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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404935	CLM	Denise Johnston	1952-02-12	UHC-20279-55	9125281888	5325 Baseline Rd, Jacksonville, FL, 32210	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400284	CLM	Adam Harper	1994-06-26	UHC-81160-12	4604830028	3915 Maple Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-404380	CLM	Dylan Robertson	1975-12-12	UHC-45403-96	9466921447	2897 Canyon Rd, Fresno, CA, 93782	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410144	CLM	William Contreras	2002-04-08	—	2025322515	3013 Grand Ave, Seattle, WA, 98116	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412765	CLM	Steven Cook	1990-08-01	—	—	6710 Market St, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418940	CLM	Helen Johnson	1977-05-18	—	7329415849	9802 Bayshore Dr, Los Angeles, CA, 90019	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419502	CLM	Larry Banks	1947-05-21	UHC-47014-15	—	7288 Mesa Dr Apt 29, Sacramento, CA, 95840	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401810	CLM	Jacqueline Willis	2003-09-05	—	8716036630	5661 Sage Ct, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401811	CLM	Jacqueline Willis	2003-09-05	—	8716036630	5661 Sage Ct, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406813	CLM	Vincent Lewis	1977-02-13	UHC-59903-89	7694508550	7484 Bayshore Dr, Glendale, AZ, 85383	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430351	CLM	Aaron Shaw	—	—	—	3907 Elm St, Seattle, WA, 98107	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
CLM-413117	CLM	Anthony Johnston	1976-01-26	UHC-39804-89	2375899084	6353 Cedar Ln # 964, Tampa, FL, 33619	0.64	Name split from “Last, First”Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-424164	CLM	Larson Gary	1949-11-11	—	—	8955 Canyon Rd, Atlanta, GA, 30374	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-407179	CLM	Kathleen Silva	1997-10-04	—	6834748801	3778 Church St Apt 4, Glendale, AZ, 85382	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-413414	CLM	Pamela Tran	2004-09-25	—	—	8893 Grand Ave Apt 36, Glendale, AZ, 85332	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425325	CLM	Joan Murhpy	2000-05-01	UHC-51326-26	2948595260	4518 Sage Ct, Jacksonville, FL, 32249	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-418906	CLM	Austin Li	1962-04-04	UHC-41620-28	—	3597 Spring St # 140, Plano, TX, 75029	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401532	CLM	Keith L Ford	1979-12-04	UHC-86520-46	—	3256 Meadow Ln, Atlanta, GA, 30389	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418328	CLM	Hannah Willis	1973-05-27	—	9126050434	9616 Harbor Blvd, Phoenix, AZ, 85023	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-424584	CLM	Alexander Moore	1977-02-04	—	—	6873 Pine Dr Apt 39, Scottsdale, AZ, 85215	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413692	CLM	Diane H West	1996-07-02	UHC-87387-07	—	9757 Ridge Rd, Charlotte, NC, 28285	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-417603	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	—	6998 Cedar Ln Apt 33, Austin, TX	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
CLM-408470	CLM	Alice Salezar	2002-02-23	—	—	7779 Maple Ave, Mesa, AZ, 85223	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-427036	CLM	Aisha Cunningham	1996-12-02	UHC-04872-68	2372707273	3681 Union St, Dallas, TX, 75267	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420461	CLM	Patrick Valdez	1950-04-27	—	6383743885	5078 Canyon Rd, Minneapolis, MN, 55432	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422832	CLM	Dylan Perrry	1956-03-25	UHC-04097-97	—	1210 Canyon Rd, Mesa, AZ, 85252	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-411778	CLM	Gary Espinoza	1948-04-18	UHC-84150-57	—	7730 Lincoln Way, Gilbert, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-427782	CLM	Kren T Nichols	1965-04-02	—	—	87 Bayshore Dr, Scottsdale, AZ, 85258	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414870	CLM	Dot Hudson	1988-11-08	—	—	3077 Meadow Ln, Minneapolis, MN, 55437	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-432024	CLM	Randy Parker	1952-10-17	—	—	5505 Grand Ave, Houston, TX, 77013	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-423371	CLM	Deborah M Clark	1985-04-10	—	2334145134	1310 River Rd, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402746	CLM	Yki Collins	1983-01-13	UHC-91200-07	—	1167 Camelback Rd, Jacksonville, FL, 32248	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401962	CLM	Mateo Stewart	1957-12-19	UHC-20020-02	—	6550 Jefferson Ave, Denver, CO, 80261	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted State code upper-cased+1 more
CLM-408377	CLM	Ralph Z Graham	1981-01-27	UHC-10242-73	—	3792 Palm Dr, San Diego, CA, 92127	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414108	CLM	Walter Estrada	1990-03-23	UHC-60096-29	5776742038	4182 Main St, San Antonio, TX, 78217	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-410192	CLM	Denise Guerrero	1997-11-18	—	—	638 Central Ave, Tempe, AZ, 85291	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425967	CLM	Sophia Walker	—	—	9819677772	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-424127	CLM	Dorothy Hayes	2007-11-07	UHC-27529-31	—	6272 Bayshore Dr, Tucson, AZ, 85729	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-417777	CLM	Henry Hudson	1962-05-17	—	3995319723	3276 Camelback Rd, Glendale, AZ, 85374	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404409	CLM	Matthew Y White	1973-02-19	—	—	8059 Valley View Dr, Gilbert, AZ, 85224	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424538	CLM	Mark E Scott	1987-01-02	—	7438397420	4446 Washington St, Tucson, AZ, 85792	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411503	CLM	Jeffrey Y Valdez	1998-02-08	UHC-15233-48	—	5176 Baseline Rd, Atlanta, GA, 30310	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-404159	CLM	Priya Chavez	1999-09-07	UHC-11128-20	4273622084	3976 Market St, Chandler, AZ, 85278	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425115	CLM	Christine Whiet	1945-10-20	UHC-96746-66	—	9707 Bayshore Dr, Gilbert, AZ, 85269	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-429939	CLM	Laurne I Johnson	1991-06-02	—	—	1441 Central Ave, Tempe, AZ, 85200	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-403982	CLM	Sandra X Price	1965-04-25	UHC-17641-18	—	1307 Lincoln Way, Atlanta, GA, 30338	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419810	CLM	Lawrence Smiith	1964-03-19	UHC-22685-39	—	259 Central Ave, Orlando, FL, 32877	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-405794	CLM	Nathan Moore	2000-08-01	—	—	2651 Central Ave, Eden Prairie, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-417467	CLM	Alice Harper	1979-06-01	—	—	6995 Meadow Ln, Plano, TX, 75017	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-430036	CLM	Carolyn Moreno	1969-02-05	UHC-38849-30	4337509208	9513 Desert Sky Blvd, Orlando, FL	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more

30,862 rows, page 145 of 618Previous Next