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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-413053	CLM	Deborah O Godron	1941-05-26	UHC-25069-01	3398306272	6829 Ridge Rd, Houston, TX, 77007	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-421662	CLM	Heather F Duncan	1946-05-05	UHC-86333-10	7939881837	7012 Central Ave, Mesa, AZ, 85231	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-413845	CLM	Mei Lee	1978-11-25	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO, 80274	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-406239	CLM	Sharon Kelly	1943-08-28	—	4456755720	—	0.66	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
CLM-411689	CLM	Randy Z Malddonado	—	UHC-32441-24	—	5269 Church St, Tucson, AZ, 85782	0.66	Date of birth reformatted Date of birth unreadable Email lower-cased Gender normalised+1 more
CLM-418834	CLM	Jacob King	1999-06-22	UHC-05410-78	—	6356 Washington St, Tempe, AZ, 85272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-407801	CLM	Eric Lane	—	—	5356684609	9899 Central Ave, Tampa, FL, 33630	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416992	CLM	Jennifer Little	1954-06-06	UHC-31231-20	—	6996 Lincoln Way, Jacksonville, FL, 32230	0.66	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+1 more
CLM-401760	CLM	Katherine T Russell	1954-11-01	UHC-43937-93	—	1701 Washington St, Las Vegas, NV, 89176	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417646	CLM	Diana S Bailey	1999-12-01	UHC-96404-93	—	7001 Central Ave, San Antonio, TX, 78246	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-403493	CLM	Maria Burns	1978-03-19	—	—	—	0.66	Two-digit birth year Phone missing area code Email lower-cased Whitespace trimmed+1 more
CLM-403098	CLM	Sam Jensen	1962-07-24	—	7375593553	8073 Central Ave, Fresno, CA, 93739	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-425169	CLM	Bety D Miller	1965-05-22	UHC-10655-76	5808533523	4060 Indian School Rd, Tampa, FL, 33671	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416286	CLM	Mei Turner	1941-10-09	UHC-49851-73	—	9888 Sunset Blvd Apt 2, Scottsdale, AZ, 85219	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-401018	CLM	Harold Lawson	2007-10-22	UHC-63818-42	—	4766 Bayshore Dr, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409959	CLM	Kyle Taylor	2006-05-28	UHC-63974-95	—	8390 Market St, Tampa, FL, 33671	0.66	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-410138	CLM	Samuel Tucker	1993-06-19	UHC-53744-28	2689716961	5881 Apache Blvd, Chandler, AZ, 85224	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-406587	CLM	Kelly Gordon	1941-07-19	—	—	8001 River Rd, Los Angeles, CA, 90020	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-418374	CLM	Jack Schultz	1958-03-23	UHC-16669-60	—	1433 Union St, Orlando, FL, 32847	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-429122	CLM	Amy Morrison	1977-02-06	UHC-29243-33	—	4055 Palm Dr, Austin, TX, 78794	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-416555	CLM	Christine N Stewart	1946-01-03	UHC-62819-22	6954879216	—	0.66	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-412349	CLM	Valentina Daniels	1995-04-20	—	—	8688 Palm Dr, Seattle, WA, 98108	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-410502	CLM	Sean Shaw	1971-12-01	UHC-92556-56	—	321 Park Pl, Nashville, TN, 37224	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-428301	CLM	Albert Hawkins	2000-08-08	UHC-89653-70	6843975202	6537 Mesa Dr, Dallas, TX, 75254	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-406216	CLM	Lauren Porter	2007-09-10	—	—	1895 Elm St, Glendale, AZ, 85335	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-406233	CLM	Victoria Schmidt	1988-06-12	UHC-00189-24	—	7090 Harbor Blvd, Tempe, AZ, 85278	0.66	Name split from “Last, First”Two-digit birth year State code upper-cased Email lower-cased+1 more
CLM-400972	CLM	Beverly Gonzales	1995-09-04	—	—	8059 Church St, Minneapolis, MN, 55492	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-428183	CLM	Matthew Sandoval	1956-02-01	UHC-42875-42	—	7835 Cedar Ln, Austin, TX, 78786	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-428643	CLM	Melissa Y Phillips	2008-08-03	—	—	9369 Sage Ct # 529, Seattle, WA, 98167	0.66	Name split from “Last, First”Unit split from street City re-cased Email lower-cased+1 more
CLM-431289	CLM	Roy U Ortiz	1995-04-07	UHC-61154-15	7566682215	6507 Bayshore Dr, Austin, TX, 78737	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-430452	CLM	Juan Munoz	1945-07-17	UHC-06071-85	—	7445 Washington St, Houston, TX, 77064	0.66	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised+1 more
CLM-404735	CLM	Anna Mason	1972-01-02	UHC-45165-10	—	1783 Main St, Austin, TX, 78797	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-411729	CLM	Lucia Ryan	1987-05-06	UHC-61623-91	—	5920 Elm St, Columbus, OH, 43294	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-431022	CLM	Roneld Yang	1996-10-20	UHC-10472-88	5305122765	3499 Oak St, Phoenix, AZ, 85063	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-431533	CLM	—Junk	1954-08-06	UHC-17902-31	2292649126	6016 Baseline Rd, Tampa, FL, 33650	0.66	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared+1 more
CLM-410707	CLM	Dlan Espinoza	1955-06-26	UHC-01683-02	—	—	0.68	Two-digit birth year Email lower-cased Gender normalised Whitespace trimmed
CLM-415322	CLM	Wayne Jackson	1952-12-22	UHC-06505-43	—	4411 Willow Ct # 221, Dallas, TX, 75290	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
CLM-427103	CLM	Joseph Gonzales	—	UHC-00602-46	—	8030 Elm St, Houston, TX, 77074	0.68	Name re-cased Date of birth missing Email lower-cased Gender normalised
CLM-419112	CLM	Jacqueline Nelson	1956-08-17	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Email lower-cased Placeholder values cleared
CLM-408330	CLM	Becky Wilson	1982-12-21	UHC-50574-71	8263080261	3284 Valley View Dr, San Antonio, TX	0.68	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed
CLM-415273	CLM	Kimberly Marquez	1942-05-15	—	9042302544	1432 Valley View Dr # 146, Las Vegas, NV, 89170	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
CLM-421668	CLM	Danielle G Nichols	1940-03-06	UHC-84780-74	5603924832	4735 Harbor Blvd, Austin, TX, 78770	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
CLM-409467	CLM	Sara E Boyd	1944-07-08	UHC-17819-97	—	6365 Sage Ct # 465, Scottsdale, AZ, 85281	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
CLM-405617	CLM	Hawkins Q Lauren	1983-10-25	UHC-71458-08	—	6596 Elm St, Denver, CO, 80298	0.68	State name converted to code Email lower-cased Gender normalised Placeholder values cleared
CLM-405137	CLM	Bobby Rios	1940-05-27	UHC-55415-79	—	4383 Apache Blvd, Houston, TX, 77083	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
CLM-408025	CLM	Sophia Petesr	1943-03-13	UHC-41273-98	5542457781	1565 Bayshore Dr, Scottsdale, AZ, 85283	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-421194	CLM	Omar Coleman	1979-12-02	UHC-91190-23	—	4576 Camelback Rd, Sacramento, CA	0.70	ZIP missing Email lower-cased Gender normalised
CLM-417732	CLM	Abigail S Harris	1956-03-04	UHC-15281-60	9179663308	5186 Washington St, Tucson, AZ, 85723	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427220	CLM	Carlos Lane	2005-05-06	UHC-39751-43	—	8291 Desert Sky Blvd, Nashville, TN, 37244	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more

989 rows, page 7 of 20Previous Next