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-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-425858	CLM	Donna Reed	1985-11-09	UHC-68692-18	4475624458	7251 Harbor Blvd, Columbus, OH, 43266	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417805	CLM	Sean F Wright	2002-05-23	—	2489493230	34 Bayshore Dr, Austin, TX, 78753	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424181	CLM	Matthew Ward	1944-03-10	UHC-15822-54	6094992984	2316 Baseline Rd, Glendale, AZ, 85311	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410444	CLM	Cynthia Hunter	2007-09-01	UHC-66546-30	7594934343	5520 Elm St, Seattle, WA, 98166	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-410443	CLM	Cynthia Hunter	2007-09-01	UHC-66546-30	7594934343	5520 Elm St, Seattle, WA, 98166	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-432236	CLM	Aisha Gardner	1969-09-06	—	8297864618	8538 Hillcrest Rd, Sacramento, CA, 95884	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428042	CLM	Austin Santos	1978-06-09	—	7883371383	457 Oak St, Chandler, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424902	CLM	Alan Obiren	—	UHC-95481-89	5413450956	2792 Bayshore Dr, Atlanta, GA, 30391	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-406760	CLM	Alexis Fernanedz	1944-09-25	UHC-19671-72	—	4367 Valley View Dr, Scottsdale, AZ, 85267	0.60	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-400412	CLM	Robert Hoffman	1980-04-20	UHC-41946-58	9377788548	8892 Spring St, Dallas, TX, 75231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412512	CLM	Ana Jenkins	1946-01-22	UHC-83983-70	7778597230	882 Broadway Apt 28, Columbus, OH, 43233	0.60	Name re-cased Two-digit birth year Phone reformatted Unit split from street+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-429599	CLM	Mary Taylor	2000-02-17	UHC-20820-88	6894116972	7667 Bayshore Dr, Minneapolis, MN, 55400	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-413737	CLM	Jonathan Marquez	1967-09-02	—	2716147183	6239 Canyon Rd, Dallas, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429849	CLM	Adam Sanders	2005-02-09	UHC-72705-09	7463464053	5341 Ridge Rd, Tempe, AZ, 85206	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403616	CLM	Melissa Park	1982-04-21	UHC-93563-20	—	2042 Camelback Rd, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404217	CLM	Lawrence Harris	2008-04-03	UHC-52485-42	4144172685	2714 Elm St, Mesa, AZ, 85275	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415818	CLM	Patricia M Payne	2003-11-14	—	2064393479	4502 Cedar Ln # 467, Minneapolis, MN, 55427	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-423993	CLM	Walter Ray	1991-11-28	UHC-99412-10	8155760992	1070 Cedar Ln, Austin, TX, 78741	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409819	CLM	Sofia D Wrd	1961-04-16	UHC-55808-79	2366515297	6963 Desert Sky Blvd, Tucson, AZ, 85786	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-404970	CLM	Samantha Miller	1940-11-09	UHC-50684-94	—	5308 Grand Ave, Tucson, AZ, 85778	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
CLM-412648	CLM	Janet Young	1976-05-24	—	2425705194	3328 Oak St, Nashville, TN, 37280	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409110	CLM	Donald Walker	2002-06-26	—	2969652931	6076 Palm Dr, Tempe, AZ, 85264	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421264	CLM	Christian Hayes	1963-03-14	UHC-86167-37	9628231378	957 Camelback Rd, Tempe, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428910	CLM	Billy Lewis	1942-04-19	UHC-32201-16	2212731809	1864 Main St, Eden Prairie, MN, 55369	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-406615	CLM	Jeremy Dean	1938-10-04	UHC-80606-85	3092649779	6931 Park Pl, Phoenix, AZ, 85095	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-432197	CLM	Mary Masoon	1942-05-25	UHC-32557-02	4494413410	3145 Main St, Fresno, CA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423118	CLM	Barbara Reed	1968-01-07	—	4662319638	3533 Ridge Rd, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401490	CLM	Mateo Austin	1971-01-19	—	—	7939 Church St # 675, Houston, TX, 77088	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-431718	CLM	Maria M Armstrong	1955-12-24	UHC-22895-17	—	9894 Ocean Ave # 236, Jacksonville, FL, 32211	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-426686	CLM	Lias Stevens	1996-02-06	UHC-86214-26	4006625324	3580 Park Pl, San Antonio, TX, 78238	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-405266	CLM	Emma Willis	1954-08-24	UHC-58209-41	3946726890	2532 Grand Ave, Austin, TX, 78758	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412299	CLM	Lawrence J Watson	1995-10-04	—	9029864081	9551 Camelback Rd, Minneapolis, MN, 55483	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407358	CLM	Eric L Palmer	1964-11-24	UHC-87376-84	7423225171	7424 Palm Dr, Los Angeles, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416405	CLM	Danielle Ross	1997-05-10	UHC-36430-99	—	6832 Main St, Austin, TX, 78728	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-419438	CLM	Adam Henry	1946-11-28	UHC-90187-32	6534105907	580 Mountain View Dr, Tempe, AZ, 85231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413033	CLM	Brittany Lucas	2000-03-27	UHC-42291-53	—	1258 Park Pl, Plano, TX, 75017	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-409346	CLM	Timothy X Weber	2004-08-09	UHC-38193-02	8485910817	2356 Meadow Ln, Minneapolis, MN	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-426747	CLM	Rusell Marshall	1971-08-06	—	2437149342	962 Spring St # 219, Tempe, AZ, 85278	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-417108	CLM	Lori Meyer	1992-05-01	UHC-60823-70	8387135443	4365 Sunset Blvd, Las Vegas, NV, 89104	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407370	CLM	Jeremy Harvey	1965-06-25	UHC-56546-03	—	3677 Pine Dr # 468, Houston, TX, 77046	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-416468	CLM	Gregory F Campbell	2003-06-18	—	6878780418	6371 Mountain View Dr Apt 20, Austin, TX, 78791	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-408723	CLM	Wei R Walsh	1983-12-11	UHC-26657-53	6178885471	4054 Willow Ct, Chandler, AZ, 85210	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
CLM-409193	CLM	Jerry Rojas	1995-09-22	UHC-85772-60	2182806063	4528 Maple Ave, Mesa, AZ, 85293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425929	CLM	Stephenie Hayes	1946-07-03	—	—	2981 Park Pl, Charlotte, NC, 28247	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403830	CLM	Lori Wells	1955-02-07	UHC-79504-51	—	7001 Meadow Ln, Los Angeles, CA, 90036	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

18,771 rows, page 38 of 376Previous Next