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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20045	PRV	Julie Wilson	1965-12-07	UHC-58931-70	3513146084	766 Washington St, Austin, TX, 78745	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-29508	PRV	Lisa Cark	2002-09-26	UHC-57585-76	4693997787	3910 Palm Dr, Columbus, OH, 43285	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25161	PRV	Christopher Ellis	1986-04-05	UHC-61611-07	2522597934	3925 Broadway, San Diego, CA, 92178	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
PRV-20603	PRV	Christina Perez	2000-01-20	UHC-96033-78	4557544897	9108 Meadow Ln, Gilbert, AZ, 85255	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-27079	PRV	Carlos Howard	1963-11-24	—	3115193041	5732 Desert Sky Blvd, Chandler, AZ, 85231	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
PRV-22121	PRV	Beverly Bennett	1977-03-21	—	5639347126	8135 Mountain View Dr, Nashville, TN, 37243	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27181	PRV	Valentina King	1989-03-28	—	4093845909	8497 Palm Dr, Orlando, FL, 32882	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27448	PRV	Sarah T Prker	1990-02-23	—	2538286454	7418 Forest Ave, Denver, CO, 80280	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
PRV-27301	PRV	John Sanders	1938-09-06	—	3628479163	1497 Broadway, Tempe, AZ, 85230	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
PRV-28200	PRV	Lauren Howard	2005-04-18	UHC-54097-94	7824353526	9045 Harbor Blvd, Minneapolis, MN, 55437	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
PRV-21924	PRV	Evelyn K Green	2006-05-03	UHC-78882-43	—	—	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
PRV-28180	PRV	Mary Herrera	1973-03-20	—	—	7943 Palm Dr, Houston, TX, 77040	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-21127	PRV	Diana J Russell	1999-01-05	—	—	3778 Apache Blvd, Tempe, AZ, 85228	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20013	PRV	Olivvia H Mejia	1996-01-27	—	—	1802 Forest Ave, Atlanta, GA, 30389	0.66	Name re-cased Two-digit birth year Phone missing area code City re-cased+1 more
PRV-28772	PRV	Abigail Maldonado	2008-08-23	—	6616983529	1734 Hillcrest Rd, Tampa, FL, 33650	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-27459	PRV	Michelle Miller	1948-11-23	—	8989385654	1803 Main St, Houston, TX, 77099	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28524	PRV	Christopher Mendez	1989-01-10	—	6796061564	8230 Willow Ct, Miami, FL, 33199	0.66	Two-digit birth year Phone reformatted City re-cased Gender normalised+1 more
PRV-26660	PRV	Dylan Reid	1943-12-05	UHC-30535-48	6455474498	2056 Mesa Dr, Plano, TX, 75058	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23480	PRV	Victoria Wang	1940-10-15	—	7836307201	3793 Canyon Rd, Nashville, TN, 37207	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-20890	PRV	Christian T Rivera	2000-04-11	UHC-95771-57	5122835725	2617 Sage Ct, Seattle, WA	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
PRV-21994	PRV	Bradley B Russell	2000-07-16	UHC-45171-11	2749922193	5244 Valley View Dr, Minneapolis, MN, 55446	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28269	PRV	Jesse Bker	1985-01-05	UHC-05897-89	—	6412 Lincoln Way, Houston, TX, 77033	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-22571	PRV	John Lee	1980-12-10	—	2785192062	7726 Mesa Dr, Nashville, TN, 37298	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20934	PRV	Jack Fisher	1998-07-20	—	6957661770	2171 Mountain View Dr, Charlotte, NC, 28288	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24070	PRV	Jimmy Yaang	1959-04-07	—	—	1173 Canyon Rd, Scottsdale, AZ, 85243	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29045	PRV	Charlotte Chapman	1979-11-17	—	4075991025	3896 Church St, Miami, FL, 33103	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23945	PRV	Natalie Bell	2005-03-27	UHC-15700-52	2149450989	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
PRV-20142	PRV	Samuel X Allen	1943-02-16	—	2087814263	7372 Washington St, Minneapolis, MN, 55438	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
PRV-24582	PRV	Jacqueline L Parker	1994-11-17	UHC-11243-95	9465218534	4759 Mesa Dr, Mesa, AZ, 85254	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-26689	PRV	Joan Castro	1993-08-20	—	4054368361	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28129	PRV	Juditth Brown	1949-05-01	UHC-78195-69	2424587884	4374 Pine Dr, Fresno, CA, 93704	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23944	PRV	Justin Y Gilbert	1979-10-17	—	4783203040	5876 Indian School Rd, Mesa, AZ, 85232	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27910	PRV	Theresa Washington	1957-04-11	UHC-57051-33	—	3875 Washington St, Scottsdale, AZ, 85265	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29305	PRV	Evelyn U Guzman	1990-07-11	—	3243229844	5792 Bayshore Dr, Seattle, WA, 98178	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20744	PRV	Joshua Lane	2008-08-05	—	7074910819	3732 Maple Ave, Sacramento, CA, 95899	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24657	PRV	Kathryn Ortega	2002-07-27	UHC-85581-79	9828990969	1848 Main St, Atlanta, GA, 30307	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
PRV-25761	PRV	Yuki Valdez	1943-08-07	UHC-47279-52	3586907058	—	0.66	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+1 more
PRV-27795	PRV	Sofia S Soto	1964-02-12	UHC-89751-90	5767525612	2267 Spring St, Atlanta, GA, 30340	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23308	PRV	Joe O Adams	2008-05-04	UHC-31330-62	5666361327	2370 Canyon Rd, Atlanta, GA, 30326	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22577	PRV	Gary Stone	1939-03-24	UHC-26978-96	—	7116 Camelback Rd, Nashville, TN, 37294	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22389	PRV	Shirley H Welch	1944-11-10	—	5096102614	5380 Washington St, Miami, FL, 33147	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27588	PRV	Jason Ruiz	2000-12-27	—	5813823891	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21417	PRV	Jerry Hawkins	1982-08-16	UHC-79567-63	—	2004 Sunset Blvd, Dallas, TX, 75280	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23129	PRV	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave, Tampa, FL, 33615	0.66	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
PRV-29498	PRV	Hiroshi Williams	1950-01-04	—	8202222304	232 Mountain View Dr, Denver, CO, 80275	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23417	PRV	Jusitn Miller	1980-01-22	—	2563126286	7254 Harbor Blvd, Houston, TX, 77097	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23258	PRV	William Coleman	2004-12-19	UHC-42116-52	5102166989	2790 Forest Ave, Mesa, AZ, 85200	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20057	PRV	Robert Jenkins	1948-04-28	UHC-46816-23	7208274033	3732 Lake View Rd, Glendale, AZ, 85357	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21563	PRV	Virginia Smith	2001-07-22	—	8902300951	9017 Palm Dr, Atlanta, GA, 30382	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-26543	PRV	Patricia E Sanchez	1942-07-20	UHC-39394-07	8386555550	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more

690 rows, page 9 of 14Previous Next