{"id":7672,"date":"2018-08-27T17:18:45","date_gmt":"2018-08-27T15:18:45","guid":{"rendered":"http:\/\/ipisresearch.be\/?page_id=7672"},"modified":"2024-03-20T17:49:35","modified_gmt":"2024-03-20T16:49:35","slug":"open-data-getting-started-using-excel","status":"publish","type":"page","link":"https:\/\/ipisresearch.be\/nl\/home\/maps-data\/open-data\/open-data-getting-started-using-excel\/","title":{"rendered":"Open data &#8211; Getting started using Excel"},"content":{"rendered":"<p>Since 2009, the International Peace Information Service\u00a0manages a database on mining site visits in eastern DR Congo. Since January 2017, IPIS publishes the data it has collected over the last decade on its\u00a0<a href=\"https:\/\/ipisresearch.be\/\/home\/maps-data\/open-data\/\" target=\"_blank\" rel=\"noopener noreferrer\">Open Data page<\/a>. This tutorial explains how to get started with the IPIS Open Data if you are using Microsoft Excel.<\/p>\n<p>Other documentation to this data includes an <a href=\"https:\/\/ipisresearch.be\/\/home\/maps-data\/open-data\/open-data-faq-dictionary\/\" target=\"_blank\" rel=\"noopener noreferrer\">Open Data FAQ &amp; Dictionary page<\/a> to help\u00a0you understand the different columns and values present in our data, and an <a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/03\/Open_Data_Tutorial.html\" target=\"_blank\" rel=\"noopener noreferrer\">Open Data Tutorial<\/a> to help advanced data analysts getting started using our Open Data for their own research using the statistical programming language R.<\/p>\n<p>If you have questions or feedback on this page or our data, don&#8217;t hesitate to <a href=\"mailto:mapping@ipisresearch.be\" target=\"_blank\" rel=\"noopener noreferrer\">contact us<\/a><\/p>\n<h4><strong>Loading the data in Excel<\/strong><\/h4>\n<p>First, download the Open Data from our <a href=\"https:\/\/ipisresearch.be\/\/home\/maps-data\/open-data\/\" target=\"_blank\" rel=\"noopener noreferrer\">Open Data page<\/a>\u00a0as a Comma Separated Value (CSV) file, with a\u00a0<em>.csv<\/em>\u00a0extension. Sadly, it is not possible to download the data directly as an Excel Spreadsheet file with a <em>.xls<\/em> or <em>.xlsx<\/em> extension, but following explanation below will allow you to open the CSV file using Excel.<\/p>\n<p>Open Excel and click\u00a0<em>Data &gt; From text<\/em>. Then localise the <em>.csv<\/em> file you downloaded and confirm.<\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.50.47.png\"><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone  wp-image-7674\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.50.47-300x193.png\" alt=\"\" width=\"640\" height=\"412\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.50.47-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.50.47-768x493.png 768w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.50.47-1024x658.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.50.47-400x257.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.50.47.png 1119w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p>Excel will start its\u00a0<em>Text Import Wizard<\/em> and ask you how it should interpret this file. First, check if it is interpreted as a <em>Delimited<\/em> file, and set the origin to <em>Unicode (UTF-8) &#8211; t<\/em>his way all special characters are recognised. Then confirm.<\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.10.png\"><img decoding=\"async\" class=\"alignnone  wp-image-7675\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.10-300x193.png\" alt=\"\" width=\"640\" height=\"412\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.10-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.10-768x494.png 768w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.10-1024x659.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.10-400x257.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.10.png 1119w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p>Now, set the delimiting character to <em>Comma.<\/em> The preview field below should now be showing the file&#8217;s content in columns.<\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.37.png\"><img decoding=\"async\" class=\"alignnone  wp-image-7676\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.37-300x193.png\" alt=\"\" width=\"640\" height=\"412\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.37-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.37-768x494.png 768w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.37-1024x659.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.37-400x257.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.51.37.png 1119w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p>On the next screen you are able to select the data format for each column. <em>General<\/em> should work well as a default, except\u00a0on some systems for columns with decimal values, such as the\u00a0<em>longitude<\/em> and <em>latitude<\/em> column. Scroll to the right until you find these columns, click on them (they are selected in black), and select the data format\u00a0<em>Text<\/em> (even though they actually contain numbers). The top of the column should now say <em>Text <\/em>in stead of <em>General<\/em>.<\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.04.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-7677\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.04-300x193.png\" alt=\"\" width=\"640\" height=\"412\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.04-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.04-768x494.png 768w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.04-1024x659.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.04-400x257.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.04.png 1119w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p>Using the <em>Advanced<\/em> button, set the decimal separator to . (a dot) and leave the box for the thousands separator empty.<\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.15.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-7678\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.15-300x193.png\" alt=\"\" width=\"641\" height=\"413\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.15-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.15-1024x658.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.15-400x257.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.15.png 1119w\" sizes=\"(max-width: 641px) 100vw, 641px\" \/><\/a><\/p>\n<p>Confirm to load your data from the first cell <em>A1<\/em> onwards.<\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.22.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-7679\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.22-300x193.png\" alt=\"\" width=\"640\" height=\"412\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.22-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.22-768x494.png 768w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.22-1024x659.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.22-400x257.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.22.png 1119w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p>The result should be a nice table with all data in it. Check if all columns were correctly separated, if special characters were recognised and if columns containing decimal values were interpreted correctly. If so, you can now save this file as a\u00a0<em>.xls<\/em> or <em>.xlsx<\/em> file (e.g. <em>data.xlsx<\/em>), such that it will be opened using Excel when you work on it later or share it.<\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.52.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-7680\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.52-300x193.png\" alt=\"\" width=\"640\" height=\"412\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.52-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.52-768x494.png 768w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.52-1024x659.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.52-400x257.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-14.52.52.png 1119w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<h4>Creating a dataset containing only IPIS visits, and the most recent visit for each mine<\/h4>\n<p>The Open Dataset contains <strong>one line per research visit<\/strong> that was done to a mining site. Sites that were visited multiple times are thus described in multiple lines &#8211; one line for each visit.\u00a0Each visit is characterized by multiple columns. More information on these columns can be found in our\u00a0<a href=\"https:\/\/ipisresearch.be\/\/home\/maps-data\/open-data\/open-data-faq-dictionary\/\" target=\"_blank\" rel=\"noopener noreferrer\">Open Data FAQ &amp; Dictionary page<\/a>. There, you can learn that <strong>mines are uniquely identified using the <em>pcode <\/em>column<\/strong>.<\/p>\n<p>Some quick data exploration will reveal that there are <strong>three main categories of visits<\/strong>:\u00a0<em>visits by IPIS<\/em>\u00a0(and its partners),\u00a0<em>visits by qualification mission<\/em>\u00a0and extra\u00a0<em>iTSCi status info<\/em>.<\/p>\n<ul>\n<li>IPIS visits are the most numerous and record data for all columns (with some exceptions as mentioned earlier).<\/li>\n<li>Qualification visits are the official record of mining site validations or \u2018qualifications\u2019 &#8211; an official procedure defined by the National Minister of Mines\u00a0to certify mining sites as free of influence from armed groups using colored labels: green, yellow or red. During these visits data is collected in virtually all columns, with some exceptions (e.g. <em>selling_points_mineral1<\/em>\u00a0etc.).<\/li>\n<li>The iTSCi status info lines contain additional information on which sites apply iTSCi tagging &#8211; a system put in place by ITRI to make the trade of 3T minerals more transparent.<\/li>\n<\/ul>\n<p><strong>Dataset containing only IPIS visits<\/strong><\/p>\n<p>To create a dataset containing only IPIS visits, turn on the <em>Filter<\/em> options in Excel. Then, click on the drop down icon next to the <em>project<\/em> column and deselect all projects that don&#8217;t start with &#8220;<em>IPIS&#8221;.<\/em><\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.04.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-7683\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.04-300x193.png\" alt=\"\" width=\"640\" height=\"412\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.04-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.04-768x493.png 768w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.04-1024x658.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.04-400x257.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.04.png 1119w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p><strong>Dataset containing only active sites<\/strong><\/p>\n<p>Click on the drop down icon next to the <em>workers_numb<\/em> column and deselect the lines where <em>workers_numb<\/em> is &#8216;<em>0&#8242;<\/em> or &#8216;<em>(Blanks)&#8217; &#8211; <\/em>(which can be found at the end of the list)<em>. <\/em>This way you keep visits to sites which were still in operation at the time of visit.<\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.22.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-7684\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.22-300x193.png\" alt=\"\" width=\"640\" height=\"412\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.22-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.22-768x493.png 768w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.22-1024x658.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.22-400x257.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-15.42.22.png 1119w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p>You should now only see the lines which correspond to these criteria. To continue, select all your cells, and paste them in a new blank document. This new document won&#8217;t contain the lines that didn&#8217;t correspond to your criteria, and only contains visits done by IPIS. Save it as a new document, for example <em>data_ipis.xlsx<\/em>. This is an important step as it ensures the unselected lines are dropped &#8211; so don&#8217;t skip this step!<\/p>\n<p><strong>Dataset containing only the most recent visits<\/strong><\/p>\n<p>Now, we&#8217;ll remove the lines which are not the most recent visit to a specific mine. Remember that mines are uniquely identified by a value in the\u00a0<em>pcode<\/em> column. First, we&#8217;ll use the <em>Sort<\/em> function to sort the lines alphabetically by\u00a0<em>pcode<\/em> and by\u00a0<em>visit_date\u00a0<\/em>using <em>Newest to Oldest. <\/em>You&#8217;ll see that for some pcode values there are multiple entries, with the most recent one on top.<\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.05.03.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-7685\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.05.03-300x193.png\" alt=\"\" width=\"640\" height=\"412\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.05.03-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.05.03-768x494.png 768w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.05.03-1024x658.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.05.03-400x257.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.05.03.png 1120w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p>Then, we&#8217;ll use the <em>Remove Duplicates<\/em> function to remove lines when there&#8217;s more than one visit with the same pcode. In that case, Excel will keep the first line for each duplicated <em>pcode<\/em>. Due to our earlier sort, that will conveniently be the newest visit. To do this, click the\u00a0<em>Remove Duplicates<\/em> function and only check the column corresponding to the pcodes.<\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-16.45.14.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-7686\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-16.45.14-300x193.png\" alt=\"\" width=\"640\" height=\"412\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-16.45.14-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-16.45.14-768x494.png 768w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-16.45.14-1024x659.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-16.45.14-400x258.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-16.45.14.png 1120w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p>The result is a dataset with only visits done by IPIS (to mines that were active at the time of visit), and with only one line per mining site, containing information on its most recent visit. It&#8217;s again useful to save this result as a separate file, e.g. <em>data_ipis_lastvisit.xlsx <\/em>(no need to copy paste here). You can start your data exploration or statistics from this file, or share it with others.<\/p>\n<h4><strong>Performing some basic statistics<\/strong><\/h4>\n<p>Now, you can do some basic statistics in Excel. The example below computes the total number of workers observed at mining sites of the entire dataset of most recent IPIS visits.<\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.13.10.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-7687\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.13.10-300x193.png\" alt=\"\" width=\"639\" height=\"411\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.13.10-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.13.10-768x493.png 768w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.13.10-1024x658.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.13.10-400x257.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.13.10.png 1121w\" sizes=\"(max-width: 639px) 100vw, 639px\" \/><\/a><\/p>\n<p>Another very useful option is to create a PivotTable. Below, it is used to count the number of 3T sites and gold sites per province.<\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.14.26.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-7688\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.14.26-300x193.png\" alt=\"\" width=\"640\" height=\"412\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.14.26-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.14.26-768x493.png 768w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.14.26-1024x657.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.14.26-400x257.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.14.26.png 1120w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p><a href=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.16.11.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-7689\" src=\"https:\/\/ipisresearch.be\/\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.16.11-300x193.png\" alt=\"\" width=\"640\" height=\"412\" srcset=\"https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.16.11-300x193.png 300w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.16.11-768x493.png 768w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.16.11-1024x658.png 1024w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.16.11-400x257.png 400w, https:\/\/ipisresearch.be\/wp-content\/uploads\/2018\/08\/Screen-Shot-2018-08-27-at-17.16.11.png 1121w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Since 2009, the International Peace Information Service\u00a0manages a database on mining site visits in eastern DR Congo. Since January 2017, IPIS publishes the data it has collected over the last decade on its\u00a0Open Data page. This tutorial explains how to get started with the IPIS Open Data if you are using Microsoft Excel. Other documentation [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"parent":5562,"menu_order":7,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"research-program":[7,4],"maps":[],"page_category":[],"class_list":["post-7672","page","type-page","status-publish","hentry","research-program-conflict-mapping","research-program-natural-resources"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.0 (Yoast SEO v28.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Open data - Getting started using Excel - IPIS<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ipisresearch.be\/home\/maps-data\/open-data\/open-data-getting-started-using-excel\/\" \/>\n<meta property=\"og:locale\" content=\"nl_NL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Open data - Getting started using Excel\" \/>\n<meta property=\"og:description\" content=\"Since 2009, the International Peace Information Service\u00a0manages a database on mining site visits in eastern DR Congo. 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