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-418568	CLM	Steven Howell	2008-02-19	UHC-92754-01	—	1820 Maple Ave Apt 37, Sacramento, CA, 95878	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426803	CLM	Hannah Chavez	1968-07-28	UHC-39743-86	6913674694	2210 Park Pl, Glendale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423575	CLM	Douglas Daniels	1957-01-06	UHC-43682-30	—	3223 Washington St, Denver, CO	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-416406	CLM	Heather Hill	—	UHC-75926-35	3409033399	8353 Washington St # 185, Atlanta, GA, 30384	0.52	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-403501	CLM	Lori N Duncan	1965-10-18	UHC-77386-40	8769816175	2740 Oak St, Plano, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-407599	CLM	Wayne Wallace	1967-05-17	UHC-45597-20	—	4877 Valley View Dr, Tampa, FL, 33670	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408422	CLM	Lauren Roberts	1985-08-02	UHC-80177-29	—	2732 Palm Dr, Denver, CO	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-408688	CLM	Evelyn Ramos	1970-12-02	—	—	330 Baseline Rd, Orlando, FL, 32832	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-404417	CLM	Hiroshi Mills	1962-05-01	UHC-42502-08	2497153941	1782 Highland Ave # 310, Las Vegas, NV, 89162	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-411133	CLM	Lori Garcia	1993-06-24	UHC-39221-56	—	988 Sage Ct, Tampa, FL, 33691	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-419364	CLM	Sofia Wallace	1989-07-10	—	9516532110	1093 Ocean Ave, Orlando, FL, 32845	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422657	CLM	Marcus Kelley	1975-06-02	—	—	6515 Elm St, Eden Prairie, MN, 55306	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-411949	CLM	Jacob Roberts	1959-04-06	UHC-64537-46	—	5524 Canyon Rd Apt 8, Austin, TX, 78796	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-417149	CLM	Maria Hansen	1977-08-11	—	—	7203 Central Ave, Los Angeles, CA	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410036	CLM	Reecca H Tucker	—	UHC-44298-25	—	1044 Harbor Blvd, Austin, TX	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429901	CLM	Mark Nelson	1957-10-06	—	—	3833 Desert Sky Blvd, Las Vegas, NV	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-424807	CLM	Martha Hart	1992-08-09	UHC-75199-01	—	8285 Oak St, Orlando, FL, 32874	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-402805	CLM	Bruce Harper	2006-11-25	—	—	2021 River Rd # 649, Fresno, CA, 93771	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418205	CLM	Sharon Fowler	1998-12-14	—	7243345765	9896 Apache Blvd, Mesa, AZ, 85262	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429138	CLM	Roger Lawrence	—	UHC-53970-06	3713574526	305 Pine Dr, Las Vegas, NV, 89108	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418947	CLM	Bobby Hicks	1953-02-05	UHC-64037-39	—	9653 Palm Dr, Glendale, AZ, 85382	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421897	CLM	Martha Watson	1963-10-20	—	—	3899 Spring St # 106, Seattle, WA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416648	CLM	Christine Simpson	1943-05-14	—	—	5125 Hillcrest Rd Apt 22, Phoenix, AZ, 85092	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412291	CLM	Virginia F Ross	1999-07-13	UHC-44106-88	—	6241 Main St, Orlando, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412290	CLM	Virginia F Ross	1999-07-13	UHC-44106-88	—	6241 Main St, Orlando, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406251	CLM	Harold Fisher	1962-04-25	UHC-14995-60	—	2037 Lake View Rd Apt 18, Mesa, AZ, 85273	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414648	CLM	Philip Shaw	—	UHC-81336-84	9492235526	5551 Willow Ct Apt 26, Nashville, TN, 37243	0.52	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
CLM-429527	CLM	Frances Bryant	1943-02-02	—	—	1254 Jefferson Ave, Tampa, FL, 33688	0.52	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-404191	CLM	Logan Elliott	1951-02-03	UHC-52877-90	—	3366 Harbor Blvd, Los Angeles, CA	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426984	CLM	Lucia Ross	1995-11-07	UHC-91262-41	2088196179	1906 Spring St, Charlotte, NC, 28289	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-401809	CLM	Joyce Carlson	1956-07-15	UHC-05360-87	—	2610 Baseline Rd, Glendale, AZ, 85327	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410602	CLM	Paul Bailey	1947-01-06	UHC-74026-83	—	2994 Pine Dr # 188, Las Vegas, NV, 89146	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412621	CLM	Jean Chen	1989-09-10	UHC-94984-08	—	9310 Camelback Rd # 352, Plano, TX, 75025	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402641	CLM	Anthony Hoffman	1977-01-02	UHC-25832-74	—	7546 Main St, Mesa, AZ, 85263	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430386	CLM	Donna Lawson	—	—	8453023316	112 Grand Ave Apt 4, Phoenix, AZ, 85030	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
CLM-418134	CLM	Teresa Parker	1970-03-07	—	—	4695 Ocean Ave, Gilbert, AZ, 85235	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401790	CLM	Walter Harris	1955-10-03	—	—	7654 River Rd, Plano, TX, 75018	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-423105	CLM	Donald B Weaver	1967-07-01	—	—	9560 Valley View Dr, Columbus, OH	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-400539	CLM	Austin Brooks	2003-06-19	UHC-83271-97	—	749 Maple Ave, Tempe, AZ, 85261	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420696	CLM	Sarah Hill	1954-06-20	—	7535001484	9678 Market St, Charlotte, NC, 28281	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419145	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419144	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410741	CLM	Anna Scott	1966-07-27	UHC-14025-28	—	2964 Central Ave, Columbus, OH, 43293	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409055	CLM	Danielle K Ward	2003-09-25	UHC-81974-47	—	8315 Central Ave Apt 30, Scottsdale, AZ, 85262	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424290	CLM	Martha Y Patterson	1991-05-22	—	9523905351	7089 River Rd, Tempe, AZ, 85239	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401697	CLM	Stephen Jensen	1981-11-03	—	—	5564 Washington St, Minneapolis, MN, 55430	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417866	CLM	Jacqueline Maldonado	1983-10-05	UHC-29559-72	4487602518	5838 Apache Blvd, Glendale, AZ, 85300	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-402235	CLM	Jack Jimenez	1965-07-22	UHC-31944-66	—	1751 Apache Blvd # 717, Tucson, AZ, 85725	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
CLM-423854	CLM	Lawrence Braynt	1966-11-21	UHC-35899-60	6164498097	7082 Central Ave, Austin, TX, 78784	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-406088	CLM	Linda V Fields	—	UHC-49146-78	—	1120 Pine Dr, Phoenix, AZ, 85081	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more

16,411 rows, page 41 of 329Previous Next