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-413461	CLM	Natalie Wang	1942-05-17	—	—	5516 Market St Apt 23, Austin, TX, 78786	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413958	CLM	Diana Hamilton	1951-05-28	—	—	6681 Apache Blvd Apt 22, Charlotte, NC, 28235	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410842	CLM	Ann Rios	—	UHC-55469-74	9004213373	6732 Valley View Dr # 284, Eden Prairie, MN, 55331	0.38	Name split from “Last, First”Date of birth unreadable Member ID reformatted Unit split from street+3 more
CLM-420814	CLM	Lauren Johnson	1955-02-23	UHC-97366-63	2549616595	8349 Harbor Blvd, Minneapolis, MN, 55440	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-410040	CLM	Jason Mills	1986-04-22	UHC-72396-45	—	2460 Grand Ave # 759, Tampa, FL, 33639	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405335	CLM	Sofia Hart	2007-01-01	UHC-60364-39	3126488737	346 Meadow Ln, Tampa, FL, 33655	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419829	CLM	Judy Andrews	1986-09-07	UHC-49978-58	3546582910	6785 Pine Dr, Sacramento, CA, 95845	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
CLM-431102	CLM	Alexis Murray	1990-12-15	UHC-07375-77	—	5747 Camelback Rd, San Diego, CA, 92131	0.38	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-413916	CLM	Dorothy Wods	1942-01-03	UHC-01218-90	5562839603	5620 Indian School Rd, Houston, TX, 77069	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419379	CLM	Albert Ellis	2001-08-08	—	—	860 Ocean Ave, Houston, TX, 77050	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424267	CLM	Jack Barnes	1940-07-25	—	—	5734 Washington St, Atlanta, GA, 30356	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-429997	CLM	Daniel U Russell	—	UHC-04417-79	—	6057 Apache Blvd, Sacramento, CA, 95842	0.38	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-412435	CLM	Maria McDonald	—	—	—	8439 Elm St, Houston, TX, 77044	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
CLM-405215	CLM	Dorothy A Gray	1945-08-20	UHC-28039-87	—	9607 Meadow Ln # 871, Las Vegas, NV, 89155	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-409898	CLM	Ethan Maldonado	1948-10-25	—	—	6746 Central Ave, Glendale, AZ	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428297	CLM	Michael Carpenter	1995-07-11	—	—	8019 Market St, Plano, TX	0.38	Two-digit birth year City re-cased State name converted to code ZIP missing+3 more
CLM-403215	CLM	Priya West	2006-07-03	UHC-15513-78	2154121453	7070 Oak St, Charlotte, NC, 28252	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418909	CLM	Cheryl Wells	2002-03-22	UHC-16740-01	—	4094 Apache Blvd, Los Angeles, CA, 90085	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408673	CLM	Mariana Z Morrison	—	UHC-48094-21	—	8632 Mesa Dr, Chandler, AZ	0.38	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+3 more
CLM-400604	CLM	Gabriel Brown	—	UHC-97090-92	5596275687	7279 Meadow Ln, Sacramento, CA	0.38	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-404095	CLM	Joshua Mendoza	1954-10-27	—	9532876576	650 Valley View Dr Apt 15, Houston, TX, 77067	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410548	CLM	Danielle Ford	—	—	—	9012 Central Ave # 138, Plano, TX, 75081	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403642	CLM	Emily V Le	1997-12-09	UHC-71304-15	9219277847	9284 Meadow Ln, Atlanta, GA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424237	CLM	Becky Myers	—	—	—	2515 Palm Dr, Tucson, AZ	0.38	Date of birth missing Street suffix standardised Address re-cased ZIP missing+3 more
CLM-407859	CLM	Ronald B Espinoza	1981-09-20	—	3695381020	763 Oak St, Atlanta, GA, 30355	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-430397	CLM	Keith G Crawford	1975-06-10	UHC-72967-12	—	239 Grand Ave, Fresno, CA, 93703	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424715	CLM	Daniel Jordan	1970-02-07	—	—	2166 Mountain View Dr, Plano, TX, 75015	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424714	CLM	Daniel Jordan	1970-02-07	—	—	2166 Mountain View Dr, Plano, TX, 75015	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-414689	CLM	Olivia Franklin	1955-09-28	—	2213349739	6531 Hillcrest Rd, San Diego, CA, 92125	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410911	CLM	Russell Gutierrez	1963-10-20	—	6777497359	3087 Apache Blvd, Mesa, AZ, 85252	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427060	CLM	Amanda Singh	1946-10-03	—	—	2132 Baseline Rd, Dallas, TX, 75274	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408733	CLM	Brenda Jimenez	1946-09-24	UHC-35314-08	—	3317 Mountain View Dr # 635, Atlanta, GA	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-417893	CLM	Justin P Tran	1941-03-07	—	4994592312	3195 Market St, Mesa, AZ, 85232	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429629	CLM	Amber Banks	1975-11-16	—	—	2815 Lincoln Way, Fresno, CA, 93792	0.38	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-408164	CLM	Philip Black	1955-02-06	UHC-68692-47	—	1873 Forest Ave, Houston, TX	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432773	CLM	Steve Marquez	2002-01-24	—	8772854623	1142 Hillcrest Rd Apt 25, Sacramento, CA, 95864	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422865	CLM	Sharon Q Reyes	—	UHC-18188-08	—	8929 Forest Ave # 477, San Antonio, TX, 78231	0.38	Name re-cased Date of birth missing SSN last four extracted Unit split from street+3 more
CLM-431159	CLM	Shirley Lee	—	—	—	429 Camelback Rd Apt 24, Chandler, AZ	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406800	CLM	Teresa Hunt	1976-08-13	—	—	6343 Lake View Rd, Chandler, AZ	0.38	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-402079	CLM	Carlos Lawrence	—	UHC-66269-80	5612407521	6107 Mountain View Dr, Phoenix, AZ, 85015	0.38	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
CLM-402080	CLM	Carlos Lawrence	—	UHC-66269-80	5612407521	6107 Mountain View Dr, Phoenix, AZ, 85015	0.38	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
CLM-416221	CLM	Arthur Ryan	1963-11-16	UHC-21613-25	7099349751	3760 Spring St, Los Angeles, CA, 90056	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
CLM-414368	CLM	Henry Sullivan	—	UHC-26067-06	—	1538 Harbor Blvd Apt 37, Los Angeles, CA, 90076	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406858	CLM	Becky Yang	—	—	—	8845 Harbor Blvd Apt 8, Los Angeles, CA	0.38	Date of birth missing Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408439	CLM	Ralph Carpenter	1967-06-11	UHC-69808-22	—	9818 Baseline Rd, Jacksonville, FL	0.38	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
CLM-425448	CLM	Luis Garza	1999-10-08	—	—	6467 Pine Dr, Nashville, TN, 37258	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-425447	CLM	Sarah Bailey	1971-09-27	UHC-07917-53	—	5551 Washington St # 479, Dallas, TX, 75228	0.38	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-405049	CLM	Timothy Lopez	—	UHC-58975-81	5136726619	9308 Meadow Ln, Nashville, TN, 37271	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431121	CLM	Bradley G Clark	—	—	4464295367	1924 Sage Ct Apt 17, Tampa, FL	0.38	Date of birth unreadable Phone reformatted Unit split from street State name converted to code+3 more
CLM-415653	CLM	Christine Valdez	1942-10-24	UHC-97505-59	—	220 Pine Dr, Seattle, WA, 98107	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more

30,862 rows, page 6 of 618Previous Next