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-409602	CLM	Ryan Evans	1974-02-07	UHC-88185-60	—	1580 Sunset Blvd, San Diego, CA, 92191	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429798	CLM	Sandra Hart	1957-12-16	—	9508397903	9810 Jefferson Ave, San Diego, CA, 92119	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424275	CLM	Charlees Murray	1952-01-15	—	6703295030	5473 Mesa Dr, San Diego, CA, 92199	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415902	CLM	Elijah Montgomery	1956-12-07	UHC-48585-51	7243062712	6026 Sage Ct, Denver, CO, 80230	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-427058	CLM	Jesse Wright	1964-05-28	UHC-52441-48	—	8687 Central Ave, Scottsdale, AZ, 85277	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426239	CLM	David Day	1970-01-08	—	—	7470 Park Pl, Denver, CO, 80292	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411502	CLM	Teresa Lewis	2000-06-26	UHC-48359-03	7245321142	7045 Meadow Ln, Dallas, TX, 75282	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428665	CLM	Beverly Rose	1983-07-12	—	5637182899	5475 Grand Ave, San Antonio, TX, 78262	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412553	CLM	Wayne Roas	1965-02-06	—	—	5328 Pine Dr, Fresno, CA, 93773	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405972	CLM	Maria T Bryant	2000-07-28	—	3627878938	989 Indian School Rd, San Diego, CA, 92186	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430234	CLM	Tony K Mrtinez	1940-08-19	UHC-87903-13	2506779810	9406 Ocean Ave, Miami, FL, 33166	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411064	CLM	Sandra Y Morgn	1939-05-20	UHC-28897-69	5673191559	1706 Palm Dr, Denver, CO, 80287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400733	CLM	Gerald McDonald	1968-02-01	UHC-64585-32	—	4413 Maple Ave, Fresno, CA, 93789	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421640	CLM	Janet W Myers	1974-03-13	—	—	2841 Sage Ct, Gilbert, AZ, 85247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424594	CLM	Bruce Munoz	1993-08-13	UHC-93815-58	—	5523 Harbor Blvd, Tampa, FL, 33606	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426319	CLM	Abigail O Price	1964-04-17	—	6542387596	2730 Desert Sky Blvd, Tempe, AZ, 85245	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420994	CLM	Ruth D Mills	2005-05-13	—	—	6713 Market St, Tampa, FL, 33618	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407769	CLM	Santiago Q Olson	1948-08-18	UHC-28731-61	6347264569	9184 Camelback Rd, Austin, TX, 78736	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402900	CLM	Elizabeth Mendez	1942-01-06	—	—	9808 Apache Blvd, Las Vegas, NV, 89144	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427277	CLM	Maria H Stewart	2006-12-26	—	2098852771	9251 Pine Dr, Eden Prairie, MN, 55398	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425076	CLM	Elijah Williams	1959-10-23	UHC-93427-23	5933260049	6333 Harbor Blvd, Seattle, WA, 98178	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-403924	CLM	Maggie Kelley	1961-12-02	UHC-54895-40	8794440866	6289 Jefferson Ave, Las Vegas, NV, 89138	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429357	CLM	Janet Weaver	1995-02-05	UHC-30144-81	—	9551 Lake View Rd, Atlanta, GA, 30307	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407624	CLM	Betty Perkins	1987-12-19	—	—	938 Central Ave, Denver, CO, 80257	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423666	CLM	Frances Morrison	1943-06-13	—	4013722830	6190 Camelback Rd, Minneapolis, MN, 55403	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423517	CLM	Jesse Thompson	1963-09-17	UHC-41852-91	—	1326 Indian School Rd, Gilbert, AZ, 85279	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424113	CLM	Thomas Lee	1944-08-16	UHC-50821-71	5962111858	1963 Sunset Blvd, Austin, TX, 78757	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413934	CLM	Scott Richards	1991-01-23	UHC-45156-18	8747946288	4546 Oak St, Nashville, TN, 37202	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415913	CLM	Harold Little	2004-10-04	—	—	7239 Maple Ave, Tampa, FL, 33601	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422149	CLM	Ashley Ortega	1954-02-15	UHC-05522-42	—	6300 Market St, Austin, TX, 78716	0.76	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-432570	CLM	Stephanie Chavez	1970-03-23	UHC-83352-41	3688409123	5318 Pine Dr, Sacramento, CA, 95895	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429742	CLM	Jancie Nichols	1956-07-20	UHC-09999-74	—	6905 Hillcrest Rd, Charlotte, NC, 28226	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416630	CLM	Denise Schmidt	1969-05-02	UHC-99733-49	8507626288	3988 Mesa Dr, Mesa, AZ, 85273	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404800	CLM	Larry N Ried	1955-09-02	UHC-25768-96	5346119525	6846 Main St, Charlotte, NC, 28259	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401419	CLM	Priya Li	1944-12-01	UHC-86490-50	8196221582	9388 Central Ave, Chandler, AZ, 85242	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409464	CLM	Harold West	1962-03-24	UHC-71442-08	9652886532	2674 Spring St, Atlanta, GA, 30353	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429479	CLM	Denise Obiren	1947-05-13	—	—	9137 Indian School Rd, Nashville, TN, 37280	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410052	CLM	Peter A Myers	1968-11-17	—	9058592669	5045 Church St, Glendale, AZ, 85310	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426517	CLM	John Payne	1947-12-01	UHC-58602-12	4165285691	4417 Hillcrest Rd, Atlanta, GA, 30363	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-414322	CLM	Heather Nelson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-409007	CLM	Jacqueline Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd Apt 14, Tucson, AZ, 85756	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-426037	CLM	Catherine U Gonzales	1969-11-19	UHC-29794-31	6567852950	2473 Central Ave, Fresno, CA, 93701	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421420	CLM	Emly Baker	1967-12-01	UHC-95533-24	—	425 Jefferson Ave, Los Angeles, CA, 90096	0.76	Member ID reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-420514	CLM	Mariana Cooper	1991-01-18	UHC-00105-56	4358986576	3910 Willow Ct, Seattle, WA, 98127	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-406423	CLM	Stephanie X Burns	1963-07-07	UHC-16872-58	—	2406 Indian School Rd, Charlotte, NC, 28231	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417095	CLM	Ashley Olson	1984-01-07	—	2689682837	1015 Bayshore Dr, Sacramento, CA, 95827	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419087	CLM	Judy Hoffman	1949-11-07	UHC-63831-15	8239770775	9408 Valley View Dr, Phoenix, AZ, 85016	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423242	CLM	Nicole Mitchell	1993-06-03	UHC-23875-61	4124848918	—	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-401227	CLM	Danielle Young	1954-06-21	—	—	3852 Market St, Scottsdale, AZ, 85229	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426394	CLM	Anthony Thompson	1957-06-26	UHC-21884-20	—	7223 Church St, Plano, TX, 75002	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more

18,771 rows, page 167 of 376Previous Next