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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403206	CLM	Jakob G Wong	1982-10-02	—	—	1191 Camelback Rd Apt 17, Mesa, AZ, 85210	0.48	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
CLM-403186	CLM	Yuki A Herrera	2004-09-05	—	—	1268 Palm Dr, Minneapolis, MN, 55469	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-428430	CLM	John Lewis	1949-04-11	—	—	2158 Sunset Blvd, Las Vegas, NV, 89121	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-420626	CLM	Mark Estrada	1989-09-12	UHC-34804-58	—	3650 Apache Blvd, Eden Prairie, MN, 55394	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-430538	CLM	Dennis F Watson	1960-02-18	UHC-66816-88	—	3612 Highland Ave # 335, Chandler, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-425945	CLM	Diego W Turner	1988-02-28	UHC-92924-96	—	8225 Union St, Tampa, FL, 33644	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-408317	CLM	Aaron Murphy	1951-03-16	UHC-20453-66	—	8883 Canyon Rd # 127, Nashville, TN, 37236	0.48	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
CLM-431437	CLM	Wayne Lopez	2001-12-26	UHC-76174-84	—	8070 Highland Ave, Dallas, TX, 75296	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-407564	CLM	Melissa Valdez	1954-02-10	UHC-81960-04	—	962 Valley View Dr, Dallas, TX, 75228	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-425528	CLM	Scott Johnston	1965-08-10	UHC-34433-48	—	7864 Oak St, Nashville, TN, 37209	0.48	Phone missing area code Street suffix standardised Address re-cased City 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-428672	CLM	Jordan Wood	2004-05-05	—	—	7709 Park Pl, Dallas, TX	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-430090	CLM	Walter Burns	—	—	—	739 Valley View Dr, Seattle, WA, 98183	0.48	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
CLM-418900	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-418901	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-429278	CLM	John Bell	1979-07-03	—	—	4113 Market St, Tucson, AZ, 85785	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-407400	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more
CLM-407401	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more
CLM-416989	CLM	Douglas Howell	1959-05-10	UHC-59326-05	—	275 Apache Blvd # 389, Minneapolis, MN, 55417	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
CLM-427635	CLM	Hiroshi Moore	1950-09-08	UHC-19734-64	—	952 Union St, Glendale, AZ, 85388	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-428847	CLM	Kelly Contreras	2004-02-22	—	—	6369 Maple Ave, Eden Prairie, MN, 55346	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-427123	CLM	Jeremy Chen	2007-05-25	—	—	2206 Spring St, Fresno, CA	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-423328	CLM	Omar Ortiz	1956-02-23	—	—	2029 Ridge Rd, Nashville, TN, 37239	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-419611	CLM	Logan Miller	1959-06-03	UHC-02605-09	—	4889 River Rd, Miami, FL, 33161	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-407527	CLM	Alice Yang	1997-02-18	UHC-22171-25	—	3250 Forest Ave, Sacramento, CA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-424201	CLM	Jake Wood	1989-04-24	UHC-23540-39	—	1377 Willow Ct, Scottsdale, AZ, 85204	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-408630	CLM	Theresa Munoz	1941-06-25	UHC-11208-80	—	5154 Harbor Blvd, Tampa, FL, 33671	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-420737	CLM	Rebecca Henry	—	UHC-09021-94	—	8916 Spring St, Los Angeles, CA, 90017	0.50	Date of birth missing Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-423704	CLM	Doris Barnes	1980-03-13	UHC-22231-79	—	—	0.50	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
CLM-413459	CLM	Jason Johnston	1987-07-21	—	—	5392 Highland Ave Apt 30, San Diego, CA, 92102	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
CLM-423346	CLM	Madison D Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct Apt 9, Nashville, TN, 37275	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
CLM-424240	CLM	Rebecca I Myers	1985-12-02	UHC-44550-43	—	2515 Palm Dr, Tucson, AZ, 85767	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-413054	CLM	Virginia F Dominguez	1997-03-24	UHC-47834-81	—	9376 Elm St, Orlando, FL, 32846	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-403749	CLM	Henry F Litle	1944-12-26	UHC-93359-73	—	266 Camelback Rd, Atlanta, GA, 30361	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-410432	CLM	Catherine Bennett	1945-01-20	—	—	9312 Indian School Rd, Orlando, FL	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-432078	CLM	Terry Ward	1946-01-15	UHC-07080-31	—	7505 Elm St, Tampa, FL, 33604	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
CLM-422256	CLM	Bobby Santos	1965-03-28	UHC-83369-97	—	7250 Apache Blvd, Dallas, TX, 75217	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-408730	CLM	Maria Fernandez	1962-12-10	UHC-85600-60	—	9762 Forest Ave, Gilbert, AZ, 85255	0.50	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430770	CLM	Andrea Kim	1939-01-18	UHC-58093-27	—	152 Market St, Houston, TX, 77022	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-409956	CLM	Kayla Flores	1951-06-13	UHC-94241-41	—	1387 Main St, Mesa, AZ	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-417090	CLM	Wilson Maison	1993-07-06	UHC-64072-59	—	1284 Mesa Dr, Jacksonville, FL	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-416909	CLM	Angela Perez	1955-05-05	UHC-27456-12	—	2789 Valley View Dr, Atlanta, GA, 30331	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-413820	CLM	Nicholas Wells	1972-01-06	—	—	8075 Indian School Rd, Glendale, AZ, 85384	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
CLM-430686	CLM	Sharon V Bell	2006-07-20	UHC-77136-29	—	6511 Sage Ct, Houston, TX	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-403735	CLM	Munoz Jeremy	2005-08-02	UHC-17752-21	—	4774 Spring St, Seattle, WA, 98182	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-426258	CLM	Ashley Watson	1960-12-22	—	—	4523 Maple Ave, Phoenix, AZ, 85064	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-421416	CLM	Rebecca Mason	—	—	—	5546 Broadway, Glendale, AZ, 85393	0.50	Name re-cased Date of birth unreadable Phone missing area code Address re-cased+3 more
CLM-430580	CLM	Matthew K Long	1990-05-18	UHC-59379-93	—	5571 Meadow Ln, Glendale, AZ	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-400010	CLM	Ray Walsh	1951-11-03	UHC-09175-90	—	764 Baseline Rd, Seattle, WA, 98198	0.50	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-411546	CLM	Maria Snyder	1966-05-27	UHC-84820-97	—	5805 Mountain View Dr, Denver, CO, 80255	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more

505 rows, page 2 of 11Previous Next