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 unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400755	CLM	Elijah Brown	—	UHC-31375-51	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-418656	CLM	Gary Tucker	—	UHC-38611-50	—	5434 Desert Sky Blvd, Orlando, FL, 32853	0.66	Name re-cased Date of birth unreadable City re-cased Gender normalised+1 more
CLM-422773	CLM	Jesse D Cunningham	—	—	—	9591 Palm Dr, Tempe, AZ, 85211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406462	CLM	Eric Long	—	—	—	4296 River Rd, San Antonio, TX, 78273	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409526	CLM	Elizabeth Greene	—	—	2412458741	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-423819	CLM	Niccholas Gonzalez	—	—	—	6958 Lincoln Way, Los Angeles, CA, 90054	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-424235	CLM	Kayyla Perry	—	—	5425525352	3327 Sage Ct, Nashville, TN, 37256	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416880	CLM	Richard Grant	—	UHC-86197-76	6118038166	7735 Market St, Houston, TX, 77089	0.66	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-418677	CLM	Yuki H Hanson	—	UHC-02203-04	—	6392 Bayshore Dr, Fresno, CA, 93749	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-416396	CLM	John Anderson	—	UHC-74807-02	—	9872 Ocean Ave, Phoenix, AZ, 85087	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418544	CLM	Jerry Greeen	—	UHC-67734-23	—	9486 Baseline Rd, Eden Prairie, MN, 55320	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425372	CLM	Billy Welch	—	UHC-56313-40	—	1708 Hillcrest Rd, Eden Prairie, MN, 55309	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404894	CLM	Wei Harrison	—	UHC-67650-36	4509689142	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-406575	CLM	Justin G Cooper	—	—	2288619677	7406 Spring St, Miami, FL, 33143	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-425639	CLM	Heather Meyer	—	UHC-17486-97	—	9200 Harbor Blvd, Charlotte, NC, 28252	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-418692	CLM	Martha Warren	—	UHC-61710-65	—	3383 Lake View Rd, Scottsdale, AZ, 85239	0.66	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419760	CLM	Mei Moreno	—	—	—	4287 Mountain View Dr, Denver, CO, 80286	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-410087	CLM	Helen Guzman	—	—	4839340028	939 Meadow Ln, Minneapolis, MN, 55416	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412649	CLM	Janet J Young	—	—	—	3328 Oak St, Nashville, TN, 37280	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-429520	CLM	Alexander Walker	—	—	—	545 Desert Sky Blvd, Gilbert, AZ, 85214	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-402642	CLM	Adam Delgado	—	UHC-54823-07	—	7282 Maple Ave, Tampa, FL, 33672	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-413962	CLM	Gerald Hudson	—	UHC-90982-29	—	522 Church St, Houston, TX, 77012	0.66	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-407325	CLM	Karen Reynolds	—	UHC-08446-48	—	1841 Spring St, Seattle, WA, 98115	0.66	Name re-cased Date of birth unreadable City re-cased Gender normalised+1 more
CLM-414387	CLM	Carl Vasquez	—	—	3964821958	—	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-421470	CLM	William V Pyne	—	UHC-94750-48	—	6262 Sunset Blvd, Charlotte, NC, 28204	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424302	CLM	Jordan Wood	—	UHC-90845-16	8863070412	289 Lake View Rd, Seattle, WA, 98108	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432806	CLM	Carlos K Payne	—	UHC-13103-96	8973881268	3843 Broadway, Houston, TX, 77040	0.66	Name re-cased Date of birth unreadable State name converted to code Whitespace trimmed+1 more
CLM-432807	CLM	Carlos K Payne	—	UHC-13103-96	8973881268	3843 Broadway, Houston, TX, 77040	0.66	Name re-cased Date of birth unreadable State name converted to code Whitespace trimmed+1 more
CLM-401170	CLM	Anna Lawrence	—	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV, 89112	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426876	CLM	Philip Johnston	—	UHC-61230-27	—	9556 River Rd, Tucson, AZ, 85789	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-417080	CLM	Camila P Hamilton	—	UHC-40053-43	—	1205 Washington St, Tempe, AZ, 85205	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-406694	CLM	Arjun Hunt	—	—	—	3349 Spring St, Eden Prairie, MN, 55309	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404797	CLM	Alice Perry	—	UHC-53984-35	2096714901	9138 Harbor Blvd, Denver, CO, 80219	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426462	CLM	Martha Q Soto	—	—	—	1011 Lincoln Way, Glendale, AZ, 85337	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-414792	CLM	Scott Ward	—	UHC-40403-01	9702470172	468 Pine Dr, Jacksonville, FL, 32251	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401556	CLM	Santiago H Rivera	—	UHC-93168-85	—	3442 Camelback Rd, Minneapolis, MN, 55443	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-421178	CLM	Willie K Le	—	UHC-73240-85	5725184926	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed
CLM-422662	CLM	Carlos Nelson	—	UHC-50499-80	—	—	0.68	Date of birth unreadable Phone missing area code Member ID reformatted Placeholder values cleared
CLM-407509	CLM	Andrea Kennedy	—	UHC-99655-87	—	7806 Market St, Phoenix, AZ, 85020	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
CLM-432292	CLM	Nathan Hernandez	—	UHC-99827-06	—	7224 Cedar Ln # 282, Columbus, OH, 43227	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
CLM-405805	CLM	Smuel Wilson	—	UHC-53403-90	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-414821	CLM	Jack Salazar	—	UHC-24125-50	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-403888	CLM	Henry Tran	—	UHC-54488-12	—	4058 Palm Dr, Miami, FL, 33124	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
CLM-422122	CLM	Fieds Mark	—	—	—	3207 Sunset Blvd, Jacksonville, FL, 32224	0.68	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed
CLM-403512	CLM	Ronald Alvarado	—	—	5806000138	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-406620	CLM	Brenda T Porter	—	—	4488079590	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
CLM-410850	CLM	Charlotte Kenneedy	—	UHC-67859-40	—	1168 Apache Blvd, San Diego, CA, 92146	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
CLM-412851	CLM	Ana Fuller	—	UHC-81544-39	—	3985 Desert Sky Blvd, Mesa, AZ	0.68	Date of birth unreadable ZIP missing Whitespace trimmed Placeholder values cleared
CLM-407384	CLM	George Holmes	—	UHC-85048-47	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423550	CLM	Lauren Reynolds	—	—	—	7932 Willow Ct, Columbus, OH	0.68	Date of birth unreadable City re-cased ZIP missing Placeholder values cleared

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