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

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411336	CLM	Jacqueline Burke	1969-12-10	—	—	9478 Harbor Blvd, San Diego, CA, 92122	0.66	Name re-cased Two-digit birth year State code upper-cased Gender normalised+1 more
ENR-123083	ENR	Michelle Flores	1961-10-18	UHC-28380-51	3436736007	1904 Highland Ave, Dallas, TX, 75239	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-122409	ENR	Ahmed V Patterson	1977-05-08	UHC-80475-44	8046606262	2061 Broadway, Seattle, WA, 98135	0.66	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-133597	ENR	Priya A Sims	1966-12-18	UHC-97920-34	8803902513	9306 Jefferson Ave, Austin, TX, 78761	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-29511	PRV	Mariana Henderson	1986-11-02	—	3904047929	8672 Highland Ave, Orlando, FL, 32884	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-122960	ENR	Juan Chen	1982-01-27	UHC-72089-26	—	9807 Church St, Nashville, TN, 37266	0.66	Phone missing area code Member ID reformatted Gender normalised Plan code upper-cased+1 more
ENR-137482	ENR	Kyle Wang	1943-02-17	UHC-03682-21	9262175237	1590 Mountain View Dr, Houston, TX, 77046	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-53421	TPA	Bryan Lopez	1952-11-09	UHC-88128-54	—	7665 Elm St, Denver, CO, 80287	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120565	ENR	Jacqqueline Gonzales	1997-03-13	UHC-44443-96	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-22679	PRV	Gregory W Wheeler	1989-03-15	—	—	—	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-118316	ENR	Anddrea V Kelly	1940-11-02	UHC-21701-06	4259738695	2445 Forest Ave, Nashville, TN, 37253	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-122458	ENR	Debra N Vazquez	1958-08-12	UHC-72933-28	2093769922	1489 Main St, Miami, FL, 33173	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410684	CLM	Teresa Gonzales	1961-04-23	—	4467870483	9167 Grand Ave, Houston, TX	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
PRV-22011	PRV	Maria Danniels	2002-09-14	UHC-62018-03	—	5348 Market St, San Antonio, TX, 78228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-25183	PRV	Daniel Mendez	—	—	9787564344	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-109963	ENR	Rachel K Cunningham	1955-11-06	UHC-55213-29	4808729718	2916 River Rd, Seattle, WA, 98184	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416681	CLM	Dorothy Wagner	—	UHC-27472-49	—	—	0.66	Date of birth unreadable Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-428820	CLM	Eic Shaw	1996-01-06	—	—	5021 Indian School Rd, Charlotte, NC, 28276	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56801	TPA	Bill Wrighht	1999-12-01	—	—	5224 Apache Blvd, Fresno, CA, 93732	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-432500	CLM	Omar Bryant	1987-03-17	UHC-89172-02	—	3274 Willow Ct, Chandler, AZ, 85207	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-60425	TPA	Albrt Santos	1975-05-16	—	—	7865 Hillcrest Rd, Austin, TX, 78726	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-105981	ENR	Timothy M Tran	1958-04-25	UHC-04978-95	4657645355	5906 Apache Blvd, Glendale, AZ, 85384	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-123820	ENR	Gary I Lawrence	1955-07-20	UHC-89643-06	2289846910	549 Union St, Columbus, OH, 43262	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-53467	TPA	Brittany Graham	1987-01-04	—	—	3057 Sunset Blvd, Tampa, FL, 33635	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-419771	CLM	Hannah Schultz	1980-07-03	—	9624747147	8354 Mountain View Dr, Scottsdale, AZ, 85298	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55037	TPA	Charles Liittle	1951-04-09	—	—	2376 Washington St, Fresno, CA, 93740	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-426354	CLM	Maria P Hawkins	1984-05-24	UHC-51163-84	—	4711 Desert Sky Blvd, Austin, TX, 78783	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-426355	CLM	Maria P Hawkins	1984-05-24	UHC-51163-84	—	4711 Desert Sky Blvd, Austin, TX, 78783	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-103846	ENR	Patricia Y Delgado	1969-11-05	UHC-18037-73	4593335689	4110 Hillcrest Rd, Tampa, FL, 33667	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123934	ENR	Kayla Luna	—	UHC-20633-02	8496062566	2442 Lincoln Way, Seattle, WA, 98140	0.66	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-426602	CLM	Christopher Simmons	1966-01-20	—	8908945678	882 Park Pl, Tempe, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-142369	ENR	Martha Luna	1981-06-14	UHC-48008-27	8744182831	2310 Grand Ave, San Diego, CA, 92144	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-116526	ENR	Anthony Harrison	1983-09-08	UHC-10947-62	3208394348	5047 Canyon Rd, Las Vegas, NV, 89172	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-52770	TPA	Grace Gonzalez	1947-09-26	—	—	1884 Union St, Las Vegas, NV, 89154	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116456	ENR	Auustin V Hall	1959-01-19	UHC-85280-51	—	3672 Church St, Mesa, AZ, 85285	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-119353	ENR	Charlotte Smith	2008-06-03	UHC-00797-61	9458913084	9825 Elm St, Eden Prairie, MN, 55354	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-129145	ENR	Fank Sandoval	1994-04-17	UHC-63599-07	7973478832	8968 Canyon Rd, Minneapolis, MN, 55465	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50168	TPA	Mark Stevens	1988-08-18	—	7463369917	3343 Apache Blvd, Sacramento, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-135060	ENR	Debra Oliveer	1938-12-13	UHC-76154-45	4134396828	8029 Maple Ave, Phoenix, AZ, 85043	0.66	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
CLM-432399	CLM	Ronald Cox	1994-08-04	UHC-07390-48	—	1782 Camelback Rd # 759, Scottsdale, AZ, 85231	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
PRV-23896	PRV	Linda Martinez	1949-11-21	—	6422389030	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23897	PRV	Linda Martinez	1949-11-21	—	6422389030	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-59433	TPA	Ralph Jimenez	1989-07-12	—	4026440112	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-54262	TPA	Jerry Nelson	2005-05-26	UHC-34021-91	—	4180 Apache Blvd, Charlotte, NC, 28250	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412284	CLM	Kathleen Bryant	1993-08-19	UHC-97131-90	5482378126	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-402352	CLM	Ralph Woods	1967-07-26	UHC-78850-61	—	6887 Spring St, Tampa, FL, 33671	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-55147	TPA	Joseph P Lee	1974-05-25	—	—	5814 Sage Ct, Scottsdale, AZ, 85254	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135248	ENR	Brandon Carter	2005-03-20	UHC-57023-24	8194536129	6856 Sage Ct, San Antonio, TX, 78233	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414993	CLM	Kieth L Jones	1987-01-29	UHC-95396-91	2474192342	5349 Palm Dr, Orlando, FL, 32884	0.66	City re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
CLM-400519	CLM	Joseph Jordan	1959-10-27	UHC-90858-11	2418246598	8423 Palm Dr, Las Vegas, NV, 89143	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

16,828 rows, page 194 of 337Previous Next