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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430869	CLM	Cheryl Chavez	1952-01-05	UHC-41463-71	—	988 Camelback Rd, Sacramento, CA, 95889	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423345	CLM	Madison Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct, Nashville, TN, 37275	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-409731	CLM	Elijah K Castillo	1953-09-23	UHC-83539-81	4707023292	2305 Oak St, Chandler, AZ, 85293	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-424134	CLM	Marilyn P Ross	1968-11-15	UHC-88869-42	4714716124	4816 Mesa Dr, Charlotte, NC, 28298	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-417646	CLM	Diana S Bailey	1999-12-01	UHC-96404-93	—	7001 Central Ave, San Antonio, TX, 78246	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-420852	CLM	Jean Espinoza	1942-05-24	—	4893141789	3118 Jefferson Ave, Jacksonville, FL, 32261	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429002	CLM	Jessica E Peterson	2006-07-07	—	8457061133	8905 Indian School Rd Apt 23, Scottsdale, AZ, 85296	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400497	CLM	Judith Gonzales	1995-04-21	—	—	144 Canyon Rd, Seattle, WA, 98195	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-404183	CLM	Sofia Carr	2005-07-11	—	—	6550 Main St, Sacramento, CA, 95865	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-419250	CLM	Fatima Henderson	1970-11-22	UHC-17129-93	—	7774 Church St, Dallas, TX, 75255	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-400492	CLM	Roy Butler	1975-12-16	UHC-98340-50	—	9411 Desert Sky Blvd, Glendale, AZ, 85310	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+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-427981	CLM	Abigail R Rios	1979-05-26	UHC-06532-92	—	5815 Bayshore Dr # 723, San Antonio, TX, 78296	0.66	Date of birth reformatted Unit split from street State name converted to code Whitespace trimmed+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-421944	CLM	Douglas Soto	1984-12-21	—	—	5646 Canyon Rd, Fresno, CA, 93708	0.66	Date of birth reformatted SSN last four extracted ZIP+4 trimmed 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-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-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-431857	CLM	Kathleen Lane	2005-05-21	UHC-17661-79	5406334740	2331 Spring St, Phoenix, AZ	0.66	City re-cased State name converted to code ZIP missing Whitespace trimmed+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-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-410684	CLM	Teresa Gonzales	1961-04-23	—	4467870483	9167 Grand Ave, Houston, TX	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+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-416681	CLM	Dorothy Wagner	—	UHC-27472-49	—	—	0.66	Date of birth unreadable Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-417704	CLM	Brandon Dixon	1978-07-20	UHC-95071-91	8074556861	9110 Central Ave, Tampa, FL	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
CLM-432500	CLM	Omar Bryant	1987-03-17	UHC-89172-02	—	3274 Willow Ct, Chandler, AZ, 85207	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+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-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-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-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-432399	CLM	Ronald Cox	1994-08-04	UHC-07390-48	—	1782 Camelback Rd # 759, Scottsdale, AZ, 85231	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+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-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-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-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-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-415617	CLM	Linda E Green	1970-08-10	—	—	8032 Valley View Dr, Los Angeles, CA, 90038	0.66	Street suffix standardised Address re-cased City 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

18,771 rows, page 108 of 376Previous Next