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-133087	ENR	Deorah X Owens	1969-09-28	UHC-36207-21	8542928872	7234 Highland Ave, Fresno, CA, 93721	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100919	ENR	Wayne Contreras	1950-05-19	UHC-52223-05	7688333510	2502 Indian School Rd, Atlanta, GA, 30375	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425495	CLM	Christopher Graham	1969-02-07	UHC-23280-13	7066617598	5309 Ridge Rd, Gilbert, AZ, 85293	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21753	PRV	Heather Q Taylor	1945-07-23	UHC-41950-84	5308836062	753 Camelback Rd, Mesa, AZ, 85209	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-63917	TPA	Lauren Ryan	1942-09-26	—	3286179340	514 Lake View Rd, Glendale, AZ, 85314	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414932	CLM	Eric Valdez	1939-11-25	UHC-86362-98	9126375845	9341 Broadway # 456, Eden Prairie, MN, 55375	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-123675	ENR	Ana Gant	1979-06-23	UHC-25155-17	—	9741 Oak St, Minneapolis, MN, 55447	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-415399	CLM	Diana Hughes	1975-03-01	UHC-99954-49	5896503515	8291 Palm Dr, Dallas, TX, 75254	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-428148	CLM	Mei Clark	1987-03-09	UHC-15546-20	—	4102 Sunset Blvd, Glendale, AZ, 85329	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20315	PRV	Kenneth Wung	1994-06-21	—	—	6751 Central Ave, Chandler, AZ, 85250	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134143	ENR	Lisa W Murray	1980-02-01	UHC-68709-47	9773816800	3760 Ocean Ave, Jacksonville, FL, 32274	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-130293	ENR	Bobbby Adams	1972-01-12	—	2082504797	8522 Spring St, Plano, TX, 75070	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24139	PRV	Chris Green	1954-06-08	—	9306245467	2440 Market St, Los Angeles, CA, 90072	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407978	CLM	Edward X Cunningham	1941-03-16	UHC-34122-98	6177554470	2332 Broadway, Dallas, TX, 75240	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-113497	ENR	Janet U Wager	1975-06-23	UHC-19960-63	9063079348	9750 Meadow Ln, Sacramento, CA, 95809	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421034	CLM	Braddley M Lane	1938-01-06	UHC-88564-99	9752565349	9269 Valley View Dr, Sacramento, CA, 95818	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-59181	TPA	Beth Schultz	1967-12-24	—	—	9384 Pine Dr, Fresno, CA, 93758	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407940	CLM	Donald R Castro	1984-06-20	—	—	1823 Mountain View Dr, Tampa, FL, 33607	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414413	CLM	Bobby Sandoval	1998-07-13	—	—	8161 Ocean Ave, Mesa, AZ, 85298	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-408148	CLM	Sofia Porter	2002-07-04	UHC-53417-68	—	1396 Apache Blvd, Austin, TX, 78708	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404860	CLM	Virginia Munoz	1964-08-23	UHC-21025-48	—	4537 Oak St, Los Angeles, CA, 90018	0.66	Member ID reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62263	TPA	Jason Harris	2004-06-27	—	—	8576 Lake View Rd, San Diego, CA, 92116	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-130689	ENR	Mariana C Obrien	1971-10-08	UHC-70943-35	—	884 Lake View Rd, Orlando, FL, 32800	0.66	Name split from “Last, First”Name re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-421465	CLM	Sean Ramirez	1951-04-28	UHC-87258-34	—	1056 Apache Blvd, San Diego, CA, 92140	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54729	TPA	Kathryn Little	1995-03-05	—	—	7695 Park Pl, Miami, FL, 33129	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427512	CLM	Kimberly Gordon	2006-12-28	UHC-89560-95	7845845260	1992 Mountain View Dr, Charlotte, NC, 28288	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413138	CLM	Chris S Hamilton	1984-10-03	—	—	1418 Broadway, Seattle, WA, 98108	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413137	CLM	Chris S Hamilton	1984-10-03	—	—	1418 Broadway, Seattle, WA, 98108	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-100006	ENR	Joe L White	1953-08-12	UHC-45454-67	6044420505	7003 Sunset Blvd, Seattle, WA, 98161	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106459	ENR	Jaccqueline R Simmons	2004-06-06	UHC-43996-60	3557718495	50 Indian School Rd Apt 39, Houston, TX, 77019	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Email lower-cased+1 more
TPA-55576	TPA	Janet Carpenter	1987-05-09	—	—	9345 Sunset Blvd, Atlanta, GA, 30390	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-119211	ENR	Margaret Z Patterson	1977-09-12	UHC-31161-99	8035518926	2729 Lincoln Way, Columbus, OH, 43264	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-106826	ENR	Maria Gibson	1985-05-25	UHC-55479-43	8528157153	9223 Cedar Ln, Plano, TX, 75080	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-21994	PRV	Bradley B Russell	2000-07-16	UHC-45171-11	2749922193	5244 Valley View Dr, Minneapolis, MN, 55446	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-118798	ENR	Noah Padilla	1965-09-11	UHC-79799-16	6376246682	6530 Oak St, Denver, CO, 80293	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401126	CLM	Jordan B Wellch	2001-11-13	UHC-43144-83	—	2704 Maple Ave, Denver, CO, 80226	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417870	CLM	Heather Sanchez	1996-06-03	—	—	3323 Park Pl, Chandler, AZ, 85293	0.66	Name re-cased Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20948	PRV	Keith Bennett	—	—	—	1922 Ocean Ave, Jacksonville, FL, 32227	0.66	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124040	ENR	Brenda T Thompson	1986-01-18	UHC-36650-08	3157303561	7461 Lincoln Way, Seattle, WA, 98165	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-122876	ENR	Henry Chen	1983-04-24	UHC-49957-77	5826446147	3732 Palm Dr, Tucson, AZ, 85754	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-132950	ENR	Heen G Patel	1995-03-27	UHC-69833-28	7783790438	3185 Valley View Dr, Nashville, TN, 37228	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-414335	CLM	Mariana Parker	2008-11-14	UHC-18863-52	8676421234	9046 Church St, Gilbert, AZ, 85224	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425657	CLM	Mason Bkaer	1942-12-28	UHC-52066-68	—	7065 Harbor Blvd, Columbus, OH, 43262	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-123247	ENR	Willie Z Reynolds	1995-05-24	UHC-16629-32	2803612670	5688 Ridge Rd, Charlotte, NC, 28293	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-407725	CLM	Carlos Hamilton	1956-01-21	—	—	7313 Desert Sky Blvd, Tampa, FL, 33635	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-139511	ENR	Eric H Hamilton	1940-08-27	UHC-73392-87	6917027255	5487 Palm Dr, Houston, TX, 77028	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55140	TPA	Mason Murphy	1956-11-11	—	—	3805 Pine Dr, Eden Prairie, MN, 55300	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410502	CLM	Sean Shaw	1971-12-01	UHC-92556-56	—	321 Park Pl, Nashville, TN, 37224	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-130373	ENR	Jose D Cook	1954-04-10	UHC-70225-01	3235025275	7755 Union St, Las Vegas, NV, 89104	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57153	TPA	Jerry Watkins	1957-07-07	—	—	2207 Washington St Apt 39, Los Angeles, CA, 90098	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more

8,263 rows, page 113 of 166Previous Next