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-401655	CLM	Albert Salaazr	1970-06-22	—	—	7410 Forest Ave # 373, Los Angeles, CA, 90074	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-404063	CLM	Judith N Mers	1946-09-27	UHC-57361-78	5363832327	7974 Ocean Ave Apt 33, Austin, TX, 78758	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-427943	CLM	Sarah Cox	1961-09-08	UHC-82695-39	—	1726 Apache Blvd, Sacramento, CA, 95879	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-407895	CLM	Teresa Gutierrez	2001-03-21	UHC-30469-27	8406553103	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420323	CLM	Danny Tucker	1947-10-26	—	—	963 Willow Ct, Jacksonville, FL, 32249	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-432034	CLM	Valentina Y Murray	1963-06-27	UHC-04164-84	—	306 Apache Blvd, Seattle, WA, 98188	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403848	CLM	Catherine I Richardson	2005-08-26	UHC-15592-78	8617857017	2274 Church St, Scottsdale, AZ, 85238	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-403244	CLM	Ken Martinez	1966-11-26	UHC-66774-91	4136454750	6621 Sage Ct, Fresno, CA, 93735	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430868	CLM	Dennis Brown	1944-05-22	—	—	5143 Cedar Ln, Minneapolis, MN, 55447	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-430867	CLM	Dennis Brown	1944-05-22	—	—	5143 Cedar Ln, Minneapolis, MN, 55447	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-412196	CLM	Edward Nichols	1997-04-26	UHC-26667-44	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-417041	CLM	Lawrence Greene	—	UHC-33689-73	—	2538 Sage Ct, Austin, TX, 78736	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-427451	CLM	Kathryn M Hart	1947-01-10	—	4636167714	1306 Pine Dr, Atlanta, GA, 30303	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400586	CLM	Henry Lane	1940-09-11	UHC-78055-45	—	1172 Lincoln Way, Los Angeles, CA, 90068	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412106	CLM	Marilyn H Li	1995-02-24	—	3593209189	2881 Camelback Rd, Phoenix, AZ, 85052	0.64	Two-digit birth year Phone reformatted City re-cased Gender normalised+2 more
CLM-426838	CLM	Carolyn Y Jimenez	1945-05-14	—	3326457974	3996 Baseline Rd # 490, San Diego, CA, 92198	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417925	CLM	Sean H Dixon	2000-10-04	UHC-62395-04	—	3247 Mountain View Dr Apt 13, Nashville, TN, 37264	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street Plan code upper-cased+2 more
CLM-431504	CLM	Martha J Harvey	1988-01-08	—	8038914734	6664 Union St, Denver, CO, 80282	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428269	CLM	Willie Sanchez	1971-01-27	UHC-64820-04	6054029431	2285 Central Ave, Tucson, AZ, 85727	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427740	CLM	Gloria Grant	1952-08-13	UHC-18393-21	6624198244	6583 Ridge Rd # 273, Las Vegas, NV, 89187	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street Email lower-cased+2 more
CLM-409370	CLM	Gearld W Ramirez	1975-05-28	—	—	7735 Ridge Rd Apt 26, Nashville, TN, 37236	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-406435	CLM	Ashley Reid	—	UHC-23123-72	3146496614	7945 Central Ave, Dallas, TX, 75270	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-427012	CLM	Christian Clark	1953-09-17	—	—	2938 Maple Ave, Chandler, AZ, 85239	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-430109	CLM	Roger Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415754	CLM	Yuki U Mitchell	2000-09-18	—	3164967668	2935 Valley View Dr, Phoenix, AZ, 85044	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415256	CLM	Barbara Carter	1941-08-17	UHC-44811-12	8308763182	5676 Ridge Rd, Chandler, AZ, 85290	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408449	CLM	Christian J Marshall	1994-01-04	UHC-58093-69	—	5719 Sunset Blvd, Minneapolis, MN, 55478	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401926	CLM	Danny U Mendez	—	—	9114552537	2559 Jefferson Ave, Gilbert, AZ, 85299	0.64	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
CLM-430621	CLM	Angela M Brown	1946-05-27	UHC-61297-62	6324499871	7762 Mesa Dr, San Antonio, TX, 78259	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421932	CLM	Maria J Wells	2005-07-01	—	5318586325	2693 Highland Ave, Eden Prairie, MN, 55364	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431668	CLM	Jeremy Weaver	1945-04-15	UHC-70862-18	5609815679	7375 Ridge Rd, Scottsdale, AZ, 85284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407555	CLM	John Ray	1943-10-02	UHC-32122-35	—	4554 Meadow Ln # 153, Phoenix, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-416075	CLM	Jordan V Lee	1969-03-03	UHC-83908-16	—	3342 Grand Ave, Los Angeles, CA, 90009	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420362	CLM	Dennis Cole	1950-01-09	UHC-96366-62	7509248916	4920 Pine Dr, Phoenix, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-409396	CLM	Susan Greene	1948-04-19	—	4782221577	3327 Cedar Ln, Dallas, TX, 75260	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402521	CLM	Mary Shaw	1961-12-27	UHC-19721-07	5165950021	3392 Forest Ave, Scottsdale, AZ, 85270	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432431	CLM	Yki Dominguez	1975-05-28	UHC-43448-72	7019235765	6273 Bayshore Dr, Charlotte, NC, 28262	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
CLM-406370	CLM	Carlos Austn	1990-08-02	—	—	7112 Mesa Dr, Phoenix, AZ, 85026	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-416525	CLM	Angela G Franklin	1977-10-14	UHC-52034-94	—	2488 Mountain View Dr, Eden Prairie, MN, 55362	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430326	CLM	Natalie Jensen	1953-01-17	UHC-91990-75	3069202169	1309 Ocean Ave, Chandler, AZ, 85210	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-405677	CLM	Barb Hanson	1969-12-18	—	4852307903	4769 Spring St, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404754	CLM	Jeck T Vargas	2005-10-08	UHC-19817-94	—	2856 Baseline Rd, Plano, TX, 75000	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403711	CLM	Keith I Vazquez	1965-05-23	—	—	6164 Grand Ave, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418054	CLM	Karen O Andeson	1974-08-20	—	—	3300 Mountain View Dr, Los Angeles, CA, 90049	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
CLM-426568	CLM	Ahmed Fissher	1970-04-26	UHC-88024-63	—	3622 Church St, San Diego, CA, 92106	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418673	CLM	Kyle Wallace	1979-06-21	UHC-43398-94	—	4635 Indian School Rd Apt 11, Tempe, AZ, 85290	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401454	CLM	Noah K Thompson	1941-11-01	UHC-55460-63	3026728944	5805 Lincoln Way, Los Angeles, CA, 90083	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417946	CLM	Kevin Cunningham	1962-09-09	—	—	9629 Cedar Ln, Gilbert, AZ, 85264	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-429264	CLM	Nicholas Carr	1989-07-01	UHC-93074-69	9738314284	9452 Indian School Rd, Tucson, AZ, 85742	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413926	CLM	Austin Y Patel	1972-10-22	—	—	1655 Baseline Rd, Atlanta, GA, 30387	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

18,771 rows, page 88 of 376Previous Next