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-424986	CLM	Lawrence Klly	—	UHC-38369-92	—	9622 Central Ave, Fresno, CA, 93798	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-404279	CLM	Ethan B Dean	1976-05-04	UHC-25740-72	—	3661 Lincoln Way Apt 25, San Antonio, TX, 78224	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
CLM-407777	CLM	Steven N Jones	1987-01-21	UHC-14206-13	—	8824 Main St, Tempe, AZ, 85261	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426498	CLM	Wayne Rodriguez	1962-01-02	UHC-24236-32	—	1949 Lake View Rd, Denver, CO	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428886	CLM	Aaron Salazar	1961-10-18	UHC-14420-33	—	5728 Willow Ct, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403680	CLM	Sarah Alvarado	1963-04-16	UHC-19247-27	2095581648	6407 Grand Ave Apt 35, Orlando, FL, 32893	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401142	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401141	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429764	CLM	Donald Payne	1959-06-26	UHC-97805-04	—	6405 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405709	CLM	Jean Sullivan	1986-08-24	UHC-24114-02	6352395516	48 Ridge Rd, Austin, TX, 78733	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-432537	CLM	Doris McDonald	1977-06-19	—	—	566 Church St, Chandler, AZ, 85203	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425376	CLM	Philip Tucker	1982-02-21	UHC-65487-82	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-405503	CLM	Tony Mason	1959-08-27	UHC-71486-08	5229854900	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-420953	CLM	Hiroshi Montgomery	1976-04-17	—	—	1778 Ridge Rd Apt 21, Miami, FL	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-431559	CLM	Bryan Payne	1960-09-21	UHC-76306-90	3424340781	3458 Camelback Rd, Orlando, FL, 32860	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408095	CLM	Gregory Guerrero	1967-09-14	UHC-16053-08	—	6620 Mountain View Dr # 623, Phoenix, AZ, 85001	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-424917	CLM	Jack Padilla	1944-09-12	—	3314481495	2861 Mountain View Dr, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426799	CLM	Scott Le	1960-06-05	—	7588631704	586 Canyon Rd # 235, Gilbert, AZ, 85216	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-411243	CLM	Henry Rodriguez	1959-05-24	UHC-67679-87	6267414210	8981 Bayshore Dr, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-425425	CLM	Barbaa S Park	1982-05-01	UHC-16638-84	—	4177 Pine Dr, Scottsdale, AZ, 85224	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400536	CLM	Brian Vargas	1977-11-09	UHC-94455-80	—	5424 Lincoln Way, Tucson, AZ, 85717	0.64	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+2 more
CLM-417374	CLM	Sean Allen	1945-02-02	—	5197888025	9540 Lake View Rd # 390, Denver, CO, 80293	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414125	CLM	Matthew Sullivan	1959-03-27	UHC-21478-31	5767014173	1146 Indian School Rd, Glendale, AZ, 85315	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-429004	CLM	Virginia Johnston	1978-09-20	—	—	6385 Ridge Rd, Nashville, TN, 37271	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405062	CLM	Austin Berry	2007-04-07	UHC-63286-32	—	4427 Washington St, Nashville, TN, 37276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403308	CLM	Hannah Mendoza	1995-08-01	—	2909254756	7245 Baseline Rd # 382, Chandler, AZ, 85224	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-411876	CLM	Theresa W Cruz	1962-06-06	—	—	8152 Camelback Rd, Jacksonville, FL, 32280	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420955	CLM	Denise White	1963-07-19	UHC-43105-62	—	1157 Washington St, Columbus, OH, 43283	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406485	CLM	Ralph Schultz	1980-08-17	UHC-47566-06	—	8278 Elm St, Miami, FL, 33140	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424085	CLM	Jean Owenns	1956-07-14	UHC-67566-52	—	4511 Cedar Ln, San Diego, CA, 92156	0.64	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-403937	CLM	Jerry W Vasquez	2000-12-19	UHC-81842-70	—	3137 Willow Ct # 888, Fresno, CA, 93701	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428451	CLM	Heather Jackson	1992-04-01	UHC-20288-13	5684539592	9590 Mesa Dr, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-425512	CLM	Arthur Contreras	1948-04-08	UHC-49476-50	3034521490	1470 Canyon Rd, Charlotte, NC, 28299	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-415937	CLM	Ralph Lynch	1951-05-27	—	—	7455 Cedar Ln, Chandler, AZ, 85246	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405550	CLM	Lawrence Warren	1961-05-03	UHC-31399-31	—	7599 Indian School Rd, Miami, FL, 33150	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410751	CLM	Zachary Shaw	1965-07-13	UHC-32514-98	—	6728 Market St, Mesa, AZ, 85283	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-427607	CLM	Richard A Lawrence	1953-06-20	UHC-05636-56	—	7375 Sage Ct # 614, Eden Prairie, MN, 55371	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414657	CLM	Elijah Murphy	1978-04-02	UHC-76725-58	—	409 Harbor Blvd, Charlotte, NC, 28228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411536	CLM	Kenneth Santos	1944-04-09	UHC-35521-44	5226564984	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-419486	CLM	Raymond Sullivan	1989-08-22	—	4874231313	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-432339	CLM	Christian Moreno	1939-05-17	—	4474812422	9892 Lake View Rd, Scottsdale, AZ, 85213	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-406579	CLM	Alexis Schultz	1942-08-23	UHC-14389-28	—	4330 Sage Ct, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412022	CLM	Patricia G Munoz	1947-10-21	—	9294153586	3866 Union St, Tucson, AZ, 85757	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402663	CLM	Yuki Herrera	1996-01-20	UHC-52366-24	—	301 Elm St, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415056	CLM	Raymond Kim	2002-05-10	—	7678130137	1535 Main St, Tempe, AZ, 85297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431464	CLM	Laryr Hunt	2006-04-09	—	—	7696 Desert Sky Blvd, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424581	CLM	Amy Collins	1970-09-28	UHC-11297-50	—	4997 Maple Ave, Minneapolis, MN, 55493	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426603	CLM	Christopher Simmons	1966-01-20	UHC-42124-69	—	882 Park Pl, Tempe, AZ, 85299	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408372	CLM	Annna Coleman	2006-03-20	—	—	9158 Washington St, Austin, TX, 78747	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427603	CLM	Joseph Day	1948-02-19	UHC-72292-79	—	6135 Apache Blvd, Miami, FL, 33133	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 50 of 263Previous Next