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-416484	CLM	Arthur Guzman	1951-01-13	UHC-72382-09	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424522	CLM	Paul Carter	1946-03-08	UHC-29814-31	5062766643	3364 Meadow Ln, Chandler, AZ, 85209	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-423513	CLM	Anan Perkins	1979-03-11	UHC-36201-53	—	4332 Forest Ave, Gilbert, AZ, 85229	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-424687	CLM	Tresa Johnson	1944-11-06	—	2097641862	6582 Ocean Ave, Seattle, WA, 98152	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-419090	CLM	Theresa Little	1994-03-22	—	3026793784	8899 Maple Ave, Charlotte, NC, 28210	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412754	CLM	Priya Spencer	2007-01-27	UHC-46670-64	—	252 Apache Blvd, Houston, TX, 77015	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410908	CLM	Joan Lee	1951-08-21	—	—	5901 River Rd, Plano, TX, 75013	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410907	CLM	Joan Lee	1951-08-21	—	—	5901 River Rd, Plano, TX, 75013	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405685	CLM	Pamela O Fuller	2006-09-01	UHC-34608-58	—	4097 Desert Sky Blvd, Denver, CO, 80220	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430992	CLM	Jaan X Reed	1999-02-23	UHC-65324-13	—	8204 Union St, Sacramento, CA, 95810	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402738	CLM	Thomas Nelson	1942-02-19	UHC-93004-63	3589653285	9609 Lincoln Way, Charlotte, NC, 28202	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-429999	CLM	Daniel U Russsell	1955-08-06	—	—	6057 Apache Blvd, Sacramento, CA, 95842	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423934	CLM	Kenneth Johnston	1978-02-15	UHC-37895-83	—	5511 Apache Blvd, Mesa, AZ, 85213	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428919	CLM	Austin Willis	1946-08-03	—	—	3373 Washington St, Las Vegas, NV, 89145	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402210	CLM	Alexis Shaw	2006-03-21	—	—	7789 Union St, Los Angeles, CA, 90090	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-411397	CLM	Jacob Kelly	1990-05-14	UHC-64102-34	—	9005 Hillcrest Rd, Austin, TX, 78705	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-404689	CLM	Ashley Bowman	1978-06-17	—	—	6982 Mountain View Dr, Glendale, AZ, 85371	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414418	CLM	Theresa Hudson	1960-01-24	UHC-74120-88	2143181438	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-420458	CLM	Samantha I Torres	1954-08-20	—	8505440145	5874 Sunset Blvd, Austin, TX, 78717	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404509	CLM	Daniel Allen	1944-11-27	—	2332238726	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432254	CLM	James Thompson	1980-11-03	UHC-35914-01	8407961407	6516 Park Pl # 660, Sacramento, CA, 95829	0.78	Unit split from street City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-412912	CLM	Isabella Rose	1952-12-19	UHC-76923-43	4803442760	9607 Main St, Eden Prairie, MN, 55377	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431906	CLM	Melissa Hudson	2007-09-06	UHC-49229-90	—	1746 Grand Ave, Gilbert, AZ, 85210	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-411413	CLM	Scott N Elliott	1983-11-11	UHC-82085-28	5012428848	5169 Broadway, Austin, TX, 78704	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-431896	CLM	Melissa Medina	1972-12-23	—	—	670 Sage Ct # 324, Glendale, AZ, 85359	0.78	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-431480	CLM	Ahmed J Kelly	1965-02-21	UHC-98117-22	—	4968 Willow Ct, Tucson, AZ, 85776	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420483	CLM	Christina Armstrong	1977-06-05	UHC-85233-33	6675606643	7060 Park Pl, Las Vegas, NV, 89113	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418811	CLM	Alice Vazquez	1939-02-06	—	6018924404	9804 Indian School Rd, Seattle, WA, 98183	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417877	CLM	Nathan Cole	1958-07-27	UHC-77282-78	8604055720	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-418791	CLM	Elijah B Ruiz	1981-01-18	UHC-16462-61	2414150805	1368 Grand Ave, Mesa, AZ, 85249	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409726	CLM	Sofia G Dean	1988-09-15	UHC-65371-02	—	4411 Market St, Atlanta, GA, 30385	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401599	CLM	Gregory Williamson	1942-02-03	UHC-62492-19	2918086349	9673 Ocean Ave, Houston, TX, 77003	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421728	CLM	Eric Reed	1986-07-19	UHC-40907-39	—	9178 Sunset Blvd, Austin, TX, 78728	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432579	CLM	Zachary Mitchell	1987-08-27	UHC-77378-20	—	5449 Jefferson Ave, Charlotte, NC, 28278	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-412175	CLM	Sean Fuller	1986-08-24	—	—	8628 Spring St, Charlotte, NC, 28200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413537	CLM	Betty Bennett	1972-12-08	UHC-09862-50	2777843314	1451 Main St # 491, Tampa, FL, 33605	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-430855	CLM	Russell Brooks	1971-11-18	—	—	2424 Central Ave, Las Vegas, NV, 89132	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416828	CLM	Jessica M Campball	1970-05-04	UHC-90907-81	4142670478	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-410553	CLM	Vincent Day	1994-01-23	UHC-43106-96	5384793763	815 Highland Ave Apt 15, Eden Prairie, MN, 55386	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
CLM-406345	CLM	Virginia Carter	1958-06-24	UHC-07463-33	—	9246 Lake View Rd, Minneapolis, MN, 55485	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409378	CLM	Michael Vazquez	1987-03-09	UHC-05778-78	4785078993	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428164	CLM	Dyllan King	1938-09-20	UHC-53344-87	—	2534 Market St Apt 24, Columbus, OH, 43275	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-431730	CLM	Elizabeth Pierce	1970-02-24	UHC-88301-75	8745917377	1754 Union St, Atlanta, GA, 30337	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-417014	CLM	Judy Henderson	2005-11-10	UHC-30219-86	8574103686	3662 Maple Ave, Fresno, CA, 93797	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432096	CLM	Wei Marshall	1967-12-26	—	8256521422	1183 Oak St, Seattle, WA, 98174	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416933	CLM	Willie Harper	2000-09-13	UHC-88343-77	—	750 Central Ave, Gilbert, AZ, 85211	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431220	CLM	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St, Nashville, TN, 37284	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-431221	CLM	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St, Nashville, TN, 37284	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-418106	CLM	Melissa Padilla	—	—	2992239486	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-405761	CLM	Martha O Austin	1992-04-23	UHC-77689-57	3203048096	4820 Ocean Ave, Denver, CO, 80204	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more

18,771 rows, page 184 of 376Previous Next