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

Third-party administrator, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55023	TPA	Madison Moreno	1946-08-02	—	—	4686 Ocean Ave, Eden Prairie, MN, 55326	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
TPA-62716	TPA	Jacob Grant	1969-10-22	—	—	3053 Harbor Blvd, Tucson, AZ, 85724	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-59573	TPA	Kathleen Tran	1975-04-20	—	—	4373 Central Ave, Miami, FL, 33166	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60535	TPA	Aaron Hill	—	—	9204761283	6660 Willow Ct, Nashville, TN, 37256	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50634	TPA	Castro Albert	1982-05-10	—	—	3576 Desert Sky Blvd, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
TPA-60729	TPA	Henry Riz	1992-02-13	—	—	86 Bayshore Dr, San Antonio, TX, 78296	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-54847	TPA	Luis Garcia	1978-11-12	—	—	8262 Main St, Scottsdale, AZ, 85296	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63248	TPA	Madison Payne	1995-11-13	—	—	1413 Central Ave, Nashville, TN, 37260	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62900	TPA	Linda V Carter	2002-07-16	—	—	1257 Jefferson Ave, Gilbert, AZ, 85294	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60411	TPA	Eugene Morales	1976-03-11	—	5559934176	7390 Bayshore Dr, Austin, TX, 78766	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57738	TPA	John Romero	1990-02-19	—	—	5768 Lincoln Way, Phoenix, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-58518	TPA	Kayla Grent	1939-01-16	—	3166447406	3675 Market St, Glendale, AZ, 85327	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-50899	TPA	Daniel Lawrence	1978-07-10	—	8726698499	8162 Spring St, Plano, TX, 75004	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55417	TPA	Mattehw Holmes	2006-09-25	—	—	7504 Meadow Ln, Charlotte, NC, 28280	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-62397	TPA	Christian D King	1952-07-18	—	—	5526 Sunset Blvd, Tempe, AZ, 85215	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58245	TPA	Lawrence Cruz	1994-02-12	—	—	8376 Church St Apt 38, Orlando, FL, 32866	0.66	Two-digit birth year Unit split from street Email lower-cased Whitespace trimmed+1 more
TPA-51219	TPA	Pamela Fields	1988-04-12	—	6055971383	9331 Spring St, Charlotte, NC, 28237	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61284	TPA	Douglas Edwards	1962-05-28	—	—	3224 Desert Sky Blvd # 150, Sacramento, CA, 95830	0.66	Name split from “Last, First”Unit split from street City re-cased State code upper-cased+1 more
TPA-56495	TPA	Mary B Young	1996-07-16	—	—	9853 Sage Ct, Mesa, AZ, 85260	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-64405	TPA	Brian Hughes	1940-08-27	—	—	6137 Valley View Dr, Charlotte, NC	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
TPA-62666	TPA	Richard Riley	1961-07-11	—	—	3721 Mesa Dr, Tucson, AZ, 85728	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51187	TPA	Lucia Bryant	1975-06-09	—	—	7161 Canyon Rd, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53439	TPA	Emily Armstrong	1959-12-08	—	—	4902 Palm Dr, Chandler, AZ, 85289	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63743	TPA	Alexis Murray	1990-12-15	—	—	5747 Camelback Rd, San Diego, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-59152	TPA	Alexander Derba	1976-05-03	—	—	4973 Palm Dr, Chandler, AZ, 85262	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-53654	TPA	Thomas Richardson	1996-01-21	—	—	8105 Bayshore Dr, Tucson, AZ, 85775	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-64434	TPA	Harold P Martinez	1974-02-21	—	—	8897 Broadway # 479, Gilbert, AZ, 85237	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
TPA-62098	TPA	Dnona Reynolds	1941-10-22	UHC-84859-74	9634313099	6169 Elm St, Chandler, AZ, 85251	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58453	TPA	Austin Murray	—	UHC-61729-64	—	6579 Washington St, Austin, TX, 78760	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
TPA-62482	TPA	Gerald Parker	1970-07-24	—	—	7751 Mesa Dr, Chandler, AZ, 85228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51423	TPA	Omar Rios	1987-10-15	UHC-69358-19	—	5383 Union St, Plano, TX, 75043	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-57134	TPA	Brandon Garcia	1945-12-04	—	9413637070	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-51583	TPA	Eveyn Ray	1941-10-09	—	—	1967 Camelback Rd, Eden Prairie, MN, 55330	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56239	TPA	Ana Willis	1954-03-06	—	—	7807 Apache Blvd, Chandler, AZ, 85210	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50396	TPA	Raymond Walker	2005-07-26	—	—	1409 Washington St, Mesa, AZ, 85247	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-54656	TPA	Fatima McDonald	1941-06-09	—	—	4487 Washington St, Los Angeles, CA, 90056	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54125	TPA	Becky Campbell	1953-05-09	—	7623964285	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-62920	TPA	Tim Andrews	2004-10-24	—	6295866091	8479 Market St, Gilbert, AZ, 85293	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62621	TPA	Samuel Medina	1943-08-15	—	8734718945	1746 Grand Ave, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-62550	TPA	Richard Rice	1977-10-05	—	5268844805	2371 Mesa Dr, Plano, TX, 75010	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62195	TPA	Nathan Wong	2001-08-11	—	7622412439	7166 Sage Ct, Phoenix, AZ, 85084	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-62461	TPA	Dylan A Greene	1964-02-10	—	—	8214 Mesa Dr, Gilbert, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-59784	TPA	Janet Morgan	1968-04-24	—	—	2596 Sunset Blvd, Chandler, AZ	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-54003	TPA	Kyle Day	—	—	—	1724 Jefferson Ave, San Diego, CA, 92188	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
TPA-55620	TPA	Jack P Wells	1996-07-24	—	—	3646 Sunset Blvd, Tempe, AZ, 85249	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61025	TPA	Joyce B Jaes	1976-07-06	—	—	6288 Lake View Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-59685	TPA	Michael Patterson	—	—	7988501642	1907 Lincoln Way, Los Angeles, CA, 90083	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
TPA-53963	TPA	Noah Robinson	1979-07-12	—	—	6750 River Rd # 206, Denver, CO, 80238	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-60758	TPA	Andrea Bryant	1955-03-03	—	4953335604	2442 Church St, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-51170	TPA	Marcus Richards	2008-01-28	—	—	8720 Market St, Atlanta, GA, 30382	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

14,135 rows, page 72 of 283Previous Next