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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401825	CLM	Boobby Banks	—	UHC-25181-58	3852921108	8937 Ocean Ave, Nashville, TN, 37269	0.58	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
PRV-22963	PRV	Zachary K Long	1957-09-19	UHC-67657-07	7914758992	8115 Spring St, Tempe, AZ	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-427318	CLM	Brenda Y Gonzalez	1966-12-25	UHC-48692-65	8202141642	3145 Apache Blvd, Houston, TX, 77084	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-28259	PRV	Brandon Coollins	1981-07-08	UHC-98443-74	3305209122	1704 Desert Sky Blvd, Tampa, FL, 33665	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141727	ENR	Nathan Day	2004-03-20	UHC-18540-15	6145625518	4425 Broadway Apt 22, Dallas, TX	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
CLM-415745	CLM	Nancy Myers	1991-06-05	—	5585585147	5117 Indian School Rd, Minneapolis, MN, 55429	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-113544	ENR	Frances V Morales	1981-06-25	UHC-94910-11	7198143872	4633 Sage Ct, Atlanta, GA, 30336	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-120292	ENR	Janet W Edwards	1965-07-10	UHC-30103-66	7378263478	3833 Market St, Scottsdale, AZ, 85260	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-139861	ENR	Kathryn Obrien	1987-09-23	UHC-59533-24	7412632886	650 Apache Blvd, Phoenix, AZ, 85022	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-23272	PRV	Maria W Gray	1994-12-02	—	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128478	ENR	Linda Johnson	1994-09-18	UHC-84718-34	8787245719	3980 Baseline Rd, Columbus, OH	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128928	ENR	Amanda Espinoza	2006-08-13	UHC-65635-71	9708637503	6442 Maple Ave, Nashville, TN, 37281	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-404233	CLM	Pamela Hansen	2005-01-05	—	6963914326	7482 Oak St, Austin, TX, 78778	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27944	PRV	Isabella Sinngh	1949-11-14	UHC-14951-40	9162509220	8764 Baseline Rd # 276, Columbus, OH, 43296	0.58	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
PRV-28789	PRV	Sharon Diaz	1957-07-25	—	6089609342	4651 Sage Ct, Nashville, TN, 37266	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-421884	CLM	Elijah S Medina	1952-02-09	UHC-63153-94	9778344616	8286 Bayshore Dr # 532, Columbus, OH, 43267	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-411898	CLM	Donald O Lynch	1999-02-27	UHC-41325-80	5313314934	2835 Lake View Rd, Mesa, AZ, 85265	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23134	PRV	Eric Lane	1948-11-21	UHC-13620-95	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102962	ENR	Joshua N Hill	1990-12-04	UHC-51639-39	7782350837	6968 Market St, Jacksonville, FL, 32293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21669	PRV	Anthony X Fox	1958-07-09	UHC-20928-76	9792049229	3622 Desert Sky Blvd # 104, Eden Prairie, MN, 55305	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-100071	ENR	Laura Hamilton	1956-01-17	UHC-53829-66	—	7386 River Rd, Las Vegas, NV, 89191	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-54338	TPA	Hiroshi Vazquez	1978-09-11	—	9065836819	928 Mountain View Dr # 951, Scottsdale, AZ, 85204	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-63843	TPA	John Holmes	1983-10-10	—	3549491986	1760 Forest Ave, Dallas, TX, 75231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142112	ENR	Nicholas M Mendoza	1994-05-04	UHC-42778-02	—	3558 Washington St, Eden Prairie, MN, 55317	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29256	PRV	Maria H Cruz	1976-05-06	UHC-53660-81	9605553923	629 Market St, San Diego, CA, 92110	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-54637	TPA	Charlotte Gordon	1943-08-12	—	5098806150	9685 Elm St, Plano, TX, 75038	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130897	ENR	Denise E Riley	1978-11-12	UHC-35670-83	6224232185	8523 Jefferson Ave, Atlanta, GA, 30341	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132728	ENR	Brittany Alvaredo	1991-09-17	UHC-89357-17	5975826766	7794 Baseline Rd # 601, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-60640	TPA	Kevin W Howell	1965-01-04	—	—	8133 Palm Dr, Denver, CO, 80276	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-402048	CLM	Stephanie Allen	1995-11-20	UHC-51810-47	6213718519	8645 Apache Blvd, Tempe, AZ, 85210	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-125147	ENR	Linda Guerrero	1974-03-06	UHC-56786-63	7969125976	1155 Cedar Ln, Gilbert, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-134622	ENR	Noah Q Lee	2005-12-17	UHC-90337-32	3237919546	9849 Highland Ave, Fresno, CA, 93781	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123633	ENR	Jackie N Sanders	1951-07-10	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108291	ENR	Bobby M Jimenez	1963-03-15	UHC-23688-88	8914890504	8735 Ridge Rd, San Diego, CA, 92169	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-51222	TPA	Janet Harvey	1964-07-22	—	8706682954	7746 Palm Dr, Tucson, AZ, 85708	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427752	CLM	Andrea Wagner	1940-02-15	—	5462180473	7893 Cedar Ln, Glendale, AZ, 85332	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406441	CLM	Priya Stone	1946-06-10	UHC-32131-64	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-29005	PRV	Mark Banks	1986-12-28	UHC-06187-42	2886049707	2326 Meadow Ln, Chandler, AZ, 85254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110629	ENR	Aisha Myers	1995-02-19	UHC-16370-77	—	5623 Sage Ct, Fresno, CA, 93744	0.60	Street suffix standardised Address re-cased City re-cased Email lower-cased+4 more
ENR-140731	ENR	Denise Q Reid	1966-07-03	UHC-47159-46	2873648557	5411 Church St, San Antonio, TX, 78236	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116657	ENR	Katherine D Black	2003-06-08	UHC-30092-48	—	4617 Grand Ave, Dallas, TX, 75254	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-425858	CLM	Donna Reed	1985-11-09	UHC-68692-18	4475624458	7251 Harbor Blvd, Columbus, OH, 43266	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100098	ENR	Valentina D Warren	1959-11-17	UHC-64240-81	7375366901	9049 Maple Ave, Dallas, TX, 75225	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-54077	TPA	Isabella Berry	1945-04-01	UHC-10949-47	6863928550	8659 Sage Ct, Tucson, AZ, 85722	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-417805	CLM	Sean F Wright	2002-05-23	—	2489493230	34 Bayshore Dr, Austin, TX, 78753	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56792	TPA	Jacoob Greeene	1984-10-02	—	3149657945	9893 Meadow Ln Apt 22, Jacksonville, FL, 32211	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-424181	CLM	Matthew Ward	1944-03-10	UHC-15822-54	6094992984	2316 Baseline Rd, Glendale, AZ, 85311	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62595	TPA	Elliott David	1955-05-20	—	6265296430	4394 Main St, Nashville, TN, 37200	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127665	ENR	Dick Lucas	1961-05-16	UHC-76193-77	9489632123	2788 Mesa Dr, Tampa, FL, 33651	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130691	ENR	Teresa Simmons	1949-01-11	UHC-70791-29	8949190292	2740 Mesa Dr, Columbus, OH, 43203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

71,257 rows, page 152 of 1,426Previous Next