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
ENR-107677	ENR	Shirley Holmes	1961-04-17	UHC-39460-01	4462889768	8316 Ocean Ave, Phoenix, AZ, 85014	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50146	TPA	Diana H Fields	1967-06-06	—	—	8127 Spring St, Miami, FL, 33179	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
TPA-51020	TPA	Patrick Carter	1986-11-22	—	—	9383 Washington St, San Diego, CA, 92101	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-132524	ENR	Ronald Ross	1996-10-27	UHC-24758-99	7158476146	5279 Indian School Rd, Glendale, AZ, 85324	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104253	ENR	Alexander Turner	1994-07-02	UHC-44580-36	3565819790	171 Camelback Rd, Minneapolis, MN, 55479	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-407886	CLM	Alice Hayes	2000-06-23	UHC-80765-96	—	8618 Washington St, San Diego, CA, 92129	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-101502	ENR	Natalie Chavez	1950-11-12	UHC-93945-67	4102128078	2832 Jefferson Ave, Austin, TX, 78789	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131791	ENR	Sofia I Murray	1982-01-09	UHC-35621-02	3165912096	679 Harbor Blvd, San Diego, CA, 92150	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-51741	TPA	Kate Dean	1958-12-09	—	5045412694	2022 Canyon Rd, Denver, CO, 80279	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-59267	TPA	Lori Johnston	1998-12-05	—	6603641977	9855 Valley View Dr, Sacramento, CA, 95866	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-422804	CLM	Betty Santiago	1938-02-07	UHC-84720-46	9765280152	6786 Elm St, Columbus, OH, 43213	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118063	ENR	Valentina L Bishop	2004-11-17	UHC-77430-04	5668802645	8596 Mesa Dr, Chandler, AZ, 85248	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-29232	PRV	Samantha R Thompson	1941-01-01	—	4139936843	2218 Indian School Rd, Austin, TX, 78713	0.66	State code upper-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-107268	ENR	Priya Crawford	1980-08-21	UHC-19959-40	6557512172	2381 Indian School Rd, Tucson, AZ, 85735	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-432002	CLM	Maark Johnson	1938-08-27	—	6626538832	3509 Main St, Fresno, CA, 93775	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-136925	ENR	Jasn Armstrong	1951-01-07	UHC-55242-53	2438034817	9702 Mesa Dr, Scottsdale, AZ, 85290	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
TPA-53518	TPA	Ryan Howell	1982-04-25	—	6725480855	4377 Forest Ave # 571, Miami, FL, 33176	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-127379	ENR	Michelle O Hernandez	1988-05-09	UHC-86967-79	3119270414	8997 Main St, Tempe, AZ, 85291	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135695	ENR	Bruce I Jacobs	1966-05-19	UHC-92556-29	4244869509	6333 Highland Ave, Orlando, FL, 32824	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26052	PRV	Sandra Reynolds	1954-03-23	—	7583436760	7653 Valley View Dr, Austin, TX, 78785	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-29333	PRV	Margaret F Fernandez	1938-09-28	UHC-38371-52	—	1878 Ocean Ave, Atlanta, GA, 30309	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-106560	ENR	Jose N George	1987-07-07	UHC-29975-60	3398066807	5317 Willow Ct, Orlando, FL, 32885	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419296	CLM	Isabella H Walsh	1979-06-04	UHC-12076-16	—	8165 Camelback Rd, Orlando, FL, 32827	0.66	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-414834	CLM	Mary Clark	2004-05-11	UHC-63821-24	3718954354	343 Broadway, Los Angeles, CA, 90035	0.66	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-141505	ENR	Susan Scott	1990-06-06	UHC-56182-63	9037093785	3405 Spring St, Miami, FL, 33116	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103281	ENR	Yukki Woods	2004-07-15	UHC-67985-55	9675191979	4369 Highland Ave, Sacramento, CA, 95814	0.66	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409577	CLM	Kathryn Guzman	1939-11-14	—	3979915488	200 River Rd, Scottsdale, AZ, 85260	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-135675	ENR	Rachel Fores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd, Plano, TX, 75080	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-114611	ENR	Arthur Franklin	1949-08-05	UHC-82571-88	6337153916	350 Lake View Rd, Denver, CO, 80289	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-424842	CLM	John Bll	1957-01-01	UHC-95187-29	—	8461 Union St, Los Angeles, CA, 90040	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423496	CLM	Yuki Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX, 78720	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115612	ENR	Jack U Wells	2004-12-07	UHC-87508-90	3852566426	900 Mountain View Dr, Las Vegas, NV, 89143	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112742	ENR	Vincent O Willis	1996-09-12	UHC-25785-40	9715724870	7913 Sunset Blvd, Las Vegas, NV, 89110	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423944	CLM	Michelle Martin	1980-04-09	UHC-00811-86	—	4748 Central Ave, Jacksonville, FL, 32263	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108736	ENR	Debra Maldonado	1973-10-14	—	7285072872	1488 Union St, Austin, TX, 78724	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-142378	ENR	Grace West	1963-01-26	UHC-87340-82	5803776038	2648 Union St, Seattle, WA, 98160	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-118491	ENR	Sanders O Nathan	2003-12-13	UHC-04089-53	8965835750	2412 Canyon Rd, Sacramento, CA, 95885	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-103567	ENR	Timothy Vargas	1956-09-02	UHC-91471-01	7125048752	3151 Palm Dr, Glendale, AZ, 85389	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-130570	ENR	Terry S Porter	1985-12-08	—	6735620045	6723 Indian School Rd, Tucson, AZ, 85768	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-114298	ENR	Lucia Baker	1967-03-22	UHC-34302-14	4875046963	7093 River Rd, Houston, TX, 77035	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111431	ENR	Mariana Russell	1975-04-08	UHC-35952-60	7172387587	9455 Ridge Rd, Nashville, TN, 37277	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-131284	ENR	Adam O Herrera	1967-11-20	UHC-24042-43	8055056944	7813 Sage Ct, Nashville, TN, 37273	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425026	CLM	Geogre Austin	1938-09-20	UHC-22482-04	4903978675	3710 Bayshore Dr, Phoenix, AZ, 85073	0.66	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-406200	CLM	Kathryn Sanchez	1955-09-08	UHC-35361-14	2194929641	5727 Indian School Rd, Nashville, TN, 37234	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-422194	CLM	Luis Freeman	1990-03-27	UHC-20455-14	—	3146 Canyon Rd, Gilbert, AZ, 85274	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113432	ENR	Jesse T Hansen	1969-02-12	UHC-45513-19	9027970072	5053 Oak St, Sacramento, CA, 95815	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
TPA-50278	TPA	Gary J Gutierrez	1992-12-06	—	3813418968	2995 Market St, Eden Prairie, MN, 55325	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126917	ENR	Alice A Morales	1980-09-03	UHC-00679-59	7629317844	431 Apache Blvd, Gilbert, AZ, 85244	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-104372	ENR	Yuki N Dixon	2007-02-03	UHC-69074-57	3592165221	6973 Camelback Rd, Fresno, CA, 93722	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-52059	TPA	Yuki Espinoza	1951-06-16	—	—	387 Harbor Blvd, Charlotte, NC, 28206	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more

8,263 rows, page 114 of 166Previous Next