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

Claims, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420016	CLM	Mark Lopez	1989-03-13	—	—	7194 Park Pl, Sacramento, CA, 95843	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421204	CLM	Kathleen Santiago	1943-10-11	—	—	3108 Apache Blvd, Las Vegas, NV, 89163	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+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
CLM-407627	CLM	Frances West	1971-03-02	UHC-96840-78	4808890299	4234 Harbor Blvd, Houston, TX, 77069	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426876	CLM	Philip Johnston	—	UHC-61230-27	—	9556 River Rd, Tucson, AZ, 85789	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-408719	CLM	Susan Chavez	1981-09-21	UHC-26482-42	3233610184	6323 Camelback Rd, Charlotte, NC, 28229	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411085	CLM	Jeffrey Green	1976-05-21	—	—	1429 Spring St Apt 25, Denver, CO, 80299	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428119	CLM	Shirely Ellis	1975-01-21	UHC-40576-59	—	7905 Church St, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-415536	CLM	Charles Kelly	2006-07-14	—	—	25 Jefferson Ave, Scottsdale, AZ, 85226	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415977	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	2945 Hillcrest Rd, Columbus, OH, 43222	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428330	CLM	Gary Schultz	1974-05-01	UHC-32024-80	—	2035 Jefferson Ave, Tucson, AZ, 85747	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+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
CLM-419331	CLM	Samuel Washington	1976-07-18	UHC-41066-05	—	8443 Spring St, Atlanta, GA, 30357	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-412859	CLM	Michael Harrison	1963-07-09	UHC-04868-24	—	7551 Lake View Rd, Los Angeles, CA, 90095	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-412888	CLM	Joyce Morrison	1976-09-09	UHC-80236-49	9802069359	4704 Lincoln Way, Columbus, OH, 43278	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-426109	CLM	Marcus D Gilbert	1994-03-03	—	—	6817 Forest Ave, Glendale, AZ, 85358	0.66	Street suffix standardised Address re-cased State name converted to code 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
CLM-416272	CLM	Greegory Valdez	1940-07-20	—	4726652742	9392 Lake View Rd, Houston, TX, 77052	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418188	CLM	Jennifer Powell	1953-10-20	—	—	5942 Forest Ave, Gilbert, AZ, 85250	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-417080	CLM	Camila P Hamilton	—	UHC-40053-43	—	1205 Washington St, Tempe, AZ, 85205	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-419876	CLM	Mariana Nguyen	1974-09-10	—	—	789 Highland Ave, Glendale, AZ, 85338	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-405659	CLM	Robert Z Tucker	1945-03-04	UHC-80868-20	4466299185	7017 Baseline Rd, San Diego, CA, 92176	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-405817	CLM	David Lewis	1981-04-09	UHC-05353-85	—	5645 Apache Blvd, Eden Prairie, MN, 55366	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408028	CLM	Nicholas Salazar	2008-05-07	—	—	280 Union St, San Diego, CA, 92107	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-415556	CLM	Roy J Cole	1939-01-05	UHC-32635-41	4494561521	3108 Central Ave, Sacramento, CA, 95897	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-417718	CLM	Joseph Wheeler	1991-05-12	UHC-73218-61	—	3173 Willow Ct # 168, Sacramento, CA, 95892	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417719	CLM	Joseph Wheeler	1991-05-12	UHC-73218-61	—	3173 Willow Ct # 168, Sacramento, CA, 95892	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432026	CLM	Jose K Carpenter	1943-04-07	UHC-84499-49	—	4048 Willow Ct Apt 2, Plano, TX, 75049	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-414543	CLM	Sharon Z Walsh	1952-05-11	—	—	9734 Union St, Tampa, FL, 33643	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace 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-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-426255	CLM	Marc K Matthews	1990-03-08	UHC-28870-27	—	4840 Market St, Austin, TX, 78755	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425609	CLM	Nicle Evans	1960-04-28	—	4706640162	2462 Maple Ave, Tucson, AZ, 85720	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425608	CLM	Nicle Evans	1960-04-28	—	4706640162	2462 Maple Ave, Tucson, AZ, 85720	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429954	CLM	Terry Cunningham	2007-03-21	UHC-10855-14	—	7889 Lake View Rd, Jacksonville, FL, 32279	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-432227	CLM	Wayne Contreras	1939-08-03	UHC-45743-43	—	8608 Hillcrest Rd, Charlotte, NC, 28217	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416214	CLM	Aan O Maldonado	1940-09-18	UHC-40405-98	—	3947 Willow Ct, Fresno, CA, 93760	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-429463	CLM	Rebecca Cox	1997-02-09	—	—	8322 Sage Ct, Orlando, FL, 32858	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-421632	CLM	William Burton	1962-03-18	—	7465988596	4536 Harbor Blvd, Houston, TX, 77070	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422265	CLM	Mark Payne	1972-10-19	—	—	3285 Desert Sky Blvd Apt 23, Plano, TX, 75087	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace 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
CLM-428593	CLM	Sara Adams	1958-07-08	—	—	7110 Central Ave, Phoenix, AZ, 85060	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-418315	CLM	Julia Collins	1945-11-09	UHC-49715-81	—	3643 Sunset Blvd, Mesa, AZ, 85267	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406694	CLM	Arjun Hunt	—	—	—	3349 Spring St, Eden Prairie, MN, 55309	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428969	CLM	Dorothy Hicks	1946-08-25	UHC-74134-54	—	7841 River Rd # 482, Tucson, AZ, 85755	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413181	CLM	Vincnet McDonald	1971-06-09	—	9578139017	6869 Washington St, Tucson, AZ, 85755	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423068	CLM	Denny Phillips	1996-12-07	—	7066237718	725 Grand Ave, Orlando, FL, 32822	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-430490	CLM	Lucia P Welch	1987-03-03	—	5014514426	7565 Maple Ave, Plano, TX, 75030	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425392	CLM	Isabella Reed	1960-09-07	—	—	4548 Mesa Dr, Tucson, AZ, 85786	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427616	CLM	Matthew Walker	1971-05-21	—	—	8815 Harbor Blvd, Minneapolis, MN, 55477	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

16,411 rows, page 166 of 329Previous Next