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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57859	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116968	ENR	Margaret Duncan	1950-08-15	UHC-78353-92	8348817889	569 Market St, Tampa, FL, 33643	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403635	CLM	Henry Marshall	1954-10-23	UHC-90506-25	6587331920	8683 Forest Ave, Orlando, FL, 32873	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61658	TPA	Tony Thompson	1957-06-26	—	—	7223 Church St, Plano, TX, 75002	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54160	TPA	Diana Woods	1989-12-02	—	6553257920	795 Sage Ct, San Diego, CA, 92137	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113163	ENR	Paul B Marshall	1965-08-08	UHC-73694-41	8956586819	8380 Ocean Ave # 276, Tampa, FL, 33627	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
TPA-61483	TPA	Paul Murphy	1954-11-21	—	—	1988 Mesa Dr, Atlanta, GA, 30321	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-20535	PRV	Russell Z Watkins	1990-08-22	—	—	8736 Bayshore Dr, Las Vegas, NV, 89104	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-402698	CLM	Carl George	1959-08-09	UHC-98825-70	9338891224	—	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-402699	CLM	Carl George	1959-08-09	UHC-98825-70	9338891224	—	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-428738	CLM	Donald B Tran	1952-02-13	UHC-50361-26	—	3981 Maple Ave, Tampa, FL, 33651	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429168	CLM	Laura Franklni	1946-02-10	UHC-32182-41	—	9718 Camelback Rd Apt 11, Phoenix, AZ, 85017	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107198	ENR	Ethan V Hill	1966-05-05	UHC-93821-06	4776422580	9861 Bayshore Dr, Mesa, AZ, 85232	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52561	TPA	Doris Robertson	1951-03-03	—	—	1581 Canyon Rd, Houston, TX, 77097	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405593	CLM	Catherine Morrison	2008-01-27	—	—	4880 Ocean Ave, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-400869	CLM	Frances O Bennett	1993-09-12	—	9585675063	3911 Jefferson Ave, San Diego, CA, 92117	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129533	ENR	Ruger S Watkins	1981-05-18	UHC-26150-24	8097398927	5312 Jefferson Ave, Los Angeles, CA, 90045	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
TPA-60434	TPA	Julia Park	1956-11-04	—	2374488144	3535 Pine Dr, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429433	CLM	Jack Smith	—	—	—	742 Bayshore Dr, Las Vegas, NV, 89189	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-102064	ENR	Jeffrey Q Myers	1950-09-19	UHC-03305-03	3579765682	3390 Harbor Blvd, Tucson, AZ, 85775	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
TPA-55872	TPA	Paul Patel	1942-11-22	—	—	8622 Bayshore Dr, Tucson, AZ, 85741	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-407084	CLM	Bryan Carter	1973-11-26	—	—	2538 Valley View Dr, Austin, TX, 78720	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-132302	ENR	Benjamni U Alvarado	1960-08-19	UHC-00426-39	—	8188 Mesa Dr, Sacramento, CA, 95826	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53310	TPA	Abby Kelley	1987-10-27	—	—	3540 Harbor Blvd, Seattle, WA, 98172	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22849	PRV	Mason Wood	2006-11-17	—	3712343111	9111 Cedar Ln, San Diego, CA	0.64	Name re-cased City re-cased State name converted to code ZIP missing+2 more
TPA-55100	TPA	Jack Carter	1997-04-23	—	6939400690	9198 Mountain View Dr Apt 21, Tucson, AZ, 85754	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-134979	ENR	Carlos P Sttewart	1988-03-11	UHC-30099-24	3576768254	1899 Desert Sky Blvd, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130563	ENR	Amber N Lawrence	1978-04-18	UHC-53728-11	—	1461 Bayshore Dr, Fresno, CA, 93794	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-417318	CLM	George C Mejia	1981-02-28	UHC-53320-70	—	6007 Lake View Rd, Dallas, TX, 75257	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-141210	ENR	Kimberly Vega	1953-09-03	UHC-56666-04	—	1325 River Rd, Charlotte, NC, 28230	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-112005	ENR	Keith Q Marquez	1955-10-10	UHC-58160-46	6979744639	7217 Spring St, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114782	ENR	Camila F Long	—	UHC-01659-73	6722120176	3550 Apache Blvd, Glendale, AZ, 85354	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-119389	ENR	Mary B Young	1996-07-16	UHC-78998-28	5496646553	9853 Sage Ct Apt 39, Mesa, AZ, 85260	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-138137	ENR	Peter I Carlson	1949-05-26	UHC-51214-95	2592701194	206 Maple Ave, Tempe, AZ, 85230	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103290	ENR	Kathryn V Medina	1976-07-04	—	—	6971 Meadow Ln, Eden Prairie, MN, 55307	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
TPA-61901	TPA	Juan Hunter	1965-09-22	—	—	5057 Valley View Dr Apt 18, Chandler, AZ, 85249	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415782	CLM	Doris Hunter	1972-11-04	UHC-71005-52	—	8898 Cedar Ln, Atlanta, GA, 30376	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122450	ENR	Steven S Powell	1961-12-11	UHC-96214-99	7046218707	2384 Mountain View Dr, Atlanta, GA, 30336	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-126661	ENR	Jaent Brown	—	UHC-22090-70	—	4416 Desert Sky Blvd, Austin, TX, 78726	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-126811	ENR	Carlos Baker	1967-03-21	UHC-11317-84	7548568772	5476 Union St, Minneapolis, MN, 55472	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428578	CLM	Tyler P Gray	1939-10-16	UHC-05293-42	—	1504 Bayshore Dr, Jacksonville, FL, 32216	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-136962	ENR	Matthew Sandoval	1956-02-01	UHC-42875-42	8065633752	7835 Cedar Ln Apt 18, Austin, TX, 78786	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-137087	ENR	Aaron M Le	1974-02-22	UHC-71460-55	—	1451 Apache Blvd, San Diego, CA, 92157	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-119583	ENR	Russell Y Meyer	2007-01-24	UHC-23548-21	5518287675	9559 Ridge Rd, Miami, FL, 33137	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-133559	ENR	Frank O Anderson	1985-02-13	UHC-16477-05	2455658832	9725 Desert Sky Blvd, Tempe, AZ, 85250	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-407516	CLM	Lawrence Maldonado	1994-07-20	UHC-97544-20	—	7498 Main St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-140650	ENR	Randy Valdez	1956-02-15	UHC-86863-81	4683533078	1385 Ocean Ave, Columbus, OH, 43289	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56019	TPA	Santiago Moore	1963-11-19	—	—	3960 Spring St, Nashville, TN, 37231	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405420	CLM	Maria Ramirez	1999-04-23	—	—	1102 Market St Apt 29, Los Angeles, CA, 90037	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56136	TPA	William Thomes	1963-02-12	—	—	6444 Ridge Rd # 541, Scottsdale, AZ, 85280	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more

39,996 rows, page 167 of 800Previous Next