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-427129	CLM	Stephanie Thomas	1964-12-17	—	—	3328 Cedar Ln, Tampa, FL, 33622	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-415209	CLM	Bobby Porter	1967-05-06	—	—	9479 Camelback Rd, Sacramento, CA, 95834	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428928	CLM	Victoria L Castro	2006-07-13	UHC-70530-14	—	2915 Central Ave, Tucson, AZ, 85797	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410714	CLM	Anna Flores	1972-04-18	—	—	6029 Grand Ave, Gilbert, AZ, 85244	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429080	CLM	Joyce Baker	1946-03-28	UHC-28092-57	6037111101	9688 Mesa Dr, San Antonio, TX, 78286	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417896	CLM	Mark Arnold	1983-10-25	UHC-55501-27	7446563855	8580 River Rd, Gilbert, AZ, 85227	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421322	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	4188720773	2613 Cedar Ln, Austin, TX, 78739	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-421323	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	4188720773	2613 Cedar Ln, Austin, TX, 78739	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-400246	CLM	Diane Lucas	1950-03-12	UHC-67802-73	—	3522 Jefferson Ave, Tampa, FL, 33637	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-417734	CLM	Wayne Garza	1990-11-24	—	4467283919	7840 Forest Ave, Jacksonville, FL, 32295	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407232	CLM	Jesse West	1943-11-04	UHC-31130-48	6607454908	9522 Maple Ave, Atlanta, GA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-421513	CLM	Joe Stewart	1953-02-11	UHC-21317-80	—	286 Sage Ct, Los Angeles, CA, 90063	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426058	CLM	Carol D Arnold	1994-11-22	—	4317751242	8501 Central Ave, Minneapolis, MN, 55461	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428252	CLM	Diana Valdez	1963-09-17	UHC-50202-93	6528315915	3165 Lake View Rd, Tampa, FL, 33603	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-406641	CLM	Laura X Gonzales	—	UHC-04399-76	—	6818 Camelback Rd, Las Vegas, NV, 89113	0.78	Name re-cased Date of birth missing Email lower-cased Whitespace trimmed+1 more
CLM-426484	CLM	Jennifer Z Williamson	—	UHC-04711-37	—	5587 Apache Blvd, Denver, CO, 80290	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
CLM-417584	CLM	Mateo Willis	2002-03-22	—	4245419225	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-418857	CLM	Kyle O Bryant	1976-09-16	UHC-45658-55	—	3140 Ocean Ave, Nashville, TN, 37281	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-409144	CLM	Mari Castillo	1949-05-11	UHC-29981-05	7092147452	696 Indian School Rd, Tucson, AZ, 85711	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414815	CLM	Bruce Hansen	1995-04-06	—	—	3759 Willow Ct, Austin, TX, 78735	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412636	CLM	Mateo Estrada	1981-01-25	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-411531	CLM	Beverly Herrera	1980-11-28	—	—	7783 Elm St, Fresno, CA, 93726	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412700	CLM	Sara Wheeler	1989-11-13	—	6665486492	5897 Baseline Rd, Los Angeles, CA, 90028	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421736	CLM	Luuis Singh	1964-03-23	UHC-80133-34	5733563977	3450 Indian School Rd, Orlando, FL, 32856	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413466	CLM	Mark L Gutierrez	1973-08-10	—	—	9527 Mesa Dr, Los Angeles, CA, 90069	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-419780	CLM	Chris Meyer	2004-02-28	—	—	8041 Main St, Nashville, TN, 37251	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419967	CLM	Donald Collins	1989-08-04	UHC-39777-23	9322769898	1234 Pine Dr, Plano, TX, 75040	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411919	CLM	Julia Adams	1962-04-13	—	—	4202 Cedar Ln, Atlanta, GA, 30386	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-428752	CLM	Danielle Chen	1977-06-02	UHC-81652-63	—	1213 Hillcrest Rd, Minneapolis, MN, 55425	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418852	CLM	Douglas McDonald	1959-11-11	UHC-18708-72	—	6907 Valley View Dr, Austin, TX, 78704	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406121	CLM	Judiht H Rivera	1953-09-08	UHC-82345-54	—	7771 Lake View Rd, Nashville, TN, 37239	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418043	CLM	John N Burns	1947-09-05	UHC-60801-54	—	4753 Apache Blvd, San Diego, CA, 92197	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-428382	CLM	Roy C McCoy	1947-11-12	UHC-81798-84	5895381300	4969 Central Ave, Jacksonville, FL, 32285	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-432517	CLM	Isabella Gordon	2007-08-24	—	4819094118	752 Mountain View Dr, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-403936	CLM	Christina Crzu	1986-09-05	UHC-96388-39	3087113051	4501 Jefferson Ave, Eden Prairie, MN, 55391	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430689	CLM	Stephen Ford	1974-03-24	UHC-14624-83	4563469555	8206 River Rd, Sacramento, CA, 95857	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432816	CLM	Janet Ryan	1975-11-19	UHC-91920-53	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-421984	CLM	Mei Montgomery	1980-10-03	UHC-76866-45	8806903350	3156 Harbor Blvd, Gilbert, AZ, 85276	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-405225	CLM	Katherine Soto	1956-09-18	UHC-31504-63	9447521887	1461 Ridge Rd, Mesa, AZ, 85235	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432731	CLM	Olivia Rose	1987-06-10	UHC-89527-37	8048838448	483 Mesa Dr, Miami, FL, 33161	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422722	CLM	Sharon Cruz	1950-07-28	UHC-31927-16	7053017850	3056 Desert Sky Blvd, Glendale, AZ, 85332	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-417480	CLM	Diana U Bell	1962-10-11	UHC-78952-19	—	3912 Mountain View Dr, Phoenix, AZ, 85032	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-425431	CLM	Larry Mendoza	1992-09-08	—	9434462190	2548 Willow Ct, Orlando, FL, 32809	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429781	CLM	Frances X Lawson	1986-07-22	—	7098138335	4507 Sage Ct, Gilbert, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-408496	CLM	Virginia Jenkins	1985-02-17	UHC-21056-21	—	3009 Park Pl, Denver, CO, 80290	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404192	CLM	Carolyn Contreras	1947-02-12	—	—	6368 Maple Ave, Austin, TX, 78786	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424565	CLM	Gary Padilla	1974-09-27	UHC-39739-91	7197654650	5977 Indian School Rd, Scottsdale, AZ, 85285	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413604	CLM	Terry Schmidt	1993-06-16	UHC-14615-70	5329134752	4884 Valley View Dr, Chandler, AZ, 85206	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405141	CLM	Steven Elliott	1998-11-26	—	3492616419	8792 Pine Dr, Gilbert, AZ, 85241	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431588	CLM	Deburah Mendez	1978-02-28	UHC-11886-57	—	2883 Forest Ave, Las Vegas, NV, 89170	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 178 of 376Previous Next