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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21310	PRV	Valentina K Roberts	2004-06-26	—	—	8848 Baseline Rd, Charlotte, NC, 28222	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27388	PRV	Mary Olson	1959-05-05	—	4605878102	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22454	PRV	Deborah Alvarado	2006-02-04	UHC-58614-80	4996656349	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
PRV-22536	PRV	Vincent Pena	1945-02-06	—	3683430541	3385 Hillcrest Rd, Minneapolis, MN, 55480	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27336	PRV	Victoria N Graham	1950-09-24	UHC-99148-14	6796257726	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28187	PRV	Kevin Fernandez	1971-05-07	—	8087522104	1111 River Rd, Tempe, AZ, 85222	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
PRV-26899	PRV	Deb I Johnson	1966-12-22	—	—	1475 Ridge Rd, Phoenix, AZ, 85079	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-26147	PRV	Angela Cole	1959-05-24	UHC-48801-96	6924039409	8885 Lincoln Way, Las Vegas, NV, 89158	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29292	PRV	Diego Porter	1963-11-14	UHC-80014-17	6764382224	5795 Oak St, Nashville, TN, 37247	0.92	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased
PRV-27029	PRV	Bradley T Daniels	1938-07-26	UHC-73036-62	5104665254	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25807	PRV	Jordan F Carpenter	1977-03-17	UHC-22832-79	4862799774	7257 Mesa Dr, Phoenix, AZ, 85088	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-28676	PRV	Janice Willis	1943-09-05	—	3186813969	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24395	PRV	Eugene Moreno	1942-03-06	—	2469720952	3932 Baseline Rd, Phoenix, AZ, 85059	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25701	PRV	Nancy Dixon	1946-03-13	UHC-18593-21	—	9305 Ridge Rd, Charlotte, NC, 28215	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
PRV-23316	PRV	Yuki Hayes	1978-11-25	UHC-85445-45	7742847603	2971 Grand Ave, Orlando, FL, 32890	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25668	PRV	Martha B Moore	2008-06-02	UHC-35380-55	9028019585	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-22091	PRV	Ronald Pierce	1989-04-14	—	3038921432	6679 Union St, Tempe, AZ, 85249	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-23654	PRV	Olivia Wong	1959-01-01	—	9514663353	68 Valley View Dr, Columbus, OH, 43209	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-29110	PRV	Yuki Peters	1993-07-02	—	4433791540	7982 River Rd, Atlanta, GA, 30354	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25924	PRV	Lawrence Marquez	1940-07-03	—	8333539312	4432 Broadway, Las Vegas, NV, 89129	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22187	PRV	Timoothy Q Howell	1992-10-18	—	4155704020	4080 Meadow Ln, Chandler, AZ, 85297	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-28312	PRV	Philip Wright	1978-08-11	—	4907449861	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23932	PRV	Deborah Rose	1998-08-11	—	—	1463 Mountain View Dr, Phoenix, AZ, 85039	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-27751	PRV	Henry Jimenez	1985-10-23	UHC-49218-90	9019579852	2837 Maple Ave, San Antonio, TX, 78242	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-20972	PRV	Elijah Y Murray	1998-08-01	—	2913653384	5442 Desert Sky Blvd, Denver, CO, 80244	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25579	PRV	Cheryl Silva	1960-05-07	—	3079752556	7117 Central Ave, Gilbert, AZ, 85287	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29584	PRV	Dorothy Murray	1977-09-16	UHC-85837-03	—	3760 Union St, Miami, FL, 33195	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-25184	PRV	Deny Parker	1972-05-03	UHC-00717-49	5053450910	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24513	PRV	Brittany Kelley	1943-09-13	UHC-07098-28	3189762810	9482 Meadow Ln, Dallas, TX, 75224	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24417	PRV	Carolyn J Bennett	1962-07-28	—	3394322127	4016 Baseline Rd, Jacksonville, FL, 32221	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21774	PRV	Dorothy Olson	1969-01-05	—	2069832084	6538 Forest Ave, San Antonio, TX, 78248	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-21270	PRV	Charlotte Day	1981-10-02	UHC-46549-70	—	948 Valley View Dr, Glendale, AZ, 85303	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-28149	PRV	Ann Dean	1959-06-13	—	2579466641	22 Spring St, Chandler, AZ, 85257	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23165	PRV	Maria Vazquez	1980-02-04	UHC-27606-48	2478364773	8005 Mountain View Dr, Plano, TX, 75021	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21923	PRV	Jemes Gordon	1988-04-11	—	2224010374	9822 Highland Ave, Tempe, AZ, 85243	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25738	PRV	Patrick Valdez	2004-08-20	—	5963246416	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23406	PRV	Jordan Perkins	1951-03-03	UHC-84504-72	9474822634	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-24527	PRV	Isabella Harrison	1979-10-28	—	—	4121 River Rd, Columbus, OH, 43234	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24188	PRV	Christopher Boyd	1972-04-20	—	—	7489 Ridge Rd, Denver, CO, 80263	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-26359	PRV	Keith Stewart	1996-08-13	UHC-20256-95	7415208412	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29525	PRV	Eugene B Martinez	1992-01-17	—	—	5914 Canyon Rd, Austin, TX, 78740	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-25344	PRV	Larry Black	2002-04-26	—	2269049011	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-26182	PRV	Elijah Phillpis	1996-11-21	—	9525091543	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27427	PRV	Douglas M Ford	1943-10-27	UHC-73862-03	9556722086	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29324	PRV	Victoria Singh	1941-04-18	UHC-82237-08	4874165697	3955 Grand Ave, Chandler, AZ, 85255	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-23006	PRV	Lucia Q Owens	1974-12-12	UHC-52968-42	9672899100	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27644	PRV	Brittany Wang	1995-11-14	—	—	3355 River Rd, Miami, FL, 33185	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-20599	PRV	Arthur Garrett	1965-11-27	UHC-35004-63	4847752631	5313 Sunset Blvd, Charlotte, NC, 28207	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-23392	PRV	Kimberly Y Vazquez	1959-02-18	—	—	7007 Church St, Mesa, AZ, 85246	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21334	PRV	Arjun Austin	1962-11-21	—	7974787148	1298 Union St, Charlotte, NC, 28274	0.94	Name re-cased Whitespace trimmed Placeholder values cleared

3,816 rows, page 70 of 77Previous Next