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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426420	CLM	Wei Nichols	—	—	—	8744 Sunset Blvd, Chandler, AZ	0.54	Date of birth missing State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-407424	CLM	Priya Ortiz	1946-06-05	—	—	3345 Baseline Rd, Tucson, AZ, 85783	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-423584	CLM	Haroold O Howell	—	UHC-51378-74	4844312628	2564 Valley View Dr, Tucson, AZ	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411784	CLM	Barbara M Yang	2003-08-06	—	—	2610 Palm Dr # 245, Sacramento, CA	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-408406	CLM	Marilyn N Meyer	1969-04-26	—	4338874914	7037 Forest Ave, Fresno, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-418083	CLM	Laura Banks	1969-10-15	—	—	5289 Lake View Rd Apt 14, Scottsdale, AZ, 85273	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-421813	CLM	Camila Lawrence	1967-10-12	—	—	6983 Grand Ave Apt 8, Sacramento, CA	0.54	Unit split from street State code upper-cased ZIP missing Gender normalised+1 more
CLM-401673	CLM	Grace Valdez	2002-08-14	UHC-35478-16	—	2005 Elm St # 888, Jacksonville, FL, 32298	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-406231	CLM	Victoria Z Schmidt	1988-06-12	UHC-00189-24	5377627244	4939 Church St, Gilbert, AZ, 85276	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-425234	CLM	David Nguyen	1992-12-28	—	—	7691 Washington St # 884, Jacksonville, FL, 32288	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408850	CLM	Marriana Mason	1965-12-17	UHC-25369-28	—	7478 Mountain View Dr, Jacksonville, FL, 32270	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
CLM-406588	CLM	Tyler Young	1981-07-21	UHC-00161-11	—	7471 Ocean Ave, Tampa, FL, 33657	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-424593	CLM	Paul D Estrada	—	UHC-63153-81	9586879366	5930 Ridge Rd, Seattle, WA	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
CLM-414370	CLM	Diane Weaver	1964-05-12	UHC-06730-84	—	2791 Maple Ave Apt 21, Atlanta, GA, 30319	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407065	CLM	Brenda Wells	1997-08-04	—	—	3625 Willow Ct # 221, Scottsdale, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407191	CLM	Kevin Peters	—	—	—	2466 Broadway, Columbus, OH, 43297	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-413524	CLM	Joan Jimenze	1986-03-18	UHC-70453-27	—	6493 Washington St, Minneapolis, MN, 55415	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-423835	CLM	Alan Schmidt	1992-10-27	—	—	5248 Canyon Rd, Minneapolis, MN, 55441	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409696	CLM	Carlos Chavez	1943-08-28	—	2506868834	2256 Sunset Blvd, Orlando, FL, 32851	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-414720	CLM	Liz S Gutierrez	—	UHC-77937-50	—	7839 Willow Ct, San Antonio, TX, 78214	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425961	CLM	Martha Ellis	1988-04-26	UHC-36344-06	—	6810 Grand Ave, Denver, CO	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-427894	CLM	Aaron Knight	1983-07-13	—	—	8293 Spring St, Nashville, TN, 37219	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429562	CLM	Stephanie Yang	2002-09-03	—	—	6020 Ocean Ave, Charlotte, NC, 28250	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-414692	CLM	Danielle Frranklin	1970-02-18	UHC-03800-71	—	7777 Market St, Jacksonville, FL, 32225	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-414693	CLM	Danielle Frranklin	1970-02-18	UHC-03800-71	—	7777 Market St, Jacksonville, FL, 32225	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-419989	CLM	Julia Mason	1972-01-02	—	—	2791 Elm St, Plano, TX, 75038	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-431392	CLM	Jerry Roberts	2005-11-21	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-403240	CLM	Kayla Ferguson	2005-06-19	UHC-37431-51	6534957506	3533 Grand Ave, Las Vegas, NV, 89118	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-429753	CLM	Joseph Brooks	1949-02-20	UHC-78973-47	—	4944 Lake View Rd, Tampa, FL, 33658	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-403602	CLM	Mary Edwards	1949-09-06	—	—	7363 Forest Ave, Miami, FL	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-407213	CLM	Kimberly Munoz	2007-12-22	—	—	5212 Spring St, Jacksonville, FL, 32237	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415181	CLM	Bradley Oliver	—	UHC-67161-27	—	5188 Union St, Tampa, FL, 33656	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-415330	CLM	Bruce Bryant	2000-04-09	UHC-31867-72	—	9841 Meadow Ln, Chandler, AZ, 85236	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-431048	CLM	Robert Flores	1950-01-28	UHC-72032-58	—	796 Mesa Dr, Glendale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-428683	CLM	Drew Montgomery	—	UHC-32115-70	7472401135	3903 Mesa Dr Apt 27, San Antonio, TX, 78284	0.54	Name split from “Last, First”Date of birth unreadable Unit split from street City re-cased+1 more
CLM-425884	CLM	Raymond Jenkins	2004-03-16	—	—	669 Washington St, Plano, TX, 75097	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-417179	CLM	Donald Harper	1975-11-02	UHC-72323-54	—	499 Lincoln Way, Fresno, CA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-431758	CLM	Charlotte Jacobs	1947-07-01	UHC-75072-89	—	2840 Cedar Ln, Scottsdale, AZ	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+1 more
CLM-426292	CLM	Helen Munoz	1951-03-02	UHC-11640-38	—	6368 Washington St, Gilbert, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-407838	CLM	Rebecca Duncan	1976-10-21	UHC-15711-81	—	2569 Broadway, Denver, CO, 80259	0.54	Name split from “Last, First”SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-431604	CLM	Wayne Rodriguez	—	—	—	257 Market St, Plano, TX, 75040	0.54	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413936	CLM	Sharon Scott	1977-06-19	—	—	463 Pine Dr, San Diego, CA, 92102	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-432141	CLM	Katherine Harrison	1970-04-13	—	—	2321 Apache Blvd, Nashville, TN, 37212	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-419936	CLM	Doris Q Jordan	1991-06-26	UHC-58784-91	6248597258	7210 Canyon Rd, Charlotte, NC, 28275	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-406995	CLM	Charles Bryant	1995-10-01	UHC-30385-79	—	8292 Hillcrest Rd Apt 38, Las Vegas, NV, 89106	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-432615	CLM	Dorothy Fernandez	1958-06-18	UHC-11988-64	—	4640 Pine Dr, San Diego, CA, 92181	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-430897	CLM	Martha Tran	1979-12-14	UHC-27532-54	—	9876 Broadway, Seattle, WA, 98147	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-404097	CLM	Alex Berry	1967-05-21	—	—	806 Apache Blvd, Los Angeles, CA, 90048	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-420608	CLM	Elizabeth Kennedy	1946-03-05	UHC-31956-48	—	2428 Valley View Dr, Jacksonville, FL, 32287	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411964	CLM	Frances Porter	1962-08-20	UHC-44995-70	—	9881 Lincoln Way, Las Vegas, NV	0.54	Date of birth reformatted State name converted to code ZIP missing Gender normalised+1 more

30,862 rows, page 55 of 618Previous Next