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-131290	ENR	Paul H Rivera	1952-04-09	UHC-98525-45	4516979720	3936 Elm St, Mesa, AZ, 85283	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-415965	CLM	Logan Rivera	1976-05-01	UHC-27810-95	—	8658 Elm St, Phoenix, AZ, 85060	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-101211	ENR	Chriztian I Wililamson	1974-08-05	UHC-01208-77	6646702564	3455 Oak St, Chandler, AZ, 85285	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-104981	ENR	Frank Bailey	1960-07-08	UHC-99304-17	8194378034	6013 Central Ave, Austin, TX, 78787	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-419248	CLM	Sophia Bell	1946-11-12	UHC-20089-46	5486368009	381 Jefferson Ave, Scottsdale, AZ, 85285	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-134941	ENR	Teresa P Park	2001-02-22	UHC-22256-78	6098848358	766 Highland Ave, Sacramento, CA, 95859	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130694	ENR	Aisha D Patterson	1988-02-14	UHC-02136-81	7075833705	2577 Meadow Ln, Phoenix, AZ, 85006	0.78	Phone reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60583	TPA	Yuki Evans	1984-12-08	UHC-57726-03	8113363207	8031 Broadway, San Antonio, TX, 78227	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28522	PRV	Martha Herrera	1956-06-01	UHC-70389-89	3229670616	1696 Park Pl, Los Angeles, CA, 90054	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-60235	TPA	Katherine W Carpenter	1977-08-22	—	—	2630 Harbor Blvd, Tampa, FL, 33659	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-414461	CLM	Noah Garrett	1984-06-17	UHC-99638-91	7952268932	3201 Sunset Blvd, Charlotte, NC, 28246	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411239	CLM	Emily Walker	1957-12-26	UHC-96731-61	3812594600	541 Maple Ave, Austin, TX, 78749	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421361	CLM	Walter Cook	1962-06-25	UHC-07206-18	8353676991	4996 Meadow Ln, Tampa, FL, 33611	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59593	TPA	Philip Owens	2004-08-19	—	8437819909	391 Sunset Blvd, Fresno, CA, 93797	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430615	CLM	Jessica Smith	1991-08-28	UHC-10378-37	—	25 Lincoln Way, Las Vegas, NV, 89107	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23829	PRV	Jacqueline Little	1987-12-24	—	4069434164	8051 Camelback Rd, Eden Prairie, MN, 55303	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-112953	ENR	Melissa E Mitchell	1965-04-06	UHC-87084-73	8502780215	220 Broadway, Plano, TX, 75009	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-110665	ENR	Eugene Hughes	2008-02-10	UHC-05118-85	2222237078	2894 Camelback Rd, Plano, TX, 75005	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-24511	PRV	Lawrence S Nichols	1941-03-26	UHC-23434-16	5985970939	2895 Canyon Rd, Las Vegas, NV, 89183	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-425128	CLM	Joshua Gray	1994-04-12	UHC-40679-05	8249883339	1373 Lincoln Way, Sacramento, CA, 95872	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55855	TPA	Ambber Brown	1948-01-04	—	7732869431	5547 Hillcrest Rd, Tucson, AZ, 85743	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405319	CLM	Bruce D White	1979-12-28	UHC-55756-12	4385548348	1956 Market St, Tempe, AZ, 85279	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107092	ENR	Emily Walker	1960-10-10	UHC-64069-02	8892267163	5286 Valley View Dr, Plano, TX, 75004	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-129346	ENR	Hiroshi V Gonzales	1986-06-12	UHC-70398-64	2936217265	1483 Canyon Rd, Houston, TX, 77002	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-140191	ENR	Jessica Smith	1991-08-28	UHC-10378-37	7944874284	25 Lincoln Way, Las Vegas, NV, 89107	0.78	Phone reformatted State code upper-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-400290	CLM	Santigao Valdez	2000-02-24	UHC-41588-95	—	2731 Sunset Blvd, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-126993	ENR	James Wright	1993-08-27	UHC-88515-11	6378552459	8840 Cedar Ln, Columbus, OH, 43225	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-112450	ENR	Luis West	1971-02-19	UHC-57737-68	7952276883	8772 Lincoln Way, Fresno, CA, 93714	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103304	ENR	Janet A Graham	1965-01-05	UHC-25913-64	2075643692	7239 Lincoln Way, Phoenix, AZ, 85034	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-113350	ENR	Gerald Baker	1975-10-17	UHC-70576-73	4334232401	1298 Lake View Rd, Glendale, AZ, 85373	0.78	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed+1 more
CLM-432678	CLM	Bruce Bennett	1966-04-06	UHC-40458-10	2022203023	1262 Union St, Miami, FL, 33108	0.78	Phone reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-432810	CLM	Jennifer Cunningham	1940-02-25	—	6513695982	9866 Harbor Blvd, Gilbert, AZ, 85228	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419158	CLM	Jancie McCoy	2004-03-02	—	9487736586	7802 Oak St, Nashville, TN, 37293	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60004	TPA	Michelle Burns	1938-06-03	—	—	4095 Park Pl, Dallas, TX, 75205	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427274	CLM	Maria H Stewart	2006-12-26	UHC-45508-52	—	9251 Pine Dr, Eden Prairie, MN, 55398	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407050	CLM	Denise Santos	1938-08-19	UHC-94172-06	5652734992	8780 Indian School Rd, Tampa, FL, 33662	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-142695	ENR	Paul A Morris	1987-08-17	UHC-21357-84	3974456187	9224 Sunset Blvd, Las Vegas, NV, 89157	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-426774	CLM	Bradley Weber	1991-06-17	—	7224829611	6986 Pine Dr, Miami, FL, 33102	0.78	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed+1 more
CLM-403846	CLM	Fatyma Green	1971-01-19	UHC-56858-96	—	764 River Rd, Minneapolis, MN, 55442	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+1 more
ENR-100550	ENR	Aron U Harper	2008-11-02	UHC-06862-81	2896341496	3658 Market St, Scottsdale, AZ, 85237	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409901	CLM	Scott S Hart	1962-04-02	—	4126057459	7942 Oak St, Miami, FL, 33100	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124360	ENR	Charlotte Elliott	1996-01-01	UHC-59612-34	4745120707	7422 Market St, Glendale, AZ, 85322	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-124359	ENR	Charlotte Elliott	1996-01-01	UHC-59612-34	4745120707	7422 Market St, Glendale, AZ, 85322	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-118098	ENR	Aaron Peters	1991-02-20	UHC-98021-03	5902791328	5895 Indian School Rd, Dallas, TX, 75265	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-100949	ENR	Mateo Q Duncan	1972-01-23	UHC-05875-18	8554731562	709 Central Ave, Chandler, AZ, 85283	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
PRV-23226	PRV	Brittany F Munoz	1948-04-17	—	7228508677	1220 Desert Sky Blvd, Houston, TX, 77015	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-133172	ENR	Mason Edwards	1998-08-27	UHC-10902-28	—	4767 Apache Blvd, San Diego, CA, 92146	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-138877	ENR	Helen Rios	1978-07-12	UHC-50612-80	7883054742	3643 Jefferson Ave, Denver, CO, 80225	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-405930	CLM	Michael Wells	1953-10-18	—	—	4425 Mesa Dr, Charlotte, NC, 28254	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-132405	ENR	Charles W Reeid	1969-06-14	UHC-11944-53	3702182011	3202 Lincoln Way, Tempe, AZ, 85211	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more

8,263 rows, page 141 of 166Previous Next