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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410140	CLM	Isabella Le	1954-04-14	UHC-22656-20	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.54	SSN last four extracted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-412578	CLM	Joe Ford	1978-09-19	UHC-43516-61	—	1902 Highland Ave Apt 17, Chandler, AZ, 85201	0.54	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-423741	CLM	William Dean	1997-11-24	UHC-03327-76	—	3731 Bayshore Dr, Miami, FL, 33194	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-412928	CLM	Justin Tran	1940-01-10	UHC-70251-56	—	7628 Pine Dr, Las Vegas, NV, 89129	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403240	CLM	Kayla Ferguson	2005-06-19	UHC-37431-51	6534957506	3533 Grand Ave, Las Vegas, NV, 89118	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-407838	CLM	Rebecca Duncan	1976-10-21	UHC-15711-81	—	2569 Broadway, Denver, CO, 80259	0.54	Name split from “Last, First”SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-402496	CLM	Evelyn Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA, 95826	0.54	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-419920	CLM	Douglas E Wang	1938-02-04	—	—	566 Pine Dr, San Diego, CA, 92145	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-406827	CLM	Samuel Murphy	1938-03-23	UHC-88511-69	6496299727	5850 Main St, San Diego, CA, 92114	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429369	CLM	Dona Cook	1944-02-16	UHC-09751-96	2563339851	599 Washington St, Fresno, CA, 93712	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-429043	CLM	Raymond Mason	1997-01-09	—	—	2597 Mountain View Dr, Austin, TX, 78747	0.54	Name split from “Last, First”SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427439	CLM	Danielle K Crawford	—	UHC-73270-57	6655835578	3798 Desert Sky Blvd, Phoenix, AZ, 85033	0.56	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased
CLM-413270	CLM	Grace S Maldonado	1945-01-19	UHC-96133-18	—	902 Lincoln Way, Orlando, FL, 32827	0.56	Two-digit birth year SSN last four extracted Gender normalised Placeholder values cleared
CLM-426251	CLM	Paul W Nguyen	1940-12-21	UHC-22208-52	—	—	0.56	Two-digit birth year SSN last four extracted Gender normalised Placeholder values cleared
CLM-427879	CLM	Joyce Nunez	1991-01-18	UHC-97504-31	—	6894 Desert Sky Blvd # 693, Seattle, WA	0.56	SSN last four extracted Unit split from street ZIP missing Placeholder values cleared
CLM-411134	CLM	Maria Kelly	1970-02-25	UHC-02887-02	—	—	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared
CLM-419354	CLM	Gary T Armstrong	1941-03-11	UHC-04189-51	7196045435	751 Spring St, Austin, TX, 78761	0.56	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised
CLM-416032	CLM	Marc J Tucker	2000-11-21	—	6069159266	6343 Palm Dr, Austin, TX, 78799	0.58	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-421006	CLM	Adam McDoonald	1986-08-22	—	6815230456	5555 Sunset Blvd, Columbus, OH, 43214	0.58	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
CLM-406441	CLM	Priya Stone	1946-06-10	UHC-32131-64	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-412453	CLM	Joey Ward	1957-04-24	UHC-28293-97	—	6443 Bayshore Dr, Glendale, AZ, 85367	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
CLM-418646	CLM	Cynthia Perkins	1954-01-11	UHC-57488-40	7882885535	3711 Mountain View Dr, Plano, TX, 75017	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-426744	CLM	Brenda Butler	1947-12-28	UHC-40588-93	—	3051 Church St, Los Angeles, CA, 90027	0.60	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-420053	CLM	Austin R Martinez	2003-05-20	—	—	2801 Park Pl, Los Angeles, CA, 90064	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-423651	CLM	Mei George	1968-04-10	UHC-01431-93	9509884722	9607 Pine Dr, Plano, TX, 75050	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-405121	CLM	Steve Knight	2004-04-20	—	8995510778	3377 Apache Blvd, Nashville, TN, 37202	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-412557	CLM	Roy Sanders	1941-06-11	UHC-81923-33	5337453822	1470 Willow Ct, Orlando, FL, 32818	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-410960	CLM	Ynag Valentina	1943-08-22	—	8609219601	2679 Sunset Blvd, Seattle, WA, 98131	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-417804	CLM	Saan F Wright	2002-05-23	UHC-54869-17	2489493230	34 Bayshore Dr, Austin, TX, 78753	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-402749	CLM	Fuller Serah	1989-03-28	UHC-79653-16	4578390304	5473 Hillcrest Rd, Plano, TX, 75076	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-421282	CLM	Terry Hall	1988-07-22	UHC-83199-44	7614796806	9208 Mesa Dr, San Antonio, TX, 78288	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-415667	CLM	Mei Hunt	1946-12-20	—	4603416052	7787 Baseline Rd, Phoenix, AZ, 85053	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-417890	CLM	Ryan Wright	1953-03-20	UHC-72160-97	7902801373	2436 Maple Ave, San Diego, CA, 92120	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-428279	CLM	Emily Montgomery	2004-03-03	UHC-51886-82	9779553021	233 Oak St, Denver, CO, 80292	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-429837	CLM	Teresa James	1987-06-15	UHC-36227-89	6208458818	5550 Jefferson Ave, Plano, TX, 75084	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
CLM-431498	CLM	Dylan Carlson	1946-10-01	UHC-36771-69	9885922765	1363 Baseline Rd, Atlanta, GA, 30378	0.60	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
CLM-431497	CLM	Adams W Rebecca	1965-02-17	UHC-04443-52	6326626814	7683 Meadow Ln, Tempe, AZ, 85213	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-427233	CLM	Kimbely Larson	2003-08-24	UHC-41371-87	—	2152 Desert Sky Blvd, Glendale, AZ, 85361	0.60	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+4 more
CLM-419458	CLM	Diego Ramirez	1975-02-21	UHC-57245-41	3237590591	5394 Grand Ave, Jacksonville, FL, 32247	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
CLM-432192	CLM	Juztin Ortiz	1979-01-21	—	2407956489	6818 Ridge Rd, Charlotte, NC, 28209	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-410782	CLM	Juan Hart	1970-04-08	UHC-11791-07	9213513526	3203 Meadow Ln, Jacksonville, FL, 32257	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-409451	CLM	Rachel Walker	1986-02-06	—	7669910293	6585 Maple Ave, Chandler, AZ, 85266	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432743	CLM	Joan Weber	1973-06-08	UHC-20455-78	7336222683	9509 Park Pl, San Diego, CA, 92153	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-404374	CLM	Betty Soto	1974-12-06	UHC-59887-21	—	8097 Bayshore Dr, Miami, FL, 33158	0.62	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-406186	CLM	Eugene Sanchez	2000-07-06	—	8858148913	2820 Palm Dr, Fresno, CA, 93729	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-412945	CLM	Kyle Phillips	1999-01-04	—	2357494646	2516 Harbor Blvd, Austin, TX, 78735	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-428107	CLM	Bruce Harvey	2004-03-21	UHC-68683-37	—	9486 Indian School Rd, Orlando, FL, 32876	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-417125	CLM	Jordan J Carr	1977-09-07	—	—	4252 Park Pl, Jacksonville, FL, 32201	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-418452	CLM	Julia Jackson	1986-05-03	UHC-00538-03	—	9856 Maple Ave, San Antonio, TX, 78252	0.62	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-415445	CLM	Tyler Rojas	1994-06-27	UHC-99681-64	8467739005	4070 Main St, Scottsdale, AZ, 85263	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more

709 rows, page 5 of 15Previous Next