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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402663	CLM	Yuki Herrera	1996-01-20	UHC-52366-24	—	301 Elm St, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-104181	ENR	Walter Espinoza	1973-10-15	UHC-26179-57	8958443276	7825 Cedar Ln, Orlando, FL, 32851	0.64	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-115217	ENR	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave, Gilbert, AZ, 85255	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-118459	ENR	Joseph V Porter	1960-06-27	UHC-81468-86	2375510773	6037 Sage Ct, Gilbert, AZ, 85238	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121302	ENR	Thomas X Lawrence	1964-08-10	UHC-37217-39	4455906485	5476 Mountain View Dr, Charlotte, NC, 28276	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418781	CLM	Doris Powell	1996-12-12	UHC-43897-58	3435112823	2154 Main St, Sacramento, CA, 95825	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28058	PRV	Shirley Lopez	1944-02-01	UHC-32327-74	6152096793	3855 Palm Dr, Plano, TX, 75085	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-120477	ENR	Jerry Dunn	1939-06-05	—	4936428640	658 Washington St, Columbus, OH, 43295	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-423124	CLM	Sandra Reynols	1946-09-26	UHC-58865-76	—	5433 Meadow Ln, Phoenix, AZ, 85035	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417693	CLM	Joan X Kelley	1998-02-01	UHC-58059-63	3764787600	8796 Sage Ct, Minneapolis, MN, 55459	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404511	CLM	Daniel Allen	1944-11-27	UHC-80230-70	—	9804 Camelback Rd, Houston, TX, 77018	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127726	ENR	Eugene Dominguez	1951-09-01	UHC-49629-65	7327766432	2009 Spring St, Minneapolis, MN, 55434	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122606	ENR	Philip C Ross	1944-12-11	UHC-42457-82	3545478928	3455 Park Pl, Tucson, AZ, 85773	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124758	ENR	Richard R Boyd	1945-02-02	UHC-89046-92	9896695363	2919 Jefferson Ave, Scottsdale, AZ, 85258	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-127257	ENR	Andrew Bradley	1951-04-22	UHC-41862-45	8902605677	9405 Washington St, Tempe, AZ, 85205	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-425666	CLM	Alexis O Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103844	ENR	Jacob Y Montgomery	1951-07-09	UHC-73246-48	7374924455	9776 Church St, Sacramento, CA, 95862	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400708	CLM	Karen T Rojas	1996-05-21	UHC-95344-65	9038384737	6039 Sage Ct, Miami, FL, 33184	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53625	TPA	Rachel Bowman	1962-03-21	—	—	6730 Sunset Blvd, Jacksonville, FL, 32292	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140584	ENR	Valentina Reid	1965-04-06	UHC-92970-85	6779096548	4462 Lake View Rd, Phoenix, AZ, 85029	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-63792	TPA	Russell Williamson	1990-12-09	UHC-62850-78	4565571369	8828 Ocean Ave, Eden Prairie, MN, 55385	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112793	ENR	Rachhel H Brooks	1990-09-18	UHC-42063-06	9498743301	1528 Central Ave, Jacksonville, FL, 32234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141686	ENR	Ashley Singh	1989-04-01	UHC-07698-10	2587427328	2149 Desert Sky Blvd, Tucson, AZ, 85766	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410474	CLM	Cheryl Moore	1945-05-15	UHC-22464-21	—	861 Ocean Ave, Scottsdale, AZ, 85210	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-418076	CLM	Salazar Niccole	1999-06-23	UHC-15589-83	—	2170 Harbor Blvd, Sacramento, CA, 95838	0.64	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+2 more
TPA-55434	TPA	Elizabeth Hernandez	1945-01-01	—	3304932376	4988 Baseline Rd, Tucson, AZ, 85757	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125337	ENR	Debra B Lewis	2002-01-25	UHC-60002-78	2047313307	7820 Highland Ave, Mesa, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-401572	CLM	Jeffrey Q Myers	1950-09-19	UHC-03305-03	—	7510 Hillcrest Rd, Austin, TX, 78777	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29055	PRV	Diane Olson	1981-07-11	—	6385690935	4637 Lake View Rd, Jacksonville, FL, 32257	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128377	ENR	Janice Fox	1953-01-27	UHC-33647-05	4982815092	3828 Meadow Ln, Nashville, TN, 37207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117233	ENR	Frank Howard	1971-07-01	UHC-33748-51	2546683803	5872 Jefferson Ave, Nashville, TN, 37253	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24429	PRV	Dylan Hawkins	1970-03-25	UHC-26068-29	4725175080	6252 Valley View Dr, Minneapolis, MN, 55448	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117945	ENR	Christine V Martinez	1999-08-16	UHC-53553-34	8928327488	4871 Mountain View Dr, Tampa, FL, 33616	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127798	ENR	Roy Fowler	2002-09-28	UHC-26321-54	4599217744	6743 Apache Blvd # 496, Austin, TX, 78779	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-60651	TPA	John Weber	1984-05-24	—	—	4227 Washington St, Houston, TX, 77026	0.64	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+2 more
PRV-23815	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-23814	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-432568	CLM	Willie Reyse	1967-07-18	UHC-22077-99	—	9120 Mountain View Dr, Nashville, TN, 37225	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409870	CLM	Addam Owens	1968-12-11	—	6608132403	1894 Lake View Rd, Fresno, CA, 93711	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-430151	CLM	Logan F McDonald	1979-12-13	UHC-23240-38	—	900 Sunset Blvd, San Antonio, TX, 78209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-125231	ENR	Eugene Bell	1960-02-08	UHC-07032-53	—	8207 Highland Ave, Las Vegas, NV, 89197	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62688	TPA	Isabella Waang	1990-08-06	—	—	600 Church St # 193, Minneapolis, MN, 55433	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
CLM-427873	CLM	Amanda Ford	1946-05-22	UHC-93605-25	6678105602	251 Baseline Rd, Tucson, AZ, 85726	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111236	ENR	Gary V Day	1977-07-20	UHC-44898-69	4296775374	5985 Jefferson Ave, Dallas, TX, 75298	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-28853	PRV	Austin Miller	2001-11-16	—	7426838444	1627 Church St, Minneapolis, MN, 55476	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410316	CLM	Debra G Green	2007-10-20	UHC-25289-02	—	4502 Spring St, Miami, FL, 33199	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411530	CLM	Beverly Herrera	1980-11-28	UHC-28703-46	6635678952	7783 Elm St, Fresno, CA, 93726	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117599	ENR	Bobby Miller	1995-01-10	UHC-03506-53	3713143240	3637 Harbor Blvd, Tucson, AZ, 85759	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58015	TPA	Maria Webb	1943-09-01	—	—	8356 Maple Ave, Miami, FL, 33120	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-51251	TPA	Dylan Ferguson	1993-06-26	UHC-34747-74	—	9126 Maple Ave, Tempe, AZ, 85200	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

8,263 rows, page 83 of 166Previous Next