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-407558	CLM	Bobby Clark	1949-08-03	UHC-74673-94	8324835296	9785 Indian School Rd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432468	CLM	Donald Simpson	1976-07-23	—	5643816326	2920 Central Ave, Denver, CO, 80253	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432213	CLM	Dennis Rojas	1945-11-25	UHC-65284-13	7405536272	5077 Church St, Orlando, FL, 32897	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-415679	CLM	Shirley Chavez	1956-05-14	—	7426223782	2044 Mesa Dr # 600, Chandler, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408910	CLM	Bradnon G Jacobs	1955-08-05	UHC-10592-72	8519738549	9500 Grand Ave # 352, Orlando, FL, 32825	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-416248	CLM	Fatima Garrett	2003-04-16	—	6242758078	6743 Park Pl Apt 36, Chandler, AZ, 85219	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400970	CLM	Gary J Sullivan	1965-11-03	UHC-11966-43	7709632432	4564 Baseline Rd, Atlanta, GA, 30334	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-418107	CLM	Kathleen R Lawson	1941-07-17	UHC-48976-71	4285317493	2728 Valley View Dr, Charlotte, NC, 28202	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424979	CLM	Julia Snyder	—	UHC-13287-87	5519330880	9086 Canyon Rd, Los Angeles, CA, 90003	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413062	CLM	Carlos W Myers	1958-01-13	UHC-75972-29	6616616502	302 Bayshore Dr, Las Vegas, NV, 89101	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428556	CLM	—Junk	1949-05-17	—	6278473968	1303 Ocean Ave, Fresno, CA, 93793	0.50	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+3 more
CLM-418911	CLM	Camila Kelley	1964-06-15	—	3328715388	3227 Desert Sky Blvd Apt 22, Miami, FL, 33182	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422597	CLM	Kimberly Green	1987-09-27	UHC-75762-90	8223395011	1921 Hillcrest Rd, Orlando, FL, 32823	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423619	CLM	Diane Ramos	1951-10-02	UHC-44594-97	6556412449	131 Willow Ct, Glendale, AZ, 85350	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-402422	CLM	Lauren Carroll	1963-12-24	UHC-72475-98	8667107430	2829 Lake View Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409335	CLM	ScottJunk	1954-07-22	UHC-89192-22	3704954147	9154 Cedar Ln, Seattle, WA, 98102	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418881	CLM	Annna Ward	1958-06-16	—	6014215132	1243 Oak St, Minneapolis, MN, 55493	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406138	CLM	Diana Berry	1978-03-11	UHC-53245-53	6816581324	8859 Spring St Apt 30, Miami, FL, 33197	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421838	CLM	Zachary Robertson	1963-06-17	—	3365881947	9048 Jefferson Ave, Tucson, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-413867	CLM	—Junk	1986-06-11	UHC-27818-16	9188099494	9669 Mountain View Dr, Scottsdale, AZ	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-419251	CLM	Andrea F King	1960-01-13	UHC-14938-22	3287266945	2238 Sage Ct # 246, San Antonio, TX, 78213	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406319	CLM	Alexis Wheeler	1957-05-26	UHC-74384-58	3639724297	6355 Highland Ave, Orlando, FL, 32890	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413838	CLM	Dylan Rivera	1988-12-22	UHC-21374-40	3528639705	2045 Meadow Ln, Glendale, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426548	CLM	Amanda Hill	2001-08-08	UHC-75623-64	9328061406	6405 Desert Sky Blvd, Charlotte, NC	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-417759	CLM	Stephen Guerrero	1966-09-27	UHC-23579-55	6562849300	1690 Union St, San Diego, CA, 92192	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418556	CLM	Doris McCoy	1962-10-10	UHC-01922-82	3153249759	6408 Union St, Las Vegas, NV, 89146	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427691	CLM	Priya Howell	1942-08-10	UHC-99815-19	6166865195	5682 River Rd # 860, San Antonio, TX, 78288	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414695	CLM	John Sims	1979-06-09	UHC-98485-42	9872394608	7970 Main St, San Diego, CA, 92138	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403918	CLM	Wayne Marshall	—	UHC-10389-42	3399188121	6503 Highland Ave, Los Angeles, CA, 90022	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-401992	CLM	Elizabeth Hamilton	1950-12-01	UHC-48977-86	7854742364	4500 Maple Ave, Seattle, WA, 98196	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418726	CLM	Catherine Smith	1969-04-03	UHC-24248-33	3309031079	6032 Market St, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418727	CLM	Catherine Smith	1969-04-03	UHC-24248-33	3309031079	6032 Market St, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411061	CLM	Priya P Rivera	1991-01-18	UHC-73259-41	6316768422	7262 Ocean Ave, Orlando, FL, 32880	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-420529	CLM	Diego Jimenez	2005-03-07	UHC-89670-40	9074718885	6107 Palm Dr, Houston, TX, 77097	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423064	CLM	Hannah R Santos	1999-07-04	UHC-76256-41	6293963219	6379 Camelback Rd, Eden Prairie, MN, 55382	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422581	CLM	Helen Sanders	1964-07-24	—	5823422381	5250 Oak St, San Antonio, TX, 78293	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427528	CLM	Aisha Martin	1972-02-24	UHC-24039-32	8456994850	449 Indian School Rd, Fresno, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410655	CLM	Terry Brooks	1939-10-25	UHC-76049-74	6786257456	6223 Cedar Ln # 372, Gilbert, AZ, 85290	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-403858	CLM	Mei Rogers	1954-02-16	UHC-86487-52	5149794371	4173 Pine Dr, San Antonio, TX, 78273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427288	CLM	Marcus Jensen	1968-07-11	UHC-67757-30	4988649885	2794 Pine Dr # 182, San Antonio, TX, 78242	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-418813	CLM	Mariana Ferguson	1992-09-24	UHC-69580-26	4095010491	3155 Pine Dr # 264, Jacksonville, FL, 32295	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-411619	CLM	Olivia G Espinoza	1998-06-06	UHC-99981-18	6729738163	4233 Apache Blvd # 461, Fresno, CA, 93730	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408445	CLM	Bobby Jacobs	1942-09-25	UHC-37001-98	2949438631	1545 Jefferson Ave # 934, San Antonio, TX, 78285	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409746	CLM	Bruce Rios	1943-12-01	—	3728699250	4181 Baseline Rd, Charlotte, NC	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-418156	CLM	Anthony O Simmons	1986-12-03	UHC-84844-41	4552812383	8393 Pine Dr, Plano, TX, 75053	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415606	CLM	Beverly Garza	1973-04-17	UHC-81899-11	5735185683	1411 Indian School Rd, Scottsdale, AZ, 85273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401216	CLM	Ethan Maldonao	1970-10-25	—	5677378172	2378 Sunset Blvd Apt 39, Phoenix, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403352	CLM	Jeremy Torres	1982-06-17	UHC-01486-09	7966453095	8802 Jefferson Ave, Plano, TX, 75017	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-431491	CLM	Kimberly Little	1941-09-26	UHC-05525-16	8494375336	5743 Valley View Dr, Las Vegas, NV, 89140	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418087	CLM	Margaret Mills	1980-01-24	—	5575713213	2628 Market St, Phoenix, AZ, 85023	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more

11,960 rows, page 12 of 240Previous Next