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-403826	CLM	Mari Wood	1941-12-26	UHC-46790-74	—	8674 Hillcrest Rd, Los Angeles, CA, 90007	0.64	City re-cased State name converted to code ZIP+4 trimmed Plan code upper-cased+2 more
ENR-140020	ENR	Morris Wayne	1956-06-07	UHC-81299-54	4189518316	6002 Baseline Rd, Charlotte, NC, 28297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128901	ENR	Gerald Parker	1953-07-26	UHC-73850-59	5497961253	4446 Forest Ave, Dallas, TX, 75237	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141490	ENR	Bradley U Carpenter	1948-08-08	UHC-06430-16	2089338981	9271 Mountain View Dr, Fresno, CA, 93739	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129561	ENR	Theresa U Hicks	1969-02-09	UHC-01574-14	8065654780	1799 Highland Ave, Jacksonville, FL, 32208	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27886	PRV	Rebecca Stevens	—	—	2343656742	2879 Lincoln Way, Los Angeles, CA, 90097	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
CLM-425078	CLM	Joseph Day	1968-04-14	UHC-62916-46	5583799198	8532 Palm Dr, Los Angeles, CA, 90076	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-61350	TPA	Elizabeth Soto	2003-08-26	—	—	2261 Bayshore Dr, Atlanta, GA, 30303	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107166	ENR	Diane D Santiago	1982-08-20	UHC-92813-98	6124835022	7407 Valley View Dr, Denver, CO, 80230	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136739	ENR	Sophia U Wilson	1977-08-04	UHC-94774-27	6138291128	242 Main St, Chandler, AZ, 85202	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59094	TPA	Ruth Hernandez	1955-05-15	—	2597098822	1617 Lincoln Way, Miami, FL, 33139	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
TPA-51160	TPA	Anthony Mertin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51161	TPA	Anthony Mertin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418057	CLM	Nunez Brittany	2006-06-06	—	—	2966 Cedar Ln, Seattle, WA, 98195	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-122350	ENR	Kevin G Day	1994-04-10	UHC-09372-85	—	8737 Meadow Ln, Plano, TX, 75023	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-140667	ENR	Albert V Wallace	1936-06-13	UHC-65677-48	9738460741	2994 Market St, Denver, CO, 80204	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122702	ENR	Charles S Butler	1971-12-12	UHC-81045-69	8295146067	4407 Harbor Blvd, Tucson, AZ, 85718	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-120542	ENR	Frank N Bishop	1987-09-21	UHC-33994-11	3086636932	5597 Willow Ct, Las Vegas, NV, 89124	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-56879	TPA	Lucia W Russell	2001-11-13	UHC-89539-23	6595649114	3497 Oak St, Tampa, FL, 33652	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29576	PRV	Maria D Fields	1944-03-23	—	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-121955	ENR	Kelly V Espinoza	1999-11-27	UHC-28597-91	3398709158	2936 Canyon Rd, Sacramento, CA, 95858	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115578	ENR	Michelle Romero	1939-12-08	UHC-14494-77	6237241485	6069 Camelback Rd, Los Angeles, CA, 90071	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-138716	ENR	Russell Torres	1984-12-02	UHC-27828-45	4887441353	4623 Lake View Rd, Nashville, TN, 37205	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-110291	ENR	Douglas Park	1996-04-07	UHC-07990-99	5446216404	4489 Ocean Ave, Plano, TX, 75072	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136922	ENR	Maeto Robinson	1998-07-04	UHC-53334-17	4216567369	6073 Baseline Rd, Austin, TX, 78731	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58274	TPA	Paul White	1995-03-22	—	9138684896	3950 Elm St, Seattle, WA, 98132	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100209	ENR	Judy C Alvarez	1941-02-13	UHC-22408-95	4213352596	2526 Washington St, Eden Prairie, MN, 55370	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24177	PRV	Paul Collins	1958-04-25	UHC-68079-95	7705465499	2464 Central Ave, San Diego, CA, 92124	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129906	ENR	Stephanie Payne	1974-07-04	UHC-82530-78	2415154803	640 Indian School Rd, Fresno, CA, 93722	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-138762	ENR	Melissa Delgado	2007-07-28	UHC-61902-21	4735065461	2360 Hillcrest Rd, Charlotte, NC, 28257	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118214	ENR	Brian King	1970-06-18	UHC-03721-97	—	2825 Lincoln Way, Tampa, FL, 33613	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
PRV-22617	PRV	Alice Fox	1956-01-28	—	7556918267	4968 Mountain View Dr, Charlotte, NC, 28291	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137845	ENR	Walter O Carlson	1955-10-26	UHC-39159-19	4295406549	2773 Mountain View Dr, Phoenix, AZ, 85067	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109487	ENR	Mary B Singh	2000-12-27	UHC-97637-47	—	9083 Hillcrest Rd, Jacksonville, FL, 32235	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56564	TPA	Joseph E Chavez	1996-10-02	—	—	5116 Main St, Tampa, FL, 33670	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-424484	CLM	Sharon Q Alexander	1992-04-27	UHC-08955-29	4526842501	4450 Ocean Ave, Dallas, TX, 75213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138739	ENR	Christian Campbell	1997-08-12	UHC-27250-91	7072348648	9801 Lake View Rd, Mesa, AZ, 85244	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53984	TPA	Robert E Pierce	1988-03-04	—	—	3041 Hillcrest Rd, Houston, TX, 77072	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29032	PRV	Benjamin K Vasquuez	2006-04-10	UHC-82637-55	3042095884	5631 Mountain View Dr, Orlando, FL, 32879	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425926	CLM	Benjamin Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125922	ENR	Dorothy Lwarence	1966-04-11	UHC-04711-59	4442115814	1167 Canyon Rd, Los Angeles, CA, 90087	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414670	CLM	Brenda Sullivan	1992-01-01	—	—	1728 Highland Ave, Orlando, FL, 32890	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-139616	ENR	Philip Olson	2007-09-07	UHC-22797-90	8858086728	4297 Indian School Rd, Nashville, TN, 37257	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-120915	ENR	Beverly M Williams	1970-08-09	UHC-94161-98	7144683368	2802 Canyon Rd, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120483	ENR	Douglas R Marshall	1970-08-19	UHC-48557-75	9879326371	534 Market St, Columbus, OH, 43252	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-50163	TPA	Daniel Howell	2008-09-20	—	—	3838 Central Ave, Tucson, AZ, 85760	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106794	ENR	Austin P Watson	1998-06-16	UHC-30177-94	6283583015	7865 Highland Ave, Minneapolis, MN, 55425	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423367	CLM	Yuki Wright	1986-02-22	UHC-59968-86	9466835588	9017 Pine Dr # 800, Jacksonville, FL, 32241	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
TPA-51956	TPA	Natalie King	1946-01-09	—	4347836508	5353 Valley View Dr, Mesa, AZ, 85256	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-424840	CLM	Alan Dean	1956-02-21	—	—	5565 Central Ave, Miami, FL, 33138	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

8,263 rows, page 95 of 166Previous Next