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+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420702	CLM	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423675	CLM	Ashley J Wong	1981-05-08	UHC-65191-42	—	3178 Baseline Rd, Houston, TX, 77083	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427201	CLM	William Hansen	1974-02-21	UHC-24086-77	—	201 River Rd, Jacksonville, FL, 32247	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406698	CLM	Donald Castillo	1942-07-26	UHC-10489-73	5183424288	2970 Market St, Phoenix, AZ, 85095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421644	CLM	Santiago T Gonzales	1989-11-03	—	6169054240	2699 Ocean Ave, Miami, FL, 33178	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428372	CLM	Timmothy J Guzman	1956-04-14	UHC-86387-31	—	1038 Mesa Dr, Seattle, WA, 98168	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402238	CLM	Stephen Mason	1949-01-20	UHC-11372-10	7267442355	5037 Ocean Ave, Columbus, OH, 43224	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427427	CLM	Brian Thomas	1956-12-02	UHC-07672-91	8093837394	7042 Mountain View Dr, Dallas, TX, 75291	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-413762	CLM	Aisha Bradley	1973-12-24	—	3548536255	8630 River Rd, Denver, CO, 80211	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-419419	CLM	Evelyn Varrgas	1969-01-18	UHC-34654-11	5484943332	9477 Forest Ave, Plano, TX, 75085	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427319	CLM	Charles Gonzalez	1974-07-20	UHC-02909-70	2667982251	559 Desert Sky Blvd, Mesa, AZ, 85295	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421683	CLM	Smith Omar	1999-06-10	—	—	6226 Indian School Rd, Charlotte, NC, 28235	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-407661	CLM	Dylan Guerrero	1944-04-17	UHC-70949-33	—	9202 Spring St, Las Vegas, NV, 89119	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420475	CLM	Bruce Nelson	1993-03-13	UHC-72135-31	2429460806	9238 Oak St, Nashville, TN, 37297	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-426077	CLM	Lauren Peters	1984-07-16	UHC-23575-28	—	1420 Oak St, Glendale, AZ, 85392	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-418767	CLM	Sean Reynolds	1989-10-25	UHC-33152-78	5782881671	7232 Broadway, Charlotte, NC, 28298	0.62	Name re-cased Phone reformatted Address re-cased State name converted to code+3 more
CLM-429274	CLM	Howard Joyce	1969-01-06	—	7123839741	9252 Lake View Rd, Houston, TX, 77044	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431310	CLM	Dana L Ramos	1986-05-16	UHC-53674-02	4282570259	3376 Sunset Blvd, Los Angeles, CA, 90058	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420385	CLM	Beverly Payne	2004-06-27	—	2772214739	5544 Mountain View Dr, Sacramento, CA, 95808	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412529	CLM	Jason Gutierrez	1971-06-19	UHC-26533-02	—	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421168	CLM	Priya T Ortega	1998-10-25	UHC-14105-31	4057265347	2401 Park Pl, Charlotte, NC, 28297	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424256	CLM	Kimberly Jimenez	1952-12-05	UHC-97816-87	—	9412 Ocean Ave, Denver, CO, 80249	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430849	CLM	Hannah Butler	1987-06-26	UHC-70941-53	8963884504	5044 Union St, San Antonio, TX, 78212	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400132	CLM	Paul Russell	1988-05-04	—	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-400131	CLM	Paul Russell	1988-05-04	—	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-415449	CLM	James Fernandez	1994-08-23	UHC-25043-68	—	8740 Palm Dr, Seattle, WA, 98102	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416454	CLM	Priya Brown	1939-10-04	UHC-98213-17	9616654710	247 Baseline Rd, San Antonio, TX, 78244	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403380	CLM	Deborah Fox	1950-06-06	—	—	1515 Hillcrest Rd, Orlando, FL, 32891	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406265	CLM	Brandon Marquez	1988-10-02	—	6857736445	573 Canyon Rd, Gilbert, AZ, 85232	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420376	CLM	Lori V Nichols	1941-10-03	UHC-19429-29	—	8962 Union St, Gilbert, AZ, 85264	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402491	CLM	Barb C McDonald	1983-01-14	UHC-32514-51	—	2086 Washington St, Charlotte, NC, 28227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403136	CLM	Hannah M Aguilar	1973-09-23	—	—	5872 Harbor Blvd, Minneapolis, MN, 55402	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-418515	CLM	Kelly Parkr	1956-06-27	UHC-71577-37	8308015516	8069 Palm Dr, Dallas, TX, 75235	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419013	CLM	Dennis Elliott	1999-11-09	UHC-76269-92	8323926784	8507 Apache Blvd, Los Angeles, CA, 90051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418155	CLM	Alan Dean	1992-09-12	UHC-33697-11	—	5224 Camelback Rd, Fresno, CA, 93707	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-425004	CLM	Lucia Daniels	1982-11-22	UHC-83430-16	2228456416	6113 Market St, Las Vegas, NV, 89147	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-425667	CLM	Lisa Williamson	1956-04-04	—	8855537555	6819 Park Pl, San Antonio, TX, 78253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414150	CLM	Ralph Cole	1964-06-11	—	—	9782 Valley View Dr, Tucson, AZ, 85778	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431892	CLM	Mariana Little	1943-09-05	UHC-08311-83	5145791028	4453 Market St, Chandler, AZ, 85286	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-413256	CLM	James Owens	1980-03-02	UHC-46110-34	2169035769	6467 Camelback Rd, Plano, TX, 75086	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407550	CLM	Janice G Rojes	2005-10-21	UHC-88398-83	2317912351	6773 Washington St, Denver, CO, 80290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407549	CLM	Janice G Rojes	2005-10-21	UHC-88398-83	2317912351	6773 Washington St, Denver, CO, 80290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423831	CLM	Justin Ryan	1974-11-04	UHC-83356-98	—	1898 Camelback Rd, Plano, TX, 75018	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423141	CLM	Virginia Boyd	2006-01-27	—	2878654580	7938 Harbor Blvd, San Antonio, TX, 78239	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-412542	CLM	Debra Powell	1945-02-07	—	7948101299	4358 Forest Ave, Tampa, FL, 33622	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431907	CLM	Melissa B Hudson	2007-09-06	—	5138367797	1746 Grand Ave, Gilbert, AZ, 85210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416915	CLM	Joe Harvey	1996-02-27	UHC-44826-03	5083898079	8728 Indian School Rd, Columbus, OH, 43296	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429418	CLM	Diana J Clark	1992-05-04	UHC-38721-43	9195697883	8490 Lincoln Way, Las Vegas, NV, 89114	0.62	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-429880	CLM	Juile Pena	1994-12-14	UHC-64751-19	8296431839	9289 Ridge Rd, Atlanta, GA, 30309	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411756	CLM	Sofia Weaaver	1968-01-17	UHC-57114-29	9573490682	8340 Spring St, Glendale, AZ, 85310	0.62	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more

2,352 rows, page 21 of 48Previous Next