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-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-416110	CLM	Carlos T Walsh	1955-02-16	UHC-12354-08	6298076457	—	0.66	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Whitespace trimmed+1 more
CLM-411399	CLM	Julie T Ortega	1964-09-26	—	—	1649 Mountain View Dr, Fresno, CA	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+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-417936	CLM	Albert Gonzalez	1940-07-10	UHC-09877-20	—	2501 Mountain View Dr, Sacramento, CA, 95819	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+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-403277	CLM	Harold Cox	1990-07-21	—	8966329013	7364 Lincoln Way, Las Vegas, NV	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-426602	CLM	Christopher Simmons	1966-01-20	—	8908945678	882 Park Pl, Tempe, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+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-412284	CLM	Kathleen Bryant	1993-08-19	UHC-97131-90	5482378126	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-402352	CLM	Ralph Woods	1967-07-26	UHC-78850-61	—	6887 Spring St, Tampa, FL, 33671	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+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
CLM-421772	CLM	Jose Y Perez	1980-04-25	UHC-94809-39	—	4123 Central Ave, Gilbert, AZ, 85257	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-414993	CLM	Kieth L Jones	1987-01-29	UHC-95396-91	2474192342	5349 Palm Dr, Orlando, FL, 32884	0.66	City re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
CLM-421288	CLM	Lawrence Johnston	1976-02-23	—	—	4994 Desert Sky Blvd, Tempe, AZ, 85295	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425470	CLM	Steven Ramos	1969-01-26	—	7312929098	1184 Hillcrest Rd, Sacramento, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-400519	CLM	Joseph Jordan	1959-10-27	UHC-90858-11	2418246598	8423 Palm Dr, Las Vegas, NV, 89143	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410334	CLM	Abigail Y Martinez	1967-03-08	UHC-84886-97	—	2815 River Rd, Mesa, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-404222	CLM	Janet Ross	2007-08-11	UHC-36044-21	—	4119 Bayshore Dr, Charlotte, NC, 28251	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402171	CLM	Kathryn Stone	1968-08-16	UHC-92523-76	—	4756 Pine Dr, Seattle, WA, 98131	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-427864	CLM	Jackie M Young	1990-01-01	—	—	5721 Valley View Dr, Gilbert, AZ, 85223	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412011	CLM	Jose W Campbell	1980-01-09	—	—	5850 Union St, Jacksonville, FL, 32269	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424898	CLM	Diego Freeman	1971-12-28	UHC-98952-98	—	3303 Ocean Ave # 485, Glendale, AZ, 85309	0.66	Name split from “Last, First”Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-430929	CLM	Jason Meyer	2002-12-20	UHC-71924-51	—	412 Canyon Rd, Los Angeles, CA, 90053	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404709	CLM	Charlles Rice	1968-08-21	UHC-28560-68	8182184863	7601 Spring St, Tampa, FL, 33662	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431354	CLM	Pamela Schmidt	1948-08-12	UHC-00388-35	—	2097 Lake View Rd, Tampa, FL, 33670	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400245	CLM	Pamlea Gonzalez	—	UHC-32865-94	8298741320	2138 Highland Ave, San Diego, CA, 92148	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401913	CLM	Sharon Patterson	1968-01-26	UHC-01025-68	—	7671 Central Ave, Atlanta, GA, 30364	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429354	CLM	Christian Lane	—	UHC-80877-08	—	4761 Ocean Ave, Scottsdale, AZ, 85270	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-417415	CLM	Angela Martin	2006-02-23	UHC-26771-60	5632274890	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-425966	CLM	Arjun Fernandez	1950-04-22	UHC-20619-13	9013075807	3885 Park Pl, Minneapolis, MN, 55436	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-431835	CLM	Ryen R Butler	2000-07-04	UHC-03130-93	3875605862	8043 River Rd, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-430757	CLM	Jerry Knight	1993-08-06	UHC-14087-46	—	2251 Forest Ave, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403493	CLM	Maria Burns	1978-03-19	—	—	—	0.66	Two-digit birth year Phone missing area code Email lower-cased Whitespace trimmed+1 more
CLM-417437	CLM	Angela Sullivan	1962-09-08	—	—	173 Indian School Rd, Minneapolis, MN, 55402	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405177	CLM	Mariana I Carlson	1958-07-21	—	7908141957	3744 Elm St, Minneapolis, MN, 55474	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431517	CLM	Priia Griffin	1991-04-14	UHC-12688-71	—	7957 Elm St, Jacksonville, FL, 32244	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423749	CLM	Julia Myers	2001-03-08	UHC-12935-90	—	7917 Desert Sky Blvd, Scottsdale, AZ, 85271	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-424843	CLM	John Bell	1957-01-01	UHC-95187-29	3195396419	8461 Union St, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407857	CLM	Ronald Espinoza	1981-09-20	—	—	763 Oak St, Atlanta, GA, 30355	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

30,862 rows, page 156 of 618Previous Next