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 reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404781	CLM	Elijah Bishop	1965-08-08	—	4468109924	3542 Apache Blvd, Atlanta, GA, 30346	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405580	CLM	Hiroshi L Espinoza	1970-07-02	UHC-80972-01	5692583125	689 Pine Dr, San Diego, CA, 92117	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414810	CLM	Kathryn P Hall	1978-10-11	—	3409730598	4517 Jefferson Ave, Phoenix, AZ, 85086	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414561	CLM	Margaret G Hanson	1992-05-14	—	9488923079	1159 Mountain View Dr, Chandler, AZ, 85287	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420250	CLM	Tom Berry	1994-08-14	UHC-80771-70	4312346579	9827 Mountain View Dr, San Antonio, TX, 78274	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400191	CLM	Albert Montgomery	1971-02-03	UHC-48037-67	9888391055	7534 Cedar Ln, Glendale, AZ, 85384	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405974	CLM	Carl Bryant	1945-09-18	UHC-04665-45	2406638834	60 Ridge Rd, Minneapolis, MN, 55427	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-425806	CLM	Scott Sulivan	2007-02-06	UHC-79551-82	2176474513	4342 Mesa Dr, San Diego, CA, 92115	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411140	CLM	Roy Kim	1972-11-02	—	6483736751	1602 Church St, Nashville, TN, 37295	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421161	CLM	Teresa Harrsion	1951-12-01	UHC-43377-08	6826369415	2348 Indian School Rd, Glendale, AZ, 85394	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420173	CLM	Jose Soto	2001-01-14	UHC-54396-76	8375356119	238 Harbor Blvd, Columbus, OH, 43256	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400581	CLM	Billy Contreras	1988-08-12	UHC-82947-39	7972873843	8844 Ocean Ave, Fresno, CA, 93790	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403612	CLM	Ronald Richardson	1961-04-12	UHC-28177-64	2028482643	7869 Grand Ave, Sacramento, CA, 95850	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-427944	CLM	Nicholas Garcia	1964-11-11	—	5799195898	9584 Hillcrest Rd, Eden Prairie, MN, 55370	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-405865	CLM	Karen N Elliott	1970-11-18	UHC-05863-63	7813543310	7428 Forest Ave, San Antonio, TX, 78201	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430124	CLM	Mariaa C Nelson	1967-03-19	UHC-30205-72	8625517740	3855 Cedar Ln, Charlotte, NC, 28228	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404298	CLM	Olivia Carroll	1965-03-12	UHC-10954-37	6817966665	1276 Oak St, Tampa, FL, 33699	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-407043	CLM	Bryan Bailey	1972-07-16	UHC-99666-81	6259279433	6961 Washington St, Scottsdale, AZ, 85277	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400071	CLM	Amebr Wells	1979-06-25	UHC-31236-97	2665950799	4421 Ocean Ave, Tampa, FL, 33680	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417800	CLM	Debra V Oliver	2005-11-05	UHC-96451-85	7474998161	676 Washington St, Columbus, OH, 43236	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-401678	CLM	Nicole Ryos	1979-03-27	—	7924875265	5521 Hillcrest Rd, Fresno, CA, 93726	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421017	CLM	Joyce Rodriguez	1961-10-22	UHC-59693-27	5453912666	1800 River Rd, Gilbert, AZ, 85270	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412940	CLM	Heather Chapman	1981-12-02	UHC-90502-74	6795081731	7036 Park Pl, Minneapolis, MN, 55418	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-415682	CLM	Michelle King	1974-07-25	—	9128238100	1773 Indian School Rd, Eden Prairie, MN, 55331	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412091	CLM	Judith Stephens	1965-01-01	—	7492547758	250 Lincoln Way, Phoenix, AZ, 85034	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431790	CLM	Dennis Hart	1980-01-06	UHC-45131-07	2576984525	8743 Maple Ave, Mesa, AZ, 85254	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421409	CLM	Hughes Aisha	2000-08-26	—	8806385741	5338 Cedar Ln # 606, Denver, CO, 80284	0.74	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-428731	CLM	Julie Henry	2003-09-22	—	7312680113	4006 Valley View Dr, Atlanta, GA, 30310	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430722	CLM	Diego Weaver	1970-08-19	—	4447441769	6826 Lincoln Way, Jacksonville, FL, 32241	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414429	CLM	Justin Snyder	1941-02-25	—	8637442511	6092 Ocean Ave, Scottsdale, AZ, 85205	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405509	CLM	Larry Kim	1988-06-21	UHC-54455-56	6335073010	780 Church St, Minneapolis, MN, 55486	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403943	CLM	Heather C Fuller	1938-10-26	UHC-24859-05	8946722041	1004 Bayshore Dr, Mesa, AZ, 85204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432063	CLM	Madison Ramos	1998-07-03	UHC-37683-41	9869849123	5185 Central Ave, Minneapolis, MN, 55409	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-424587	CLM	Janice Jordan	1966-03-24	—	3608398659	774 Washington St, Nashville, TN, 37275	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403929	CLM	Danielle T White	1999-07-17	UHC-49036-24	9699190327	5573 Bayshore Dr, Minneapolis, MN, 55470	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420446	CLM	Patrick Boyd	1977-05-24	UHC-93836-29	2188913290	7545 Mesa Dr, Mesa, AZ, 85230	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400809	CLM	Kathleen S Sooto	1939-10-26	UHC-10461-05	8439704719	7986 Oak St, San Antonio, TX, 78293	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-419312	CLM	Virgnia Harper	1980-02-07	UHC-83325-61	7886894045	1549 Mountain View Dr, Eden Prairie, MN, 55316	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412156	CLM	Arjun Cruz	1941-01-12	UHC-83745-64	2809222156	2005 Indian School Rd, Denver, CO, 80240	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420361	CLM	Dennis M Cole	1950-01-09	UHC-96366-62	7509248916	4920 Pine Dr, Phoenix, AZ, 85099	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405346	CLM	Bruce Porter	2005-04-15	—	9752994052	1886 Maple Ave, Tempe, AZ, 85247	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407883	CLM	Alice Hayes	2000-06-23	UHC-80765-96	3306052236	4125 Mesa Dr, Tucson, AZ, 85791	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402204	CLM	Lucia Sims	2001-05-28	UHC-14376-95	4246702928	2837 Spring St, Dallas, TX, 75256	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422945	CLM	Stephanie Williamson	1949-05-06	UHC-63783-56	9729341424	4702 Central Ave, Austin, TX, 78722	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407243	CLM	Vincent Johnston	1984-09-28	—	8238504562	6977 Market St, Tempe, AZ, 85225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415412	CLM	Mariana Peterson	1979-12-19	UHC-50156-37	8897922950	6743 Park Pl, Scottsdale, AZ, 85256	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402546	CLM	Jennifer Baker	1956-02-01	—	5822422029	6553 Apache Blvd, Sacramento, CA, 95813	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416894	CLM	Jordan Mendez	1971-06-10	UHC-72598-96	6963667600	7025 Baseline Rd, San Antonio, TX, 78285	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411990	CLM	Nicole Hoffman	1990-09-02	UHC-97852-25	2626468019	6300 Ocean Ave, Tampa, FL, 33661	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431120	CLM	Michelle Walker	1970-05-23	UHC-76125-07	4664126436	8094 Desert Sky Blvd, Glendale, AZ, 85341	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

11,960 rows, page 91 of 240Previous Next