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-401865	CLM	Gary Walker	1999-02-04	—	7853045209	6703 Cedar Ln, San Diego, CA, 92189	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412445	CLM	Thomas Mitchell	2004-12-03	UHC-52188-55	3698130249	3561 Jefferson Ave, Nashville, TN, 37220	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432458	CLM	Katherine Ross	1957-08-01	UHC-97525-84	4594426849	942 Spring St, Mesa, AZ, 85244	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421769	CLM	Sue Davis	1957-07-24	UHC-22832-41	—	9258 Ocean Ave, San Diego, CA, 92195	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422855	CLM	Timothy Butler	2006-02-24	—	3862237626	4267 Church St, Seattle, WA, 98157	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401471	CLM	Christopher Ryan	1941-12-27	UHC-96863-13	7067123212	2245 Palm Dr, Columbus, OH, 43278	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-423369	CLM	Charles Li	1987-12-15	UHC-11969-12	2623569623	9323 Camelback Rd, Glendale, AZ, 85320	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413856	CLM	Gloria Tran	1999-12-15	—	6575904474	5239 River Rd, Sacramento, CA, 95844	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415244	CLM	Ann K Gonzalez	1960-10-27	—	2788362292	4617 Grand Ave, Sacramento, CA, 95855	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420585	CLM	Gregory Hudson	1968-08-14	UHC-14069-21	2769558963	7983 Hillcrest Rd, Plano, TX, 75060	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412310	CLM	Logan T Salazar	2007-03-09	—	—	4954 Union St, Charlotte, NC, 28266	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429863	CLM	Madison Cok	1952-12-22	—	6748098021	2377 Mesa Dr, Glendale, AZ, 85393	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425497	CLM	Stephen Cox	1959-07-01	UHC-59464-99	—	2758 Mountain View Dr, Gilbert, AZ, 85227	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418848	CLM	Jeremy Harvey	1996-07-23	—	—	8130 Jefferson Ave, Houston, TX, 77040	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-420139	CLM	Adma Peterson	1997-05-01	UHC-80659-23	—	782 Palm Dr, Scottsdale, AZ, 85228	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413678	CLM	Betty Simmons	1972-11-14	UHC-99046-36	6969900828	797 Maple Ave, San Diego, CA, 92170	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-430341	CLM	Raymond Carlson	1975-09-18	—	8945942038	2186 Baseline Rd, Atlanta, GA, 30342	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-430725	CLM	Hiroshi G Wright	1959-12-12	—	4829638739	2169 Main St, Chandler, AZ, 85272	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410698	CLM	Brandon Q Armstrong	1959-11-13	—	3995569153	2641 Apache Blvd, Denver, CO, 80281	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431115	CLM	Joe Vargas	1973-02-28	—	7745175459	4634 Lake View Rd, Dallas, TX, 75214	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409561	CLM	Elizabeth Olson	1982-01-28	—	6824039215	438 Lincoln Way, Tempe, AZ, 85254	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413357	CLM	Brandon Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St, Seattle, WA, 98127	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430070	CLM	LawrenceJunk	1971-02-10	UHC-12016-65	9539432023	5415 River Rd, Minneapolis, MN, 55416	0.76	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+2 more
CLM-418795	CLM	Doonald Burton	1973-02-10	—	8252467993	8911 Sunset Blvd, Houston, TX, 77089	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422155	CLM	Douglas Jensen	1974-04-27	UHC-04832-19	—	3849 Valley View Dr, San Diego, CA, 92169	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426145	CLM	Diana Mills	1989-02-06	—	—	5029 Union St, Los Angeles, CA, 90053	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403291	CLM	Arthur Hall	1938-11-24	UHC-87611-37	2655323170	686 Church St, Glendale, AZ, 85360	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415580	CLM	Lori Foster	1993-05-17	UHC-94326-05	—	8427 River Rd, Eden Prairie, MN, 55339	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407044	CLM	Wayne Herrera	2001-11-26	UHC-59812-10	—	2047 Central Ave, Gilbert, AZ, 85232	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408387	CLM	Sara Greene	1987-04-04	UHC-84724-26	2129192051	3971 Lincoln Way, Minneapolis, MN, 55405	0.76	Date of birth reformatted Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-404162	CLM	Kenneth Obrien	1948-04-17	UHC-17109-44	—	8106 Cedar Ln, Charlotte, NC, 28212	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400967	CLM	Joseph I Gibert	1946-07-21	—	3513213461	2818 Bayshore Dr, Tucson, AZ, 85738	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410331	CLM	Ryan Howard	1982-12-13	UHC-83733-33	—	6856 Oak St, Jacksonville, FL, 32262	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403849	CLM	Catherine I Richardson	2005-08-26	—	8617857017	2274 Church St, Scottsdale, AZ, 85238	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421003	CLM	Debra Garza	1984-04-28	UHC-51147-76	—	6588 Ocean Ave, Columbus, OH, 43243	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417098	CLM	Mei Wilson	1978-03-11	UHC-28950-12	8524687102	3147 Lincoln Way Apt 12, Charlotte, NC, 28240	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-420217	CLM	Logan Park	1943-12-09	UHC-39537-44	—	8579 Highland Ave, Sacramento, CA, 95884	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428331	CLM	Gaary Schultz	1974-05-01	—	7439390164	2035 Jefferson Ave, Tucson, AZ, 85747	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426798	CLM	Cheryl Walker	1988-04-19	—	—	8642 Main St, Eden Prairie, MN, 55343	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417664	CLM	Mark Edwards	2001-10-26	UHC-99615-18	—	8838 Mesa Dr, San Antonio, TX, 78247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415637	CLM	Dylan Hudson	2005-07-01	—	4528069089	3085 Camelback Rd, Fresno, CA, 93777	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414060	CLM	Tyler Ramirez	1947-05-20	—	—	2916 Bayshore Dr, Fresno, CA, 93768	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429971	CLM	Christian Ruiz	2004-06-11	UHC-87732-27	—	5969 Willow Ct, Gilbert, AZ, 85236	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-414184	CLM	Joseph Banks	1993-02-06	—	5165130541	2498 Harbor Blvd, Scottsdale, AZ, 85208	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407761	CLM	Paul Ortega	1951-04-19	UHC-72896-13	7929831343	7282 Cedar Ln, Los Angeles, CA, 90033	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408932	CLM	Justin W Bradley	2006-11-10	UHC-61388-76	7337887129	7735 Elm St, Scottsdale, AZ, 85225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424989	CLM	Judith Austin	1948-11-12	UHC-16752-93	4458688624	1210 Maple Ave, Sacramento, CA, 95846	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411062	CLM	Jason Kim	1949-01-07	UHC-16727-36	—	4437 Elm St, San Diego, CA, 92182	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401567	CLM	Mei Sullivan	1949-12-19	—	7164244082	5720 Spring St, Jacksonville, FL, 32217	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-411589	CLM	Heather Mendoza	1954-04-14	—	9272676430	4930 Baseline Rd, Minneapolis, MN, 55455	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 160 of 376Previous Next