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 “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-22596	PRV	Austin Bryant	1982-03-20	—	5275559875	3056 Willow Ct, Houston, TX, 77008	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28032	PRV	Roger Davis	1994-04-28	UHC-30457-09	2114195514	4491 Elm St # 863, Miami, FL, 33168	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-27615	PRV	Grace Ortiz	1939-09-27	—	4186879812	7871 Spring St, Orlando, FL, 32872	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-22183	PRV	Bobby Lee	1939-06-16	—	8902297657	7975 Lincoln Way, Scottsdale, AZ, 85201	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28704	PRV	Betty Burke	1966-02-08	—	3842806656	4250 Mountain View Dr, Phoenix, AZ, 85086	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20775	PRV	Terry Elliott	1980-07-19	UHC-19456-25	6812696009	610 Oak St, Dallas, TX, 75226	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20759	PRV	Amy Montgomery	1969-05-19	—	9546973499	375 Mesa Dr, Phoenix, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28705	PRV	Joseph Brooks	1949-02-20	UHC-78973-47	4986566407	4944 Lake View Rd, Tampa, FL, 33658	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28166	PRV	Jacqueline Young	1991-01-01	—	4195696266	5721 Valley View Dr, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23207	PRV	Aln Morgan	1976-06-02	—	2845116754	9755 Elm St, Glendale, AZ, 85398	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21871	PRV	Marcus Turner	1974-12-07	—	6646179546	5655 Bayshore Dr, Columbus, OH, 43262	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29214	PRV	Ana Wilson	—	—	9572687427	6492 Jefferson Ave, Chandler, AZ, 85258	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-20188	PRV	Brian Cole	—	—	8247148547	8635 Market St Apt 13, Miami, FL, 33182	0.62	Name re-cased Date of birth missing Phone reformatted Unit split from street+3 more
PRV-26823	PRV	Megan Rios	—	UHC-47867-27	8323654987	9068 Central Ave, Atlanta, GA, 30361	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-28532	PRV	Fatima X Duncan	2001-09-26	—	5236513541	2074 Cedar Ln, Los Angeles, CA, 90070	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25583	PRV	Alice Jackson	1968-01-20	UHC-04889-09	4414694338	3218 Elm St, Denver, CO, 80247	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22801	PRV	Aisha Stephens	1996-04-17	—	7065044094	2778 Valley View Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-27927	PRV	Jose Mendez	1975-02-15	—	6693119260	2541 Canyon Rd, Orlando, FL, 32862	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24233	PRV	Margaret U Vazquez	1999-05-22	UHC-51429-18	—	5357 Central Ave, San Antonio, TX, 78296	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27870	PRV	Charlotte X Jordan	1983-07-23	UHC-36937-84	7169515293	4790 Bayshore Dr, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20644	PRV	Bradley Anderson	1976-07-24	—	4063021271	5819 Forest Ave, Las Vegas, NV	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
PRV-27671	PRV	Reed T Cheryl	1984-06-12	—	—	984 Meadow Ln, Nashville, TN, 37207	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20844	PRV	Carol Snyder	1966-06-27	—	—	6212 Baseline Rd, Las Vegas, NV, 89100	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25814	PRV	Lawrence P Harvey	1948-01-13	—	3252292733	455 Canyon Rd, Los Angeles, CA, 90051	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27467	PRV	Jean Long	1952-07-08	—	2228756796	6765 Spring St, Mesa, AZ, 85238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27466	PRV	Jean Long	1952-07-08	—	2228756796	6765 Spring St, Mesa, AZ, 85238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22335	PRV	Kathleen Powell	1958-08-22	—	3483706554	930 Forest Ave, San Diego, CA, 92199	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28130	PRV	Melissa V Simmons	1993-10-05	UHC-31521-24	3114715238	3474 Sage Ct, Atlanta, GA, 30381	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21671	PRV	Anthony Fox	1958-07-09	—	9792049229	3622 Desert Sky Blvd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25835	PRV	Sharon Weber	2006-09-08	UHC-02965-50	4403387593	6745 Apache Blvd, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25834	PRV	Sharon Weber	2006-09-08	UHC-02965-50	4403387593	6745 Apache Blvd, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22880	PRV	Jessica Fox	1991-05-08	UHC-31731-49	4932291787	2148 Apache Blvd, Jacksonville, FL, 32241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26492	PRV	Christina Graham	2000-01-21	UHC-41760-03	7554538929	6748 Camelback Rd, Jacksonville, FL, 32250	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27793	PRV	Jennifer Murray	1949-07-08	—	3808337421	4105 Apache Blvd, Gilbert, AZ, 85268	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25613	PRV	Ashley Black	1979-05-21	UHC-06518-66	2949464773	9803 Harbor Blvd, Orlando, FL, 32838	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-22302	PRV	Benjmain R Taylor	1985-01-15	UHC-56897-70	5406899345	6028 Maple Ave, Houston, TX, 77028	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-29109	PRV	Yuik L Peters	1993-07-02	—	4433791540	7982 River Rd, Atlanta, GA, 30354	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27013	PRV	Doris P Kign	1976-07-06	—	—	1377 Indian School Rd, Tampa, FL, 33644	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23563	PRV	Edward Coleman	1971-11-17	UHC-77392-61	6329700454	7471 Washington St, Denver, CO, 80222	0.64	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-21544	PRV	Branodn Hansen	1979-03-20	—	7959480557	4589 Mesa Dr, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26189	PRV	Kathleen U Clark	1981-08-17	UHC-96127-46	—	3451 Sunset Blvd, Orlando, FL, 32860	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27231	PRV	Bruce Burke	1979-08-05	UHC-27034-47	—	8889 Canyon Rd, Tucson, AZ, 85730	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-20781	PRV	Sanrda K Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-24941	PRV	Kayla Murray	1988-09-07	—	9564426103	6435 Palm Dr, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20792	PRV	George Knight	1998-04-09	—	6864390158	7834 Canyon Rd, Los Angeles, CA, 90070	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24278	PRV	Donald Luna	1971-01-26	—	—	9766 Washington St, San Diego, CA, 92137	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26009	PRV	Billy Valdez	1968-12-02	—	4548323745	1459 Hillcrest Rd, Glendale, AZ, 85310	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
PRV-25829	PRV	Sarah Nelson	1981-10-23	—	—	2553 Canyon Rd Apt 25, Eden Prairie, MN, 55345	0.64	Name re-cased Unit split from street City re-cased Email lower-cased+2 more
PRV-21802	PRV	Bobby Q Medina	1981-03-07	UHC-80283-64	5973759403	4451 Desert Sky Blvd, Charlotte, NC, 28243	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23554	PRV	John Z Armstrong	2003-06-27	—	2117248758	143 Sunset Blvd, Glendale, AZ, 85360	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

3,816 rows, page 18 of 77Previous Next