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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402094	CLM	Nataalie Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400464	CLM	David Coleman	1950-03-23	UHC-62709-80	—	2925 Main St, Scottsdale, AZ, 85286	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-424316	CLM	Emily Ortega	1946-07-20	—	9425785381	5771 Grand Ave, Las Vegas, NV, 89179	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414187	CLM	Sarah Bennett	1976-11-09	—	—	9583 Market St, San Antonio, TX, 78239	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422208	CLM	Thomas Shirley	1948-01-12	UHC-72311-42	—	9291 Mountain View Dr, Miami, FL, 33127	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-415923	CLM	Marcus B Alexander	1987-11-15	UHC-89293-82	—	1390 Valley View Dr Apt 6, Tempe, AZ, 85294	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419171	CLM	Frank Y Ramos	1926-04-07	UHC-76600-57	6387482280	8980 Ridge Rd, Los Angeles, CA, 90072	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-410133	CLM	Andrew Little	1972-07-06	—	—	3646 Sunset Blvd # 675, Tempe, AZ, 85217	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420030	CLM	Foster Doris	1950-02-27	UHC-91756-79	7875584993	5527 Pine Dr, Las Vegas, NV, 89154	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-426595	CLM	Judy L Robinson	1984-04-18	UHC-50698-88	2125819328	1766 Maple Ave, Jacksonville, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-417923	CLM	Danielle E Martinez	1968-05-07	UHC-20534-65	9492044825	2953 Valley View Dr, Plano, TX, 75095	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415163	CLM	Carol U Pena	1995-03-26	UHC-31476-15	—	2755 Palm Dr, Jacksonville, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-416924	CLM	Paul U Lawson	2005-04-09	UHC-29000-24	—	2360 Mesa Dr, Eden Prairie, MN, 55372	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414716	CLM	Brandon Fernandez	—	UHC-58402-80	7099875160	4574 Canyon Rd, Seattle, WA, 98186	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-428844	CLM	Harrison Henry	1986-07-18	UHC-33101-68	—	7019 Washington St, Chandler, AZ, 85234	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415109	CLM	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	1576 Oak St, Austin, TX, 78774	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
CLM-420636	CLM	Jackie Munoz	1995-02-03	—	—	7856 Mountain View Dr Apt 30, Miami, FL, 33123	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-409782	CLM	Mei A Johnson	1978-02-23	—	—	4634 River Rd, Plano, TX, 75089	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-425388	CLM	Shilrey Cruz	1951-11-28	—	7686368459	7029 Ridge Rd, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-430895	CLM	Katherine Ellis	1945-08-02	—	3428365735	1385 Jefferson Ave, Eden Prairie, MN, 55322	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421617	CLM	Victoria Fields	1943-08-20	—	—	4522 Mesa Dr, Minneapolis, MN, 55473	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-408953	CLM	Heather Porter	2004-08-24	UHC-28711-83	4879736505	4648 Baseline Rd, Charlotte, NC, 28227	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411250	CLM	Luis Watsno	2007-09-15	—	5886013478	265 Spring St, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402801	CLM	Emily Walker	1997-10-13	—	—	350 Main St # 285, San Diego, CA, 92135	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415920	CLM	Donna Webeer	1951-08-05	UHC-68630-22	—	3086 Sunset Blvd, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-422092	CLM	Luis R Romero	1947-05-10	—	9322377468	2683 Mountain View Dr, Glendale, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410663	CLM	Carolyn King	—	UHC-08940-62	—	2064 Park Pl, San Antonio, TX, 78271	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432522	CLM	Brandon Graham	—	UHC-05149-71	—	8834 Mesa Dr, San Antonio, TX, 78253	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432267	CLM	Kyle Q Wells	1988-04-04	UHC-72557-18	7323738105	5026 Sage Ct, Sacramento, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409739	CLM	Scott U Howell	2004-09-04	UHC-80139-48	2229435045	1885 Meadow Ln, Houston, TX, 77071	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-421635	CLM	Justin Nguyen	1975-03-19	UHC-14195-85	—	9384 Park Pl, San Antonio, TX, 78274	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416317	CLM	Charlotte Le	1980-08-17	UHC-88223-35	7436252642	3814 Mesa Dr, Charlotte, NC, 28217	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-418514	CLM	Kelly Praker	1956-06-27	UHC-71577-37	—	8069 Palm Dr, Dallas, TX, 75235	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-414743	CLM	Shirley Lopez	1991-06-04	UHC-44235-49	—	1286 Park Pl Apt 22, Scottsdale, AZ, 85214	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-428820	CLM	Eic Shaw	1996-01-06	—	—	5021 Indian School Rd, Charlotte, NC, 28276	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423608	CLM	Gerald Perkins	1983-10-22	UHC-47298-31	—	9658 Maple Ave, Glendale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419771	CLM	Hannah Schultz	1980-07-03	—	9624747147	8354 Mountain View Dr, Scottsdale, AZ, 85298	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-425601	CLM	Kimberly Nichls	1990-03-12	UHC-32538-33	7378994702	6697 Central Ave, Tucson, AZ, 85729	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430503	CLM	Pamela Guzman	1982-06-11	UHC-98619-77	—	9168 Mountain View Dr, Tempe, AZ, 85257	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-426354	CLM	Maria P Hawkins	1984-05-24	UHC-51163-84	—	4711 Desert Sky Blvd, Austin, TX, 78783	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-426355	CLM	Maria P Hawkins	1984-05-24	UHC-51163-84	—	4711 Desert Sky Blvd, Austin, TX, 78783	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-421390	CLM	Priya Shaw	1962-02-02	UHC-12156-22	—	5944 Park Pl, San Diego, CA, 92149	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414891	CLM	Devid R Ryan	1956-10-15	—	—	5705 Pine Dr, Tempe, AZ, 85247	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-429783	CLM	Vincent Ward	1982-04-26	—	—	2532 Market St, Mesa, AZ, 85201	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-411265	CLM	Omar Wheeler	1960-05-05	UHC-30732-71	2125578510	239 Camelback Rd, Chandler, AZ, 85210	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425226	CLM	Jose Matthews	—	—	—	2912 Hillcrest Rd, Nashville, TN, 37210	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421311	CLM	Lori Montgommery	1983-05-09	UHC-75965-05	4599180335	6858 Market St, Tucson, AZ, 85792	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423167	CLM	Karen Reynolds	1987-01-01	UHC-41791-25	—	1102 Jefferson Ave, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402976	CLM	Philip Le	1983-04-22	UHC-39834-94	7534863035	3707 Union St, Jacksonville, FL, 32202	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401993	CLM	Alexis Henderson	1968-03-27	—	2472407417	5737 Lake View Rd, Phoenix, AZ, 85033	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more

16,411 rows, page 147 of 329Previous Next