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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428378	CLM	Cheryl Bradley	1981-08-26	—	—	1119 Lake View Rd, Orlando, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-423975	CLM	Luis Hunt	1946-03-12	UHC-94658-36	—	884 Washington St, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419453	CLM	Jack Santos	1949-11-17	UHC-74335-50	—	8810 Grand Ave, Nashville, TN, 37255	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-418187	CLM	Jennifer E Powell	1953-10-20	UHC-96996-81	5716886905	5942 Forest Ave, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424317	CLM	Emily Ortega	1946-07-20	—	9425785381	5771 Grand Ave, Las Vegas, NV, 89179	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407744	CLM	Rebecca Clark	1990-06-12	—	9403639048	9740 Oak St, Jacksonville, FL, 32208	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402883	CLM	Diana P Evans	1997-04-15	—	—	5623 River Rd, Phoenix, AZ, 85007	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-421333	CLM	Marcus I Riley	1964-12-07	—	8256558062	7986 Union St, Los Angeles, CA, 90099	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
CLM-407972	CLM	Margaret Hughes	1954-04-12	UHC-43067-83	—	9478 Central Ave, Mesa, AZ, 85280	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406157	CLM	Beverly Freeman	1963-07-23	UHC-77741-84	—	8881 Mountain View Dr, Tucson, AZ, 85774	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-425123	CLM	Samantha Lawrence	1940-04-12	UHC-39266-73	3033327011	7120 Washington St, Tucson, AZ, 85751	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416628	CLM	Diana Gonzales	1968-05-22	—	5178882291	230 Harbor Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403190	CLM	Douglas Tran	1989-11-23	UHC-80256-41	—	3176 Jefferson Ave, San Diego, CA, 92141	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402222	CLM	Kimberly Crawford	1995-10-25	UHC-52893-38	—	3927 Ocean Ave, Dallas, TX, 75218	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407218	CLM	Bobby Wang	1988-10-27	—	8244797281	8463 Central Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-403208	CLM	Paul Holmes	1975-10-09	UHC-92596-05	—	8631 Canyon Rd, Scottsdale, AZ, 85245	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-404342	CLM	Emily Bell	2008-06-26	UHC-21783-69	—	1694 Harbor Blvd, Nashville, TN, 37238	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413084	CLM	Hiroshi Rogers	1987-08-07	UHC-98848-91	—	3858 Baseline Rd # 604, Miami, FL, 33173	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416436	CLM	Anna Baker	1944-10-27	UHC-10154-58	—	3705 Palm Dr, Chandler, AZ, 85289	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412576	CLM	Joe Ford	1978-09-19	UHC-43516-61	—	1902 Highland Ave, Chandler, AZ, 85201	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427149	CLM	Michael Castilo	1993-10-10	—	—	4631 Sage Ct, Denver, CO, 80276	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-409915	CLM	Gerald Reyes	1994-04-26	UHC-79915-58	6528566521	3662 Grand Ave, Gilbert, AZ, 85209	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-400753	CLM	Christina Peters	1943-10-27	—	—	474 Canyon Rd, Mesa, AZ, 85275	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410978	CLM	Lauren Perez	1949-06-06	UHC-37524-53	—	7080 Main St, Fresno, CA, 93700	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401465	CLM	Barbara Ruiz	1989-09-07	—	—	2288 River Rd, Chandler, AZ, 85237	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404507	CLM	Nathan Clark	—	UHC-59130-67	—	9074 Hillcrest Rd, Denver, CO, 80202	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-410198	CLM	Arthur Alvarez	1957-11-13	—	—	8552 Grand Ave, Columbus, OH, 43218	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408171	CLM	Bruce Sanchez	1938-09-19	UHC-50815-51	—	7349 Highland Ave, Eden Prairie, MN, 55344	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400691	CLM	Charlote Bryant	1993-09-22	UHC-51096-97	—	4266 Union St, Denver, CO	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403432	CLM	Rachel W Maldonaod	1940-03-05	UHC-51088-81	—	1474 Ridge Rd, Sacramento, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-430942	CLM	Michelle Bowman	1971-10-24	UHC-64949-34	3967406707	7317 Oak St, Tampa, FL, 33639	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-418225	CLM	Mariana Reid	1995-07-20	—	—	7707 Central Ave, Tempe, AZ, 85268	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402196	CLM	Susan Morris	1958-03-10	—	8002943029	6814 Baseline Rd, Jacksonville, FL, 32291	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412446	CLM	Rachl V Gibon	2008-01-16	UHC-55095-33	5839797916	6950 Elm St, Glendale, AZ, 85357	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419629	CLM	Diego Holmes	2001-07-14	UHC-44088-21	2757353063	6248 Baseline Rd, Los Angeles, CA, 90061	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+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-426105	CLM	Donald Washington	1999-02-07	UHC-45902-95	—	732 Church St, Glendale, AZ, 85315	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403084	CLM	Tyler S Kelley	1962-11-01	UHC-71559-70	3709152539	2984 Hillcrest Rd, Tucson, AZ, 85751	0.66	Phone reformatted SSN last four extracted 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-406687	CLM	Virginia Hofmfan	1947-09-20	UHC-79617-30	—	4417 Spring St, Plano, TX, 75000	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415524	CLM	Philip Garrett	1960-12-03	UHC-23280-93	—	5689 Cedar Ln, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-412963	CLM	Amanda Montgomery	1969-03-19	—	—	6520 Harbor Blvd, Plano, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-410200	CLM	Danielle Bell	1959-12-08	—	—	7586 Spring St, Orlando, FL, 32807	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419005	CLM	Yuki Harvey	1941-01-22	UHC-96441-04	—	334 Mountain View Dr, Miami, FL, 33167	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404547	CLM	Teresa Washington	1954-06-04	—	—	7191 Church St Apt 4, San Antonio, TX, 78279	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+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-428744	CLM	William Shaw	1971-12-02	UHC-72752-11	—	5065 Lake View Rd, Los Angeles, CA, 90025	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410743	CLM	Gregory Hudson	1954-02-04	—	5356368820	8058 Main St, Nashville, TN, 37262	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431987	CLM	Emily Taylor	1946-06-08	UHC-53019-81	—	6234 Elm St, Charlotte, NC, 28238	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404757	CLM	Jesse Gardner	1984-12-15	—	—	7386 Central Ave Apt 12, Glendale, AZ, 85358	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more

16,411 rows, page 144 of 329Previous Next