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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405431	CLM	Walter Espinoza	1976-05-06	UHC-40017-55	5095932183	9590 Bayshore Dr # 323, Gilbert, AZ, 85229	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-423121	CLM	Raymond J Turner	1999-09-09	UHC-94522-57	—	321 Grand Ave, Denver, CO	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422665	CLM	Sean I Watkins	1969-09-15	UHC-94342-84	—	9284 Ridge Rd, Seattle, WA, 98191	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408769	CLM	Shaw Vincent	1984-04-27	UHC-60140-35	7722673629	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-432297	CLM	Sara Wood	—	UHC-68954-87	7834411944	3466 Oak St, Austin, TX, 78722	0.64	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426287	CLM	Shirley U Crawford	1962-08-09	UHC-23349-84	—	9043 Jefferson Ave, Denver, CO, 80207	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421611	CLM	Brandon Mason	1970-07-13	UHC-65028-12	6015278105	1350 Elm St, Scottsdale, AZ, 85279	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423041	CLM	Randy Reid	1997-10-25	UHC-02401-36	—	6483 Highland Ave Apt 9, Austin, TX, 78720	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431355	CLM	Daniel Fowler	1974-12-04	UHC-99397-30	—	9441 Broadway, Atlanta, GA, 30300	0.64	Name split from “Last, First”Member ID reformatted City re-cased Gender normalised+2 more
CLM-429401	CLM	Terry Z Fernandez	1991-06-18	UHC-71155-96	—	2920 Pine Dr, Atlanta, GA, 30330	0.64	Date of birth reformatted Phone missing area code Member ID reformatted State code upper-cased+2 more
CLM-416211	CLM	Theresa Hawkins	2007-04-19	UHC-64409-76	4592437844	9763 Central Ave, Austin, TX, 78741	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
CLM-419923	CLM	Ruth Stone	1994-03-21	UHC-84684-47	7103409532	8778 Sunset Blvd Apt 28, Nashville, TN, 37266	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-404047	CLM	Alan M Diaz	1979-12-10	UHC-23825-89	—	9173 Sunset Blvd, Las Vegas, NV, 89110	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412863	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-412864	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-402454	CLM	Miller Kellly	—	UHC-25101-70	7846563919	8861 Sage Ct, Plano, TX, 75073	0.64	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+2 more
CLM-402261	CLM	Sofia Day	1938-07-28	UHC-43857-58	—	2714 Ocean Ave, Chandler, AZ, 85245	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413536	CLM	Betty Bennett	1972-12-08	UHC-09862-50	—	1451 Main St, Tampa, FL, 33605	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415527	CLM	Mean A Rios	1976-08-25	UHC-68589-64	9348243802	3996 Sage Ct, Denver, CO	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-423169	CLM	Brandon B Long	1963-11-17	UHC-49927-34	—	6600 Ocean Ave, Tampa, FL, 33649	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420858	CLM	Isabella Yang	1991-12-21	UHC-46102-05	3569097220	6288 Highland Ave # 427, Tempe, AZ, 85230	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-426418	CLM	Doorthy Wong	1959-04-25	UHC-61229-84	7426311683	—	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-401401	CLM	Gabriel Robertson	1946-05-09	UHC-65311-64	—	5918 Mountain View Dr, Glendale, AZ, 85335	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409190	CLM	Jerry Rojas	1995-09-22	UHC-85772-60	—	4528 Maple Ave, Mesa, AZ, 85293	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408871	CLM	Walter Clark	1980-03-06	UHC-73064-35	—	3926 Lincoln Way, Jacksonville, FL, 32298	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431924	CLM	Mari Moore	1952-08-07	UHC-35971-23	—	3317 Lincoln Way, Atlanta, GA	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP missing+2 more
CLM-407417	CLM	Rachel Munoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404292	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404293	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-416075	CLM	Jordan V Lee	1969-03-03	UHC-83908-16	—	3342 Grand Ave, Los Angeles, CA, 90009	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422243	CLM	Adam B Young	—	UHC-88914-95	—	9456 Mesa Dr, Tempe, AZ, 85277	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-422242	CLM	Adam B Young	—	UHC-88914-95	—	9456 Mesa Dr, Tempe, AZ, 85277	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-428410	CLM	Luaren K Phillips	1966-01-01	UHC-19206-41	—	8819 Sunset Blvd, Seattle, WA, 98177	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427321	CLM	Charlie Gonzalez	1974-07-20	UHC-02909-70	—	559 Desert Sky Blvd, Mesa, AZ, 85295	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411437	CLM	Arthur George	2000-07-02	UHC-37062-38	—	3309 Sunset Blvd, Las Vegas, NV, 89177	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411993	CLM	Hannah M Flores	1941-11-18	UHC-63078-53	—	9304 Lake View Rd, Plano, TX, 75040	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
CLM-401432	CLM	Sophia Pierce	1973-09-23	UHC-04501-42	—	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408215	CLM	Priya Z Clark	1940-07-26	UHC-40047-74	7576815457	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-405056	CLM	Ashley Morrison	1987-09-22	UHC-68018-38	6515929829	5044 Maple Ave, Phoenix, AZ, 85056	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401770	CLM	Kathleen Nelson	2002-03-19	UHC-00781-10	3565482555	7481 Mesa Dr, Nashville, TN, 37287	0.64	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-418256	CLM	Mark Y Green	—	UHC-96867-75	—	9414 Pine Dr, Sacramento, CA, 95881	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410134	CLM	Andrew Little	1972-07-06	UHC-11547-97	3903531535	7344 Oak St, Chandler, AZ, 85276	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-405873	CLM	Nancy Stephens	—	UHC-48987-01	6659931265	5003 Pine Dr, San Diego, CA, 92149	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
CLM-429103	CLM	Walter Gomez	1945-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-408811	CLM	Vincent G Ruiz	1997-09-22	UHC-15528-60	4182214963	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-416327	CLM	Theresa Herrera	1945-04-08	UHC-63529-87	—	4862 Indian School Rd, Tempe, AZ, 85243	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409672	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	8589214752	6249 Mesa Dr Apt 31, Atlanta, GA, 30366	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-415926	CLM	Ronald Lee	1941-06-28	UHC-48449-29	—	7618 Desert Sky Blvd, Seattle, WA, 98131	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405080	CLM	Nathan Jacobs	—	UHC-34860-04	—	2410 River Rd, Mesa, AZ, 85227	0.64	Name re-cased Date of birth unreadable Member ID reformatted State name converted to code+2 more
CLM-418721	CLM	Rlaph Bell	1976-11-03	UHC-11833-22	—	8457 Apache Blvd, Tempe, AZ, 85201	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more

2,293 rows, page 13 of 46Previous Next