	Nicholas Diaz	2004-04-09	UHC-37468-77	—	9304 Elm St, Seattle, WA, 98139	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405948	CLM	Joyce Bryant	1992-05-05	UHC-62977-32	—	1486 Forest Ave, San Diego, CA, 92119	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400219	CLM	Carol Munooz	1990-03-20	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-414542	CLM	Bobby L Carroll	1998-09-03	UHC-56827-60	—	8355 Palm Dr, Chandler, AZ, 85254	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408458	CLM	Maria Wang	1976-04-07	UHC-01269-47	8197400242	6033 Mesa Dr, Phoenix, AZ, 85004	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425513	CLM	Walter Morris	1945-08-18	UHC-18011-83	7528552367	9310 Forest Ave, Las Vegas, NV, 89124	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-401919	CLM	Mary R Mason	1994-08-06	UHC-85232-94	—	9474 Lake View Rd, Austin, TX, 78733	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

13,120 rows, page 150 of 263Previous Next