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-429990	CLM	Arthur Nichols	—	UHC-48023-89	9557925499	1576 Mountain View Dr Apt 25, Columbus, OH, 43208	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more
CLM-422790	CLM	Sharon Garza	—	UHC-74021-28	—	9247 Highland Ave, Columbus, OH, 43298	0.66	Name re-cased Date of birth unreadable Phone missing area code Whitespace trimmed+1 more
CLM-420616	CLM	Jonathan Z Snyder	—	—	9414694853	8015 Oak St, Tampa, FL, 33683	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421453	CLM	Roanld Guerrero	—	UHC-63884-96	—	8347 Market St, Scottsdale, AZ, 85262	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-429074	CLM	Cammila P Andrews	—	UHC-07406-76	2402934059	6437 Broadway Apt 4, Charlotte, NC, 28235	0.66	Date of birth unreadable Unit split from street Address re-cased City re-cased+1 more
CLM-430141	CLM	Sandra Reynolds	—	UHC-28203-56	5499631879	3725 Apache Blvd, Jacksonville, FL, 32226	0.66	Date of birth unreadable Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-425492	CLM	Kathleen Jordan	—	UHC-29134-81	4562653540	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-407567	CLM	Jeremy Munoz	—	UHC-03662-51	8197310687	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-415444	CLM	Tyler J Rojas	—	—	—	4070 Main St, Scottsdale, AZ, 85263	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-414398	CLM	Santiago I Miller	—	UHC-35055-55	3279644892	3679 Meadow Ln, Mesa, AZ, 85216	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411689	CLM	Randy Z Malddonado	—	UHC-32441-24	—	5269 Church St, Tucson, AZ, 85782	0.66	Date of birth reformatted Date of birth unreadable Email lower-cased Gender normalised+1 more
CLM-416411	CLM	Amber Bryant	—	UHC-16604-78	—	2103 Church St, Mesa, AZ, 85247	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400817	CLM	Nooah Yang	—	UHC-48251-04	8952513917	—	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-422218	CLM	Lauren Payne	—	UHC-12594-86	—	6651 Palm Dr, Plano, TX, 75068	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-407801	CLM	Eric Lane	—	—	5356684609	9899 Central Ave, Tampa, FL, 33630	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420732	CLM	Jaack Ray	—	UHC-59604-32	—	7181 Cedar Ln, Plano, TX, 75096	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
CLM-431469	CLM	Kim Heather	—	UHC-33481-45	—	—	0.66	Name re-cased Date of birth unreadable Member ID reformatted Gender normalised+1 more
CLM-414716	CLM	Brandon Fernandez	—	UHC-58402-80	7099875160	4574 Canyon Rd, Seattle, WA, 98186	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-416681	CLM	Dorothy Wagner	—	UHC-27472-49	—	—	0.66	Date of birth unreadable Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-425226	CLM	Jose Matthews	—	—	—	2912 Hillcrest Rd, Nashville, TN, 37210	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429354	CLM	Christian Lane	—	UHC-80877-08	—	4761 Ocean Ave, Scottsdale, AZ, 85270	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-420265	CLM	Christopher T Rios	—	UHC-69476-29	—	8480 Elm St, Plano, TX, 75044	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425452	CLM	Jeffrey Myers	—	UHC-57569-28	7898148784	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-424385	CLM	Omar Perez	—	UHC-67246-08	—	5497 Canyon Rd, Las Vegas, NV, 89146	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-408956	CLM	Andrea Carroll	—	—	—	6828 Oak St, Sacramento, CA, 95878	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-416049	CLM	Raymond Thomas	—	UHC-02723-41	—	7605 Harbor Blvd, Phoenix, AZ, 85007	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419581	CLM	Tran Vincent	—	UHC-61998-96	—	3950 Harbor Blvd, San Diego, CA, 92172	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409801	CLM	Debra Lee	—	UHC-96470-57	7693478346	2601 Hillcrest Rd, Jacksonville, FL, 32231	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420945	CLM	Frances K Hudson	—	—	—	9405 Willow Ct, Nashville, TN, 37246	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-401037	CLM	Mateo Mendoza	—	UHC-72923-14	—	4100 Main St, Fresno, CA, 93707	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-405813	CLM	Jordan A Munoz	—	UHC-64719-86	6424777794	—	0.66	Date of birth reformatted Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-409057	CLM	Aisha Long	—	UHC-66414-72	4697170880	4700 Desert Sky Blvd, Tempe, AZ, 85259	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
CLM-423547	CLM	Scott Marshall	—	—	7816414872	6184 Church St, Glendale, AZ, 85347	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-424966	CLM	Joseph R Contreras	—	UHC-21100-34	—	5165 Lincoln Way, Tampa, FL, 33637	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-431138	CLM	Julia Chavez	—	UHC-90166-60	6835403604	—	0.66	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407183	CLM	Helen N Kelley	—	UHC-08411-81	—	9444 Valley View Dr, Columbus, OH, 43248	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414479	CLM	Edward Ford	—	UHC-01186-58	4777968781	3257 Broadway, Tampa, FL, 33647	0.66	Name re-cased Date of birth unreadable Address re-cased Gender normalised+1 more
CLM-412868	CLM	Nancy Johnson	—	UHC-08685-37	—	7906 Broadway, Tucson, AZ, 85789	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-407865	CLM	Denise M Cooper	—	—	—	974 Washington St, Tampa, FL, 33612	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-417743	CLM	Bryyan Simmons	—	—	—	67 Bayshore Dr, Atlanta, GA, 30364	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-423025	CLM	Santiago Allen	—	UHC-39555-75	—	2932 Ocean Ave, Nashville, TN, 37213	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-401984	CLM	Walter Allen	—	—	—	6101 Hillcrest Rd, Nashville, TN, 37294	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410650	CLM	Hiroshi Lynch	—	UHC-75411-44	—	581 Cedar Ln, Tampa, FL, 33626	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413802	CLM	Charlotte Kelly	—	—	9854999892	3950 Lincoln Way, Atlanta, GA, 30314	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-431049	CLM	Janet Adams	—	—	—	9268 Church St, Denver, CO, 80254	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419658	CLM	Kimberly Henderson	—	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.66	Date of birth unreadable Phone reformatted City re-cased State name converted to code+1 more
CLM-414239	CLM	Jeffrey Alvarado	—	—	2758519425	374 Palm Dr, Charlotte, NC, 28268	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431541	CLM	Patricia Parker	—	UHC-37191-05	—	2919 Lake View Rd, Tucson, AZ, 85743	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-431064	CLM	Kathleen Jacobs	—	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-425511	CLM	Hirsohi D Estrada	—	UHC-03525-64	2114106959	5345 Cedar Ln, Los Angeles, CA, 90038	0.66	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed+1 more

753 rows, page 9 of 16Previous Next