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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402206	CLM	Julie Hansen	1973-09-25	UHC-11629-44	—	667 Oak St, Eden Prairie, MN	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-407766	CLM	Kimberly Robinson	2008-05-16	UHC-32138-49	8852559584	1348 Mountain View Dr, Minneapolis, MN	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-424766	CLM	Camila Washington	—	UHC-17485-33	—	456 Market St, Las Vegas, NV	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-429014	CLM	Charlotte Perry	1983-12-12	UHC-56932-15	—	6577 Spring St, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-409486	CLM	Margaret Stone	1979-11-12	—	5038517790	5524 Pine Dr, Plano, TX	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-404879	CLM	Gary P Burton	1988-01-22	UHC-41264-81	—	4869 Church St, Gilbert, AZ	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-408820	CLM	Zachary Hudson	1945-08-22	—	2367128579	4326 Palm Dr, Houston, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407594	CLM	Betty X Tucker	1958-07-15	—	8299452131	3595 Central Ave, Tucson, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-403967	CLM	Ahmed Bowman	1944-07-28	UHC-82494-64	—	666 Ridge Rd, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430444	CLM	Kevin Perez	1988-03-13	UHC-46387-41	8463921359	2315 Ocean Ave, Orlando, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-400514	CLM	Kimberly S Henry	1947-09-26	—	7369375607	5008 Desert Sky Blvd Apt 31, Miami, FL	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-432628	CLM	Margaret B Vasquez	1962-10-26	UHC-19632-97	5585610720	7899 Church St, Scottsdale, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-415695	CLM	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-400208	CLM	Maria Martin	1991-05-20	UHC-36744-15	8536854230	5568 Indian School Rd, Phoenix, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-419596	CLM	Emma Rodriguez	2006-11-25	—	—	894 River Rd, Phoenix, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-403486	CLM	Megaan Y Jenkins	1988-07-16	UHC-29869-80	9145677518	9484 River Rd, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-424425	CLM	Sara Burke	1969-04-08	UHC-67629-21	—	95 Maple Ave, Houston, TX	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-406912	CLM	Priya Barnes	—	—	—	4086 Ocean Ave, Tampa, FL	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-431939	CLM	Diego P Dominguez	1985-01-01	—	6667232138	3937 Lake View Rd, Austin, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410773	CLM	Abigail Johnston	2002-06-09	UHC-13519-75	7044296787	5319 Meadow Ln, Dallas, TX	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411735	CLM	Juan F Kelly	2002-07-25	—	2058588693	1899 Maple Ave Apt 14, Dallas, TX	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-410092	CLM	Walter M Sanchez	1997-08-25	UHC-28330-36	—	6160 Elm St, Tampa, FL	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-424844	CLM	Aaron X Payne	1996-08-06	UHC-08039-35	—	8093 Pine Dr, Tucson, AZ	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-406359	CLM	Lucia Lynch	1968-04-09	UHC-33985-39	5604861546	8941 Forest Ave, Atlanta, GA	0.48	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
CLM-415950	CLM	Juan Butler	1952-03-08	UHC-52359-45	—	4309 Willow Ct, Plano, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-405111	CLM	Terry Peterson	1964-12-22	—	5813042921	298 Desert Sky Blvd, Glendale, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425668	CLM	Angela Gonzalez	1964-02-05	—	2923059509	1263 Meadow Ln, Tempe, AZ	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-409705	CLM	Brian Reid	1972-04-13	UHC-22030-18	2792120513	7920 Valley View Dr, Orlando, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431815	CLM	Chharles Clark	1989-03-17	UHC-21985-17	8814692770	8197 Mesa Dr # 112, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-419619	CLM	Virginia Weaver	—	—	—	5687 Sage Ct, Glendale, AZ	0.48	Name re-cased Date of birth missing City re-cased ZIP missing+4 more
CLM-404288	CLM	Lori Vega	2002-09-02	UHC-08440-55	—	1434 Main St, Plano, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-400875	CLM	Timothy Kelly	1988-07-01	—	4893100129	2193 Mountain View Dr, Seattle, WA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404187	CLM	Sharon Santos	1990-01-28	UHC-46936-59	—	6404 Bayshore Dr # 971, Denver, CO	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-423204	CLM	Keith Griffin	1979-04-15	—	5088426049	1713 Cedar Ln, Sacramento, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423616	CLM	Austin Harvey	1988-02-02	UHC-73934-26	—	8260 Main St # 666, Denver, CO	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-428452	CLM	Mateo Park	2002-04-13	UHC-21681-06	8743547087	5295 River Rd, Denver, CO	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409588	CLM	Donald Vaquez	1960-05-26	—	—	1869 Mesa Dr, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
CLM-429453	CLM	Wayne Lucas	1983-03-12	UHC-83195-72	—	7615 Indian School Rd, Fresno, CA	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-425173	CLM	Brenda Cruz	2006-05-16	UHC-82459-61	—	2625 Sunset Blvd, Plano, TX	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-423422	CLM	—Junk	1969-08-25	UHC-95875-47	—	5564 Central Ave, Minneapolis, MN	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-420405	CLM	Sara Harvey	1984-02-18	UHC-26372-60	6245431462	8811 Church St, Denver, CO	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403184	CLM	Gabriel Yang	1960-04-14	UHC-81771-20	—	1130 Elm St, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-419757	CLM	Lukia Patel	1982-11-08	UHC-19806-99	5209253553	3367 Meadow Ln Apt 11, Atlanta, GA	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-402696	CLM	Anthony Martin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-419893	CLM	Lawrence Jackson	—	UHC-33336-58	4302933514	8802 Harbor Blvd, Nashville, TN	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-430512	CLM	Ruth Schutz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427586	CLM	Carl Gardner	2004-02-12	UHC-45737-62	6933180651	3562 Hillcrest Rd, Glendale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415972	CLM	Peter Padilla	1985-05-25	—	7584433280	3373 Mountain View Dr, Phoenix, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422737	CLM	Terry A Turner	1971-11-01	UHC-21752-21	2737798336	1967 Valley View Dr, Houston, TX	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421012	CLM	Joan Maldonado	1990-12-10	UHC-93987-64	9547456209	1564 Ridge Rd, Tampa, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

2,072 rows, page 5 of 42Previous Next