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-420190	CLM	Maria Gonzales	—	UHC-94421-13	—	1366 Lincoln Way, Atlanta, GA, 30321	0.64	Date of birth missing Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-414348	CLM	Kayla Knight	—	UHC-65232-63	—	3353 Highland Ave, Mesa, AZ, 85246	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-414838	CLM	Lawrence T Owens	—	—	—	2445 Grand Ave, Scottsdale, AZ, 85205	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-429616	CLM	Kevin Patel	—	UHC-81454-64	—	6854 Park Pl, Seattle, WA, 98140	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-416725	CLM	Joyce Cole	—	—	4583720955	2045 Oak St, Fresno, CA, 93728	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-425967	CLM	Sophia Walker	—	—	9819677772	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-406184	CLM	Laura Anderson	—	UHC-07846-02	—	5977 River Rd, Nashville, TN, 37214	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-403034	CLM	Noah M Morales	—	—	—	8322 Maple Ave, San Antonio, TX, 78212	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412911	CLM	Virginia Foster	—	—	—	8712 Central Ave, Gilbert, AZ, 85221	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424195	CLM	David Lynch	—	UHC-56000-70	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-410663	CLM	Carolyn King	—	UHC-08940-62	—	2064 Park Pl, San Antonio, TX, 78271	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432522	CLM	Brandon Graham	—	UHC-05149-71	—	8834 Mesa Dr, San Antonio, TX, 78253	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400245	CLM	Pamlea Gonzalez	—	UHC-32865-94	8298741320	2138 Highland Ave, San Diego, CA, 92148	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429348	CLM	Terry Wlsh	—	—	—	528 Willow Ct, San Diego, CA, 92173	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420960	CLM	Billy Freeman	—	—	8858555367	765 Highland Ave, Plano, TX	0.66	Date of birth missing Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-419418	CLM	Pat Padilla	—	—	—	4600 Ridge Rd, Tampa, FL, 33631	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-405305	CLM	Sophia Schultz	—	UHC-23034-25	—	2062 Jefferson Ave, Phoenix, AZ, 85019	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-421151	CLM	Scott Rogers	—	—	—	1722 Canyon Rd, Fresno, CA, 93769	0.66	Date of birth missing Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-411327	CLM	Melissa U Woong	—	UHC-05164-20	—	4112 Park Pl, Las Vegas, NV, 89145	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-429065	CLM	Lauren Silva	—	UHC-22401-06	2487498456	7322 Ocean Ave, Phoenix, AZ, 85099	0.66	Date of birth missing Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403887	CLM	Gabriel Fisher	—	—	3335423218	3157 Baseline Rd, Chandler, AZ, 85283	0.66	Name re-cased Date of birth missing Phone reformatted State name converted to code+1 more
CLM-432030	CLM	Matthew Banks	—	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410788	CLM	Deborah McDonald	—	—	—	—	0.66	Name re-cased Date of birth missing Gender normalised Plan code upper-cased+1 more
CLM-422471	CLM	Ruth W Jordan	—	UHC-15673-95	—	2396 Ridge Rd, Nashville, TN, 37230	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401193	CLM	Kathleen Cox	—	—	3426041160	2530 Mountain View Dr, Jacksonville, FL, 32216	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-404084	CLM	Jacqueline Black	—	UHC-52048-14	7868549331	3673 Apache Blvd, Tucson, AZ, 85721	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-416361	CLM	Betty Rodriguez	—	—	—	9758 Forest Ave, Houston, TX, 77037	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421057	CLM	Samuel Bennett	—	—	—	6650 Mountain View Dr, Tampa, FL, 33617	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
CLM-428735	CLM	Patricia Coleman	—	UHC-71949-76	—	6613 Apache Blvd, Atlanta, GA, 30344	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-413118	CLM	Yuki Ortega	—	UHC-69924-78	9248764797	9570 Cedar Ln, Los Angeles, CA, 90089	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-420578	CLM	Juan Lewis	—	—	—	4772 Jefferson Ave, Scottsdale, AZ, 85207	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-414373	CLM	Kimberly H George	—	UHC-06108-11	3043669565	—	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+1 more
CLM-400863	CLM	Joan I Lane	—	—	—	573 Willow Ct, Plano, TX, 75001	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-427617	CLM	Madison Taylor	—	—	—	3153 Oak St, Fresno, CA, 93751	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407335	CLM	Virginia Weber	—	UHC-10635-06	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-409244	CLM	Emma G Robertson	—	—	7425016743	434 Pine Dr, Tempe, AZ, 85242	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400035	CLM	Martha Stone	—	UHC-83497-59	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-403489	CLM	Camila Olson	—	UHC-51240-43	—	5990 Camelback Rd, Denver, CO, 80272	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-402661	CLM	Christine Henry	—	UHC-14353-96	9073872354	—	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-414621	CLM	Arthur N Myers	—	UHC-40907-37	2647448277	3245 Indian School Rd, Jacksonville, FL	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more
CLM-408424	CLM	Julia A Castillo	—	—	5135664821	6225 Bayshore Dr, Eden Prairie, MN, 55382	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-431546	CLM	Chrstian Henry	—	—	7043997321	—	0.66	Date of birth missing Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-427103	CLM	Joseph Gonzales	—	UHC-00602-46	—	8030 Elm St, Houston, TX, 77074	0.68	Name re-cased Date of birth missing Email lower-cased Gender normalised
CLM-408197	CLM	Luna Brenda	—	UHC-89078-96	—	1396 Palm Dr, Tampa, FL, 33693	0.68	Date of birth missing State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-406696	CLM	Ana R Austin	—	UHC-98418-43	—	—	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
CLM-406697	CLM	Ana R Austin	—	UHC-98418-43	—	—	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
CLM-405118	CLM	Maria T Ortega	—	UHC-21435-18	—	5472 Oak St, Austin, TX, 78714	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
CLM-401851	CLM	Jacob Holmes	—	—	—	9299 Apache Blvd, Austin, TX, 78764	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
CLM-426721	CLM	GeorgeJunk	—	—	7047922841	—	0.68	Date of birth missing Phone reformatted Placeholder values cleared No usable name (quarantined)
CLM-413441	CLM	Bruce Garza	—	—	—	2756 Ocean Ave, Miami, FL, 33113	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared

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