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

Provider network, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22905	PRV	Mariana Chavez	2005-11-01	—	9555527673	3008 Sunset Blvd, Houston, TX, 77018	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24750	PRV	Terry T Meyer	1989-09-11	—	6599944418	8620 Ridge Rd, Eden Prairie, MN, 55361	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26252	PRV	Judy Santiago	1999-05-13	—	8664182162	132 Pine Dr, Tempe, AZ, 85248	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22391	PRV	Sarah Marshall	1941-06-20	—	5417891031	4580 River Rd, Tucson, AZ, 85708	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22392	PRV	Sarah Marshall	1941-06-20	—	5417891031	4580 River Rd, Tucson, AZ, 85708	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26968	PRV	Charlotte N Fowler	1967-11-27	UHC-76075-73	8238044717	9467 Indian School Rd, Gilbert, AZ, 85247	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29595	PRV	Zachary Mendez	2003-01-26	UHC-28618-02	8337141304	8894 Lake View Rd, Atlanta, GA, 30373	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28889	PRV	Charles Butler	1963-10-19	UHC-33196-93	8462801030	7058 Central Ave, Miami, FL, 33187	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-22947	PRV	Luis Hall	1973-09-26	UHC-09047-55	7395664678	136 Ocean Ave, Columbus, OH, 43201	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-26237	PRV	Sarah C Murphy	1964-06-03	—	5473549016	7273 Palm Dr, Scottsdale, AZ, 85237	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26779	PRV	Barbara Collins	2004-05-17	—	9139945612	647 Market St, Minneapolis, MN, 55468	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28083	PRV	Saniago Willis	2005-07-22	—	3459769221	6570 Mesa Dr, Scottsdale, AZ, 85293	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22081	PRV	Charlotte Coleman	1994-05-05	—	7035761622	4598 Baseline Rd, Nashville, TN, 37221	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22952	PRV	Nancy Lynch	1970-02-10	UHC-62977-75	8325056289	1365 Spring St, Denver, CO, 80289	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22951	PRV	Nancy Lynch	1970-02-10	UHC-62977-75	8325056289	1365 Spring St, Denver, CO, 80289	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26083	PRV	Samantha G Fowler	1947-10-17	—	9442115222	5051 Mountain View Dr, Gilbert, AZ, 85228	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24434	PRV	Teresa Harrison	2007-01-27	—	—	1781 Harbor Blvd, San Antonio, TX, 78294	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20343	PRV	James Bryant	2000-12-16	—	—	8331 Mesa Dr, Glendale, AZ, 85377	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24857	PRV	Janice L Carlson	1973-10-08	—	2506697187	6435 Highland Ave, Fresno, CA, 93784	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24250	PRV	Tim Sims	2008-09-12	UHC-24501-74	8627090425	3299 River Rd, Las Vegas, NV, 89134	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24126	PRV	Ralph Wang	1957-12-03	UHC-14239-31	9104336575	5835 Washington St, Chandler, AZ, 85295	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27578	PRV	Yuki U Perez	1986-01-19	—	6265875624	5798 Elm St, Sacramento, CA, 95846	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28830	PRV	Diane Carter	1974-06-22	—	3799179824	663 Main St, San Diego, CA, 92173	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20829	PRV	Ben Greene	1994-06-08	—	5836925529	1364 Oak St, Dallas, TX, 75286	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24849	PRV	Christian Wheeler	1961-12-05	UHC-52926-58	3179274242	1245 Cedar Ln, Seattle, WA, 98100	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21378	PRV	Peteer Clark	1947-06-08	—	6056117774	275 Cedar Ln, Denver, CO, 80294	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-20970	PRV	Dorothy Rogers	1976-08-24	—	3407199887	5012 Elm St, Dallas, TX, 75238	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23592	PRV	Judy Jimenez	2006-07-10	UHC-73726-15	3739974886	4481 Camelback Rd, Tampa, FL, 33619	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27453	PRV	Kayla Martin	1981-02-09	—	7303882240	2860 Spring St, Nashville, TN, 37218	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28304	PRV	Dennis O Dean	1974-02-06	UHC-07591-25	3653866925	863 Forest Ave, Gilbert, AZ, 85273	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26339	PRV	Anna Y Greene	1986-02-14	—	9875217391	9359 Lake View Rd, Denver, CO, 80222	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20170	PRV	Stephanie Hamilton	1986-01-08	UHC-85850-81	8273998162	6645 Highland Ave, Phoenix, AZ, 85085	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27249	PRV	Peter Fisher	1973-04-19	UHC-49647-84	5053643227	9503 Broadway Apt 37, Dallas, TX, 75252	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-21081	PRV	Fatima Green	1971-01-19	UHC-56858-96	8975855235	764 River Rd, Minneapolis, MN, 55442	0.74	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-24430	PRV	Daniel Jackson	1951-11-21	UHC-96969-13	8817343579	9136 Baseline Rd, Denver, CO, 80242	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28116	PRV	Charlotte Z Silva	2007-01-27	UHC-82786-43	2937090294	822 Lake View Rd, Fresno, CA, 93739	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24879	PRV	Jonathan Mason	1958-03-06	UHC-16686-90	2557387009	8561 Mesa Dr, Minneapolis, MN, 55467	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24674	PRV	Raandy G Griffin	1940-09-26	UHC-66717-41	8902132132	3473 Pine Dr, Seattle, WA, 98129	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20346	PRV	Martha H Soto	1959-07-25	UHC-33703-56	—	6617 Willow Ct, San Antonio, TX, 78233	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21920	PRV	Timothy Ortiz	2004-11-19	UHC-17817-46	3903141097	3613 Bayshore Dr, Nashville, TN, 37264	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27709	PRV	Ann U Bailey	2005-01-06	—	8347556210	6633 Oak St, Chandler, AZ, 85210	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-24326	PRV	Nancy Lynch	1968-04-17	UHC-28387-21	6423217506	6292 Ocean Ave, Glendale, AZ, 85348	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22822	PRV	Alan Ramos	1971-09-24	—	—	34 Washington St, Seattle, WA, 98132	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28500	PRV	Grace Y Palmer	2008-06-23	—	8377457100	6124 Hillcrest Rd, Tempe, AZ, 85253	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25938	PRV	Ashley Garrett	1975-10-05	—	6482839997	5074 Sage Ct, Phoenix, AZ, 85000	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28334	PRV	Zachary Willis	2006-07-10	—	7058569267	1522 Desert Sky Blvd, Miami, FL, 33113	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-27039	PRV	Anna Carpenter	1976-07-20	—	2977720124	7255 Ridge Rd, Phoenix, AZ, 85098	0.74	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-21535	PRV	Danielle Jackson	1954-10-11	—	2652938377	3506 Spring St, Denver, CO, 80238	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25156	PRV	Andrew Ross	2003-02-09	—	8252584957	8067 Meadow Ln, Seattle, WA, 98192	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21997	PRV	Mason X Patterson	1938-12-27	—	2144381962	1492 Willow Ct, Los Angeles, CA, 90039	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more

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