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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416737	CLM	Mike Simmons	1994-02-27	UHC-55383-31	—	3978 Broadway, Houston, TX, 77078	0.78	Date of birth reformatted Address re-cased City re-cased Gender normalised+1 more
CLM-400780	CLM	Fatima Cook	1975-03-18	UHC-70675-02	7284883863	3264 Lake View Rd # 886, Sacramento, CA, 95812	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
CLM-408735	CLM	Bryan Wheeler	2000-01-22	—	—	9384 Mountain View Dr, Nashville, TN, 37209	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-414455	CLM	Matt Kelly	1941-12-05	—	—	8350 Lincoln Way, Gilbert, AZ, 85281	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-406190	CLM	Alan Sims	—	UHC-89095-04	2044382142	2292 Market St, Phoenix, AZ, 85019	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-429237	CLM	Kathleen E Rivera	1948-11-08	UHC-52835-24	—	1509 Willow Ct, Miami, FL, 33179	0.78	Name re-cased Phone missing area code Member ID reformatted City re-cased+1 more
CLM-417068	CLM	Sara Wagner	1987-08-20	UHC-73875-97	3826546186	7609 Sage Ct, Plano, TX, 75025	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431515	CLM	Jennifer M Schmidt	2003-07-05	UHC-29055-65	6064750635	3969 Camelback Rd, Los Angeles, CA, 90096	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-409275	CLM	Grace Stephens	1997-09-04	—	—	2246 Broadway, San Diego, CA, 92126	0.78	Address re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-402125	CLM	Isabella C Dominguez	2002-03-04	—	—	5677 Sunset Blvd, Los Angeles, CA, 90082	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-408140	CLM	Barbara K Woods	1954-04-21	UHC-84755-21	—	4966 Grand Ave, Sacramento, CA, 95834	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-418016	CLM	Kayla Turner	1972-08-22	UHC-54564-96	4575532129	2610 Sunset Blvd, Minneapolis, MN, 55403	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-424535	CLM	Sofia Evans	1979-10-10	UHC-83218-10	—	6276 Oak St, Seattle, WA, 98170	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-424599	CLM	Philip Maldonado	1995-01-07	UHC-05637-01	—	7707 Palm Dr, Tempe, AZ, 85228	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
CLM-428592	CLM	Kayla Vazquez	1973-04-11	UHC-77211-27	2155378276	8862 Jefferson Ave, Atlanta, GA, 30349	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-413501	CLM	Linda Ortega	1945-12-05	UHC-22191-27	—	8401 Sunset Blvd, Dallas, TX, 75243	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-415426	CLM	Ahmed Hernandez	1942-04-15	UHC-21736-01	—	3347 Jefferson Ave, Sacramento, CA	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
CLM-419744	CLM	Sophia Myers	1945-07-23	—	5278917616	3570 River Rd, San Antonio, TX, 78299	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-410637	CLM	Shirley Alvarez	1998-01-12	UHC-08145-31	—	8606 Lake View Rd, Dallas, TX, 75218	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-404486	CLM	Mason I Duncan	1984-04-28	UHC-64676-94	—	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-417466	CLM	Joyce Snyder	1961-01-07	UHC-38342-05	—	7991 Meadow Ln, Glendale, AZ, 85350	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409482	CLM	Diego Mason	1942-06-19	UHC-86673-18	—	2375 Sage Ct, Mesa, AZ, 85216	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-414354	CLM	Rebecca B Lewis	1967-03-26	UHC-04909-22	—	6545 Maple Ave, Nashville, TN, 37215	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-424819	CLM	Shirley Roberts	1964-09-11	UHC-98206-77	6513291275	9848 Oak St, Glendale, AZ, 85305	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-424061	CLM	Luis Jones	1984-04-14	—	3315473919	2214 Washington St, Atlanta, GA, 30344	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-424062	CLM	Luis Jones	1984-04-14	—	3315473919	2214 Washington St, Atlanta, GA, 30344	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-429417	CLM	Douglas Lewis	1967-09-08	—	7972822283	560 Spring St, Dallas, TX, 75254	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-429416	CLM	Douglas Lewis	1967-09-08	—	7972822283	560 Spring St, Dallas, TX, 75254	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-406100	CLM	Eevlyn Jensen	1954-02-11	—	2428398085	640 Central Ave, Dallas, TX, 75228	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-425111	CLM	Teresa Rivera	1967-12-18	—	—	9292 Forest Ave, Fresno, CA, 93717	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-407982	CLM	Sara Watson	1981-05-08	—	—	3410 Elm St, Las Vegas, NV, 89124	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-412741	CLM	Harold P Patterson	1940-03-26	—	—	226 Harbor Blvd, San Antonio, TX, 78260	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-423902	CLM	Maria Nguyeen	2004-10-13	—	5452148155	5263 Lincoln Way, San Antonio, TX, 78236	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-422130	CLM	Samuel Martinez	1993-04-08	UHC-56424-34	—	8593 Jefferson Ave, Eden Prairie, MN, 55338	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-408835	CLM	Kayla Hnsen	1950-12-08	UHC-30978-47	3135730845	5023 Church St, Charlotte, NC, 28229	0.78	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-404822	CLM	Michelle E Gutierrez	1951-02-16	—	2975314580	9132 Mountain View Dr, Atlanta, GA, 30323	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-425535	CLM	Beverly K Cunningham	1961-03-23	UHC-32494-13	—	5678 Meadow Ln, Miami, FL, 33173	0.78	Name split from “Last, First”City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-420534	CLM	Frances Harris	2008-05-17	UHC-24775-06	—	1203 Church St Apt 36, Tampa, FL, 33691	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-413434	CLM	Andrew Bell	1964-08-20	UHC-15391-25	—	5494 Union St, San Antonio, TX, 78287	0.78	Member ID reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-417058	CLM	Russell Evens	1960-09-28	UHC-28301-61	—	996 Oak St, Scottsdale, AZ, 85264	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-428857	CLM	Edward Henry	1990-12-09	UHC-97702-67	7486464760	3721 Washington St, Columbus, OH	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-415516	CLM	Jean J Robertson	1961-11-09	UHC-13490-71	6967203498	7484 Camelback Rd, Columbus, OH, 43234	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-417795	CLM	Jacob Schmidt	1969-03-25	—	5413923289	7946 Oak St, Columbus, OH	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-429878	CLM	Keith Rogers	1974-06-19	—	—	4103 Elm St # 699, Tempe, AZ, 85264	0.78	Date of birth reformatted Unit split from street City re-cased State code upper-cased+1 more
CLM-412049	CLM	Kevin Joohnston	1959-08-24	—	—	6104 Camelback Rd, Minneapolis, MN, 55492	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-418177	CLM	Wei Obrien	1984-07-20	UHC-75656-22	6076294776	9069 Lincoln Way, Fresno, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-428251	CLM	Henry N Peters	1977-01-18	—	2056791812	9756 Desert Sky Blvd, Eden Prairie, MN, 55387	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-427431	CLM	Michelle R Gray	2008-09-10	—	—	7692 Maple Ave, Charlotte, NC, 28243	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-424758	CLM	Thomes Matthews	2005-09-23	—	—	6278 Central Ave, Nashville, TN, 37204	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-431874	CLM	Ana Lewis	1951-03-11	UHC-98135-83	3924669478	7077 Palm Dr, Austin, TX, 78718	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more

5,235 rows, page 69 of 105Previous Next