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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23826	PRV	Sarah McCoy	1955-12-01	UHC-25246-54	3554600160	7068 Pine Dr Apt 32, Phoenix, AZ, 85057	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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-20135	PRV	Paul L Gutierrez	1939-11-28	UHC-28321-70	6632701366	167 Main St, Plano, TX, 75032	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23884	PRV	Jerry Sandoval	1996-07-10	UHC-15546-21	6985390081	5046 Maple Ave, Minneapolis, MN, 55429	0.62	Phone reformatted Street suffix standardised Address re-cased City 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-24738	PRV	Marilyn L Walker	1999-12-09	—	5236517965	721 River Rd, Minneapolis, MN, 55443	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21082	PRV	Catherine Richardson	2005-08-26	UHC-15592-78	8617857017	2274 Church St, Scottsdale, AZ, 85238	0.62	Street suffix standardised Address re-cased City re-cased State code upper-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-22316	PRV	Christopher Santos	1995-05-06	UHC-66123-93	—	609 Spring St, Eden Prairie, MN, 55332	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-29092	PRV	Stephanie Lopez	1943-10-18	UHC-95228-95	6445980421	1921 Washington St, Gilbert, AZ, 85201	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21454	PRV	Camila Murphy	1977-05-27	—	7648076360	7655 Forest Ave, Scottsdale, AZ, 85253	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City 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-24353	PRV	Gregory Palmer	1986-02-26	UHC-33450-51	3146198561	8004 Church St, Scottsdale, AZ, 85256	0.62	Phone reformatted Street suffix standardised Address re-cased City 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-23208	PRV	Alan Morgan	1976-06-02	UHC-68605-81	2845116754	9755 Elm St, Glendale, AZ, 85398	0.62	Date of birth reformatted 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-27401	PRV	Eric Fowler	2000-03-07	UHC-11863-83	6315355894	3681 Market St, Denver, CO, 80281	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27402	PRV	Eric Fowler	2000-03-07	UHC-11863-83	6315355894	3681 Market St, Denver, CO, 80281	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22682	PRV	Emma Spencer	1943-06-15	UHC-81963-03	6626947590	8003 Market St, Orlando, FL, 32818	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-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-29082	PRV	Sharun Lewis	1982-06-20	UHC-19056-83	9035266511	7383 Central Ave, Houston, TX, 77018	0.64	Phone reformatted Street suffix standardised Address re-cased City 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-25884	PRV	Arthur Munoz	1956-01-04	—	5238035252	4160 Sage Ct, Tampa, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-24772	PRV	Elijah R Price	1986-12-26	UHC-50102-32	2323159074	3333 Palm Dr, Phoenix, AZ, 85024	0.64	Phone reformatted Street suffix standardised Address re-cased City 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-21177	PRV	Maria Allen	1963-12-08	UHC-56210-79	8012015427	4502 Hillcrest Rd, Phoenix, AZ, 85052	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21593	PRV	Ann Simpson	1975-01-13	—	4268308851	63 Indian School Rd, Tempe, AZ, 85297	0.64	Name split from “Last, First”Phone 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-22509	PRV	Priya Ray	1985-09-26	UHC-69452-31	5644196221	727 Canyon Rd, Denver, CO, 80252	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25772	PRV	Pamela Vazquez	1951-08-15	—	6745164540	2911 Sunset Blvd, Nashville, TN, 37236	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26047	PRV	Ahmed Q Muurray	2003-08-15	UHC-96357-86	7615711929	5856 Sunset Blvd, Eden Prairie, MN, 55339	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21799	PRV	Stephen D Simpson	1999-12-10	UHC-28570-29	8766063654	4833 Willow Ct Apt 40, Sacramento, CA, 95891	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
PRV-25731	PRV	Cheryl Brown	2005-07-19	—	—	872 Willow Ct Apt 37, Las Vegas, NV, 89105	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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-24781	PRV	Ryan Elliott	1962-07-01	—	8323083910	5526 Sunset Blvd, San Antonio, TX, 78260	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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

5,405 rows, page 36 of 109Previous Next