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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429079	CLM	Joyce Baker	1946-03-28	UHC-28092-57	6037111101	9688 Mesa Dr, San Antonio, TX, 78286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429031	CLM	Arthur Welch	1989-04-13	UHC-72478-18	9844151897	6151 River Rd, Phoenix, AZ, 85099	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409659	CLM	Alexander L Wells	1963-06-07	—	2883575441	6815 Harbor Blvd, Sacramento, CA, 95852	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412067	CLM	Rth Dunn	2002-12-22	—	2749477649	1310 Apache Blvd, Tampa, FL, 33623	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406718	CLM	Katherine Contreras	2008-08-11	UHC-56653-97	4277970103	5484 Mountain View Dr, San Diego, CA, 92100	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417840	CLM	Laura Roberts	1989-04-07	UHC-05757-97	4774413709	7869 Ridge Rd, Tempe, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416570	CLM	Ahmed Fisher	1986-05-01	UHC-68058-04	5053056699	8083 Desert Sky Blvd, Gilbert, AZ, 85295	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409636	CLM	Debra W Campbell	1941-04-21	UHC-20616-86	2323883425	2817 Ridge Rd, Las Vegas, NV, 89175	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409637	CLM	Debra W Campbell	1941-04-21	UHC-20616-86	2323883425	2817 Ridge Rd, Las Vegas, NV, 89175	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410494	CLM	Kathleen Berry	1952-08-18	UHC-82564-45	2624806532	5038 River Rd, Phoenix, AZ, 85046	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-416698	CLM	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave, Las Vegas, NV, 89193	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417385	CLM	Christian Nguyen	1978-12-13	UHC-03910-55	4607822261	5012 Ocean Ave, Dallas, TX, 75209	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429289	CLM	Virginia Y Wong	1971-03-07	—	6714357218	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408781	CLM	Denise Q Williams	1977-03-28	UHC-36325-58	2975597302	3684 Indian School Rd, Jacksonville, FL, 32290	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402258	CLM	Lawrence Montgomery	1986-11-18	—	5985851297	201 Church St, Phoenix, AZ, 85043	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415609	CLM	Joshua Coleman	1999-09-26	UHC-97761-78	5245278049	3148 Willow Ct, Chandler, AZ, 85286	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428232	CLM	Jerry Dunn	1993-02-22	—	6789921657	5397 River Rd, Charlotte, NC, 28296	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401278	CLM	Albert Clark	1977-05-15	UHC-36686-91	8862532948	7039 Apache Blvd, Eden Prairie, MN, 55330	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400077	CLM	Helen Reed	1981-06-15	—	3117283708	3587 Desert Sky Blvd, Mesa, AZ, 85273	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-409079	CLM	Robert Tran	1978-03-12	UHC-15067-68	4897366986	6155 Spring St, Plano, TX, 75008	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426652	CLM	Joseph Flores	1958-02-10	UHC-70640-04	2515019194	5047 Sage Ct, Phoenix, AZ, 85044	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411360	CLM	Julie Vazquez	1978-08-16	—	2178168733	—	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-424463	CLM	Ana P Burns	2008-04-14	UHC-01372-41	9044077794	5119 Willow Ct, Dallas, TX, 75272	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-403742	CLM	Raymond Park	1976-12-12	UHC-17523-45	7324001291	8576 Forest Ave, Tampa, FL, 33626	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404951	CLM	Tucker Logan	1958-03-25	—	6709313269	3731 Baseline Rd, Scottsdale, AZ, 85204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418764	CLM	Tyler Vargas	1980-01-13	UHC-54913-54	4346315874	6278 Highland Ave, Atlanta, GA, 30340	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408572	CLM	Susan Murphy	1996-06-03	UHC-71234-34	7576674321	1234 Broadway, Tempe, AZ, 85231	0.76	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
CLM-404684	CLM	Meissa Sims	1938-07-23	UHC-12676-11	4869135113	7919 Apache Blvd, Fresno, CA, 93712	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403839	CLM	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421724	CLM	Janice Walsh	1970-01-22	—	7387418338	6840 Cedar Ln, Atlanta, GA, 30339	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413785	CLM	Evelyn Parker	1954-02-02	—	4559466082	2784 Sunset Blvd, Gilbert, AZ, 85292	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-405353	CLM	Santiago A Gardner	1988-07-05	UHC-96725-82	6222516731	628 Oak St, San Antonio, TX, 78217	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431456	CLM	Shaw R Nathan	2003-08-10	UHC-44338-93	3854216165	9411 Willow Ct, Miami, FL, 33164	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411674	CLM	Guzman Grace	1982-12-19	—	7566431855	3690 Central Ave, San Diego, CA, 92192	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428263	CLM	Jason Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-400281	CLM	Madison Harris	1945-01-13	—	7516568559	1520 Ocean Ave, Austin, TX, 78754	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420091	CLM	David Peterson	1982-03-16	UHC-64170-21	3687919880	6452 Highland Ave, Eden Prairie, MN, 55363	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-424625	CLM	Diana Mertinez	1964-05-19	—	6254853713	8091 Highland Ave, Houston, TX, 77018	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422921	CLM	Marcus Nelson	1980-01-11	UHC-84146-05	3734684156	5807 Ocean Ave, Orlando, FL, 32857	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418136	CLM	Arjun XJunk	1978-11-24	UHC-32380-64	7484410765	5957 Elm St, Mesa, AZ, 85231	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+2 more
CLM-418502	CLM	Keith Simpson	2007-11-19	UHC-20710-22	7635683456	6732 Church St, Fresno, CA, 93776	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423426	CLM	Brian Fox	1968-07-13	UHC-02152-30	6449239233	3703 Ocean Ave, Mesa, AZ, 85288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400771	CLM	Angela Yang	1970-01-18	—	9816019278	7662 Oak St, Austin, TX, 78702	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-414545	CLM	Joe Vargas	1938-09-05	UHC-54724-10	6732096347	1455 Willow Ct, Minneapolis, MN, 55426	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405107	CLM	Mary Miller	1961-10-25	—	4732937664	870 Market St, Orlando, FL, 32832	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403064	CLM	Juan Washington	1959-11-14	UHC-91717-92	3765476480	2948 Highland Ave, Chandler, AZ, 85282	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-420506	CLM	William C Chapman	1977-03-28	—	6288740578	2870 Union St, Eden Prairie, MN, 55335	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429308	CLM	Alan Contreras	1948-01-11	UHC-91768-91	5119444560	243 Highland Ave, Dallas, TX, 75292	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405595	CLM	Sandra Smith	1977-06-05	UHC-19366-24	4095011127	2383 Park Pl, Chandler, AZ, 85204	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403999	CLM	Amber Richards	1978-07-21	UHC-43880-34	7769510980	7473 Willow Ct, Columbus, OH, 43218	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 103 of 240Previous Next