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-29288	PRV	Mei Santiago	1972-08-04	—	8655792346	2981 Spring St, Sacramento, CA, 95857	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23056	PRV	Betty I Hutner	1989-09-07	UHC-84042-08	8756302387	2690 Desert Sky Blvd, Seattle, WA, 98177	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-25329	PRV	Debra Hudson	1999-06-22	UHC-37158-60	6415311118	8828 Union St, Atlanta, GA, 30327	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28004	PRV	Randy Burton	1938-03-02	—	3015630417	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-22141	PRV	Carlos L Montgomery	1956-05-18	—	3434117803	9412 Broadway, Austin, TX, 78724	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-22265	PRV	Emma A Graham	1978-09-13	—	2464621374	6542 Central Ave, Glendale, AZ, 85306	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29398	PRV	Alan Warren	1946-09-10	—	3213403999	7316 Valley View Dr, Chandler, AZ, 85285	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-24441	PRV	Grace Jenkins	1999-10-08	—	6244733419	4259 Sage Ct, Tampa, FL, 33608	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24095	PRV	Fatima Y Nunez	1947-06-14	UHC-68443-71	9732322916	9002 Maple Ave, Glendale, AZ, 85307	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24563	PRV	Arjun K Chaevz	1979-07-17	—	9826161875	3090 Apache Blvd, Tucson, AZ, 85770	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
PRV-24011	PRV	Evelyn Coleman	1996-03-11	—	6764871565	7025 Spring St # 995, Scottsdale, AZ, 85257	0.78	Name re-cased Phone reformatted Unit split from street State code upper-cased+1 more
PRV-22535	PRV	Cynthia Chan	2008-03-08	—	4309762568	7374 Lake View Rd, Charlotte, NC, 28200	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23335	PRV	Shirley Jensen	1957-03-15	—	4489268805	3189 Pine Dr, Glendale, AZ, 85375	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20454	PRV	Lawrence B Tucker	1983-12-11	—	3543047288	1664 Valley View Dr, Plano, TX, 75024	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23432	PRV	Julia Adams	1962-04-13	UHC-29398-05	6208274753	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20240	PRV	Billy Thomas	1961-12-16	UHC-23266-84	7184032127	394 Cedar Ln, Mesa, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-22477	PRV	Evelyn Oliver	1968-04-04	—	5412722182	4670 Maple Ave, Chandler, AZ, 85289	0.78	Phone reformatted City re-cased State code upper-cased Gender normalised+1 more
PRV-24597	PRV	Lori Roberts	1999-01-04	—	3614702211	9741 Canyon Rd, Houston, TX, 77071	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28029	PRV	Mari P Bryant	1966-11-22	UHC-26238-20	4338030541	756 Cedar Ln, Scottsdale, AZ, 85241	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22777	PRV	Michael Luna	2003-11-16	—	5522820674	1256 Broadway, Atlanta, GA, 30306	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-24983	PRV	Diego Bradley	1938-08-04	—	8483218084	7044 Meadow Ln, Houston, TX, 77074	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23370	PRV	Emily Y Guzman	1938-01-16	—	9572548194	88 Sage Ct, Gilbert, AZ, 85204	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21677	PRV	Hanson Diego	2000-08-03	—	4893091213	3400 Broadway # 333, Mesa, AZ, 85275	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-20041	PRV	Gloria T Walsh	1941-06-11	—	8487982440	7387 Elm St, Chandler, AZ, 85204	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24504	PRV	Camila Brown	1951-11-17	—	6099803556	3113 Forest Ave, Orlando, FL, 32832	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24595	PRV	Gregory Howard	1941-03-20	—	8202439409	101 Main St, Tucson, AZ, 85777	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20979	PRV	Ryan Patel	2008-04-15	UHC-56279-29	5068686599	2016 Pine Dr, San Antonio, TX, 78270	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
PRV-27765	PRV	Joshua White	1941-04-09	UHC-26246-17	2104142977	7062 Elm St, Miami, FL, 33175	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28355	PRV	Janet R Ramos	1989-02-07	—	3083798189	736 Palm Dr, Fresno, CA, 93773	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25755	PRV	Olivia Franklin	2003-08-18	UHC-89046-15	2308304907	2718 Palm Dr, Seattle, WA, 98101	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24045	PRV	Kelly Duncan	1978-09-20	—	6864764460	9867 Oak St, Tampa, FL, 33688	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26065	PRV	Brenda Adams	1953-06-22	UHC-68921-36	5278476230	9136 Desert Sky Blvd, Orlando, FL, 32846	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27038	PRV	Diana Agiular	2003-11-20	UHC-20499-18	5216155886	2189 Jefferson Ave, Eden Prairie, MN, 55348	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27965	PRV	Samuel Wheeler	1999-12-19	UHC-26647-40	2183959334	889 Cedar Ln, San Antonio, TX, 78201	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24088	PRV	Michael Lucas	1965-08-11	—	8585732125	1524 Highland Ave # 175, Eden Prairie, MN, 55329	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
PRV-26429	PRV	Timothy I Sullivan	1992-05-26	—	3903477696	5317 Washington St, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-22330	PRV	Judith Gardner	1996-07-24	UHC-21987-43	7439028198	9762 Main St, Phoenix, AZ, 85077	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22496	PRV	Sean V Sanders	2004-02-05	UHC-48053-23	7125336877	3327 Grand Ave, Scottsdale, AZ, 85264	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29317	PRV	Lauren Jackson	2004-04-04	—	8903456751	7895 Harbor Blvd, Houston, TX, 77066	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20151	PRV	Bobby Rios	1977-09-18	—	8625484940	6800 Mesa Dr, San Antonio, TX, 78216	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27627	PRV	Samantha Murphy	1977-09-03	UHC-20022-73	7003472354	2756 Hillcrest Rd, Las Vegas, NV, 89195	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-20026	PRV	Amber Wells	1979-06-25	—	2665950799	4421 Ocean Ave, Tampa, FL, 33680	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23425	PRV	Anna Phillips	1969-09-13	UHC-63056-45	5015512182	7473 Camelback Rd # 928, Austin, TX, 78794	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
PRV-27115	PRV	Joshua N Vasquez	1966-07-05	UHC-78452-70	6376371994	9356 Park Pl, Atlanta, GA, 30380	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-26349	PRV	Megan Medina	1944-10-12	—	3529675550	3116 Hillcrest Rd, Jacksonville, FL, 32245	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24762	PRV	Thomas A Raymond	—	UHC-02723-41	8274614635	7605 Harbor Blvd, Phoenix, AZ, 85007	0.78	Date of birth missing Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-27367	PRV	Carol Moore	1991-02-19	—	5409877375	851 Indian School Rd # 443, Atlanta, GA, 30344	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
PRV-20091	PRV	Kenneth Rivera	1965-01-14	—	2203600906	6922 Park Pl, Fresno, CA, 93706	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-28476	PRV	Sandra Stewart	1955-07-25	UHC-38871-63	8257557553	7198 Harbor Blvd, Seattle, WA, 98140	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27034	PRV	Kevvin Fowler	1963-10-01	UHC-05853-80	8745722321	5151 Valley View Dr, Chandler, AZ, 85203	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more

5,906 rows, page 73 of 119Previous Next