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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60728	TPA	Teresa Tompson	1988-10-23	—	—	3780 Mountain View Dr, Tempe, AZ, 85262	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63659	TPA	Grace Richardson	1979-11-01	—	5666887063	489 Ocean Ave, Scottsdale, AZ, 85201	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55027	TPA	Deborah Thompson	1963-04-19	—	—	6191 Lake View Rd, Tucson, AZ, 85767	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114311	ENR	Don Silva	1974-07-08	UHC-22389-52	8255637206	7501 Camelback Rd, Seattle, WA, 98164	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-25339	PRV	Austin Thomas	2004-05-28	—	2043320144	9416 Ocean Ave, Sacramento, CA, 95859	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426836	CLM	Joe Bishop	1967-10-04	UHC-26419-88	6258259436	9338 Apache Blvd, Jacksonville, FL, 32226	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-416290	CLM	Willie Li	1990-06-18	UHC-81208-23	—	8736 Jefferson Ave, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
ENR-141082	ENR	Megan W Carlson	1987-09-17	UHC-52900-15	8049442516	6904 Elm St, Plano, TX, 75072	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125895	ENR	Sharon F Weber	2006-09-08	UHC-02965-50	4403387593	6745 Apache Blvd, San Diego, CA, 92173	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105780	ENR	Elijah Hall	1996-09-24	UHC-02806-77	4925726487	5172 Willow Ct, Columbus, OH, 43284	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104115	ENR	Roy P Ray	1946-07-24	UHC-74378-53	—	176 Central Ave, Phoenix, AZ, 85055	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21448	PRV	Billy X Mendez	1959-05-15	—	7938147936	1872 Willow Ct, Miami, FL, 33100	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432317	CLM	Emma H Fields	1966-05-24	UHC-10590-48	—	7907 Church St, Plano, TX, 75072	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21645	PRV	Vincent Schmidt	2007-12-17	—	8196918807	1891 Camelback Rd, Gilbert, AZ, 85227	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142964	ENR	Wagner X Jacob	1987-08-08	UHC-37199-53	3434966818	3449 Grand Ave, Gilbert, AZ, 85258	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412027	CLM	Margaret Harris	1971-03-16	—	4284901970	471 River Rd, Nashville, TN, 37288	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401522	CLM	Denise Peters	1980-10-22	—	8414694491	9572 Mesa Dr, San Antonio, TX, 78291	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401470	CLM	Jerry Pierce	2004-02-27	—	—	3308 Baseline Rd, Phoenix, AZ, 85020	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-134260	ENR	Brandon Georeg	1968-10-07	UHC-49996-19	3902697404	6886 Ocean Ave, Sacramento, CA, 95837	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400137	CLM	Doris Mendoza	1986-11-26	UHC-29920-87	—	5813 Willow Ct, Charlotte, NC	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-410235	CLM	Janice Lopez	1947-05-11	UHC-64105-04	7883163428	2564 Lincoln Way, San Antonio, TX, 78293	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-419400	CLM	Tyler J Peters	1952-03-28	—	—	3062 Main St, Fresno, CA, 93743	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125035	ENR	Rachel Green	1972-10-06	UHC-78943-88	3938558749	9450 Ridge Rd, Houston, TX, 77019	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26117	PRV	Roger Carr	1985-11-04	—	8253551950	5490 Sunset Blvd, Mesa, AZ, 85209	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
ENR-102639	ENR	Betty West	1983-05-28	UHC-82275-78	6432609690	3801 Lake View Rd, Denver, CO	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-121976	ENR	Kathryn I Henderson	1953-11-28	UHC-09847-52	3124846062	4192 Market St, Las Vegas, NV, 89134	0.64	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+2 more
TPA-53260	TPA	Gloria Fowler	1964-09-07	—	6558588140	6908 Sage Ct, Tucson, AZ, 85753	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403370	CLM	Jerry Franklin	1983-12-02	UHC-03734-38	—	4905 Mountain View Dr, Columbus, OH, 43202	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more
ENR-117597	ENR	Pamela B Tran	2004-09-25	UHC-95837-67	2219380628	8893 Grand Ave, Glendale, AZ, 85332	0.64	Middle initial moved out of first name Phone reformatted State name converted to code Email lower-cased+2 more
ENR-102526	ENR	Bradley F Richardson	1961-03-15	UHC-31604-51	6542775957	9129 Grand Ave, Eden Prairie, MN, 55353	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131307	ENR	Aaron H Hill	1953-01-22	UHC-43515-39	9204761283	6660 Willow Ct # 850, Nashville, TN, 37256	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+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
TPA-53020	TPA	Marcus Lee	1973-01-19	—	6879896745	8291 River Rd Apt 34, Glendale, AZ, 85341	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
PRV-24432	PRV	Daniel K Reid	1939-01-23	—	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411370	CLM	Diana Grant	1941-09-26	UHC-53597-96	5215756151	9206 Apache Blvd, Glendale, AZ, 85350	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427188	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	—	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427187	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	—	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105145	ENR	Megan Gonzalez	2005-02-25	UHC-00597-47	4763227799	1165 Hillcrest Rd, Denver, CO, 80289	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-405348	CLM	Bryan Stevens	1967-08-25	UHC-54937-27	—	745 Mountain View Dr, Jacksonville, FL, 32265	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-104072	ENR	Alexander L Nuunez	1985-09-18	UHC-39766-39	9615184929	6480 Cedar Ln, Nashville, TN, 37259	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22616	PRV	Mary Moreno	1992-12-28	UHC-34202-75	9167791678	2055 Cedar Ln, Phoenix, AZ, 85050	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134635	ENR	Edward Z Griffin	1985-04-14	UHC-15790-05	6348187977	756 Apache Blvd, Plano, TX, 75081	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432737	CLM	Ana Y Gutierrez	1971-09-20	UHC-10479-88	3429411580	384 Forest Ave, Austin, TX, 78734	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104731	ENR	Elijah Stephens	1960-12-16	UHC-35712-96	9089421924	6193 Cedar Ln, Eden Prairie, MN, 55393	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50355	TPA	Wei Patterson	1949-07-04	—	9183319313	4830 Elm St, San Antonio, TX, 78235	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401440	CLM	Bruce Chavez	1940-08-25	—	—	6883 Indian School Rd, Fresno, CA, 93735	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56644	TPA	Mariana Robertson	2004-08-20	—	—	5340 Desert Sky Blvd, Denver, CO, 80211	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420904	CLM	Randy Gardner	1958-06-08	UHC-99224-74	6332912701	3483 Palm Dr, Chandler, AZ	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
ENR-134511	ENR	Megan K Owens	1953-09-22	UHC-11804-67	—	8704 Sunset Blvd, Glendale, AZ, 85307	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-124031	ENR	Walter R Stewaart	1987-11-13	UHC-24161-31	4734252957	6528 Camelback Rd, Gilbert, AZ, 85218	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 98 of 182Previous Next