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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27195	PRV	Ralph A Ruiz	1950-05-14	—	8179605979	5738 Valley View Dr, Mesa, AZ, 85298	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22566	PRV	Mariana Morrison	—	UHC-48094-21	8743343898	8632 Mesa Dr, Chandler, AZ, 85261	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-26727	PRV	Larry Watson	1945-10-10	UHC-02736-74	8574941531	6529 Baseline Rd Apt 18, Orlando, FL, 32815	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-23170	PRV	Robert V Murray	1960-04-28	UHC-06624-68	2265750560	8849 Mesa Dr, Tampa, FL, 33680	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22019	PRV	Cynthia Flores	1953-03-20	—	2857015766	7392 Pine Dr, Minneapolis, MN, 55481	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22883	PRV	Ryan Contreras	2005-06-09	UHC-89560-36	2107228461	3154 Elm St, Seattle, WA, 98117	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-23012	PRV	Anna Hamilton	1947-07-28	UHC-64350-02	5723082398	1273 Mesa Dr, Chandler, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24528	PRV	Sofia Y Wilson	2004-06-18	UHC-06608-41	5902998121	3482 River Rd, San Diego, CA, 92138	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25999	PRV	Emma H Pena	2006-12-15	UHC-89588-48	2135477737	1716 Sunset Blvd, Austin, TX, 78701	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26547	PRV	Jeramy X Pena	1952-07-10	—	5283734031	2723 Indian School Rd, Orlando, FL, 32847	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
PRV-26040	PRV	Donna Greene	—	UHC-31782-23	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-26156	PRV	Diego Matthews	1938-12-01	UHC-11271-69	5157312831	4858 Mountain View Dr, Tucson, AZ, 85708	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21353	PRV	Kathleen O Obren	1988-02-05	—	4366344511	9351 Elm St, Los Angeles, CA, 90075	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26450	PRV	Catherine Ford	1977-12-27	—	9728980314	1919 Harbor Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24782	PRV	Danielle King	1982-05-23	—	6984437672	6050 Park Pl, Fresno, CA, 93707	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21986	PRV	Janice K Alexander	2008-05-23	UHC-43589-03	8874523752	8708 Central Ave, Sacramento, CA, 95832	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27269	PRV	Diane Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ, 85222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21377	PRV	Peter Clark	1947-06-08	UHC-99363-17	6056117774	275 Cedar Ln # 442, Denver, CO, 80294	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25984	PRV	Maria Gonzales	1966-05-05	UHC-94421-13	9815902792	8457 Cedar Ln # 938, Tempe, AZ, 85287	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20787	PRV	Jeff Rice	1986-06-14	UHC-50934-22	2398195243	788 Washington St, Mesa, AZ, 85261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26749	PRV	Bruce Wells	1977-11-17	—	5457998325	7373 Pine Dr, Charlotte, NC, 28233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24368	PRV	Mason Lcas	1969-06-01	UHC-82569-27	4385568143	2967 Mesa Dr, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26417	PRV	Henry Allen	—	UHC-76663-03	8587768212	8503 Pine Dr, Columbus, OH, 43254	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
PRV-24524	PRV	Sofia Lopaz	1997-04-09	—	6672772546	5094 Mesa Dr Apt 23, Gilbert, AZ, 85254	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
PRV-25083	PRV	Yuki Olson	1963-11-14	UHC-91705-70	5208408983	2544 Forest Ave, Fresno, CA, 93788	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21938	PRV	Sophia Carroll	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28905	PRV	Diane Castillo	1968-06-08	UHC-29993-99	4447381256	8444 Camelback Rd, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22491	PRV	Davis Jason	2008-11-02	UHC-10468-58	8886258419	8435 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22490	PRV	Davis Jason	2008-11-02	UHC-10468-58	8886258419	8435 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22643	PRV	Paul Warren	1989-02-11	UHC-23202-90	6558986393	4438 Willow Ct, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20169	PRV	Amy Husdon	1994-02-15	UHC-74527-15	8087278334	8671 Willow Ct, Denver, CO	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-22807	PRV	Sophia Taylor	—	UHC-53505-21	2156519022	9815 Washington St, Orlando, FL, 32842	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-27118	PRV	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
PRV-26293	PRV	Walter Cook	1962-06-25	UHC-07206-18	8353676991	4996 Meadow Ln, Tampa, FL, 33611	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29134	PRV	Joshua Gonzales	2001-03-06	—	4668332251	4712 Sunset Blvd, Phoenix, AZ, 85052	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26602	PRV	Jeffrey Yang	1953-08-11	—	6374470197	3040 Cedar Ln, Seattle, WA, 98108	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29295	PRV	Denise Walker	1960-07-11	—	3915528076	4844 Palm Dr # 237, Nashville, TN, 37274	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27179	PRV	Billy M Burns	1994-09-28	UHC-06095-01	6327330132	1909 River Rd, Columbus, OH, 43251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26307	PRV	Nathan Martin	1993-02-17	UHC-79747-51	3632210883	3231 Central Ave, Las Vegas, NV, 89120	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-25337	PRV	Carolyn D Coleman	1985-08-11	—	4407605969	6924 Bayshore Dr, Jacksonville, FL, 32225	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22879	PRV	Linda Lawrence	1940-05-16	—	8735890123	9391 Indian School Rd, Scottsdale, AZ, 85237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24035	PRV	Christian Sanders	1966-12-19	UHC-91645-49	3813776241	1092 Park Pl, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28399	PRV	David P Price	1938-01-09	—	6524434175	7458 Bayshore Dr, Columbus, OH, 43245	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
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-28039	PRV	Philip Wells	—	—	6092012456	5226 Baseline Rd, San Antonio, TX, 78229	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-21261	PRV	Alice Moris	1995-06-09	UHC-55977-01	6809602952	9349 Ocean Ave, Chandler, AZ, 85264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22209	PRV	Henry Z Hoffmaan	1945-04-24	UHC-24303-37	9004649957	8962 Hillcrest Rd, Orlando, FL, 32845	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21309	PRV	Amber F White	1962-01-21	—	8209117647	2131 Sunset Blvd # 710, Miami, FL, 33105	0.62	Phone reformatted Unit split from street 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-21347	PRV	Mason Bowman	1979-01-19	—	4143894502	1815 Sunset Blvd, Atlanta, GA, 30348	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

5,906 rows, page 23 of 119Previous Next