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
PRV-24194	PRV	Stephanie Z Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62380	TPA	Andrea Q Garcia	1952-09-28	—	—	7817 Washington St, Houston, TX, 77059	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421988	CLM	Janice Riley	2007-10-04	—	2013264299	7419 Spring St, San Antonio, TX, 78228	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-55877	TPA	Albert Hayes	1993-09-23	—	—	1017 Willow Ct, Tempe, AZ, 85201	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58398	TPA	Helen Jimenez	1975-09-22	UHC-73267-49	—	6644 Mesa Dr, Fresno, CA, 93797	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-56082	TPA	Carlos Fields	2005-11-05	—	—	9541 Ridge Rd, Jacksonville, FL, 32278	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-27109	PRV	Donald Hudson	1976-01-19	UHC-43303-53	7017474994	6764 Baseline Rd, Charlotte, NC, 28284	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402748	CLM	Patrick Grant	1963-01-08	UHC-33514-97	—	592 Apache Blvd, Atlanta, GA, 30372	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130761	ENR	Evelyn Hill	1942-08-03	UHC-49905-98	5399879574	3867 Desert Sky Blvd, San Antonio, TX, 78265	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
CLM-423198	CLM	Ralph Lynch	2004-10-21	—	2135607587	2485 Church St, Mesa, AZ, 85286	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-29013	PRV	Gary Walsh	1981-08-23	UHC-49344-04	2243017533	3763 Church St, Tampa, FL, 33670	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60887	TPA	Joseph Murray	1957-08-06	—	—	3641 Union St, Eden Prairie, MN, 55350	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410612	CLM	Mei Weber	2005-05-07	UHC-36230-97	—	7138 Indian School Rd, Eden Prairie, MN, 55310	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54758	TPA	Carolyn Wong	1977-01-09	—	—	2259 Highland Ave, Sacramento, CA, 95840	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20865	PRV	Aaron I Gilbert	1981-09-11	UHC-80916-38	5335187121	1483 Hillcrest Rd, Nashville, TN, 37287	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-110920	ENR	Grace Hudson	1965-01-18	UHC-67791-66	6203465928	9700 Pine Dr, Austin, TX, 78798	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414519	CLM	Jose Owens	1987-02-07	UHC-85056-73	—	1384 Pine Dr, Plano, TX, 75061	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-101605	ENR	Sam D Lynch	1941-09-16	UHC-07707-06	7803507159	5944 Maple Ave, Tucson, AZ, 85759	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-431511	CLM	Lisa H Catro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd, San Diego, CA, 92118	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-123587	ENR	Mary Sanoval	1947-08-22	UHC-36464-26	5614287011	9341 Central Ave, Chandler, AZ, 85217	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-429526	CLM	Bruce Blaack	1996-05-13	UHC-09980-64	—	1170 Cedar Ln, Seattle, WA, 98165	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409826	CLM	Juan Jimenez	1964-10-13	UHC-84918-36	6209491554	2041 Forest Ave # 776, Dallas, TX, 75237	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-126032	ENR	Sofia M Wood	1956-04-13	UHC-82729-85	4432864696	297 Oak St, Sacramento, CA, 95841	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-400421	CLM	Sophia Evans	1952-02-02	—	—	5011 Maple Ave, Las Vegas, NV, 89199	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405494	CLM	Lori A Fowler	1972-10-21	—	—	194 Church St, Tampa, FL, 33640	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63159	TPA	Sandra G Hart	1957-12-16	—	9508397903	9810 Jefferson Ave, San Diego, CA, 92119	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-109420	ENR	Kim Munoz	2007-12-22	UHC-59562-45	5384042562	5212 Spring St, Jacksonville, FL, 32237	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101872	ENR	Jordan Y Hoffman	1952-05-02	UHC-31665-66	9387016755	5062 Desert Sky Blvd Apt 33, Las Vegas, NV, 89113	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-101873	ENR	Jordan Y Hoffman	1952-05-02	UHC-31665-66	9387016755	5062 Desert Sky Blvd Apt 33, Las Vegas, NV, 89113	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-128607	ENR	Kelly S Holmes	1975-12-16	UHC-09935-47	2793446966	3850 Desert Sky Blvd, Las Vegas, NV, 89172	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-404783	CLM	Arthur Alexander	1956-08-20	UHC-11557-51	—	4818 Market St, Nashville, TN, 37273	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138654	ENR	Harold Barnes	1995-04-05	UHC-11839-77	8725208417	683 Hillcrest Rd, Jacksonville, FL, 32299	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100661	ENR	Jessica F Yang	1998-10-26	UHC-15571-89	4953542647	6280 Lake View Rd, Los Angeles, CA, 90024	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113325	ENR	Kevin M James	1968-07-04	UHC-20440-30	8022184183	7132 Lake View Rd, Orlando, FL, 32841	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-427647	CLM	Sofia Arnold	1973-09-13	—	6218378889	423 Market St, Sacramento, CA, 95843	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27939	PRV	Benjamin F Jones	2000-11-10	—	4176285515	3840 Palm Dr, Nashville, TN, 37240	0.66	Middle initial moved out of first name Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-107931	ENR	Deborah Riley	2002-05-03	UHC-32609-65	3746756614	6318 Palm Dr Apt 6, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-58425	TPA	Katherine Perry	1973-08-28	—	—	9316 Sage Ct, Tampa, FL, 33668	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-51659	TPA	Luis Hguhes	1987-03-13	—	—	8374 Sunset Blvd, Seattle, WA, 98119	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-119244	ENR	Dennis Moreno	1958-04-11	UHC-72206-74	4107074996	9147 River Rd, Tampa, FL, 33691	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412104	CLM	Kenneth Riley	1957-05-05	UHC-28168-17	9599201064	8254 Church St, Mesa, AZ, 85244	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-130312	ENR	Carolyn T Wood	1988-03-10	UHC-07649-64	6736242975	900 Union St, Charlotte, NC, 28250	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427094	CLM	Joan Ross	1959-10-25	UHC-79586-26	9263764800	1875 Elm St, Sacramento, CA, 95822	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404667	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ, 85248	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401742	CLM	Larry Gutierrez	1974-05-23	UHC-44338-82	—	8354 Indian School Rd, Houston, TX, 77012	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407719	CLM	Natalie Wallace	1940-08-15	UHC-21792-24	—	406 Church St, Sacramento, CA, 95856	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403347	CLM	Sofia C Vargas	1954-02-16	—	5342142508	2814 Central Ave, Tucson, AZ, 85706	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126429	ENR	Ronald Collins	1940-08-25	UHC-11953-53	3364909748	9779 Indian School Rd, Fresno, CA, 93712	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55469	TPA	Foster Andrew	1955-10-12	—	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130725	ENR	Jdith Romero	1951-10-25	UHC-06958-08	9023892081	5716 Indian School Rd, Charlotte, NC, 28221	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more

8,263 rows, page 118 of 166Previous Next