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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425213	CLM	Ronald Reed	1957-07-28	UHC-55114-27	6295520385	6289 Baseline Rd, Tucson, AZ, 85783	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428660	CLM	Kevn Rojas	1993-01-19	UHC-91709-03	—	7298 Oak St, Tampa, FL, 33674	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405717	CLM	Ed Vazquez	1995-04-15	—	4845612350	121 Willow Ct, Chandler, AZ, 85228	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424737	CLM	Bradley Watkins	2008-04-01	UHC-12179-45	5773987294	4441 Valley View Dr, Atlanta, GA, 30329	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431454	CLM	Jose S Jensen	1953-01-13	UHC-42670-96	—	2719 Ocean Ave, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-430346	CLM	Hiroshi Tran	1986-02-04	—	2873701322	3262 Lincoln Way, Austin, TX, 78738	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410808	CLM	Nicole N Richardson	2008-09-22	UHC-06257-82	7257076485	2529 Canyon Rd, Houston, TX, 77064	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400521	CLM	Danielle Fuller	1963-03-07	—	2572606122	8088 Central Ave, Phoenix, AZ, 85057	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428679	CLM	Mike Rios	1961-08-23	UHC-88156-15	—	9120 Lake View Rd, Los Angeles, CA, 90097	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411609	CLM	Lawrence Weaver	1964-02-04	UHC-26133-98	—	3519 Church St, Tempe, AZ, 85219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400910	CLM	Terry L Gibson	—	—	2212555050	5213 Spring St, Seattle, WA, 98159	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-417897	CLM	Brian Hamilton	1939-06-26	—	5164634652	8951 Market St, Atlanta, GA, 30341	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-424509	CLM	Bruce Cruz	1918-12-23	—	7274964163	5953 Elm St, Los Angeles, CA, 90008	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408003	CLM	Dennis Gilbert	1970-04-09	—	5418724398	5790 Jefferson Ave, Denver, CO, 80291	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402616	CLM	Paul Lopez	1947-02-01	UHC-63875-61	—	5959 Sage Ct, Tampa, FL, 33674	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411798	CLM	Camila Harrison	1995-09-12	UHC-38431-26	6932045571	2903 Main St, Phoenix, AZ, 85022	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417353	CLM	Isabella HJunk	1941-05-22	—	—	9391 Ridge Rd, Sacramento, CA, 95868	0.64	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+2 more
CLM-409350	CLM	Teersa Williamson	1981-01-26	UHC-54512-54	—	2913 Lincoln Way Apt 6, Dallas, TX, 75257	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418260	CLM	Mariana Fowler	1986-11-05	UHC-92162-53	—	6958 Mountain View Dr, Scottsdale, AZ, 85292	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416266	CLM	Jonathan Weaver	1970-01-17	UHC-41663-21	8689333157	7790 Park Pl, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420246	CLM	Ethan Body	1990-12-17	UHC-52979-83	—	7978 Sage Ct, Atlanta, GA, 30372	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423924	CLM	Marcus Fuller	1967-12-11	—	9129912279	9406 Indian School Rd # 551, Scottsdale, AZ, 85291	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401368	CLM	Scott Rynolds	1944-05-06	UHC-58037-43	—	9018 Harbor Blvd, Jacksonville, FL, 32281	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-432483	CLM	Valentina Mejia	1965-08-16	UHC-25585-49	—	7607 Hillcrest Rd, Eden Prairie, MN, 55386	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-402479	CLM	Lawrence Hansen	1979-06-08	—	4719034526	7582 Valley View Dr, Austin, TX, 78768	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404194	CLM	Jason Green	1941-11-27	—	5939084146	7548 Harbor Blvd, Tucson, AZ, 85738	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400766	CLM	Samuel Price	1987-11-25	—	—	3203 Central Ave, Atlanta, GA, 30365	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407843	CLM	—Junk	1968-09-13	UHC-72065-17	—	3206 Meadow Ln, Scottsdale, AZ, 85205	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407842	CLM	—Junk	1968-09-13	UHC-72065-17	—	3206 Meadow Ln, Scottsdale, AZ, 85205	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-400146	CLM	Katherine Young	1985-06-08	UHC-45033-96	—	9786 Mountain View Dr, Austin, TX, 78765	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409668	CLM	Barara Hansen	1980-06-28	—	9656635875	8572 Bayshore Dr Apt 2, Dallas, TX, 75218	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409667	CLM	Barara Hansen	1980-06-28	—	9656635875	8572 Bayshore Dr Apt 2, Dallas, TX, 75218	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418683	CLM	Willyam Reid	2005-08-01	—	8777096726	7293 Elm St, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405989	CLM	Joshua B Marshall	—	—	—	8078 Canyon Rd, Mesa, AZ, 85266	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-419054	CLM	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 4, Orlando, FL, 32876	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416500	CLM	Gary Vazquez	1974-01-17	—	9332571941	9390 Bayshore Dr, Austin, TX, 78720	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-411811	CLM	Michelle Romero	1939-12-08	UHC-14494-77	—	2821 Harbor Blvd, Nashville, TN, 37219	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-409135	CLM	Jacqueline Turner	2000-11-12	—	—	898 Lincoln Way, Austin, TX, 78789	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-407666	CLM	Kevin Scott	1977-09-05	UHC-95333-52	—	4444 Willow Ct, Nashville, TN, 37251	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422706	CLM	Virginia Cunningham	1956-10-16	UHC-75540-38	—	2093 Bayshore Dr, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402717	CLM	Wayne Lwrence	1941-10-10	—	4959315140	6617 Hillcrest Rd Apt 15, Chandler, AZ, 85228	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424706	CLM	Nathan E Yang	1957-05-21	UHC-79738-91	4949271401	4848 Hillcrest Rd, Los Angeles, CA, 90002	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431743	CLM	Judith Mendez	1988-03-27	—	7708364556	6691 Meadow Ln, Miami, FL, 33171	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400243	CLM	Pamela Gonzalez	1996-12-18	UHC-32865-94	8298741320	2138 Highland Ave, San Diego, CA, 92148	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-411311	CLM	Alexander Y Reynolds	1990-08-03	—	6993042577	7344 Cedar Ln Apt 7, Glendale, AZ, 85333	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-414440	CLM	Evelyn Q Guzman	1993-10-24	—	—	8001 Pine Dr, San Diego, CA, 92158	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421348	CLM	Michelle Cooper	1958-06-26	—	6757570847	3137 Sunset Blvd # 723, Houston, TX, 77098	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-423913	CLM	Daniel Patel	1969-08-22	UHC-04245-37	—	4679 Bayshore Dr, Chandler, AZ, 85267	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408590	CLM	George Patterson	1983-02-09	—	—	5376 Central Ave, San Antonio, TX, 78205	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-402698	CLM	Carl George	1959-08-09	UHC-98825-70	9338891224	—	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more

18,771 rows, page 71 of 376Previous Next