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-28514	PRV	Justin Rice	1948-06-02	UHC-64295-91	—	2262 Union St # 107, Jacksonville, FL, 32254	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-24689	PRV	Jacob George	1957-06-02	—	—	1133 Lincoln Way, Eden Prairie, MN, 55383	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-21629	PRV	Joshua Johnston	2000-11-19	—	7685883071	6768 Jefferson Ave, Eden Prairie, MN, 55369	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-23845	PRV	Ronald Snyder	1957-07-20	—	—	1398 Harbor Blvd, Tampa, FL	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-20260	PRV	Marcus Wallace	1991-02-08	UHC-76142-96	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
PRV-22773	PRV	Nathan Cunningham	1938-05-08	UHC-14810-76	—	8203 Lake View Rd, Atlanta, GA, 30399	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-27889	PRV	Charlees Carpenter	2006-07-15	UHC-19993-86	7419839128	7072 Highland Ave, Denver, CO, 80202	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26941	PRV	Dougas Daniels	1957-01-06	UHC-43682-30	—	3223 Washington St, Denver, CO, 80215	0.66	Name re-cased Phone missing area code Member ID reformatted State name converted to code+1 more
PRV-20548	PRV	Ryan Palmer	1964-12-15	—	4425680312	452 Union St, Seattle, WA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
PRV-20957	PRV	Boby Martinez	1963-09-25	—	—	2233 Mountain View Dr, Atlanta, GA, 30388	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27016	PRV	Calros Jenzen	1988-06-19	—	—	5801 Canyon Rd Apt 38, Tucson, AZ, 85700	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
PRV-27901	PRV	Andrea Mendoza	1939-05-07	UHC-86485-66	4854877644	3886 Sunset Blvd, Scottsdale, AZ, 85234	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25024	PRV	Sharon A Little	—	—	—	8702 Pine Dr, Houston, TX, 77080	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-26619	PRV	Chhristian Little	1980-06-27	—	5233967937	5811 Church St # 309, Orlando, FL, 32888	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
PRV-20620	PRV	Anthony Gray	1947-05-21	—	4984169169	3721 Park Pl, Miami, FL, 33102	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26765	PRV	Hannah P Ramos	1989-05-18	—	—	6381 Desert Sky Blvd, Dallas, TX, 75207	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+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-26920	PRV	Yuki Harris	1950-10-26	UHC-23626-39	—	3874 Sage Ct, Austin, TX, 78720	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-20014	PRV	Olivia H Mejia	1996-01-27	—	—	1802 Forest Ave, Atlanta, GA, 30389	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-20284	PRV	Donna Sanchez	1979-09-22	—	—	2472 Harbor Blvd, Scottsdale, AZ, 85225	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-23827	PRV	Christine Carter	1939-10-14	UHC-65972-85	4859587300	4747 Mountain View Dr, Scottsdale, AZ, 85229	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21237	PRV	Yuki Carter	1955-09-25	UHC-07808-75	5249797747	4834 Central Ave, San Diego, CA, 92122	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-22243	PRV	Hannah Clark	1981-05-15	—	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21712	PRV	Kelly P Aguilar	1938-11-04	UHC-52255-77	2432705425	5312 Ridge Rd, San Antonio, TX, 78246	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-29355	PRV	Alexander Wells	1960-08-11	UHC-85686-20	—	9136 Union St, Sacramento, CA, 95845	0.66	Name re-cased Street suffix standardised Address re-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-22298	PRV	Albert Ortiz	—	UHC-43635-68	—	5853 Union St, Phoenix, AZ, 85051	0.66	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased+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-22057	PRV	Grace Lawrence	1990-02-28	—	—	5929 Central Ave, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-21481	PRV	Sophia M Wilson	1958-10-14	UHC-22018-02	9446933110	3631 Market St # 845, Nashville, TN, 37219	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+1 more
PRV-29301	PRV	Denise C Mason	1965-02-19	—	—	4099 Canyon Rd, Atlanta, GA, 30314	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20791	PRV	Linda Weaver	1945-04-12	UHC-05696-37	5934093369	8132 Grand Ave, Seattle, WA, 98145	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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-27254	PRV	Sandra Obrien	1975-11-28	—	4458089307	6992 Jefferson Ave, Fresno, CA, 93777	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27255	PRV	Sandra Obrien	1975-11-28	—	4458089307	6992 Jefferson Ave, Fresno, CA, 93777	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26635	PRV	Sean Gardner	1964-07-20	—	7313075480	9447 Lake View Rd, Seattle, WA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25748	PRV	Ann Hudson	1947-09-06	—	2866764888	2748 Palm Dr, Eden Prairie, MN, 55320	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-21753	PRV	Heather Q Taylor	1945-07-23	UHC-41950-84	5308836062	753 Camelback Rd, Mesa, AZ, 85209	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-20315	PRV	Kenneth Wung	1994-06-21	—	—	6751 Central Ave, Chandler, AZ, 85250	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24269	PRV	Mateo Elliott	1995-02-27	—	—	5947 Valley View Dr, Orlando, FL, 32817	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-24139	PRV	Chris Green	1954-06-08	—	9306245467	2440 Market St, Los Angeles, CA, 90072	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27251	PRV	Mei Alexander	1941-04-04	UHC-21643-14	—	968 Ridge Rd, Sacramento, CA, 95820	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-22659	PRV	Raymond Pierce	—	—	—	9508 Market St, Eden Prairie, MN, 55328	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+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-25214	PRV	Jason Garrett	—	—	6574036234	7286 Baseline Rd, Phoenix, AZ, 85081	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-20948	PRV	Keith Bennett	—	—	—	1922 Ocean Ave, Jacksonville, FL, 32227	0.66	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21980	PRV	Gloria Stone	1965-04-03	UHC-46016-18	4863376974	2107 Park Pl, Charlotte, NC	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more

3,816 rows, page 25 of 77Previous Next