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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401477	CLM	Austin Stevens	1992-06-12	UHC-53338-41	7376688370	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400638	CLM	Jeremy Wilson	1983-10-25	UHC-59488-37	—	4960 Grand Ave, Miami, FL, 33138	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-424774	CLM	Mariana A Kennedy	1945-03-07	UHC-43232-55	3472412162	6653 Ocean Ave, Nashville, TN, 37240	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-416683	CLM	Kathryn Y Prekins	1951-10-26	UHC-15775-34	—	8788 Highland Ave, Charlotte, NC, 28202	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-421477	CLM	Betty Cooper	2000-08-23	UHC-83087-08	8498672884	2201 Broadway # 600, Miami, FL, 33145	0.78	Phone reformatted Unit split from street Address re-cased Whitespace trimmed+1 more
CLM-425518	CLM	Andrea Salezar	1956-08-17	UHC-73205-86	—	267 Lincoln Way, Tempe, AZ, 85221	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432633	CLM	Mateo Bleck	1994-09-12	—	3126194905	1266 Jefferson Ave, Tucson, AZ, 85722	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-404829	CLM	Lauren James	1965-04-05	UHC-45123-42	—	9798 Main St, Tucson, AZ, 85732	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432081	CLM	Keith Cruz	1946-01-14	—	8117629109	7173 Apache Blvd, San Antonio, TX, 78295	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413957	CLM	Luis Dunn	1950-11-21	—	—	5311 Desert Sky Blvd, Charlotte, NC, 28275	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409139	CLM	Bruce Adams	1942-10-15	—	5028319225	6011 Main St, Sacramento, CA, 95824	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408119	CLM	Jessica Patel	2005-06-16	UHC-90327-93	—	923 Meadow Ln, Tempe, AZ, 85221	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-419610	CLM	Logan Miller	1959-06-03	—	2243926533	4889 River Rd, Miami, FL, 33161	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407670	CLM	Christopher Diaz	1940-11-27	UHC-69730-93	4618652343	3368 Oak St, Mesa, AZ, 85218	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417957	CLM	Wayne Q Silva	2005-02-18	UHC-07518-90	—	3386 Union St, Orlando, FL, 32817	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409681	CLM	Kayla T Sims	1951-10-03	UHC-92620-10	—	9742 Ridge Rd, San Diego, CA, 92121	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414659	CLM	Sandra Taylor	2006-11-26	UHC-73410-51	—	93 Church St, Austin, TX, 78750	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428359	CLM	Michael Nunez	1991-12-07	UHC-34718-24	—	6691 Palm Dr, Austin, TX, 78728	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418154	CLM	Harold Mejia	1969-10-17	—	5163320294	1262 Willow Ct, Nashville, TN, 37270	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419556	CLM	Nicholas Bailey	1999-12-18	UHC-59038-63	5716383214	687 Broadway, Atlanta, GA	0.78	Phone reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-402934	CLM	Elijah Porter	1950-09-15	UHC-37005-15	—	1753 Desert Sky Blvd, Plano, TX, 75042	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-432710	CLM	Elijah Wood	1990-06-06	UHC-36510-96	—	2449 Meadow Ln, Plano, TX, 75045	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419953	CLM	Abigail Ellis	2007-08-21	—	—	2869 Palm Dr, Phoenix, AZ, 85047	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403060	CLM	Hannah Peterson	1984-08-18	UHC-35783-07	7797108154	3908 Pine Dr, Jacksonville, FL, 32263	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403059	CLM	Hannah Peterson	1984-08-18	UHC-35783-07	7797108154	3908 Pine Dr, Jacksonville, FL, 32263	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401990	CLM	Sean Alvarado	1974-11-08	UHC-95582-59	—	3881 Palm Dr, Los Angeles, CA, 90000	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-427005	CLM	Terry Lane	2004-07-22	UHC-64702-47	6907025122	5422 Canyon Rd, Sacramento, CA, 95833	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-416746	CLM	Larry T Mills	2001-03-08	UHC-44585-61	9069551650	8275 Pine Dr, Charlotte, NC, 28255	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425954	CLM	Isabella Ferguson	1995-12-16	—	—	2535 Park Pl, Gilbert, AZ, 85279	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400790	CLM	Roy Fisher	1967-07-02	UHC-91505-50	6277456138	323 Baseline Rd, Tampa, FL, 33699	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400791	CLM	Roy Fisher	1967-07-02	UHC-91505-50	6277456138	323 Baseline Rd, Tampa, FL, 33699	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404122	CLM	Abigail Walsh	1950-08-26	UHC-35970-83	—	6737 Bayshore Dr, San Antonio, TX, 78249	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420662	CLM	Robert Marshall	1969-02-23	UHC-66795-74	—	3119 Elm St, Eden Prairie, MN, 55300	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-404175	CLM	Willie Price	1946-06-09	—	—	6628 Desert Sky Blvd, Las Vegas, NV, 89106	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410409	CLM	Susan Young	1995-06-02	UHC-38795-15	—	8550 Valley View Dr, Columbus, OH, 43295	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-423220	CLM	Rachel Coleman	1971-12-27	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-429977	CLM	Jacob Jordan	1958-09-08	—	—	5985 Lake View Rd, Miami, FL, 33131	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411614	CLM	Debbie Howard	1958-08-08	UHC-46791-90	4137536810	6384 Maple Ave, Eden Prairie, MN, 55305	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422228	CLM	Gerald N Hicks	1938-04-05	—	—	8131 Main St, Charlotte, NC, 28238	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-407513	CLM	Roy Palmer	1945-02-26	UHC-28102-09	7777804815	—	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-409557	CLM	Diana Woods	1989-12-02	UHC-77073-62	6553257920	795 Sage Ct, San Diego, CA, 92137	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408724	CLM	Wei Walsh	1983-12-11	UHC-26657-53	—	4054 Willow Ct Apt 21, Chandler, AZ, 85210	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-415853	CLM	Bryan Ramos	1942-01-24	—	5474295736	9069 Ridge Rd, Gilbert, AZ, 85216	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412532	CLM	Karen Wagner	1995-02-07	—	5572330096	3199 Market St, Nashville, TN, 37213	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412137	CLM	Catherine S Wyllis	1999-05-16	—	9474875647	9189 Ridge Rd, Nashville, TN, 37282	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406075	CLM	Michlele Maatthews	1985-12-03	UHC-85785-52	7125860459	4707 Central Ave, Eden Prairie, MN, 55391	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-430171	CLM	Judy N Munoz	1938-12-27	UHC-90489-10	2278319737	1477 Lincoln Way, Fresno, CA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-425521	CLM	Bryan Lawrence	1938-04-12	UHC-36133-31	8783933657	6144 Apache Blvd, Atlanta, GA, 30365	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-427640	CLM	Shirley Simpson	1987-07-05	—	—	873 Willow Ct, Eden Prairie, MN, 55395	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427631	CLM	Jose Carr	1967-06-15	—	6936511154	3553 Mesa Dr, Minneapolis, MN, 55486	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more

18,771 rows, page 185 of 376Previous Next