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

Enrollment, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120091	ENR	Bobby Torres	1945-05-09	UHC-38502-01	8656050788	6470 Lake View Rd, Glendale, AZ, 85357	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111348	ENR	Julie Hall	2008-02-10	UHC-86527-90	5212095610	6710 Mesa Dr, San Antonio, TX, 78249	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135018	ENR	Jose L Harvey	1991-04-12	UHC-37133-74	2435640448	8461 Elm St, San Diego, CA, 92136	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-107374	ENR	Heather G Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107373	ENR	Heather G Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138536	ENR	Roger V Taylor	1996-11-08	UHC-26029-98	6877346758	4847 Church St, Dallas, TX, 75292	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-117058	ENR	Harold Gonzales	1980-06-19	UHC-74823-63	2725768115	6248 Camelback Rd # 635, Tucson, AZ, 85713	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115653	ENR	Jordan Z Tucker	2007-11-17	UHC-04978-28	—	7544 Ridge Rd, Phoenix, AZ, 85063	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-115654	ENR	Jordan Z Tucker	2007-11-17	UHC-04978-28	—	7544 Ridge Rd, Phoenix, AZ, 85063	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-137470	ENR	Matthew D Shwa	—	UHC-20965-71	6278473968	1303 Ocean Ave, Fresno, CA, 93793	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-125220	ENR	Debra S Meyer	1981-02-03	UHC-68461-30	8817745015	3651 Central Ave, San Diego, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128484	ENR	Shirley Lee	—	UHC-25265-26	9135818916	9437 Camelback Rd, Columbus, OH, 43205	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-107259	ENR	Larry Kim	1988-06-21	UHC-54455-56	6335073010	3283 Church St, Atlanta, GA, 30373	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101923	ENR	Juhn Simpson	1959-02-04	UHC-44690-09	2758378081	12 Highland Ave, Austin, TX, 78708	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118050	ENR	Butler Sara	1957-12-03	UHC-52657-16	2283393807	7267 Grand Ave, Columbus, OH, 43206	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142927	ENR	Austin O Lopez	1977-09-24	UHC-10967-15	6377194829	5139 Ocean Ave Apt 30, Charlotte, NC, 28215	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134462	ENR	Helen W Munoz	1951-03-02	UHC-11640-38	9525843712	6368 Washington St, Gilbert, AZ, 85263	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124743	ENR	Hannah N Andrews	1976-03-21	UHC-25949-03	9595671574	113 Elm St, Columbus, OH, 43245	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-113320	ENR	Sara F Padilla	1982-02-02	UHC-35197-28	5183584426	3359 Church St # 715, Tempe, AZ, 85240	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-130343	ENR	Ralph Lyncch	2004-10-21	UHC-37719-32	—	2485 Church St, Mesa, AZ, 85286	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-124490	ENR	Douglas F Day	1946-08-13	UHC-15264-54	5553947248	3209 Washington St, Orlando, FL, 32814	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135513	ENR	Mariana Williamson	—	UHC-04332-28	—	8477 River Rd Apt 35, Gilbert, AZ, 85258	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-113182	ENR	Jean J Williamson	1954-07-12	UHC-15361-56	6508719078	5902 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136021	ENR	Wayyne Castillo	1957-03-05	UHC-95042-59	6387266870	8324 Desert Sky Blvd, San Antonio, TX, 78247	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-130515	ENR	Rachel Schmidt	1990-01-10	UHC-48968-94	4023757404	4772 Sage Ct # 163, San Antonio, TX, 78254	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-129678	ENR	Betty Cox	1944-01-01	UHC-09867-50	2833629998	3527 Central Ave, Jacksonville, FL, 32275	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124204	ENR	Joshua X Contreras	1959-04-17	UHC-14116-38	3189428256	8975 Ocean Ave # 849, Denver, CO, 80271	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+3 more
ENR-114920	ENR	Carol Lewis	1949-07-22	UHC-11461-87	2803486927	2415 Lincoln Way, Las Vegas, NV, 89187	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141327	ENR	Diego C Carter	1992-04-21	UHC-63998-38	4759726757	450 Main St, Eden Prairie, MN, 55382	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-100929	ENR	Charlotte Bryant	—	UHC-51096-97	8588200512	4266 Union St, Denver, CO, 80230	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-111267	ENR	Ronald Lawrence	1981-05-22	UHC-29293-43	4843379322	3578 Central Ave, Scottsdale, AZ, 85283	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108967	ENR	Bryan Mitchell	1992-03-14	UHC-82450-69	8644569183	6130 Sunset Blvd, Atlanta, GA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109397	ENR	Amber D King	1944-08-22	UHC-33875-31	8359505047	4702 Lake View Rd, Gilbert, AZ	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124266	ENR	Garry U Perez	1980-08-18	UHC-00936-29	4456895197	5936 Park Pl, Tempe, AZ, 85298	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102159	ENR	Olivia F Carter	—	UHC-78576-01	6749328978	7159 Desert Sky Blvd, San Antonio, TX, 78229	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137366	ENR	Terry Hughes	2002-02-18	UHC-96369-89	2158955811	3241 Valley View Dr, Phoenix, AZ, 85018	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-140597	ENR	Charlotte Chapman	1979-11-17	UHC-57418-29	4075991025	3896 Church St, Miami, FL, 33103	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124432	ENR	Lauren Graham	1979-06-03	UHC-12369-48	4347087361	7492 Jefferson Ave, Scottsdale, AZ, 85207	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136935	ENR	Logan J Larson	1945-04-19	UHC-56916-28	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109970	ENR	Noah Martinez	1971-01-07	UHC-54843-07	5695071780	9722 Union St, Los Angeles, CA, 90097	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113774	ENR	Janice J Russell	1954-07-22	UHC-82902-77	3635133487	4026 Camelback Rd, San Antonio, TX, 78245	0.50	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108247	ENR	Cheryl N Scott	1991-02-23	UHC-34552-42	3889988992	8386 Lake View Rd, Tempe, AZ, 85200	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121860	ENR	Terry Jensen	1940-09-26	UHC-66597-64	—	8449 Mountain View Dr # 892, Mesa, AZ, 85249	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126484	ENR	Anna P Watkins	1983-08-25	UHC-81236-85	—	5278 Sunset Blvd, Seattle, WA, 98129	0.50	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-110775	ENR	Kayla Johnson	1990-01-07	UHC-82773-21	6019714583	9081 River Rd, Tampa, FL, 33639	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-107560	ENR	OJunk	1991-05-19	—	3354668249	2636 Highland Ave, Sacramento, CA, 95889	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105632	ENR	Helen McCoy	1999-07-23	UHC-48762-31	3759522691	858 Market St, Tampa, FL	0.50	Phone reformatted Member ID reformatted SSN last four extracted State name converted to code+3 more
ENR-117439	ENR	Lucia E Bryant	2000-10-15	UHC-21632-31	4998044964	7434 Market St # 638, Glendale, AZ, 85323	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-127541	ENR	Joan U Morgan	1953-12-09	UHC-54119-07	3249343336	3800 Washington St, Eden Prairie, MN, 55328	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102128	ENR	Aronld G Cheryl	1939-07-17	UHC-49778-27	9474471899	1883 Canyon Rd, Chandler, AZ, 85280	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

8,934 rows, page 18 of 179Previous Next