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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424421	CLM	Dorothy Harvey	2002-08-24	UHC-41546-10	3136040690	4150 Apache Blvd, Glendale, AZ, 85322	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417354	CLM	Eric Bailey	1988-04-01	UHC-24801-64	—	2012 Mountain View Dr, Atlanta, GA, 30315	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-408128	CLM	Christian Romero	1957-02-08	—	—	3506 Ridge Rd, Dallas, TX, 75215	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416504	CLM	Joan Price	1950-03-25	UHC-71246-26	2766218860	390 Park Pl, Columbus, OH, 43262	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410768	CLM	Ahmed Soto	1938-03-10	UHC-22956-92	—	8663 Lake View Rd, Tucson, AZ, 85743	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-411642	CLM	Hiroshi Hamilton	1978-05-02	—	—	2346 Harbor Blvd Apt 3, Atlanta, GA, 30368	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423010	CLM	Carolyn Long	1977-07-03	UHC-14882-88	9728219166	9864 Desert Sky Blvd, San Diego, CA, 92188	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407553	CLM	Josh Turner	2005-08-27	UHC-57288-86	—	7345 Cedar Ln # 264, Eden Prairie, MN, 55377	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410495	CLM	Kathleen Berry	1952-08-18	UHC-82564-45	2624806532	5038 River Rd, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413450	CLM	Samantha Obrien	1965-02-22	UHC-10855-85	8708411422	6785 Oak St, Seattle, WA, 98136	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402111	CLM	Valdez Mateo	1962-09-19	UHC-38430-28	—	9595 Sage Ct, San Diego, CA	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-425662	CLM	Benjamin Turner	1986-11-22	—	—	8717 Desert Sky Blvd, San Antonio, TX, 78209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409530	CLM	Matthew Hanson	1944-12-11	UHC-50046-10	2927607482	1870 Spring St, Glendale, AZ, 85325	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419037	CLM	Becky Wylliams	1980-04-20	UHC-32568-63	—	1967 Union St, Charlotte, NC, 28278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416752	CLM	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416753	CLM	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429667	CLM	Christine R Snyder	1993-04-25	UHC-52575-45	3894015876	5818 River Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
CLM-406782	CLM	Billly Perez	1978-10-05	—	2562963049	6069 Mesa Dr, Gilbert, AZ, 85202	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417124	CLM	Wayne Moris	1984-06-07	UHC-85819-24	8166404542	3686 Main St, Charlotte, NC, 28267	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
CLM-429045	CLM	Kyle Howell	1986-12-25	—	3252676589	274 Highland Ave, Miami, FL	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-422258	CLM	Albert Sanders	1976-05-06	—	—	5471 Camelback Rd, Las Vegas, NV	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404120	CLM	Angela Mendoza	1959-05-04	UHC-25015-53	8474816353	4483 Spring St, Charlotte, NC, 28248	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429529	CLM	Mei Robertson	1987-02-22	UHC-47647-46	—	8987 Desert Sky Blvd, Jacksonville, FL, 32275	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424484	CLM	Sharon Q Alexander	1992-04-27	UHC-08955-29	4526842501	4450 Ocean Ave, Dallas, TX, 75213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417181	CLM	Melissa Santiago	1992-03-10	UHC-16590-48	—	1606 Washington St, Denver, CO, 80259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414119	CLM	Joseph Greene	1966-11-03	UHC-02610-23	8104090778	2364 Palm Dr Apt 10, Tempe, AZ, 85298	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-427531	CLM	Virginia E Wheeler	—	—	9404923172	3426 Main St, Denver, CO, 80277	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-426697	CLM	Dennis Harris	1980-02-23	—	—	9387 Valley View Dr, Sacramento, CA, 95868	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422862	CLM	Sam Z Maldonado	1981-09-05	UHC-98202-14	2787469307	620 Desert Sky Blvd, Dallas, TX, 75281	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-431576	CLM	Ana Soto	1940-01-25	UHC-71245-43	7794951800	234 Spring St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413803	CLM	Henry Johnsun	1982-05-24	—	7369763592	8640 Willow Ct, Tucson, AZ, 85757	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412906	CLM	Ryan Dominguez	1939-09-20	UHC-98592-45	7269162865	3654 Hillcrest Rd, Tempe, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419832	CLM	Daniel Elliott	1944-03-10	—	—	8182 Washington St, San Diego, CA, 92172	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416443	CLM	Janice Z Ramos	1999-11-02	—	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416279	CLM	Carlos C Kennady	1976-02-05	UHC-61491-38	9014896388	6234 Highland Ave, Phoenix, AZ, 85056	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425926	CLM	Benjamin Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404479	CLM	Alan Soto	1995-10-12	UHC-84799-55	7157709265	887 River Rd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404601	CLM	Russell Elliott	2002-09-26	—	7635165615	8498 Camelback Rd, San Diego, CA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-414670	CLM	Brenda Sullivan	1992-01-01	—	—	1728 Highland Ave, Orlando, FL, 32890	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-406838	CLM	Marilyn Peters	2008-04-10	UHC-57980-91	7704149392	9318 Elm St, Plano, TX, 75046	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416699	CLM	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425888	CLM	Randy Edwards	1967-04-07	—	9118890062	1054 Washington St, Miami, FL, 33128	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407574	CLM	Jonathan Scott	1964-01-16	UHC-08162-01	—	4975 Oak St, Austin, TX, 78726	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-423403	CLM	Carolyn Martin	1986-03-17	—	4282790462	5919 Church St, Plano, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-402597	CLM	Jerry Carlson	1947-08-04	—	9233213788	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-416578	CLM	Deb Price	—	UHC-27304-07	—	6605 Highland Ave, Phoenix, AZ, 85095	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-429292	CLM	Padilla Ann	2008-10-04	UHC-67047-34	—	6081 Lake View Rd Apt 17, Minneapolis, MN, 55439	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412956	CLM	Yuki Jackson	1948-06-05	—	3572891617	3177 Sunset Blvd, Scottsdale, AZ, 85279	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-421880	CLM	Ruth White	—	UHC-31890-56	—	262 Washington St, Los Angeles, CA, 90041	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-423367	CLM	Yuki Wright	1986-02-22	UHC-59968-86	9466835588	9017 Pine Dr # 800, Jacksonville, FL, 32241	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more

30,862 rows, page 134 of 618Previous Next