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    <title>topic Re: Data Cleaning while loading in qlik in App Development</title>
    <link>https://community.qlik.com/t5/App-Development/Data-Cleaning-while-loading-in-qlik/m-p/1677961#M51550</link>
    <description>&lt;P&gt;Hi Everyone, So far i have done the below :-&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Data:&lt;BR /&gt;First 2&lt;BR /&gt;LOAD&lt;BR /&gt;"VLS Global",&lt;BR /&gt;F2 as [NOK parts in customer database - total_Apr],&lt;BR /&gt;F3 as [Real NOK parts manufactured - total_Apr],&lt;BR /&gt;F4 as [Number of official Written concern_Apr],&lt;BR /&gt;F5 as [Total number Alert + Written concern_Apr],&lt;BR /&gt;F6 as [Volumes shipped (external sales only)_Apr],&lt;BR /&gt;F7 as [NOK parts in customer database - total_May],&lt;BR /&gt;F8 as [Real NOK parts manufactured - total_May],&lt;BR /&gt;F9 as [Number of official Written concern_May],&lt;BR /&gt;F10 as [Total number Alert + Written concern_May],&lt;BR /&gt;F11 as [Volumes shipped (external sales only)_May],&lt;BR /&gt;F12 as [NOK parts in customer database - total_Jun],&lt;BR /&gt;F13 as [Real NOK parts manufactured - total_Jun],&lt;BR /&gt;F14 as [Number of official Written concern_Jun],&lt;BR /&gt;F15 as [Total number Alert + Written concern_Jun],&lt;BR /&gt;F16 as [Volumes shipped (external sales only)_Jun],&lt;BR /&gt;F17 as [NOK parts in customer database - total_Jul],&lt;BR /&gt;F18 as [Real NOK parts manufactured - total_Jul],&lt;BR /&gt;F19 as [Number of official Written concern_Jul],&lt;BR /&gt;F20 as [Total number Alert + Written concern_Jul],&lt;BR /&gt;F21 as [Volumes shipped (external sales only)_Jul],&lt;BR /&gt;F22 as [NOK parts in customer database - total_Aug],&lt;BR /&gt;F23 as [Real NOK parts manufactured - total_Aug],&lt;BR /&gt;F24 as [Number of official Written concern_Aug],&lt;BR /&gt;F25 as [Total number Alert + Written concern_Aug],&lt;BR /&gt;F26 as [Volumes shipped (external sales only)_Aug],&lt;BR /&gt;F27 as [NOK parts in customer database - total_Sep],&lt;BR /&gt;F28 as [Real NOK parts manufactured - total_Sep],&lt;BR /&gt;F29 as [Number of official Written concern_Sep],&lt;BR /&gt;F30 as [Total number Alert + Written concern_Sep],&lt;BR /&gt;F31 as [Volumes shipped (external sales only)_Sep],&lt;BR /&gt;F32 as [NOK parts in customer database - total_Oct],&lt;BR /&gt;F33 as [Real NOK parts manufactured - total_Oct],&lt;BR /&gt;F34 as [Number of official Written concern_Oct],&lt;BR /&gt;F35 as [Total number Alert + Written concern_Oct],&lt;BR /&gt;F36 as [Volumes shipped (external sales only)_Oct],&lt;BR /&gt;F37 as [NOK parts in customer database - total_Nov],&lt;BR /&gt;F38 as [Real NOK parts manufactured - total_Nov],&lt;BR /&gt;F39 as [Number of official Written concern_Nov],&lt;BR /&gt;F40 as [Total number Alert + Written concern_Nov],&lt;BR /&gt;F41 as [Volumes shipped (external sales only)_Nov],&lt;BR /&gt;F42 as [NOK parts in customer database - total_Dec],&lt;BR /&gt;F43 as [Real NOK parts manufactured - total_Dec],&lt;BR /&gt;F44 as [Number of official Written concern_Dec],&lt;BR /&gt;F45 as [Total number Alert + Written concern_Dec],&lt;BR /&gt;F46 as [Volumes shipped (external sales only)_Dec],&lt;BR /&gt;F47 as [NOK parts in customer database - total_Jan],&lt;BR /&gt;F48 as [Real NOK parts manufactured - total_Jan],&lt;BR /&gt;F49 as [Number of official Written concern_Jan],&lt;BR /&gt;F50 as [Total number Alert + Written concern_Jan],&lt;BR /&gt;F51 as [Volumes shipped (external sales only)_Jan],&lt;BR /&gt;F52 as [NOK parts in customer database - total_Feb],&lt;BR /&gt;F53 as [Real NOK parts manufactured - total_Feb],&lt;BR /&gt;F54 as [Number of official Written concern_Feb],&lt;BR /&gt;F55 as [Total number Alert + Written concern_Feb],&lt;BR /&gt;F56 as [Volumes shipped (external sales only)_Feb],&lt;BR /&gt;F57 as [NOK parts in customer database - total_Mar],&lt;BR /&gt;F58 as [Real NOK parts manufactured - total_Mar],&lt;BR /&gt;F59 as [Number of official Written concern_Mar],&lt;BR /&gt;F60 as [Total number Alert + Written concern_Mar],&lt;BR /&gt;F61 as [Volumes shipped (external sales only)_Mar]&lt;BR /&gt;FROM [lib://Temp_Dhiloj_Request (varpwqlkdev1_visguest)/ZZ Global January 2019.xlsx]&lt;BR /&gt;(ooxml, embedded labels, table is [Quality Perfo Dashboard-Yearly ], filters (&lt;/P&gt;&lt;P&gt;Remove(Row, Pos(Top, 2))&lt;/P&gt;&lt;P&gt;&lt;BR /&gt;))&lt;BR /&gt;where "VLS Global"= 'TOTAL ACTUAL'&lt;BR /&gt;;&lt;/P&gt;&lt;P&gt;store * from Data into [lib://Temp_Dhiloj_Request (varpwqlkdev1_visguest)/Data.qvd](qvd);&lt;/P&gt;&lt;P&gt;drop table Data;&lt;/P&gt;&lt;P&gt;/*&lt;/P&gt;&lt;P&gt;New_Data:&lt;BR /&gt;Load&lt;/P&gt;&lt;P&gt;//official Customer PPM&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Apr]=0,'0',&lt;/P&gt;&lt;P&gt;([NOK parts in customer database - total_Apr]/[Volumes shipped (external sales only)_Apr])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Apr,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_May]=0,'0',&lt;/P&gt;&lt;P&gt;([NOK parts in customer database - total_May]/[Volumes shipped (external sales only)_May])*1000000&lt;BR /&gt;) as Official_Customer_PPM_May,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jun]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Jun]/[Volumes shipped (external sales only)_Jun])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Jun,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jul]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Jul]/[Volumes shipped (external sales only)_Jul])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Jul,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Aug]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Aug]/[Volumes shipped (external sales only)_Aug])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Aug,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Sep]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Sep]/[Volumes shipped (external sales only)_Sep])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Sep,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Oct]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Oct]/[Volumes shipped (external sales only)_Oct])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Oct,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Nov]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Nov]/[Volumes shipped (external sales only)_Nov])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Oct,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Dec]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Dec]/[Volumes shipped (external sales only)_Dec])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Dec,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jan]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Jan]/[Volumes shipped (external sales only)_Jan])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Jan,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Feb]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Feb]/[Volumes shipped (external sales only)_Feb])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Feb,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Mar]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Mar]/[Volumes shipped (external sales only)_Mar])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Mar,&lt;/P&gt;&lt;P&gt;//Site PPM Performance&lt;BR /&gt;if([Volumes shipped (external sales only)_Apr]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Apr]/[Volumes shipped (external sales only)_Apr])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Apr,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_May]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_May]/[Volumes shipped (external sales only)_May])*1000000&lt;BR /&gt;) as Site_PPM_Performance_May,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jun]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Jun]/[Volumes shipped (external sales only)_Jun])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Jun,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jul]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Jul]/[Volumes shipped (external sales only)_Jul])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Jul,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Aug]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Aug]/[Volumes shipped (external sales only)_Aug])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Aug,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Sep]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Sep]/[Volumes shipped (external sales only)_Sep])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Sep,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Oct]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Oct]/[Volumes shipped (external sales only)_Oct])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Oct,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Nov]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Nov]/[Volumes shipped (external sales only)_Nov])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Nov,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Dec]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Dec]/[Volumes shipped (external sales only)_Dec])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Dec,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jan]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Jan]/[Volumes shipped (external sales only)_Jan])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Jan,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Feb]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Feb]/[Volumes shipped (external sales only)_Feb])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Feb,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Mar]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Mar]/[Volumes shipped (external sales only)_Mar])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Mar,&lt;/P&gt;&lt;P&gt;//Official Customer IPB&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Apr]=0,'0',&lt;/P&gt;&lt;P&gt;([Number of official Written concern_Apr]/[Volumes shipped (external sales only)_Apr])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Apr,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_May]=0,'0',&lt;/P&gt;&lt;P&gt;([Number of official Written concern_May]/[Volumes shipped (external sales only)_May])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_May,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jun]=0,'0',&lt;/P&gt;&lt;P&gt;([Number of official Written concern_Jun]/[Volumes shipped (external sales only)_Jun])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Jun,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jul]=0,'0',&lt;/P&gt;&lt;P&gt;([Number of official Written concern_Jul]/[Volumes shipped (external sales only)_Jul])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Jul,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Aug]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Aug]/[Volumes shipped (external sales only)_Aug])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Aug,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Sep]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Sep]/[Volumes shipped (external sales only)_Sep])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Sep,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Oct]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Oct]/[Volumes shipped (external sales only)_Oct])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Oct,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Nov]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Nov]/[Volumes shipped (external sales only)_Nov])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Nov,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Dec]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Dec]/[Volumes shipped (external sales only)_Dec])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Dec,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Jan]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Jan]/[Volumes shipped (external sales only)_Jan])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Jan,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Feb]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Feb]/[Volumes shipped (external sales only)_Feb])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Feb,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Mar]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Mar]/[Volumes shipped (external sales only)_Mar])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Mar&lt;BR /&gt;,&lt;BR /&gt;//Site Performace IPB&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Apr]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Apr]/[Volumes shipped (external sales only)_Apr])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Apr,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_May]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_May]/[Volumes shipped (external sales only)_May])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_May,&lt;/P&gt;&lt;P&gt;&lt;BR /&gt;if( [Volumes shipped (external sales only)_Jun]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Jun]/[Volumes shipped (external sales only)_Jun])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Jun,&lt;/P&gt;&lt;P&gt;&lt;BR /&gt;if( [Volumes shipped (external sales only)_Jul]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Jul]/[Volumes shipped (external sales only)_Jul])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Jul,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Aug]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Aug]/[Volumes shipped (external sales only)_Aug])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Aug,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Sep]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Sep]/[Volumes shipped (external sales only)_Sep])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Sep,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Oct]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Oct]/[Volumes shipped (external sales only)_Oct])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Oct,&lt;/P&gt;&lt;P&gt;&lt;BR /&gt;if( [Volumes shipped (external sales only)_Nov]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Nov]/[Volumes shipped (external sales only)_Nov])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Nov,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Dec]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Dec]/[Volumes shipped (external sales only)_Dec])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Dec,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Jan]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Jan]/[Volumes shipped (external sales only)_Jan])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Jan,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Feb]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Feb]/[Volumes shipped (external sales only)_Feb])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Feb,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Mar]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Mar]/[Volumes shipped (external sales only)_Mar])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Mar&lt;/P&gt;&lt;P&gt;&lt;BR /&gt;Resident Data;&lt;BR /&gt;Drop table Data;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I am using a lot of if statements at the script level. Can anyone please suggest me something better.&lt;/P&gt;&lt;P&gt;Also i should i get the date . Please refer to "Quality Perfo Dashboard-Yearly " in the attached for analyzing my request.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Thanks in Advance&lt;/P&gt;</description>
    <pubDate>Fri, 21 Feb 2020 10:13:01 GMT</pubDate>
    <dc:creator>Aspiring_Developer</dc:creator>
    <dc:date>2020-02-21T10:13:01Z</dc:date>
    <item>
      <title>Data Cleaning while loading in qlik</title>
      <link>https://community.qlik.com/t5/App-Development/Data-Cleaning-while-loading-in-qlik/m-p/1677873#M51542</link>
      <description>&lt;P&gt;Hi Team,&lt;/P&gt;&lt;P&gt;Please find attached the data set and please refer the "Quality Perfo Dashboard-Yearly " tab in excel.&lt;/P&gt;&lt;P&gt;I wish to get the below dimesnions:-&lt;/P&gt;&lt;P&gt;-&amp;gt;Official Customer PPM:-if(volume shipped=0, """, (NOK Parts in Customer Database Total/ Volume Shipped)*1000,000&lt;/P&gt;&lt;P&gt;-&amp;gt;Site PPM Performance:-if (volume shipped=0,"", (Real NOK Parts Manufactured-Total/Volume Shipped)*1000,000&lt;/P&gt;&lt;P&gt;-&amp;gt;Official Customer IPB:-if(Volume shipped=0,"", (Number&amp;nbsp; of official written concern/ Volume Shipped)*1000,000,000&lt;/P&gt;&lt;P&gt;-&amp;gt;Site Performance IPB:- if(Volume Shipped=0,"", (Total Number Alert + Written Concern /Volume Shipped)*1000,000,000&lt;/P&gt;&lt;P&gt;I wish to get the below output :-&lt;/P&gt;&lt;TABLE width="664"&gt;&lt;TBODY&gt;&lt;TR&gt;&lt;TD width="236"&gt;&amp;nbsp;&lt;/TD&gt;&lt;TD width="107"&gt;Official customer&amp;nbsp; PPM&amp;nbsp;&lt;/TD&gt;&lt;TD width="107"&gt;Site PPM performance&amp;nbsp;&lt;/TD&gt;&lt;TD width="107"&gt;Official customer&amp;nbsp; IPB&amp;nbsp;&lt;/TD&gt;&lt;TD width="107"&gt;Site IPB performance&amp;nbsp;&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;Apr-19&lt;/TD&gt;&lt;TD&gt;29&lt;/TD&gt;&lt;TD&gt;698&lt;/TD&gt;&lt;TD&gt;12982&lt;/TD&gt;&lt;TD&gt;22224&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;May-19&lt;/TD&gt;&lt;TD&gt;153&lt;/TD&gt;&lt;TD&gt;732&lt;/TD&gt;&lt;TD&gt;9333&lt;/TD&gt;&lt;TD&gt;23035&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;Jun-19&lt;/TD&gt;&lt;TD&gt;42&lt;/TD&gt;&lt;TD&gt;568&lt;/TD&gt;&lt;TD&gt;9549&lt;/TD&gt;&lt;TD&gt;22919&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;Jul-19&lt;/TD&gt;&lt;TD&gt;109&lt;/TD&gt;&lt;TD&gt;669&lt;/TD&gt;&lt;TD&gt;8401&lt;/TD&gt;&lt;TD&gt;29523&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;Aug-19&lt;/TD&gt;&lt;TD&gt;110&lt;/TD&gt;&lt;TD&gt;489&lt;/TD&gt;&lt;TD&gt;6169&lt;/TD&gt;&lt;TD&gt;20188&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;Sep-19&lt;/TD&gt;&lt;TD&gt;145&lt;/TD&gt;&lt;TD&gt;504&lt;/TD&gt;&lt;TD&gt;5464&lt;/TD&gt;&lt;TD&gt;20350&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;Oct-19&lt;/TD&gt;&lt;TD&gt;16&lt;/TD&gt;&lt;TD&gt;349&lt;/TD&gt;&lt;TD&gt;8718&lt;/TD&gt;&lt;TD&gt;30304&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;Nov-19&lt;/TD&gt;&lt;TD&gt;48&lt;/TD&gt;&lt;TD&gt;548&lt;/TD&gt;&lt;TD&gt;5118&lt;/TD&gt;&lt;TD&gt;19903&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;Dec-19&lt;/TD&gt;&lt;TD&gt;14&lt;/TD&gt;&lt;TD&gt;357&lt;/TD&gt;&lt;TD&gt;6346&lt;/TD&gt;&lt;TD&gt;25385&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;Jan-20&lt;/TD&gt;&lt;TD&gt;58&lt;/TD&gt;&lt;TD&gt;994&lt;/TD&gt;&lt;TD&gt;6133&lt;/TD&gt;&lt;TD&gt;22692&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;Feb-20&lt;/TD&gt;&lt;TD&gt;#DIV/0!&lt;/TD&gt;&lt;TD&gt;#DIV/0!&lt;/TD&gt;&lt;TD&gt;#DIV/0!&lt;/TD&gt;&lt;TD&gt;#DIV/0!&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD&gt;Mar-20&lt;/TD&gt;&lt;TD&gt;#DIV/0!&lt;/TD&gt;&lt;TD&gt;#DIV/0!&lt;/TD&gt;&lt;TD&gt;#DIV/0!&lt;/TD&gt;&lt;TD&gt;#DIV/0!&lt;/TD&gt;&lt;/TR&gt;&lt;/TBODY&gt;&lt;/TABLE&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Can anyone please help ?&lt;/P&gt;</description>
      <pubDate>Fri, 21 Feb 2020 08:59:02 GMT</pubDate>
      <guid>https://community.qlik.com/t5/App-Development/Data-Cleaning-while-loading-in-qlik/m-p/1677873#M51542</guid>
      <dc:creator>Aspiring_Developer</dc:creator>
      <dc:date>2020-02-21T08:59:02Z</dc:date>
    </item>
    <item>
      <title>Re: Data Cleaning while loading in qlik</title>
      <link>https://community.qlik.com/t5/App-Development/Data-Cleaning-while-loading-in-qlik/m-p/1677899#M51543</link>
      <description>&lt;P&gt;Hi.&lt;/P&gt;&lt;P&gt;I looked at your spreadsheet. It seems to have the output you require. Do you have example data to work with?&amp;nbsp;&lt;/P&gt;&lt;P&gt;John&lt;/P&gt;</description>
      <pubDate>Fri, 21 Feb 2020 06:16:39 GMT</pubDate>
      <guid>https://community.qlik.com/t5/App-Development/Data-Cleaning-while-loading-in-qlik/m-p/1677899#M51543</guid>
      <dc:creator>johngouws</dc:creator>
      <dc:date>2020-02-21T06:16:39Z</dc:date>
    </item>
    <item>
      <title>Re: Data Cleaning while loading in qlik</title>
      <link>https://community.qlik.com/t5/App-Development/Data-Cleaning-while-loading-in-qlik/m-p/1677928#M51546</link>
      <description>&lt;P&gt;Hi John,&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Please check "Quality Perfo Dashboard-Yearly " excel tab. I do not have these dimensions there and i want the output on the basis of this particular tab .&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Fri, 21 Feb 2020 08:57:48 GMT</pubDate>
      <guid>https://community.qlik.com/t5/App-Development/Data-Cleaning-while-loading-in-qlik/m-p/1677928#M51546</guid>
      <dc:creator>Aspiring_Developer</dc:creator>
      <dc:date>2020-02-21T08:57:48Z</dc:date>
    </item>
    <item>
      <title>Re: Data Cleaning while loading in qlik</title>
      <link>https://community.qlik.com/t5/App-Development/Data-Cleaning-while-loading-in-qlik/m-p/1677961#M51550</link>
      <description>&lt;P&gt;Hi Everyone, So far i have done the below :-&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Data:&lt;BR /&gt;First 2&lt;BR /&gt;LOAD&lt;BR /&gt;"VLS Global",&lt;BR /&gt;F2 as [NOK parts in customer database - total_Apr],&lt;BR /&gt;F3 as [Real NOK parts manufactured - total_Apr],&lt;BR /&gt;F4 as [Number of official Written concern_Apr],&lt;BR /&gt;F5 as [Total number Alert + Written concern_Apr],&lt;BR /&gt;F6 as [Volumes shipped (external sales only)_Apr],&lt;BR /&gt;F7 as [NOK parts in customer database - total_May],&lt;BR /&gt;F8 as [Real NOK parts manufactured - total_May],&lt;BR /&gt;F9 as [Number of official Written concern_May],&lt;BR /&gt;F10 as [Total number Alert + Written concern_May],&lt;BR /&gt;F11 as [Volumes shipped (external sales only)_May],&lt;BR /&gt;F12 as [NOK parts in customer database - total_Jun],&lt;BR /&gt;F13 as [Real NOK parts manufactured - total_Jun],&lt;BR /&gt;F14 as [Number of official Written concern_Jun],&lt;BR /&gt;F15 as [Total number Alert + Written concern_Jun],&lt;BR /&gt;F16 as [Volumes shipped (external sales only)_Jun],&lt;BR /&gt;F17 as [NOK parts in customer database - total_Jul],&lt;BR /&gt;F18 as [Real NOK parts manufactured - total_Jul],&lt;BR /&gt;F19 as [Number of official Written concern_Jul],&lt;BR /&gt;F20 as [Total number Alert + Written concern_Jul],&lt;BR /&gt;F21 as [Volumes shipped (external sales only)_Jul],&lt;BR /&gt;F22 as [NOK parts in customer database - total_Aug],&lt;BR /&gt;F23 as [Real NOK parts manufactured - total_Aug],&lt;BR /&gt;F24 as [Number of official Written concern_Aug],&lt;BR /&gt;F25 as [Total number Alert + Written concern_Aug],&lt;BR /&gt;F26 as [Volumes shipped (external sales only)_Aug],&lt;BR /&gt;F27 as [NOK parts in customer database - total_Sep],&lt;BR /&gt;F28 as [Real NOK parts manufactured - total_Sep],&lt;BR /&gt;F29 as [Number of official Written concern_Sep],&lt;BR /&gt;F30 as [Total number Alert + Written concern_Sep],&lt;BR /&gt;F31 as [Volumes shipped (external sales only)_Sep],&lt;BR /&gt;F32 as [NOK parts in customer database - total_Oct],&lt;BR /&gt;F33 as [Real NOK parts manufactured - total_Oct],&lt;BR /&gt;F34 as [Number of official Written concern_Oct],&lt;BR /&gt;F35 as [Total number Alert + Written concern_Oct],&lt;BR /&gt;F36 as [Volumes shipped (external sales only)_Oct],&lt;BR /&gt;F37 as [NOK parts in customer database - total_Nov],&lt;BR /&gt;F38 as [Real NOK parts manufactured - total_Nov],&lt;BR /&gt;F39 as [Number of official Written concern_Nov],&lt;BR /&gt;F40 as [Total number Alert + Written concern_Nov],&lt;BR /&gt;F41 as [Volumes shipped (external sales only)_Nov],&lt;BR /&gt;F42 as [NOK parts in customer database - total_Dec],&lt;BR /&gt;F43 as [Real NOK parts manufactured - total_Dec],&lt;BR /&gt;F44 as [Number of official Written concern_Dec],&lt;BR /&gt;F45 as [Total number Alert + Written concern_Dec],&lt;BR /&gt;F46 as [Volumes shipped (external sales only)_Dec],&lt;BR /&gt;F47 as [NOK parts in customer database - total_Jan],&lt;BR /&gt;F48 as [Real NOK parts manufactured - total_Jan],&lt;BR /&gt;F49 as [Number of official Written concern_Jan],&lt;BR /&gt;F50 as [Total number Alert + Written concern_Jan],&lt;BR /&gt;F51 as [Volumes shipped (external sales only)_Jan],&lt;BR /&gt;F52 as [NOK parts in customer database - total_Feb],&lt;BR /&gt;F53 as [Real NOK parts manufactured - total_Feb],&lt;BR /&gt;F54 as [Number of official Written concern_Feb],&lt;BR /&gt;F55 as [Total number Alert + Written concern_Feb],&lt;BR /&gt;F56 as [Volumes shipped (external sales only)_Feb],&lt;BR /&gt;F57 as [NOK parts in customer database - total_Mar],&lt;BR /&gt;F58 as [Real NOK parts manufactured - total_Mar],&lt;BR /&gt;F59 as [Number of official Written concern_Mar],&lt;BR /&gt;F60 as [Total number Alert + Written concern_Mar],&lt;BR /&gt;F61 as [Volumes shipped (external sales only)_Mar]&lt;BR /&gt;FROM [lib://Temp_Dhiloj_Request (varpwqlkdev1_visguest)/ZZ Global January 2019.xlsx]&lt;BR /&gt;(ooxml, embedded labels, table is [Quality Perfo Dashboard-Yearly ], filters (&lt;/P&gt;&lt;P&gt;Remove(Row, Pos(Top, 2))&lt;/P&gt;&lt;P&gt;&lt;BR /&gt;))&lt;BR /&gt;where "VLS Global"= 'TOTAL ACTUAL'&lt;BR /&gt;;&lt;/P&gt;&lt;P&gt;store * from Data into [lib://Temp_Dhiloj_Request (varpwqlkdev1_visguest)/Data.qvd](qvd);&lt;/P&gt;&lt;P&gt;drop table Data;&lt;/P&gt;&lt;P&gt;/*&lt;/P&gt;&lt;P&gt;New_Data:&lt;BR /&gt;Load&lt;/P&gt;&lt;P&gt;//official Customer PPM&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Apr]=0,'0',&lt;/P&gt;&lt;P&gt;([NOK parts in customer database - total_Apr]/[Volumes shipped (external sales only)_Apr])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Apr,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_May]=0,'0',&lt;/P&gt;&lt;P&gt;([NOK parts in customer database - total_May]/[Volumes shipped (external sales only)_May])*1000000&lt;BR /&gt;) as Official_Customer_PPM_May,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jun]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Jun]/[Volumes shipped (external sales only)_Jun])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Jun,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jul]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Jul]/[Volumes shipped (external sales only)_Jul])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Jul,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Aug]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Aug]/[Volumes shipped (external sales only)_Aug])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Aug,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Sep]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Sep]/[Volumes shipped (external sales only)_Sep])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Sep,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Oct]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Oct]/[Volumes shipped (external sales only)_Oct])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Oct,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Nov]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Nov]/[Volumes shipped (external sales only)_Nov])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Oct,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Dec]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Dec]/[Volumes shipped (external sales only)_Dec])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Dec,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jan]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Jan]/[Volumes shipped (external sales only)_Jan])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Jan,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Feb]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Feb]/[Volumes shipped (external sales only)_Feb])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Feb,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Mar]=0,'0',&lt;/P&gt;&lt;P&gt;( [NOK parts in customer database - total_Mar]/[Volumes shipped (external sales only)_Mar])*1000000&lt;BR /&gt;) as Official_Customer_PPM_Mar,&lt;/P&gt;&lt;P&gt;//Site PPM Performance&lt;BR /&gt;if([Volumes shipped (external sales only)_Apr]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Apr]/[Volumes shipped (external sales only)_Apr])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Apr,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_May]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_May]/[Volumes shipped (external sales only)_May])*1000000&lt;BR /&gt;) as Site_PPM_Performance_May,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jun]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Jun]/[Volumes shipped (external sales only)_Jun])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Jun,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jul]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Jul]/[Volumes shipped (external sales only)_Jul])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Jul,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Aug]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Aug]/[Volumes shipped (external sales only)_Aug])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Aug,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Sep]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Sep]/[Volumes shipped (external sales only)_Sep])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Sep,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Oct]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Oct]/[Volumes shipped (external sales only)_Oct])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Oct,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Nov]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Nov]/[Volumes shipped (external sales only)_Nov])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Nov,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Dec]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Dec]/[Volumes shipped (external sales only)_Dec])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Dec,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jan]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Jan]/[Volumes shipped (external sales only)_Jan])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Jan,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Feb]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Feb]/[Volumes shipped (external sales only)_Feb])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Feb,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Mar]=0,'0',&lt;/P&gt;&lt;P&gt;([Real NOK parts manufactured - total_Mar]/[Volumes shipped (external sales only)_Mar])*1000000&lt;BR /&gt;) as Site_PPM_Performance_Mar,&lt;/P&gt;&lt;P&gt;//Official Customer IPB&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Apr]=0,'0',&lt;/P&gt;&lt;P&gt;([Number of official Written concern_Apr]/[Volumes shipped (external sales only)_Apr])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Apr,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_May]=0,'0',&lt;/P&gt;&lt;P&gt;([Number of official Written concern_May]/[Volumes shipped (external sales only)_May])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_May,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jun]=0,'0',&lt;/P&gt;&lt;P&gt;([Number of official Written concern_Jun]/[Volumes shipped (external sales only)_Jun])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Jun,&lt;/P&gt;&lt;P&gt;if([Volumes shipped (external sales only)_Jul]=0,'0',&lt;/P&gt;&lt;P&gt;([Number of official Written concern_Jul]/[Volumes shipped (external sales only)_Jul])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Jul,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Aug]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Aug]/[Volumes shipped (external sales only)_Aug])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Aug,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Sep]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Sep]/[Volumes shipped (external sales only)_Sep])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Sep,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Oct]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Oct]/[Volumes shipped (external sales only)_Oct])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Oct,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Nov]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Nov]/[Volumes shipped (external sales only)_Nov])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Nov,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Dec]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Dec]/[Volumes shipped (external sales only)_Dec])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Dec,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Jan]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Jan]/[Volumes shipped (external sales only)_Jan])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Jan,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Feb]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Feb]/[Volumes shipped (external sales only)_Feb])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Feb,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Mar]=0,'0',&lt;/P&gt;&lt;P&gt;( [Number of official Written concern_Mar]/[Volumes shipped (external sales only)_Mar])*1000000000&lt;BR /&gt;) as Official_Customer_IPB_Mar&lt;BR /&gt;,&lt;BR /&gt;//Site Performace IPB&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Apr]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Apr]/[Volumes shipped (external sales only)_Apr])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Apr,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_May]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_May]/[Volumes shipped (external sales only)_May])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_May,&lt;/P&gt;&lt;P&gt;&lt;BR /&gt;if( [Volumes shipped (external sales only)_Jun]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Jun]/[Volumes shipped (external sales only)_Jun])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Jun,&lt;/P&gt;&lt;P&gt;&lt;BR /&gt;if( [Volumes shipped (external sales only)_Jul]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Jul]/[Volumes shipped (external sales only)_Jul])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Jul,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Aug]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Aug]/[Volumes shipped (external sales only)_Aug])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Aug,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Sep]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Sep]/[Volumes shipped (external sales only)_Sep])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Sep,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Oct]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Oct]/[Volumes shipped (external sales only)_Oct])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Oct,&lt;/P&gt;&lt;P&gt;&lt;BR /&gt;if( [Volumes shipped (external sales only)_Nov]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Nov]/[Volumes shipped (external sales only)_Nov])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Nov,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Dec]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Dec]/[Volumes shipped (external sales only)_Dec])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Dec,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Jan]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Jan]/[Volumes shipped (external sales only)_Jan])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Jan,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Feb]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Feb]/[Volumes shipped (external sales only)_Feb])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Feb,&lt;/P&gt;&lt;P&gt;if( [Volumes shipped (external sales only)_Mar]=0,'0',&lt;/P&gt;&lt;P&gt;( [Total number Alert + Written concern_Mar]/[Volumes shipped (external sales only)_Mar])*1000000000&lt;BR /&gt;) as Site_Performance_IPB_Mar&lt;/P&gt;&lt;P&gt;&lt;BR /&gt;Resident Data;&lt;BR /&gt;Drop table Data;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I am using a lot of if statements at the script level. Can anyone please suggest me something better.&lt;/P&gt;&lt;P&gt;Also i should i get the date . Please refer to "Quality Perfo Dashboard-Yearly " in the attached for analyzing my request.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Thanks in Advance&lt;/P&gt;</description>
      <pubDate>Fri, 21 Feb 2020 10:13:01 GMT</pubDate>
      <guid>https://community.qlik.com/t5/App-Development/Data-Cleaning-while-loading-in-qlik/m-p/1677961#M51550</guid>
      <dc:creator>Aspiring_Developer</dc:creator>
      <dc:date>2020-02-21T10:13:01Z</dc:date>
    </item>
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