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 “Date of birth missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400390	CLM	Abiagil Olson	—	UHC-39205-83	8578754323	2663 Forest Ave Apt 37, Jacksonville, FL, 32270	0.20	Name re-cased Date of birth missing Phone reformatted Unit split from street+6 more
CLM-405849	CLM	Willie Y Coleman	—	UHC-87140-40	3299363193	1964 Lake View Rd, Scottsdale, AZ, 85261	0.22	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-404976	CLM	Jack Marshall	—	UHC-15423-91	4302696871	4285 Main St, Mesa, AZ	0.22	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-425685	CLM	Alexander G Mason	—	UHC-72900-81	—	1686 Oak St, Mesa, AZ	0.24	Middle initial moved out of first name Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-408078	CLM	Melissa Gardner	—	UHC-81275-40	6383769295	778 Apache Blvd Apt 17, Austin, TX	0.24	Date of birth missing Phone reformatted SSN last four extracted Unit split from street+4 more
CLM-414589	CLM	Laryr Franklin	—	UHC-07734-45	8945055515	8091 Sunset Blvd Apt 17, Atlanta, GA, 30311	0.32	Name re-cased Date of birth missing Phone reformatted Unit split from street+6 more
CLM-403639	CLM	Dorothy Gonzalez	—	UHC-11908-79	7114479686	2871 Elm St, Tempe, AZ, 85251	0.34	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-422802	CLM	Sharon T Sims	—	—	—	6678 Canyon Rd, Atlanta, GA, 30349	0.34	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+5 more
CLM-403574	CLM	Sandra N Harper	—	UHC-48277-68	8012466003	7685 Jefferson Ave, Denver, CO	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-416557	CLM	Mei Le	—	UHC-19059-48	5845439885	1892 Forest Ave, Sacramento, CA, 95827	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-426712	CLM	Tereza D Cunningham	—	—	—	981 Willow Ct Apt 24, San Diego, CA, 92163	0.36	Name re-cased Date of birth missing SSN last four extracted Unit split from street+4 more
CLM-410363	CLM	Mason Chen	—	—	—	9569 Canyon Rd, San Antonio, TX, 78240	0.36	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-401890	CLM	Olivia Peterson	—	UHC-82814-76	—	2619 Union St, Phoenix, AZ, 85001	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-429586	CLM	Dylan B Yang	—	UHC-03495-85	—	5592 Lake View Rd, Tucson, AZ, 85758	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-400627	CLM	Jesse Price	—	UHC-05475-09	—	5432 Highland Ave, Mesa, AZ	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 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-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-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-413769	CLM	Beth Contreras	—	UHC-92452-26	—	5635 Sunset Blvd, Fresno, CA, 93719	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-428210	CLM	Beverrly Gonzalez	—	—	—	6102 Camelback Rd # 289, Seattle, WA, 98122	0.38	Name split from “Last, First”Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-410177	CLM	Henry McDonald	—	—	7007795185	2866 Grand Ave, Orlando, FL	0.38	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-409296	CLM	Stephanie B Hamilton	—	UHC-40363-22	—	6214 Baseline Rd, Columbus, OH, 43244	0.38	Name split from “Last, First”Date of birth missing Member ID reformatted SSN last four extracted+3 more
CLM-409136	CLM	Mariana Williamson	—	UHC-03230-89	—	1598 Desert Sky Blvd # 365, Phoenix, AZ, 85048	0.38	Name split from “Last, First”Date of birth missing Unit split from street City re-cased+3 more
CLM-400130	CLM	Margaret Reyes	—	UHC-72818-46	—	2556 Lake View Rd, Tampa, FL	0.38	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-405376	CLM	Jeffrey B Valdez	—	—	—	8667 Baseline Rd, Nashville, TN, 37240	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-401773	CLM	Tyler M Taylor	—	UHC-19451-27	—	9668 Hillcrest Rd, Charlotte, NC, 28271	0.40	Date of birth missing Member ID reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-430596	CLM	Stephanie O Rojas	—	UHC-23206-48	5809342163	3938 Main St, Jacksonville, FL, 32217	0.40	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-421267	CLM	Christian Hayes	—	UHC-86167-37	—	957 Camelback Rd # 858, Tempe, AZ	0.40	Date of birth missing Unit split from street City re-cased ZIP missing+2 more
CLM-410025	CLM	Andrea Morris	—	UHC-84486-67	—	3845 Maple Ave, Denver, CO, 80280	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-428702	CLM	Helen Thomas	—	UHC-64641-02	—	5587 Grand Ave, Tucson, AZ, 85772	0.40	Name split from “Last, First”Date of birth missing Phone missing area code Gender normalised+2 more
CLM-407461	CLM	Carolyn M Palmer	—	—	—	1182 Apache Blvd, Orlando, FL, 32886	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-405782	CLM	Matthew Ryan	—	—	—	2434 Willow Ct, Eden Prairie, MN, 55386	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-420653	CLM	Jacob Z Carpenter	—	UHC-24720-46	—	5511 Mountain View Dr, Tempe, AZ	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-406926	CLM	Jose K Medina	—	UHC-85752-84	—	4922 Sunset Blvd, San Diego, CA, 92110	0.42	Name split from “Last, First”Date of birth missing ZIP+4 trimmed Gender normalised+1 more
CLM-410288	CLM	Andrew McDonald	—	UHC-38489-91	4374342555	7493 Sunset Blvd, Chandler, AZ, 85282	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-412560	CLM	Emily Elliott	—	UHC-77462-24	8569701423	8875 Lake View Rd, Nashville, TN, 37214	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-413779	CLM	Gloria Ray	—	UHC-76213-90	8232773658	64 Central Ave, Tucson, AZ, 85712	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-421555	CLM	Virginia Schmidt	—	UHC-83823-87	8933198397	9250 Forest Ave, Seattle, WA, 98146	0.48	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-415480	CLM	Catherine Lawrence	—	UHC-09218-86	3707043729	9836 Canyon Rd, Chandler, AZ, 85249	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-418380	CLM	Gloria Johnston	—	UHC-03301-51	—	2654 Maple Ave, Orlando, FL, 32863	0.48	Date of birth missing Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-412813	CLM	Camila Baker	—	—	9009578885	815 Ocean Ave, Las Vegas, NV, 89195	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-412382	CLM	Scott Carroll	—	UHC-81901-52	8447594808	2169 River Rd, San Diego, CA, 92125	0.48	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+4 more
CLM-404919	CLM	Cheryl M Bryant	—	—	2389474949	6111 Willow Ct, San Antonio, TX, 78214	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-402869	CLM	Jennifer Phillips	—	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.48	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419619	CLM	Virginia Weaver	—	—	—	5687 Sage Ct, Glendale, AZ	0.48	Name re-cased Date of birth missing City re-cased ZIP missing+4 more
CLM-419893	CLM	Lawrence Jackson	—	UHC-33336-58	4302933514	8802 Harbor Blvd, Nashville, TN	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-412070	CLM	Kevin Mejia	—	—	8749023962	6452 Ridge Rd, Minneapolis, MN, 55486	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-410870	CLM	Gerald I Bennett	—	—	5108065193	4382 Canyon Rd, Columbus, OH, 43234	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-416424	CLM	Melissa Anderson	—	UHC-00123-95	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-415564	CLM	Lori Roberts	—	UHC-78605-17	—	9741 Canyon Rd, Houston, TX, 77071	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more

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