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-28277	PRV	Bryan Y Foster	2001-12-01	—	4513496968	636 Ocean Ave, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25096	PRV	Mason Armstrong	1938-08-21	—	9819027659	3613 Highland Ave, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29267	PRV	Lawrence McDonald	1941-07-03	UHC-88707-71	—	970 Main St, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-29268	PRV	Lawrence McDonald	1941-07-03	UHC-88707-71	—	970 Main St, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-24397	PRV	Alexander D Welch	1986-01-05	—	7666300088	2046 Palm Dr, Fresno, CA	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
PRV-28052	PRV	Henry V Obrien	1954-02-08	UHC-71537-80	2409165120	1614 Camelback Rd, Atlanta, GA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28498	PRV	Kathryyn Coopre	2000-07-27	UHC-35430-35	2757043925	2987 Spring St, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
PRV-25303	PRV	Charlie Mitchell	2008-12-26	UHC-47452-54	8942419102	4323 Oak St, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25767	PRV	Evvelyn Vargas	1969-01-18	—	5484943332	9477 Forest Ave, Plano, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24510	PRV	Virginia Thomas	1979-03-16	—	2406761093	7410 Union St, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21876	PRV	Samuel Ford	1993-08-17	—	3986976535	5737 Apache Blvd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25708	PRV	Carlos Wallace	2003-07-27	UHC-05396-18	4155518949	1063 Washington St, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20124	PRV	Jacqueline Chen	1997-08-07	—	7032478775	5143 Grand Ave, Los Angeles, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-21275	PRV	Lucia Wood	1943-05-22	UHC-17073-62	—	8150 Pine Dr, Fresno, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27788	PRV	Bryan Gibson	1951-10-22	—	8646557342	7359 Sage Ct, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20109	PRV	Charlie Willis	1954-04-17	UHC-75469-91	—	2631 Lincoln Way, Austin, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-28401	PRV	Dieo H Ford	1945-10-27	—	7705262408	3131 Apache Blvd, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26419	PRV	Luis McDonald	1940-06-07	—	8712962148	4096 Main St, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23846	PRV	Karn Morrison	2000-06-28	—	4764116775	5196 Cedar Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-27210	PRV	Wei H Sanders	1961-05-27	UHC-34725-21	8345113721	1824 Broadway, Jacksonville, FL	0.62	Date of birth reformatted City re-cased ZIP missing Gender normalised+3 more
PRV-21793	PRV	Jacqueline U Payne	1952-08-12	—	7664821145	8478 Sunset Blvd, Plano, TX	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+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-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-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-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-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-24355	PRV	Madison Garcia	1984-09-25	—	—	6656 Church St, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20880	PRV	Jose E Richardson	1960-08-27	—	—	9388 Cedar Ln, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Plan code upper-cased+2 more
PRV-23510	PRV	Jean W Hamlton	1965-02-08	UHC-77149-18	4167143383	4244 Oak St, Tempe, AZ	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
PRV-25115	PRV	Andraw Jimenez	1966-02-28	UHC-47325-45	5798790779	3408 Spring St, Dallas, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26573	PRV	Terry Z Kennedy	2004-08-12	—	5659542295	1735 Forest Ave, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22849	PRV	Mason Wood	2006-11-17	—	3712343111	9111 Cedar Ln, San Diego, CA	0.64	Name re-cased City re-cased State name converted to code ZIP missing+2 more
PRV-27357	PRV	Ralph Morris	1971-12-28	—	4719739793	2055 Forest Ave, Austin, TX	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
PRV-20187	PRV	Diane Hart	2008-02-04	—	—	7848 Ridge Rd, Miami, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29286	PRV	Rebecca Espinoza	1954-12-27	—	9055432749	8352 Main St, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24438	PRV	Rlph Oliver	1995-03-26	UHC-98397-43	9882029621	1949 Spring St, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28421	PRV	Aisha M Cox	1948-11-27	—	7857593363	3223 Harbor Blvd, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22868	PRV	Amy Kennedy	1947-06-19	—	6655382478	2061 Canyon Rd, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23060	PRV	Rachel Walker	1941-06-28	UHC-14561-82	5094724333	6112 Elm St, Gilbert, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24592	PRV	Samntha Harris	1987-07-06	UHC-52365-84	8146778222	3707 Apache Blvd, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25550	PRV	Robert Russell	1983-09-05	—	2503665877	9166 Pine Dr, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24859	PRV	Vincent Ruiz	1948-10-12	UHC-27931-26	—	3608 Cedar Ln, Atlanta, GA	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25005	PRV	Michelle Andrews	1993-08-24	—	2377871199	6315 Highland Ave, Orlando, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-24813	PRV	Timothy Freeman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-24151	PRV	Jessica K Morgan	1957-05-01	UHC-15395-10	3054304965	4019 Meadow Ln, Glendale, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22968	PRV	James I McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22484	PRV	Wayne Ward	1966-08-17	—	6754164628	503 Ridge Rd, San Antonio, TX	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more

722 rows, page 8 of 15Previous Next