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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404354	CLM	Brenda Singh	1998-10-19	UHC-87927-23	4368901966	7889 Union St, Seattle, WA, 98138	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408760	CLM	Janice Hicks	2003-12-05	UHC-96026-01	—	5392 Ocean Ave, Austin, TX, 78754	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403288	CLM	Shirley Harvey	1994-12-25	—	—	7830 Pine Dr, Chandler, AZ, 85217	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-424531	CLM	Matthew Green	2002-08-26	UHC-59843-73	—	3627 Cedar Ln, Sacramento, CA, 95847	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407626	CLM	Diana Oliver	2002-03-10	UHC-03540-75	—	7663 Maple Ave, Columbus, OH, 43222	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400961	CLM	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-425998	CLM	Aisha Miller	2001-05-07	UHC-92764-59	—	8366 Baseline Rd, Las Vegas, NV, 89174	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430135	CLM	Kelly Murphy	1948-10-07	UHC-06629-57	2448194486	7420 Maple Ave, Las Vegas, NV, 89142	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430161	CLM	Jesse Wang	1951-05-04	UHC-64399-80	5627903791	4970 Grand Ave, Chandler, AZ, 85245	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410769	CLM	Ahmed Soto	1938-03-10	—	5912435478	8663 Lake View Rd, Tucson, AZ, 85743	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413573	CLM	Mary Cox	1990-08-03	UHC-62283-37	—	6931 Canyon Rd, Glendale, AZ, 85389	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401167	CLM	Natalie Chavez	1950-11-12	UHC-93945-67	—	2832 Jefferson Ave, Austin, TX, 78789	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426796	CLM	Elijah L Montgoomery	1993-03-04	—	—	7134 Jefferson Ave, Nashville, TN, 37234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404434	CLM	Scott Moreno	1984-10-06	UHC-00221-37	—	3320 Cedar Ln, Dallas, TX, 75245	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407487	CLM	Mason Ramirez	1964-05-03	—	5135642570	3165 Spring St, Fresno, CA, 93769	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430957	CLM	Omar Moreno	1962-01-03	—	9078085563	1681 Lake View Rd, Orlando, FL, 32841	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414536	CLM	Sofia Z Anderson	1984-01-21	—	—	1902 Lincoln Way, Houston, TX, 77037	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429608	CLM	Margaret A Young	1964-09-18	UHC-01006-89	7357229670	6220 Valley View Dr, Austin, TX, 78772	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432378	CLM	Billy Chapman	1967-07-28	UHC-98525-46	—	4007 Grand Ave, Charlotte, NC, 28283	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-406097	CLM	Alan Tran	1970-06-06	—	4134792832	7475 Valley View Dr, Nashville, TN, 37292	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415119	CLM	Charles Burke	1955-11-08	UHC-58990-73	—	5211 Sunset Blvd, Atlanta, GA, 30354	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-408169	CLM	Julia McDonald	1955-06-09	UHC-85079-53	5538857952	628 Canyon Rd, Los Angeles, CA, 90029	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407144	CLM	Dylan Watkins	2007-10-27	UHC-44967-83	8029169881	343 Bayshore Dr, Seattle, WA, 98191	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414106	CLM	Eugene Rios	2006-04-25	—	2974255977	9216 Canyon Rd, Las Vegas, NV, 89193	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432401	CLM	Alice Y McDonald	1993-09-23	UHC-21511-16	7092161458	4747 Elm St, Los Angeles, CA, 90057	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420761	CLM	Nicole Larson	1949-01-24	UHC-63811-69	2174414087	3049 Highland Ave, Los Angeles, CA, 90094	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422313	CLM	Lisa U Ferguson	1965-10-13	UHC-46337-12	5077289719	4972 Cedar Ln, Eden Prairie, MN, 55370	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402381	CLM	Alan O Garza	1955-01-28	UHC-67562-83	4739159766	8771 Canyon Rd, Phoenix, AZ, 85074	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402392	CLM	Carl Mrales	1979-12-15	—	—	5098 Market St, Orlando, FL, 32800	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405034	CLM	Eugene Sanchez	1966-10-25	UHC-25758-11	—	8157 Forest Ave, Minneapolis, MN, 55435	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424033	CLM	Megan Kim	2008-03-28	—	8206878393	7004 Cedar Ln, Tampa, FL, 33672	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-416264	CLM	Dylan Olson	1954-01-06	UHC-51513-29	8749720292	6024 Desert Sky Blvd, Plano, TX, 75091	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418069	CLM	Hiroshi T Ortega	1992-05-26	UHC-13898-70	5708039620	3773 Palm Dr, Dallas, TX, 75266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408621	CLM	Kyle Vega	1943-01-08	—	—	7308 Harbor Blvd, Miami, FL, 33134	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-408622	CLM	Kyle Vega	1943-01-08	—	—	7308 Harbor Blvd, Miami, FL, 33134	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429725	CLM	Denise Burns	1987-02-12	UHC-01051-87	—	501 Grand Ave, Mesa, AZ, 85299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426700	CLM	Mason McDonald	1952-09-16	—	4412821838	3129 River Rd, Miami, FL, 33185	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425272	CLM	Roger Myers	2003-10-14	—	—	4575 Cedar Ln, Charlotte, NC, 28281	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425661	CLM	Ben Turner	1986-11-22	UHC-15001-22	8614303476	8717 Desert Sky Blvd, San Antonio, TX, 78209	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407244	CLM	Debbie Jackson	1951-07-21	—	6517170507	8786 Jefferson Ave # 194, Las Vegas, NV, 89108	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-426213	CLM	Nancy Peters	1996-11-07	UHC-86599-46	—	8113 Harbor Blvd, Chandler, AZ, 85237	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-401026	CLM	Maria Long	1972-11-04	—	—	5897 Central Ave, Glendale, AZ, 85322	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409476	CLM	Aaron Estrada	1988-08-23	UHC-63672-89	3947125800	8086 Pine Dr, Scottsdale, AZ, 85208	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419966	CLM	Donald Collins	1989-08-04	UHC-39777-23	9322769898	1234 Pine Dr, Plano, TX, 75040	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418844	CLM	David Mason	1938-07-25	—	—	4860 Mountain View Dr, Jacksonville, FL, 32255	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408666	CLM	Julie Coleman	2008-11-17	UHC-45338-86	3247720178	3736 Indian School Rd, Charlotte, NC, 28289	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404686	CLM	Karen Perez	2004-08-20	UHC-19309-60	—	7831 Park Pl, Las Vegas, NV, 89130	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418320	CLM	Keith Webb	1995-10-16	UHC-92115-80	—	5609 Elm St, Miami, FL, 33185	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-419579	CLM	Ashley Obrien	1950-02-12	—	5396770252	8933 Ocean Ave, Sacramento, CA, 95866	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426141	CLM	Christopher Clark	1970-08-06	UHC-32284-45	—	8980 Church St, San Antonio, TX, 78273	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 108 of 263Previous Next