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
PRV-22290	PRV	Carlos Hamilton	1956-01-21	UHC-99654-35	6424132000	7313 Desert Sky Blvd, Tampa, FL, 33635	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134120	ENR	Sophia X Garrett	1955-05-14	UHC-00711-30	6917660824	6424 Oak St, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114289	ENR	Chuck Dunn	1993-10-24	UHC-26801-85	9608153372	4956 Meadow Ln, Columbus, OH, 43288	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-23284	PRV	Pamela Rojas	1976-04-09	UHC-38278-60	—	2815 Elm St, Plano, TX, 75010	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403376	CLM	Cheryl Q Henry	1955-08-19	UHC-97793-44	5987324108	4304 Canyon Rd, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121372	ENR	Andrew Y Dominguez	2008-06-06	UHC-74762-12	2778317507	2936 Broadway, Columbus, OH	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-429125	CLM	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-403507	CLM	Ruth Carr	2006-04-27	—	9594544279	692 Bayshore Dr, Dallas, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23928	PRV	Kelyl Hart	1972-01-16	—	3387784809	1560 Canyon Rd Apt 25, Miami, FL, 33199	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23927	PRV	Kelyl Hart	1972-01-16	—	3387784809	1560 Canyon Rd Apt 25, Miami, FL, 33199	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-119072	ENR	Diego Boyd	2002-09-23	UHC-90958-04	7437540518	6612 Washington St, Columbus, OH, 43294	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-429736	CLM	Christina Jimenez	1958-04-19	—	3862976335	4263 Ocean Ave, Chandler, AZ, 85200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412557	CLM	Roy Sanders	1941-06-11	UHC-81923-33	5337453822	1470 Willow Ct, Orlando, FL, 32818	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-420098	CLM	Jesse Nelson	1989-12-14	UHC-18838-51	—	8592 Palm Dr, Plano, TX, 75070	0.60	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+4 more
CLM-421019	CLM	Alice D Webb	1998-06-27	—	—	2190 Oak St, Charlotte, NC, 28256	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-400852	CLM	Nicholas P Coleman	1945-09-10	UHC-80494-31	5545568420	5342 Elm St, Dallas, TX, 75272	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128887	ENR	Yuki D Crawford	1979-04-14	UHC-20394-21	8359915469	5540 River Rd, Austin, TX, 78716	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-407641	CLM	Edward Brooks	1938-02-01	—	7958975348	3916 Apache Blvd, Eden Prairie, MN, 55377	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128785	ENR	Christine W Singh	1971-02-03	UHC-80809-93	2526413605	835 Main St, Tempe, AZ, 85255	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
TPA-62290	TPA	Gloria Palmer	1944-06-01	—	8286156343	2787 Mountain View Dr Apt 4, Tampa, FL, 33666	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-417666	CLM	Frank James	1954-05-28	—	—	1373 Highland Ave, Miami, FL, 33150	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-113466	ENR	Russell W Wong	1985-05-08	UHC-32502-69	7819103370	6766 Desert Sky Blvd Apt 4, Houston, TX, 77022	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-129151	ENR	Marilyn T West	1980-07-28	UHC-27302-30	4703844596	4394 Apache Blvd Apt 38, Glendale, AZ, 85329	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-141346	ENR	Ahmed J Kelly	1965-02-21	UHC-98117-22	9242477298	4968 Willow Ct Apt 16, Tucson, AZ, 85776	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-408530	CLM	Judith Dean	1998-06-17	UHC-47353-96	9897444303	7492 Market St, Mesa, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20075	PRV	Madison H Boyd	1997-10-09	—	4957631430	5761 Central Ave Apt 32, Nashville, TN, 37230	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21463	PRV	Diana O Harrison	1966-08-06	—	4013185529	7744 Central Ave, Gilbert, AZ, 85264	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-404623	CLM	Teresa Mendez	1987-06-26	UHC-99599-84	8074200818	4688 Willow Ct # 540, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-54009	TPA	Hannah Oliver	1951-07-08	—	2558020399	926 Oak St, Scottsdale, AZ, 85270	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104588	ENR	Brittany A Watson	1974-05-08	UHC-29744-32	8545621093	2080 Union St, Scottsdale, AZ, 85239	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111326	ENR	Joshua Gordon	1983-11-03	UHC-19807-30	5787622808	7170 Willow Ct, Sacramento, CA	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-140799	ENR	Carl Lynch	2003-02-23	UHC-43141-12	5152979945	9073 River Rd, Tempe, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407620	CLM	Mateo Rivera	1958-11-09	UHC-49017-44	8138082222	3705 Spring St, Atlanta, GA, 30307	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129573	ENR	Jon H Reyes	1952-07-07	UHC-89739-72	6804201368	7319 Pine Dr, Austin, TX, 78703	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428215	CLM	Rebecca Hamilton	1954-02-23	UHC-26416-03	2155193615	2665 Indian School Rd # 301, Plano, TX, 75019	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-28840	PRV	Chris Ortega	1970-12-12	UHC-45995-18	7923763304	3105 Oak St, Charlotte, NC, 28278	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126182	ENR	Mason B Stewart	1961-06-25	UHC-38574-16	3233545682	6930 Sunset Blvd, Sacramento, CA, 95875	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-116155	ENR	Catherine Simpson	1979-08-26	UHC-22875-45	5538124807	2256 Oak St, Tempe, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136924	ENR	Keevin Z Stevens	1953-01-05	UHC-86764-72	6217767714	7911 Baseline Rd, Glendale, AZ, 85373	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126707	ENR	Lawrence B Webb	1942-04-02	UHC-93961-29	8544171833	5227 Main St, Phoenix, AZ, 85029	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410960	CLM	Ynag Valentina	1943-08-22	—	8609219601	2679 Sunset Blvd, Seattle, WA, 98131	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-402957	CLM	Gabriel McDonald	1947-11-21	UHC-21533-16	8713805476	8474 Desert Sky Blvd, Plano, TX, 75012	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141899	ENR	Michelle P Gutierrez	1964-12-17	UHC-90571-23	8915690539	118 River Rd # 526, Mesa, AZ, 85254	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-63955	TPA	Marilyn Dominnguez	1991-04-14	—	—	6157 Camelback Rd # 441, Fresno, CA, 93745	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-105698	ENR	Christina Moralles	1966-05-24	UHC-42901-64	4814710861	7966 Camelback Rd, Gilbert, AZ, 85236	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415811	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	5789115047	1213 Main St, Seattle, WA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111988	ENR	Anthony G Fields	1966-06-08	UHC-92391-87	6026645562	7579 Central Ave, Austin, TX, 78712	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-142807	ENR	Jacob Espinoza	1943-03-01	UHC-09081-77	2186631113	9827 Lake View Rd Apt 40, San Diego, CA, 92130	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-424321	CLM	Ralph T Santiago	1964-01-11	UHC-93505-50	2875128451	2638 Bayshore Dr, Dallas, TX, 75240	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106545	ENR	Sam Miller	1940-11-09	UHC-50684-94	3718044039	5308 Grand Ave # 408, Tucson, AZ, 85778	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more

39,996 rows, page 86 of 800Previous Next