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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23350	PRV	Deborah Howard	1958-08-08	UHC-46791-90	4137536810	6384 Maple Ave, Eden Prairie, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24889	PRV	Kenneth Montgomery	1985-06-02	—	4746914631	476 Harbor Blvd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27110	PRV	Laura Mason	1977-10-26	UHC-86903-57	—	4702 Highland Ave, Seattle, WA	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP missing+2 more
PRV-20395	PRV	Linda V Riley	1982-07-15	UHC-36896-26	7425941177	1557 Central Ave, Seattle, WA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22238	PRV	Dean G Stephanye	1984-06-23	UHC-98085-12	9336402626	6137 Lake View Rd, Jacksonville, FL	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27339	PRV	Emily F Porter	1947-04-11	UHC-00724-29	8543117653	3895 Bayshore Dr, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21438	PRV	Kmiberly J Willis	1954-04-24	—	2274340284	5805 Park Pl, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22664	PRV	Doris Ford	1985-08-03	UHC-09446-73	2744938096	4869 Meadow Ln, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22076	PRV	Sofia J Kim	2007-02-04	UHC-90210-54	5972403708	2261 Ocean Ave, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20195	PRV	Henry Ramos	1958-10-28	—	7957983532	2976 Camelback Rd, Houston, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22695	PRV	Jack W Delgado	1978-12-01	—	—	928 Harbor Blvd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23639	PRV	Jeremy Vega	1950-08-16	UHC-56071-65	6758185989	1820 Park Pl, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22394	PRV	Rebecca Z Burns	1988-10-20	—	8017363234	3762 Cedar Ln, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-22723	PRV	Klely C West	1954-10-06	—	9192004346	7793 Main St, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28362	PRV	Lori Stewart	1945-01-20	UHC-49995-63	8175708003	5044 Broadway, Atlanta, GA	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-23804	PRV	Sarah Olson	2002-10-06	—	7564019099	6116 Willow Ct, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25966	PRV	Zachary Mershall	2001-11-21	—	3529053357	7657 Lake View Rd, Atlanta, GA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25973	PRV	Maria E Kelly	2006-04-20	—	8904460101	3877 Mesa Dr, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25076	PRV	Evelyn Espinoza	1972-05-15	UHC-88195-60	2864673382	157 Central Ave, Fresno, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
PRV-28147	PRV	Melissa T Lucas	1985-03-13	UHC-51145-37	7768628203	1946 Desert Sky Blvd, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28944	PRV	Janet Grant	1991-05-18	—	4312737256	7089 Willow Ct, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23336	PRV	Ahmed I Patal	2005-02-09	—	6123970918	7258 Apache Blvd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-29275	PRV	Arthur Valdez	1996-08-18	UHC-18114-77	4296674000	8255 Ocean Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27373	PRV	Justin Chavez	1947-05-07	—	9097939771	8672 Canyon Rd, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26929	PRV	Aaron Reyes	1996-04-11	UHC-76516-13	—	593 Pine Dr, Phoenix, AZ	0.64	Name re-cased Two-digit birth year City re-cased ZIP missing+2 more
PRV-21552	PRV	Elijah Schultz	1982-05-16	—	5886519766	6187 Pine Dr, Tampa, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-28734	PRV	Austin Contreras	1941-12-19	UHC-72120-49	2887922714	7460 Canyon Rd, San Diego, CA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25345	PRV	Rachel Jacobs	1997-04-04	UHC-30192-79	4739085402	8448 Camelback Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-20563	PRV	Harvey Y Teresa	1995-07-24	UHC-30222-34	—	4064 Palm Dr, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21440	PRV	Kelly J Wight	1988-08-05	UHC-66125-58	3649000823	4952 Mesa Dr, San Antonio, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-29156	PRV	Marcus Valdez	1964-02-25	UHC-98477-89	2883200427	7713 Ridge Rd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20435	PRV	Amber Yang	1959-09-10	—	3556570858	1998 Jefferson Ave, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
PRV-26345	PRV	Brittany Snyder	1940-04-21	—	9547843216	1147 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23103	PRV	Lawrence Bishop	1986-08-04	UHC-76858-34	4372496513	9670 Camelback Rd, Gilbert, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27211	PRV	Bruce Cruz	1981-12-23	UHC-98583-63	7274964163	5953 Elm St, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26569	PRV	Gabriel H Bradley	1946-03-05	—	4684386833	1795 Church St Apt 24, Fresno, CA	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
PRV-25660	PRV	Walter Gilbert	1963-05-27	—	4285885393	2595 Maple Ave Apt 4, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
PRV-27061	PRV	Gloria Brown	2005-05-04	—	8397677849	3815 Church St, Scottsdale, AZ	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
PRV-21371	PRV	Luis Jimenez	1980-12-13	—	9715252727	494 Harbor Blvd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24256	PRV	Julia Vasquez	1956-12-05	—	—	7887 Indian School Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20152	PRV	Amy Hanson	1987-10-08	—	—	62 Lake View Rd, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28056	PRV	Lori Ellis	1947-10-21	—	—	7470 Bayshore Dr, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28101	PRV	Eryc Wheeler	1997-06-10	—	2015855404	2403 Canyon Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27361	PRV	Ashley Moore	1966-04-16	UHC-92997-42	2739035923	5502 River Rd, Nashville, TN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27096	PRV	Brian Oliver	1950-01-27	—	4297986364	6033 Bayshore Dr, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22130	PRV	Brenda Rose	1958-08-04	—	7147314899	6353 Apache Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28566	PRV	Marc Hudson	1977-06-02	—	—	4570 Oak St, Minneapolis, MN	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-22795	PRV	Debra Mitchell	1988-07-23	UHC-96771-59	3883379800	7275 Lincoln Way, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
PRV-26525	PRV	Isabella Kelly	1959-02-25	—	4505933422	2733 Sunset Blvd, Dallas, TX	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP missing+2 more
PRV-21355	PRV	Ashley Gordon	1983-11-11	—	5797996732	7103 Spring St Apt 1, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more

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