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-20021	PRV	Jeremy G Frnklin	1974-09-25	UHC-69691-36	—	3588 Jefferson Ave, Houston, TX, 77063	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
PRV-25339	PRV	Austin Thomas	2004-05-28	—	2043320144	9416 Ocean Ave, Sacramento, CA, 95859	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28942	PRV	Eric Owens	1963-08-24	UHC-64461-99	2277760343	1197 Willow Ct, Orlando, FL, 32872	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28636	PRV	Megan Elliott	1999-03-18	UHC-54964-91	—	2593 Harbor Blvd, Orlando, FL, 32822	0.64	Two-digit birth year 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-25713	PRV	Walter Y Richards	1971-02-20	—	5676154464	1942 Highland Ave, Chandler, AZ, 85251	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21448	PRV	Billy X Mendez	1959-05-15	—	7938147936	1872 Willow Ct, Miami, FL, 33100	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21450	PRV	Peter Wallace	1974-02-10	UHC-28274-41	7815872506	1572 Lake View Rd, Tampa, FL, 33622	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21645	PRV	Vincent Schmidt	2007-12-17	—	8196918807	1891 Camelback Rd, Gilbert, AZ, 85227	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25263	PRV	Wayne Castro	1950-09-06	—	—	2524 Baseline Rd Apt 22, Sacramento, CA, 95862	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-29582	PRV	Doris Meyer	1960-12-20	—	—	7944 Valley View Dr Apt 25, Plano, TX, 75036	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27365	PRV	Debra N Schmidt	1941-08-21	UHC-39182-52	—	1984 Jefferson Ave, Tempe, AZ, 85232	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21598	PRV	Nathan Tucker	1982-07-18	—	5058955843	573 Union St, Houston, TX, 77009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28497	PRV	Kathrny Cooper	2000-07-27	—	—	2987 Spring St, San Antonio, TX, 78236	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27315	PRV	Nicole Gilbert	1951-01-25	UHC-93489-42	7702818360	6879 Market St, Orlando, FL, 32853	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28846	PRV	Hannah Flores	1954-07-12	—	5977160199	7702 Main St # 610, Minneapolis, MN, 55432	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24567	PRV	Jacob Medina	1940-11-12	UHC-52242-33	2084056695	898 Jefferson Ave, Glendale, AZ, 85382	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23086	PRV	Ahmed Robertson	1973-04-27	—	—	9758 Valley View Dr, Sacramento, CA, 95848	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-29248	PRV	Franklin Isabella	1973-04-07	UHC-14942-32	—	7906 Indian School Rd, San Diego, CA, 92154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24432	PRV	Daniel K Reid	1939-01-23	—	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20771	PRV	Ken Perkins	1996-07-07	UHC-46973-89	—	6141 Maple Ave, Glendale, AZ, 85301	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
PRV-22616	PRV	Mary Moreno	1992-12-28	UHC-34202-75	9167791678	2055 Cedar Ln, Phoenix, AZ, 85050	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-29416	PRV	Harold Hart	1994-04-11	UHC-36348-42	6002329636	2280 Valley View Dr, Fresno, CA, 93746	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-21015	PRV	Marry K Rgers	1943-04-11	UHC-81130-66	4768194588	3310 Washington St, Scottsdale, AZ, 85202	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25305	PRV	Dorothy E Griffin	2006-12-03	UHC-72937-08	—	3762 Market St, Glendale, AZ, 85321	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-22911	PRV	Sofia Weaver	1968-06-05	UHC-51460-08	3593601826	1381 Union St, Mesa, AZ, 85234	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-24521	PRV	Timothy Weber	—	—	—	3331 Mountain View Dr, Plano, TX, 75003	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-27649	PRV	Deigo Turner	1988-02-28	—	9767302887	8225 Union St Apt 32, Tampa, FL, 33644	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28770	PRV	Alexis E Duncan	1970-08-12	—	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21577	PRV	John Snyder	—	UHC-19895-89	—	1460 Church St, San Diego, CA, 92181	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-22195	PRV	Barbara Gibson	2001-09-07	—	2492470431	2335 Willow Ct, Gilbert, AZ, 85288	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28375	PRV	Virginia Kim	1945-08-11	UHC-47194-23	—	4941 Mesa Dr, Las Vegas, NV, 89132	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20888	PRV	Margaret Bailey	1998-01-13	UHC-09162-99	8315914501	9793 Elm St, Orlando, FL, 32804	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23189	PRV	Olivia Remirez	2002-09-06	UHC-52164-96	9178149036	3487 Oak St, Austin, TX, 78763	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-27743	PRV	Nancy Y Valdez	2002-06-24	UHC-34666-58	—	3019 Park Pl, Tucson, AZ, 85734	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27992	PRV	Amanda Peters	1971-12-05	—	3079611652	4865 Willow Ct, Phoenix, AZ, 85031	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20497	PRV	Ralph C Harper	1950-06-14	—	8224266008	712 Elm St, Plano, TX, 75055	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25453	PRV	Philip P Johnson	1941-09-19	UHC-00083-62	6554544924	2403 Oak St, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-26878	PRV	Samuel L Hall	1988-09-22	UHC-61573-06	2127304833	6266 Mesa Dr, Columbus, OH, 43281	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26544	PRV	Caimla Jenkins	1941-05-25	—	7182886714	7506 Market St, Minneapolis, MN, 55423	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-24193	PRV	Roger Wheeler	—	—	2474379538	7260 Jefferson Ave, Tucson, AZ, 85782	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22606	PRV	Judith Armstrong	1989-03-13	UHC-29429-16	5127131909	6268 River Rd, Houston, TX, 77022	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20283	PRV	Mason N Reynolds	1978-09-19	—	4713890386	4261 Ocean Ave Apt 11, Dallas, TX, 75209	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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-28232	PRV	Carolyn Henry	1941-09-17	—	9687957748	924 River Rd # 294, Dallas, TX, 75256	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24577	PRV	Sean Stephens	—	UHC-47949-16	2133591012	6061 Grand Ave, Orlando, FL, 32881	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25113	PRV	Arjun U Holmes	1978-11-22	—	—	5851 Main St Apt 35, Glendale, AZ, 85333	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20622	PRV	Diane Stone	2000-02-21	—	9333401447	3422 Pine Dr, San Antonio, TX, 78297	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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

5,405 rows, page 42 of 109Previous Next