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-420346	CLM	Sean R Paidlla	1952-08-23	UHC-71398-04	2802396017	1293 Harbor Blvd, Eden Prairie, MN, 55346	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-400125	CLM	Joan McDonald	1963-02-27	UHC-70439-68	—	9124 Meadow Ln, Jacksonville, FL, 32212	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427716	CLM	David Griffin	1958-07-13	UHC-59486-30	—	9704 Forest Ave, Scottsdale, AZ, 85264	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-420959	CLM	Camila O Reyes	1981-06-18	UHC-66882-65	—	488 Grand Ave, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415485	CLM	Wei Andrews	1953-01-16	UHC-89962-52	8279371932	7263 Spring St, Fresno, CA, 93742	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-420808	CLM	Jordan Rose	1980-10-09	UHC-57654-16	—	4464 Lincoln Way, Gilbert, AZ, 85241	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
CLM-417556	CLM	Billy H Weaver	1975-06-25	—	—	2855 Bayshore Dr, Scottsdale, AZ, 85267	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-408204	CLM	Sarah Barnes	1992-05-16	—	4673681744	8806 Sage Ct, Las Vegas, NV	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427179	CLM	Steven D Vargas	2003-11-24	UHC-01681-94	5014179606	1102 Bayshore Dr, Minneapolis, MN, 55428	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
CLM-423016	CLM	Jenny Cooper	1983-07-28	—	6908108370	8673 Elm St, Denver, CO, 80270	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-419114	CLM	Grace Mendez	1991-12-07	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409409	CLM	Larry Bradley	1943-04-15	—	4824612325	4938 Pine Dr, Gilbert, AZ, 85233	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-400704	CLM	Mateo Duncan	1972-01-23	UHC-05875-18	—	709 Central Ave, Chandler, AZ, 85283	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-419786	CLM	Valentina Estraada	—	UHC-41804-64	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-422337	CLM	Larry Marshal	1971-07-04	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418742	CLM	Ronald Long	1972-07-10	—	—	3301 Oak St Apt 33, Charlotte, NC, 28270	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-418919	CLM	Melissa Harvey	1985-06-21	—	—	194 Cedar Ln, Houston, TX, 77058	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-427951	CLM	Elijah G Gilbert	1998-08-12	—	—	7681 Canyon Rd, Charlotte, NC, 28207	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422344	CLM	Martha I Dixon	—	—	7392825747	6794 Park Pl, Atlanta, GA, 30377	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-411344	CLM	Emily Warren	2003-05-23	UHC-25540-23	8107369388	5528 Pine Dr, Charlotte, NC, 28236	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-422396	CLM	Stephanie Pierce	2002-01-17	UHC-62587-15	—	3231 Park Pl, Atlanta, GA, 30306	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427458	CLM	Steve Wallace	1940-10-19	—	4376485714	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424045	CLM	Alexander Robertson	—	UHC-20832-08	5566865045	7728 Lincoln Way, Chandler, AZ, 85222	0.80	Name re-cased Date of birth unreadable Phone reformatted City re-cased
CLM-431335	CLM	Brian Z Fox	1969-01-20	UHC-56910-92	—	3889 Spring St, Chandler, AZ, 85204	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-409344	CLM	Anthony Fisher	1938-01-15	—	—	264 River Rd, Orlando, FL, 32812	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-426903	CLM	Philip M Thomas	1993-02-09	UHC-59106-02	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-409434	CLM	Ahmed T Le	2003-06-10	UHC-34122-14	2529296783	1420 Washington St, Las Vegas, NV, 89125	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-413153	CLM	Aaron Rojs	1980-11-08	UHC-11544-93	—	1140 Spring St, Tempe, AZ, 85244	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-426117	CLM	Kathleen Bryant	2008-10-21	—	—	3526 Elm St, Fresno, CA, 93711	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-403327	CLM	Jean Kelly	2003-11-20	UHC-50100-19	5893437985	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-409691	CLM	Christian Woods	1949-11-26	UHC-54667-79	4828551573	9237 Main St, Plano, TX, 75076	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-405299	CLM	Raymond Simmons	1972-02-03	UHC-43448-49	5704047418	5242 Desert Sky Blvd, Nashville, TN, 37204	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-411188	CLM	Johnny Gomez	1958-03-19	UHC-49320-75	5354630642	5201 Park Pl, Orlando, FL, 32873	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-411187	CLM	Johnny Gomez	1958-03-19	UHC-49320-75	5354630642	5201 Park Pl, Orlando, FL, 32873	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-419700	CLM	Roy Fowler	—	UHC-48092-75	—	9436 Indian School Rd, Charlotte, NC, 28202	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-413672	CLM	Lucas L Jean	1978-04-09	UHC-57504-10	—	—	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Placeholder values cleared
CLM-410289	CLM	Aisha Butler	1971-04-13	—	—	181 Maple Ave # 771, Denver, CO, 80237	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-426553	CLM	Mason X Palmer	2005-01-19	UHC-10433-05	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-410829	CLM	Justin Estrada	1999-10-01	UHC-08400-52	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403553	CLM	Carolyn Jackson	2002-11-02	—	3964772255	2843 Mesa Dr, Atlanta, GA, 30305	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-413893	CLM	Anna Ellis	1967-11-23	UHC-86115-09	8544600979	4372 Lake View Rd # 123, Sacramento, CA, 95841	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-411295	CLM	Maria Y Singh	1987-02-18	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-412826	CLM	Thomas L Rsoe	1951-06-06	UHC-81794-28	9352359096	—	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
CLM-421630	CLM	Emily Wagner	1940-01-05	UHC-20500-13	8417400837	956 Pine Dr, Glendale, AZ, 85307	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-402924	CLM	Betty Edwards	1968-05-11	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402914	CLM	Dennis Gutierrez	1984-04-08	UHC-41524-39	—	—	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
CLM-428352	CLM	Dennis Sims	1988-04-12	UHC-61431-40	—	1106 Jefferson Ave, Gilbert, AZ, 85240	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-410575	CLM	Walter Crawford	2007-03-27	UHC-87486-65	5239582908	9113 Union St, Glendale, AZ, 85386	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405487	CLM	Jordan Watins	1991-10-12	UHC-67084-37	—	8338 Indian School Rd, Las Vegas, NV, 89150	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-416541	CLM	Virgiia Watkins	1948-06-01	—	9754714819	1208 Forest Ave Apt 37, Scottsdale, AZ, 85294	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared

13,120 rows, page 172 of 263Previous Next