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	<title>Spatial Knowledge &#187; GIS</title>
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	<link>http://www.spatialknowledge.eu</link>
	<description>The web presence of Patrick Weber</description>
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		<title>WhereCampEU London &#8211; a great success</title>
		<link>http://www.spatialknowledge.eu/2010/03/wherecampeu-london-a-great-success/</link>
		<comments>http://www.spatialknowledge.eu/2010/03/wherecampeu-london-a-great-success/#comments</comments>
		<pubDate>Tue, 16 Mar 2010 18:11:11 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[Conference]]></category>
		<category><![CDATA[Geoweb]]></category>
		<category><![CDATA[GIS]]></category>
		<category><![CDATA[Openstreetmap]]></category>

		<guid isPermaLink="false">http://www.spatialknowledge.eu/?p=199</guid>
		<description><![CDATA[
First day back in the office after an exhausting weekend attending the WhereCampEU unconference here in London.  The conference was really well organised, with great venues and food, and all that at zero cost thanks to very generous sponsors and a great bunch of volunteers! Also thanks for the free beer at Smithy&#8217;s sponsored by [...]]]></description>
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<p>First day back in the office after an exhausting weekend attending the WhereCampEU unconference here in London.  The conference was really well organised, with great venues and food, and all that at zero cost thanks to very generous sponsors and a great bunch of volunteers! Also thanks for the free beer at Smithy&#8217;s sponsored by<a href="http://www.axonactive.com/"> Axon Active</a>, I thoroughly enjoyed the pub evening.</p>
<p>Attendants came from over 13 different countries, with public and private sector attendants, web2.0 startups, core OpenStreetMap people and a strong presence of academics, specifically UCL!</p>
<p>Slowly, people seem to be uploading their <a href="http://www.socialtext.net/wherecamp/index.cgi?wherecampeu">presentations to the wiki</a>, allowing a more complete view of the content presented. Altough in retrospect, I might have made some bad decisions regarding which sessions to attend, my conference highlights included definitely the<a href="http://www.socialtext.net/wherecamp/index.cgi?wherecamp_eu_session_charging_money_for_openstreetmap_based_products"> Skobbler presentation</a>, the <a href="http://www.socialtext.net/wherecamp/index.cgi?wherecamp_eu_session_zen_of_map_quality">Zen of Map Quality</a> , and <a href="http://www.socialtext.net/wherecamp/index.cgi?wherecamp_eu_session_we_are_all_fcuk_d_without_a_business_model">Steven Feldman&#8217;s business model workshops.</a> On the Saturday afternoon, Bob Barr passionate analysis of the current and future state of the Ordnance Survey made for a great closure to the conference. I didn&#8217;t make it to the post conference drinks on Saturday.</p>
<p>Overall, I would have wished for less Openstreetmap presentations, at times it felt like a dress rehearsal for the SOTM2010 !!! But, I will definitely return to WhereCampEU 2011, as it is a great opportunity to network with a wide array of relevant players in the geoweb industry and OSM community.</p>
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		<item>
		<title>&#8220;Introduction to GIS &amp; Cartography&#8221; Course Dates announced</title>
		<link>http://www.spatialknowledge.eu/2009/12/introduction-to-gis-cartography-course-dates-announced/</link>
		<comments>http://www.spatialknowledge.eu/2009/12/introduction-to-gis-cartography-course-dates-announced/#comments</comments>
		<pubDate>Fri, 04 Dec 2009 12:58:09 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[GIS]]></category>
		<category><![CDATA[Manifold GIS]]></category>
		<category><![CDATA[Openstreetmap]]></category>
		<category><![CDATA[Training]]></category>

		<guid isPermaLink="false">http://www.spatialknowledge.eu/?p=146</guid>
		<description><![CDATA[Just a quick note to say we have finalised dates for the next session of our &#8220;Introduction to GIS and Cartography&#8221; course using Manifold GIS in February (18th and 19th) 2010 here at UCL.  Please find below the detailed invitation:
The invitation is also available in PDF format with a detailed agenda
The Department of Civil, Environmental [...]]]></description>
			<content:encoded><![CDATA[<p>Just a quick note to say we have finalised dates for the next session of our &#8220;Introduction to GIS and Cartography&#8221; course using Manifold GIS in February (18th and 19th) 2010 here at UCL.  Please find below the detailed invitation:</p>
<p>The invitation is also available in <a href="http://www.spatialknowledge.eu/wp-content/uploads/2009/12/Manifold-Training-Invitation-2010.pdf">PDF format with a detailed agenda</a></p>
<blockquote><p>The Department of Civil, Environmental and Geomatic Engineering, University College London, will be hosting an Introduction to Geographical Information Systems and Cartography Course on the 18<sup>th</sup> and 19<sup>th</sup> of February 2010. This course is aimed at novice or potential GIS Users interested in key concepts of geographical data capture, storage and analysis. After course completion participants will be able to generate, manipulate and analyse geographic information confidently and create high-quality cartographic outputs.</p>
<p>The course is organised into modules containing comprehensive overviews of fundamental topics relating to Geographical Information Systems, databases and cartography, alongside hands-on tutorials teaching participants the most important functionalities of GIS.</p>
<p>The course will introduce users to and use Open Street Map (OSM) data and Manifold GIS software. Participants will be tutored by leading GIS lecturers and researchers with extensive GIS expertise in a commercial and academic context.</p>
<p>Participants will receive a comprehensive training manual containing all of the course content such as presentation slides, tutorial worksheets, project files and datasets used. This training manual will act as a valuable reference guide after the course is completed.</p>
<p>Each participant can expect:</p>
<ul>
<li>Experienced academic      tutors</li>
<li>A workstation      preloaded with all software and data for the tutorials</li>
<li>State-of-the-art      air-conditioned computer room</li>
<li>Comprehensive course      documentation folder</li>
<li>Course Certificate      from UCL on completion</li>
<li>Lunch and refreshments      provided</li>
</ul>
<p>The course fee is £650 (incl. VAT) per participant. Please note that we have arranged a discount for organisations sending two or more participants. The course will be held on UCL’s main campus in Bloomsbury, Central London.</p>
<p>For booking and any further enquiries, please email Patrick Weber at <a href="mailto:p.weber@ucl.ac.uk">p.weber@ucl.ac.uk</a> or you can phone +44 (0)20 7679 2745 .</p></blockquote>
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		<item>
		<title>User Interface Mockup for GIS</title>
		<link>http://www.spatialknowledge.eu/2009/05/user-interface-mockup-for-gis/</link>
		<comments>http://www.spatialknowledge.eu/2009/05/user-interface-mockup-for-gis/#comments</comments>
		<pubDate>Tue, 26 May 2009 18:20:26 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[Exploratory Spatial Data Analysis]]></category>
		<category><![CDATA[GIS]]></category>
		<category><![CDATA[Spatial Analysis]]></category>
		<category><![CDATA[Usability]]></category>

		<guid isPermaLink="false">http://www.spatialknowledge.eu/?p=120</guid>
		<description><![CDATA[As part of my research work, I am developing a spatial decision support system for inward investment promotion. The design and user interface for the system needs careful consideration and development, given that the end product will be used primarly by non experts.
Having decided on a basic methodology for the decision making process, we are [...]]]></description>
			<content:encoded><![CDATA[<p>As part of my research work, I am developing a spatial decision support system for inward investment promotion. The design and user interface for the system needs careful consideration and development, given that the end product will be used primarly by non experts.</p>
<p>Having decided on a basic methodology for the decision making process, we are now in the process of developing UI <a href="http://en.wikipedia.org/wiki/Mock-up">mockups</a>, which we can present to stakeholders to get their opinion of the system. UI mockups allow an early view on the look &amp; feel , i.e. usability of the system, and allow the designer to easily collect feedback from users and integrate changes without having to modify/rewrite code.  For my project, I also hope that I can give stakeholders a better understanding of the system development process and of the project&#8217;s main aims through this showcase.</p>
<p style="text-align: center;"><img class="size-full wp-image-126 alignnone" title="mockup of SDSS" src="http://www.spatialknowledge.eu/wp-content/uploads/2009/05/balsamiq1.png" alt="mockup of SDSS" width="424" height="249" /></p>
<p>I have been looking at different methodologies for producing such UI mockups, and how they have been applied to GIS &amp; SDSS type projects. I must say that I have only found <a href="http://www.google.co.uk/search?q=gis+interface+mockup">sparse evidence</a> of systematic efforts by GIS practitioners to apply usability principles through the use of mockups  in GIS development activities. My view also is corroborated by Muki in his <a href="http://povesham.wordpress.com/2009/05/07/neo-and-paleo-gis-%E2%80%93-is-the-difference-in-the-usability-culture/">recent blog post</a>, where he argues that usability and the processes in software development that ensure good usability still seem to be considered a nice to have, and the GIS industry lacks a &#8220;<em>usability culture</em>&#8220;, inherent other industry sectors.</p>
<p>But I digress&#8230;  As always, there are multiple methods of doing UI mockups. One of the most straightforward and widely used methods uses paper, pen and scissors to physically create the UI elements, which can then be arranged into an UI mockup. This of course is very flexible as you can easily create and assemble together whatever user interface elements one needs or wants.A digital equivalent is to use PowerPoint or any other general purpose drawing tool to generate the UI mockup. But there are also drawbacks. Physical UI mockups can get lost/destroyed, are not easy to revise, and changes can&#8217;t easily be tracked. Digital mockups made with PowerPoint are also cumbersome to generate, and one needs to invest a lot of time into generating basic UI elements (altough <a href="http://www.istartedsomething.com/20071018/powerpoint-prototype-toolkit-01/">some templates</a> to get you started are available). With PowerPoint mockups, you can even generate <a href="http://www.boxesandarrows.com/view/interactive">basic interactivity inside the mockup</a> by creating links between slides, altough this is still cumbersome.</p>
<p>Obviously, a specific quick and dirty design tool for mockups would be great, and thats exactly what I found with <a href="http://www.balsamiq.com/">Balsamiq Mockups</a>. They have both a free online tool version as well as a desktop application version available, which supports features such as dynamic links between screens. Also, Balsamiq Mockups intentionally uses <span class="highlight">hand-drawn UI elements</span> to generate &#8220;<em>paper quality mockups</em>&#8220;, so that people don&#8217;t get attached to “<em>that pretty color gradient</em>” or think that your mockup has actual code behind it and is “<em>practically done</em>”.</p>
<div class="youtube-video" style="text-align: center;"><object width="425" height="355" data="http://www.youtube.com/v/aJTuFRaIi_g" type="application/x-shockwave-flash"><param name="wmode" value="transparent" /><param name="src" value="http://www.youtube.com/v/aJTuFRaIi_g" /></object></div>
<p>I just spent the afternoon creating such a mockup for my project, and I am more than happy with the results, even though they only offer a basic &#8220;map&#8221; element which is specific to GIS. But the rest of the template of pre defined UI elements is rich enough to model most GIS related UI.</p>
<p>I would urge any GIS developer who hasn&#8217;t used mockups for their application development process before to give it a try and enjoy the benefits of better usability for their applications and happier users!</p>
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		<title>Five low hanging fruit: quick usability fixes Manifold should consider</title>
		<link>http://www.spatialknowledge.eu/2009/05/five-low-hanging-fruit-quick-usability-fixes-manifold-should-consider/</link>
		<comments>http://www.spatialknowledge.eu/2009/05/five-low-hanging-fruit-quick-usability-fixes-manifold-should-consider/#comments</comments>
		<pubDate>Wed, 20 May 2009 17:09:24 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[GIS]]></category>
		<category><![CDATA[Manifold]]></category>
		<category><![CDATA[Manifold GIS]]></category>
		<category><![CDATA[Usability]]></category>

		<guid isPermaLink="false">http://www.spatialknowledge.eu/?p=92</guid>
		<description><![CDATA[Over the past four years that I have been using Manifold on a daily basis for almost all of my professional work, I have been able to develop a good understanding of its strengths, idiosyncrasies  and weaknesses.
Even so, it is when working with other Manifold users, and specifically teaching Manifold to new users, that one [...]]]></description>
			<content:encoded><![CDATA[<p>Over the past four years that I have been using Manifold on a daily basis for almost all of my professional work, I have been able to develop a good understanding of its strengths, idiosyncrasies  and weaknesses.</p>
<p>Even so, it is when working with other Manifold users, and specifically <a href="http://www.manipedia.eu/index.php?title=February_12th_and_13th_2009_-_Manifold_GIS_Training_Course">teaching Manifold to new users</a>, that one can often find basic usability issues at hand that go unnoticed by more seasoned Manifold users like myself. In this post, I do not want to address larger and more complicated issues, but instead focus on providing a small list of low hanging fruit that could easily be fixed by the Manifold development team:</p>
<h2>1) Setting Area of Interest in Layouts</h2>
<p>During our training course, almost all new users needed help to understand how to set the area of interestof a layout. The way to change the AOI of a map component in a layout might be powerful, but is complex and well hidden from the user in multiple steps. Most users will upon the creation of a layout from a map, expect the zoom extent of the layout to be the same as what they see in the map component. Confusion sets in when the whole component, or worse a blank page, greets them when they open their newly created layout. &#8220;<em>Hey where&#8217;s my nice map gone?</em>&#8221;</p>
<p><img class="alignleft size-full wp-image-107" title="layers" src="http://www.spatialknowledge.eu/wp-content/uploads/2009/05/layers.png" alt="layers" width="163" height="197" />The process then is less than straighforward and involves in total 8 steps and at least as many mouseclicks : right-click on the layout (1) and choose properties (2), set the Scope to Locked Rectangle (3), go back to the map component (4), goto View -&gt; Panes -&gt; Layers (5) (as that pane is hidden by default!), using the Layers Pane, enable the Layout Component extent rectangle (6), resize to the AOI the extent rectangle (7), finally go back to the Layout (8).</p>
<p>Ideally, users would expect after selecting a layout map component that it would behave like a regular map component where users can pan and zoom to set a AOI for the layout.</p>
<h2>2) Formatting toolbar</h2>
<p>Most new users will stumble over one of the more fundamental idiosyncrasies the Manifold user interface has to offer. The concept of the formatting toolbar relies on the fact that, as opposed to other GIS packages, one drawing can contain different geometry types (points, lines, areas). This is reflected in the formatting toolbar, which always offers the user formatting options for all three geometry types. Because the formatting options look <img src="file:///C:/DOCUME~1/pweber/LOCALS~1/Temp/moz-screenshot.jpg" alt="" /><strong>very</strong> similar to one another, new users are often deeply confused and unshure which icon they need to click to influence for example the line foreground color.</p>
<p><img class="aligncenter size-full wp-image-105" title="formatting" src="http://www.spatialknowledge.eu/wp-content/uploads/2009/05/formatting.png" alt="formatting" width="445" height="52" /></p>
<p>One straightforward solution would be to blank out formatting options for geometry types not currently present in a specific drawing, thus simplifying the toolbar considerably (for a lines only drawing, this would reduce the number of icons from 17 icons down to 4!).</p>
<p>Another possible solution would be to indicate through a small text box what geometry type a set of formatting icons refers to, instead of relying on users to find the right option by hovering over an icon or trial and error.</p>
<h2>3) Label Display Options</h2>
<p style="text-align: center;"><img class="size-full wp-image-106 aligncenter" title="labels" src="http://www.spatialknowledge.eu/wp-content/uploads/2009/05/labels.png" alt="labels" width="299" height="194" /></p>
<p style="text-align: left;">When working with labels, users are often at a loss on where to change advanced options such as callouts, label overlap conflicts and line label placement. Users in general will look first in the component specific menu, i.e. the Labels Menu, where they wont find a entry for such advanced display options. Instead, Label display options are &#8220;hidden from the user&#8221; in the generic View Menu. The same applies to for the display options of surfaces and images.</p>
<p>IMHO it would make much more sense to group all options relating to a specific component type in the specific Menu for that component, i.e. the &#8220;Labels&#8221; Menu or &#8220;Surfaces&#8221; Menu.</p>
<h2>4) Queries in Layouts</h2>
<p>A table dragged into a layout results in the creation of a layout component displaying table records. This makes sense to the user and he is pleased to be able to include tabular data into his layout to generate reports.</p>
<p>Unfortunately, the same doesn&#8217;t happen for queries dragged into a layout. From Manifold&#8217;s perspective, the software sticks to its principles and generates a layout component containing the SQL Query text. 99% of the time, this isn&#8217;t the most useful behaviour, and a user would rather expect the query results table to be generated and placed into the layout.</p>
<p>It would be much better if users were given a choice if they wanted the query text, or the query results to be included in the layout. (The workaround I currently employ in this situation is to run a query which generates a table which in turn is included in a layout, which is fine except you can&#8217;t update the table easily without deleting it and rerunning the query, thus loosing the layout position).</p>
<h2>5) The Query Toolbar</h2>
<p style="text-align: left;">Finally, this one was already touched upon by <a href="http://povesham.wordpress.com/2008/02/29/confusing-interfaces/">Muki on his blog</a>,  but it is worth repeating his comment here, as the change is the most straightforward to implement on this list:<img class="size-full wp-image-108 aligncenter" title="query" src="http://www.spatialknowledge.eu/wp-content/uploads/2009/05/query.png" alt="query" width="514" height="50" /></p>
<blockquote><p>The way the query toolbar works is that you select a <strong>field</strong> in the left drop-down list, an <strong>operator </strong>at the central drop-down and a <strong>value in the text box</strong> on the right and click on select to see the result. For example, if you enter 5 in the toolbar in the picture, it will lead to a selection of the 5 polygons on the map with the smallest area.<br />
The confusing part of the interface is the <strong>‘not’</strong> between the left drop-down and the central one. For a new user, the interface reads ‘find objects on the map where the field Area (I) are not the bottom X’. The ‘not’ in this case is a toggle button that can be activated to negate the operation that was selected in the central drop-down. Clearly, it would be better if, when not activated, it had the word ‘is’ (Area is the bottom 5) and ‘not’ appeared only when it was active. This is one of the cases where usability enhancement could be carried out in less than a minute of a programmer’s time – and surely makes life less confusing to many novice users…</p></blockquote>
<p>As you might have guessed, these are only some of the usability issues one can find in Manifold, and I would appreciate any comments here if you can think of others. I have already send in suggestions to Manifold for most of these issues, and I would urge you to do the same if you can agree with my analysis.</p>
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		<title>History of GIS &#8211; the Canada GIS</title>
		<link>http://www.spatialknowledge.eu/2009/04/history-of-gis-the-canada-gis/</link>
		<comments>http://www.spatialknowledge.eu/2009/04/history-of-gis-the-canada-gis/#comments</comments>
		<pubDate>Fri, 24 Apr 2009 12:45:34 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[Exploratory Spatial Data Analysis]]></category>
		<category><![CDATA[GIS]]></category>
		<category><![CDATA[History of GIS]]></category>
		<category><![CDATA[Spatial Analysis]]></category>

		<guid isPermaLink="false">http://www.spatialknowledge.eu/?p=71</guid>
		<description><![CDATA[

Part 2 of documentation ; Part 3 of documentation
I just wanted to draw attention to this great set of videos that give a great overview of one of the first large scale Geographical Information Systems, in this case the Canada Geographic Information System (CGIS). Dr Roger Tomlinson was the initiator, planner and director of this [...]]]></description>
			<content:encoded><![CDATA[<div class="youtube-video" style="text-align: center;"></div>
<div class="youtube-video" style="text-align: center;"><object width="425" height="355" data="http://www.youtube.com/v/eAFG6aQTwPk" type="application/x-shockwave-flash"><param name="wmode" value="transparent" /><param name="src" value="http://www.youtube.com/v/eAFG6aQTwPk" /></object></div>
<div class="youtube-video" style="text-align: center;"><a href="http://www.youtube.com/watch?v=3kFYsOHgDSo">Part 2 of documentation</a> ; <a href="http://www.youtube.com/watch?v=ryWcq7Dv4jE">Part 3 of documentation</a></div>
<p>I just wanted to draw attention to this great set of videos that give a great overview of one of the first large scale Geographical Information Systems, in this case the <a href="http://en.wikipedia.org/wiki/Canada_Geographic_Information_System">Canada Geographic Information System (CGIS)</a>. <a href="http://en.wikipedia.org/wiki/Roger_Tomlinson">Dr Roger Tomlinson</a> was the initiator, planner and director of this for the time very ambitious project, which meant that he has gone down in history as the &#8220;father&#8221; of GIS.  I feel quite proud to note that he wrote his PhD thesis here at University College London!</p>
<p>From the Wikipedia article:</p>
<blockquote>
<div id="jump-to-nav"><a href="http://en.wikipedia.org/wiki/Canada_Geographic_Information_System#searchInput"></a></div>
<p><!-- start content -->The <strong>Canada Geographic Information System</strong> (CGIS) was developed in the 1960s and 1970s to assist in <a class="mw-redirect" title="Regulatory" href="http://en.wikipedia.org/wiki/Regulatory">regulatory</a> procedures of <a title="Land management" href="http://en.wikipedia.org/wiki/Land_management">land-use</a> management and resource monitoring. At that time, <a title="Canada" href="http://en.wikipedia.org/wiki/Canada">Canada</a> was beginning to realize problems associated with its seemingly endless boundaries, in combination with <a title="Natural resource" href="http://en.wikipedia.org/wiki/Natural_resource">natural resource</a> availability. The government therefore decided to launch a national program to assist in management and <a title="Inventory" href="http://en.wikipedia.org/wiki/Inventory">inventory</a> of its resources. The simple automated computer processes designed to store and process large amounts of data enabled Canada to begin a national land-use management program and become a foremost promoter of <a title="Geographic information system" href="http://en.wikipedia.org/wiki/Geographic_information_system">geographic information systems</a> (GIS).</p></blockquote>
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		<item>
		<title>Heatmaps for Mashups &#8230; too easy?</title>
		<link>http://www.spatialknowledge.eu/2009/03/heatmaps-for-mashups-too-easy/</link>
		<comments>http://www.spatialknowledge.eu/2009/03/heatmaps-for-mashups-too-easy/#comments</comments>
		<pubDate>Fri, 13 Mar 2009 12:35:07 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[Exploratory Spatial Data Analysis]]></category>
		<category><![CDATA[GIS]]></category>
		<category><![CDATA[Spatial Analysis]]></category>

		<guid isPermaLink="false">http://www.spatialknowledge.eu/?p=11</guid>
		<description><![CDATA[

HeatMapApi.com is a new service which allows Google Maps mashups to integrate heat map representations easily. Heat maps,  or more generally point to raster interpolations allow the graphical representation of point patterns through the use of continuous colors identifying areas of higher or lower density of points. Areas where this has been employed are crime [...]]]></description>
			<content:encoded><![CDATA[<p><img src="file:///C:/DOCUME%7E1/pweber/LOCALS%7E1/Temp/moz-screenshot.jpg" alt="" /></p>
<p style="text-align: center;"><img class="size-full wp-image-13 aligncenter" title="heatmapapi" src="http://www.spatialknowledge.eu/wp-content/uploads/2009/03/heatmapapi.jpg" alt="heatmapapi" width="404" height="304" /></p>
<p><a href="http://www.heatmapapi.com/">HeatMapApi.com </a>is a new service which allows Google Maps mashups to integrate heat map representations easily. Heat maps,  or more generally point to raster interpolations allow the graphical representation of point patterns through the use of continuous colors identifying areas of higher or lower density of points. Areas where this has been employed are <a href="http://www.icpsr.umich.edu/CRIMESTAT/">crime hotspots</a> analysis or economic activity analysis.</p>
<p>A novel concept in Web 2.0 mashups, I was interested in finding out what the methodology was behind the generation of these rasters. Sadly, I couldn&#8217;t find a definitive answer on the algorithm that the website uses to generate its hotspot maps. They do expose in their <a href="http://www.heatmapapi.com/documentation.aspx">API two variables</a> that can influence the generation of the heatmaps, decay and boost, but without information on the algorithm behind it, the setting of these values remains a pure exercise in trial and error, and seeing what &#8220;looks&#8221; best. Also, because the parameters are set as &#8220;optional&#8221;, most developers will be tempted into a one size fits all approach, smoothing out interesting patterns in the data, or creating hotspots that are not statistically viable, creating masses of effectively meaningless maps.</p>
<p>Mashup developers thus will more than ever the spatial analysis literacy skills to understand the processes, models and algorithms that lie behind the pretty maps.</p>
<p>Note: This is not a new problem, but has been present all through the development of <a href="http://www.ncgia.ucsb.edu/giscc/units/u128/u128_f.html">Exploratory Spatial Data Analysis </a>over the past 20-30 years in academia and commercial settings, and a lot can be learned from this past experience.</p>
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