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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423173	CLM	Kenneth James	1941-08-01	UHC-79845-73	9755603423	2485 Baseline Rd, Gilbert, AZ, 85229	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-121739	ENR	Brenda P Robinson	1946-11-23	UHC-07985-13	3414444166	8740 Sunset Blvd, Nashville, TN, 37205	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105633	ENR	Charlotte Dunn	1987-10-01	UHC-00603-18	5874341669	6874 Broadway, Denver, CO, 80250	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-421394	CLM	Mason Miller	1955-12-23	UHC-52836-22	—	825 Mountain View Dr, Houston, TX, 77005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124020	ENR	Vinccent Henderson	1962-06-21	UHC-29621-21	8365092297	4468 Ocean Ave, Houston, TX, 77084	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61101	TPA	Larry Duncan	1989-04-28	—	—	9313 Baseline Rd, Eden Prairie, MN, 55346	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116252	ENR	Lawrence Carr	1964-03-12	UHC-86881-25	4006469932	5892 River Rd, Tampa, FL, 33697	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20771	PRV	Ken Perkins	1996-07-07	UHC-46973-89	—	6141 Maple Ave, Glendale, AZ, 85301	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-122969	ENR	Anna M Powell	1946-10-25	UHC-86202-91	3936651404	5670 Canyon Rd, Charlotte, NC, 28255	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137436	ENR	Arthur Gibson	2008-09-21	UHC-76416-17	9282343055	3077 Elm St, Jacksonville, FL, 32258	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-133217	ENR	Nathan Daniels	1989-12-19	UHC-66938-10	5436652455	7743 Spring St, Glendale, AZ, 85345	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-142106	ENR	Terry Q Duncan	1972-11-17	UHC-55410-43	8857135600	8349 Sunset Blvd, Fresno, CA, 93726	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123864	ENR	Alan Dean	1992-09-12	UHC-33697-11	2444852040	5224 Camelback Rd, Fresno, CA, 93707	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-420811	CLM	Zachary Hawkins	1948-08-11	UHC-34301-59	6313479380	7927 Willow Ct, Scottsdale, AZ, 85268	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-404396	CLM	Ryan Rojas	1967-03-17	UHC-73873-93	9157674523	3825 Apache Blvd, San Diego, CA, 92125	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-143031	ENR	Patrick Carpenter	1944-07-07	UHC-58366-34	2456011294	8951 Willow Ct, Nashville, TN, 37241	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136718	ENR	Debra Franklin	1981-09-06	—	—	1835 Baseline Rd, Jacksonville, FL, 32238	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25414	PRV	Jonathan Ferguson	1982-06-09	—	—	4690 Forest Ave Apt 2, Gilbert, AZ, 85276	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-409679	CLM	Roy Hall	1952-10-16	—	9535140397	6334 Apache Blvd, San Antonio, TX, 78254	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135784	ENR	Wayne V Brooks	1985-11-28	UHC-24088-93	8023416758	7109 Church St, Tempe, AZ, 85217	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427076	CLM	Jack Jordan	1957-07-13	UHC-50049-24	—	6754 Canyon Rd, Columbus, OH, 43278	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106147	ENR	Jacob A Elliott	1986-05-14	UHC-71005-90	3314483986	8435 Camelback Rd, Sacramento, CA, 95809	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-58846	TPA	Kimberly Clark	1979-07-14	UHC-11805-38	8896262747	1289 Bayshore Dr, Minneapolis, MN, 55474	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51748	TPA	Jeremy Snyder	1997-11-27	UHC-72167-18	—	4178 Park Pl, Jacksonville, FL, 32209	0.64	Name re-cased ZIP+4 trimmed Gender normalised Plan code upper-cased+2 more
CLM-430433	CLM	Joan Mdeina	1968-02-10	—	—	4462 Oak St, Orlando, FL, 32890	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-430376	CLM	Samanhta Ruiz	1978-04-18	—	—	3319 Harbor Blvd, San Antonio, TX, 78295	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428111	CLM	Zachary Scott	1995-07-02	—	—	2531 Canyon Rd, Nashville, TN, 37281	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-110243	ENR	Zachary B Aguilar	1944-03-27	UHC-52452-64	3964151017	6999 Palm Dr, Jacksonville, FL, 32209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-121929	ENR	Albert G Stephens	1949-04-17	—	2676682075	2513 Lake View Rd, Seattle, WA, 98163	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22195	PRV	Barbara Gibson	2001-09-07	—	2492470431	2335 Willow Ct, Gilbert, AZ, 85288	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119071	ENR	Alex Dominguez	1980-04-18	UHC-65620-78	8538904578	5171 Camelback Rd, Nashville, TN, 37226	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115291	ENR	Patrick D Walsh	1998-03-25	UHC-25721-65	2203998995	1391 Bayshore Dr, Denver, CO, 80246	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116705	ENR	Carlos Y Hunt	1971-12-18	UHC-24311-47	3175981099	1181 Desert Sky Blvd # 528, San Diego, CA, 92118	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-409006	CLM	Jacqueline Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd, Tucson, AZ, 85756	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130532	ENR	Martha Z Ellyott	1939-10-21	UHC-66010-71	4415732947	2668 Ridge Rd, Orlando, FL, 32809	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139670	ENR	Dominguez F Joyce	1961-10-13	UHC-58776-66	8892048437	7817 Oak St, Orlando, FL, 32879	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109548	ENR	Charlotte Guerrero	1947-06-06	UHC-42580-43	8855098443	1517 Willow Ct, Tucson, AZ, 85787	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-417248	CLM	Russell Guerrero	1975-09-04	—	3544674783	675 Mountain View Dr, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-130618	ENR	Pamela H Morgan	1959-07-27	UHC-30625-84	2807831844	8042 Apache Blvd, Atlanta, GA, 30384	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403448	CLM	Mateo Johnson	1986-09-05	UHC-24566-34	—	9534 Spring St, San Diego, CA, 92184	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400467	CLM	Wayne Carpenter	1993-02-01	—	—	6771 Bayshore Dr, Eden Prairie, MN, 55375	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432629	CLM	Margaret B Vasquez	1962-10-26	UHC-19632-97	—	7899 Church St, Scottsdale, AZ, 85294	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126753	ENR	Mateo Vega	1939-06-18	UHC-55251-71	8334717898	1666 Desert Sky Blvd, Scottsdale, AZ, 85215	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108878	ENR	Carl M Green	1957-03-11	UHC-30810-13	3563181921	8605 Lincoln Way # 721, Tampa, FL, 33644	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-422450	CLM	Dylan Carpenter	2001-05-19	—	5942734718	1683 Desert Sky Blvd, Jacksonville, FL, 32245	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114481	ENR	Susan Hayes	1957-09-13	UHC-57014-25	2287570186	2422 Sunset Blvd, Phoenix, AZ, 85053	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-416545	CLM	Christopher Adams	1945-11-23	UHC-52332-69	9377433810	301 Church St, Denver, CO, 80272	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25453	PRV	Philip P Johnson	1941-09-19	UHC-00083-62	6554544924	2403 Oak St, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58293	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ, 85268	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58294	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ, 85268	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

8,263 rows, page 86 of 166Previous Next