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QGIS Planet

(Nederlands) Zelf met de BGT in QGIS werken

Sorry, this entry is only available in the Dutch language

Even more aggregations: QGIS point cluster renderer

In the previous post, I demonstrated the aggregation support in QGIS expressions. Another popular request is to aggregate or cluster point features that are close to each other. If you have been following the QGIS project on mailing list or social media, you probably remember the successful cluster renderer crowd-funding campaign by North Road.

The point cluster renderer is implemented and can be tested in the current developer version. The renderer is highly customizable, for example, by styling the cluster symbol and adjusting the distance between points that should be in the same cluster:

Beyond this basic use case, the point cluster renderer can also be combined with categorized visualizations and clusters symbols can be colored in the corresponding category color and scaled by cluster size, as demoed in this video by the developer Nyall Dawson:


Gereference a medal

Yesterday I ran the half marathon of Zwolle wearing a hat with the previous QGIS logo. My time was not so special (2:08:47) but the medal I earned was. It shows a simple map of the city of Zwolle. You can see some buildings but which ones? I decided to georerence the medal and add … Continue reading Gereference a medal

Aggregate all the things! (QGIS expression edition)

In the past, aggregating field values was reserved to databases, virtual layers, or dedicated plugins, but since QGIS 2.16, there is a way to compute aggregates directly in QGIS expressions. This means that we can compute sums, means, counts, minimum and maximum values and more!

Here’s a quick tutorial to get you started:

Load the airports from the QGIS sample dataset. We’ll use the elevation values in the ELEV field for the following examples:

QGIS sample airport dataset – categorized by USE attribute

The most straightforward expressions are those that only have one parameter: the name of the field that should be aggregated, for example:

mean(ELEV)

We can also add a second parameter: a group-by field, for example, to group by the airport usage type, we use:

mean(ELEV,USE)

To top it all off, we can add a third parameter: a filter expression, for example, to show only military airports, we use:

mean(ELEV,USE,USE='Military')

Last but not least, all this aggregating goodness also works across layers! For example, here is the Alaska layer labeled with the airport layer feature count:

aggregate('airports','count',"ID")

If you are using relations, you can even go one step further and calculate aggregates on feature relations.


QGIS Layout and Reporting Engine Campaign – a success!

Thanks to the tireless efforts and incredible generosity of the QGIS user community, our crowdfunded QGIS Layout and Reporting Engine campaign was a tremendous success! We’ve reached the funding goal for this project, and as a result QGIS 3.0 will include a more powerful print composer with a reworked code base. You can read more about what we have planned at the campaign page.

We’d like to take this opportunity to extend our heartfelt thanks to all the backers who have pledged to support this project:

We’ve also received numerous anonymous contributions in addition to these – please know that the QGIS community extends their gratitude for your contributions too! This campaign was also successful thanks to The Agency for Data Supply and Efficiency, Denmark, who stepped up and have funded an initial component of this project directly.

We’d also like to thank every member of the QGIS community who assisted with promoting this campaign and bringing it to the attention of these backers. Without your efforts we would not have been able to reach these backers and the campaign would not have been successful.

We’ll be posting more updates as this work progresses. Stay tuned…

 

Upcoming QGIS3 features – exploring the current developer version

There are tons of things going on under the hood of QGIS for the move from version 2 to version 3. Besides other things, we’ll have access to new versions of Qt and Python. If you are using a HiDPI screen, you should see some notable improvements in the user interface of QGIS 3.

But of course QGIS 3 is not “just” a move to updated dependencies. Like in any other release, there are many new features that we are looking forward to. This list is only a start, including tools that already landed in the developer version 2.99:

Improved geometry editing 

When editing geometries, the node tool now behaves more like editing tools in webmaps: instead of double-clicking to add a new node, the tool automatically suggests a new node when the cursor hovers over a line segment.

In addition, improvements include an undo and redo panel for quick access to previous versions.

Improved Processing dialogs

Like many other parts of the QGIS user interface, Processing dialogs now prominently display the function help.

In addition, GDAL/OGR tools also show the underlying GDAL/OGR command which can be copy-pasted to use it somewhere else.

New symbols and predefined symbol groups

The default symbols have been reworked and categorized into different symbol groups. Of course, everything can be customized in the Symbol Library.

Search in layer and project properties

Both the layer properties and the project properties dialog now feature a search field in the top left corner. This nifty little addition makes it much easier to find specific settings fast.

Save images at custom sizes

Last but not least, a long awaited feature: It’s finally possible to specify the exact size and properties of images created using Project | Save as image.

Of course, we still expect many other features to arrive in 3.0. For example, one of the successful QGIS grant applications was for adding 3D support to QGIS. Additionally, there is an ongoing campaign to fund better layout and reporting functionality in QGIS print composer. Please support it if you can!

 


2017 QGIS Governance Update

 

Screen Shot 2017-05-22 at 11.33.46 PM
QGIS Developers and Community Members working on QGIS at our recent meet up in Essen, German,

Dear Voting members (and interested QGIS community members out there)

This is an open letter that was emailed to all QGIS voting members today

Just a quick note from me to thank you for participating in our ‘virtual AGM’ – I know it is a bit of an unusual system but it suits our geographically diverse nature well and we seem to have pretty good participation in the process (though I really encourage those voting members who did not participate to do so next time!).
I have done a bunch of updates on our governance section of the web site so you can find the AGM minutes, annual report, budget etc. all on the site, and I (or whoever is chair) will post them there in future years too so everything is in one place and easy to access. Here with the relevant links:
Since we have approved a new version of the statutes, I have replaced the old PSC page on the web site with the new charter:
Thank you all for the many useful hints, tips and suggestions I regularly receive on how to make things smoother within the project (keep them coming!) – hopefully we will get into a steady routine with this governance now. We have been going through a lot of ramp up trying to get templates, processes, etc in place as we switch over to QGIS.ORG legal entity etc. We appreciate your patience while we figure things out – and a very big thank you to Andreas Neumann and Anita Graser who have pitched in with a lot of administrative work behind the scenes to help get the QGIS legal entity in place!
What’s next? I will be starting the nomination process for 4 new community voting members, soon (one to match each of the incoming country user groups for Norway, Sweden, South Africa and France). At the end of that process we will have 31 voting members.
Soon QGIS.ORG will be in the Swiss Trade Registry, which means we can be VAT registered, can take ownership of the QGIS.ORG trademark (which is currently held in proxy for us) and of course present ourselves as a well governed project, hopefully attractive to large funders who recognize the global good a project like QGIS does!
Regards
timsutton
Tim Sutton
QGIS Project Steering Committee Chair

Essen 2017 QGIS Hackfest

Another great QGIS hackfest is gone, and it’s time for a quick report.

The location has been the Linux Hotel, one of the best places where open source developers could meet, friendly, geek-oriented and when the weather is good, like this time, villa Vogelsang is a wonderful place to have a beer in the garden while talking about software development or life in general.

This is a short list of what kept me busy during the hackfest:

  • fixed some bugs and feature requests on the official QGIS plugin repo that I’m maintaining since the very beginning
  • make the QGIS official plugin repository website mobile-friendly
  • QGIS Server Python Plugin API refactoring, I’ve completed the work on the new API, thanks to the ongoing server refactoring it’s now much cleaner than it was in the first version
  • attribute table bugs: I started to address some nasty bugs in the attribute table, some of those were fixed during the week right after the hackfest
  • unified add layer button, we had a productive meeting where we decided the path forward to implement this feature, thanks to Boundless that is funding the development, this feature is what’s I’m currently working on these days

Thanks to all QGIS donors and funders that made yet another great hackfest possible and in particular to Boundless Spatial Inc. for funding my personal expenses.

 

 

QGIS Composer Rewrite and Layout Engine crowdfund – half way there!

If you’ve been following our recent blog posts, you’ll be aware that we are currently running a crowd funding campaign to extend the capabilities of QGIS’ print composer. You can read full details about this over at the campaign page.

The good news is that we’ve just hit the mid way point of the funds! Many generous backers have stepped up with contributions and we’re well on the way to reaching the funding goal. However, we still need your help make this work a reality.

Right now, what we need most is interested users and community members who will reach out to their local QGIS users and seek more backing for the campaign. We need to publicise the campaign beyond the regular online QGIS community, to the thousands of enterprises and organisations which rely on QGIS for their daily mapping operations. We need community members who can get in contact with these organisations and help convince them that investing back into the open source software they utilise is beneficial (and often will even SAVE them money in the long run, due to the increased productivity that changes like our composer improvements will bring!).

So, while social media reshares have been vital to reaching the current stage, we now need more “hands on” helpers who will take this on. If you know of any organisations which depend on QGIS for their mapping outputs, now’s the time to get in contact with them directly and advise them of this campaign!

 

 

 

The Inaugural QGIS Australia Hackfest – Noosa 2017

Last week we kicked off the first (of hopefully many) Australian QGIS hackfests Developers Meetings. It was attended by 3 of the core QGIS development team: Nathan Woodrow, Martin Dobias and myself (Nyall Dawson), along with various family members. While there’s been QGIS hackfests in Europe for over 10 years, and others scattered throughout various countries (I think there was a Japanese one recently… but Twitter’s translate tool leaves me with little confidence about this!), there’s been no events like this in the Southern hemisphere yet. I’ve been to a couple in Europe and found them to be a great way to build involvement in the project, for both developers and non-developers alike.

In truth the Australian hackfest plans began mostly an excuse for Nathan and I to catch up with Martin Dobias before he heads back out of this hemisphere and returns to Europe. That said, Nathan and I have long spoken about ways we can build up the QGIS community in Australia, so in many ways this was a trial run for future events. It was based it in Noosa, QLD (and yes, we did manage to tear ourselves away from our screens long enough to visit the beach!).

Nathan Woodrow (@NathanW2), myself (@nyalldawson), and Martin Dobias (@wonder-sk)

Here’s a short summary of what we worked on during the hackfest:

  • Martin implemented a new iterator style accessor for vertices within geometries. The current approach to accessing vertices in QGIS is far from optimal. You either have the choice of an inefficient methods (eg QgsGeometry.asPolyline(), asPolygon(), etc) which requires translations of all vertices to a different data structure (losing any z/m dimensional values in the process), or an equally inefficient QgsAbstractGeometry.coordinateSequence() method, which at least keeps z/m values but still requires expensive copies of every vertex in the geometry. For QGIS 3.0 we’ve made a huge focus on optimising geometry operations and vertex access is one of the largest performance killers remaining in the QGIS code. Martin’s work adds a proper iterator for the vertices within a geometry object, both avoiding all these expensive copies and also simplifying the API for plugins. When this work lands traversing the vertices will become as simple as
for v in geom.vertices():
   ... do something with the vertex!
  • Martin is also planning on extending this work to allow simple iteration over the parts and rings within geometries too. When this lands in QGIS we can expect to see much faster geometry operations.
  • Nathan fixed a long standing hassle with running standalone PyQGIS scripts outside of the QGIS application on Windows. In earlier versions there’s a LOT of batch file mangling and environment variable juggling required before you can safely import the qgis libraries within Python. Thanks to Nathan’s work, in QGIS 3.0 this will be as simple as just making sure that the QGIS python libraries are included in your Python path, and then importing qgis.core/gui etc will work without any need to create environment variables for OSGEO/GDAL/PLUGINS/etc. Anyone who has fought with this in the past will definitely appreciate this change, and users of Python IDEs will also appreciate how simple it is now to make the PyQGIS libraries available in these environments.
  • Nathan also worked on “profiles” support for QGIS 3.0. This work will add isolated user profiles within QGIS, similar to how Chrome handles this. Each profile has it’s own separate set of settings, plugins, etc. This work is designed to benefit both plugin developers and QGIS users within enterprise environments. You can read more about what Nathan has planned for this here.
  • I continued the ongoing work of moving long running interface “blocking” operations to background tasks. In QGIS 3.0 many of these tasks churn away in the background, allowing you to continue work while the operation completes. It’s been implemented so far for vector and raster layer saving, map exports to images/PDF (not composers unfortunately), and obtaining feature counts within legends. During the hackfest I moved the layer import which occurs when you drag and drop a layer to a destination in the browser to a background task.
  • On the same topic, I took some inspiration from a commit in Sourcepole’s QGIS fork and reworked how composer maps are cached. One of my biggest gripes with QGIS’ composer is how slow it is to work with when you’ve got a complex map included. This change pushes the map redrawing into a background thread, so that these redraws no longer “lock up” the UI. It makes a HUGE difference in how usable composer is. This improvement also allowed me to remove those confusing map item “modes” (Cache/Render/Rectangle) – now everything is redrawn silently in the background whenever required.
  • Lastly, I spent a lot of time on a fun feature I’ve long wanted in QGIS – a unified search “locator” bar. This feature is heavily inspired by Qt Creator’s locator bar. It sits away down in the status bar, and entering any text here fires up a bunch of background search tasks. Inbuilt searches include searching the layers within the current project (am I the only one who loses layers in the tree in complex projects!?), print layouts in the project, processing algorithms, and menu/toolbar actions. The intention here is that plugins will “take over” and add additional search functionality, such as OSM place names searching, data catalog searches, etc. I’m sure when QGIS 3.0 is released this will quickly become indispensable!

The upcoming QGIS 3.0 locator bar

Big thanks go out to Nathan’s wife, Stacey, who organized most of the event and without whom it probably would never have happened, and to Lutra Consulting who sponsored an awesome dinner for the attendees.

We’d love this to be the first of many. The mature European hackfests are attended by a huge swath of the community, including translators, documentation writers, and plugin developers (amongst others). If you’ve ever been interested in finding out how you can get more involved in the project it’s a great way to dive in and start contributing. There’s many QGIS users in this part of the world and we really want to encourage a community of contributors who “give back” to the project. So let Nathan or myself know if you’d be interested in attending other events like this, or helping to organize them locally yourself…

More QGIS 3.0 Improvements: Saving Map Canvas as Image & PDF

(This blog post might as well have been titled “QGIS ❤ Wallpapers”)

Over the span of a week, QGIS received a set of improvements which greatly improved the canvas’ save as image function, as well as a brand new save as PDF feature.

Queue the usual slide of improvements: Improvements ovewview

Adding output resolution, width and height settings effectively frees users from the confine of their physical screen. Being able to fine tine the width and height in pixel also helps cartographers producing maps best-fitted for web-based content.

Saving as PDF feature is a real time saver, offering a fast path to vector export of maps without the need to go through creating a composer, adding a map item, etc.

All of these improvements are very useful to improve quick n’ dirty map export. It is however no replacement to the powerful QGIS composers. On that front, a QGIS core developer at North Road has launched a crowd funding campaign to modernize composers. For those cartographers out there publishing maps on various media forms (print, online, ebooks), seriously consider supporting this campaign.

QGIS Expressions Engine: Performance boost

Expressions in QGIS are more and more widely used for all kinds of purposes. For example the recently introduced geometry generators allow drawing awesome effects with modified feature geometries on the fly. The last days at the QGIS developer meeting

Best practices for writing Python QGIS Expression Functions

Recently there have been some questions and discussions about python based expression functions and how parameters like [crayon-594c1e83260e0140568634-i/]  need to be used. So I thought I’d quickly write down how this works. There is some intelligence If the geometry or a

Report from the Essen dev meeting

From 28th April to 1st May the QGIS project organized another successful developer meeting at the Linuxhotel in Essen, Germany. Here is a quick summary of the key topics I’ve been working on during these days.

New logo rollout

It’s time to get the QGIS 3 logo out there! We’ve started changing our social media profile pictures and Website headers to the new design: 

Resource sharing platform 

In QGIS 3, the resource sharing platform will be available by default – just like the plugin manager is today in QGIS 2. We are constantly looking for people to share their mapping resources with the community. During this developer meeting Paolo Cavallini and I added two more SVG collections:

Road sign SVGs by Bertrand Bouteilles & Roulex_45 (CC BY-SA 3.0)

SVGs by Yury Ryabov & Pavel Sergeev (CC-BY 3.0)

Unified Add Layer button

We also discussed the unified add layer dialog and are optimistic that it will make its way into 3.0. The required effort for a first version is currently being estimated by the developers at Boundless.

TimeManager

The new TimeManager version 2.4 fixes a couple of issues related to window resizing and display on HiDPI screens. Additionally, it now saves all label settings in the project file. This is the change log:

- Fixed #222: hide label if TimeManager is turned off
- Fixed #156: copy parent style to interpolation layer
- Fixed #109: save label settings in project
- Fixed window resizing issues in label options gui
- Fixed window resizing issues in video export gui
- Fixed HiDPI issues with arch gui

Straight and curved arrows with QGIS

After my previous posts on flow maps, many people asked me how to create the curved arrows that you see in these maps.

Arrow symbol layers were introduced in QGIS 2.16.

The following quick screencast shows how it is done. Note how additional nodes are added to make the curved arrows:


About label halos

A lot of cartographers have a love/hate relationship with label halos. On one hand they can be an essential technique for improving label readability, especially against complex background layers. On the other hand they tend to dominate maps and draw unwanted attention to the map labels.

In this post I’m going to share my preferred techniques for using label halos. I personally find this technique is a good approach which minimises the negative effects of halos, while still providing a good boost to label readability. (I’m also going to share some related QGIS 3.0 news at the end of this post!)

Let’s start with some simple white labels over an aerial image:

These labels aren’t very effective. The complex background makes them hard to read, especially the “Winton Shire” label at the bottom of the image. A quick and nasty way to improve readability is to add a black halo around the labels:

Sure, it’s easy to read the labels now, but they stand out way too much and it’s difficult to see anything here except the labels!

We can improve this somewhat through a better choice of halo colour:

This is much better. We’ve got readable labels which aren’t too domineering. Unfortunately the halo effect is still very prominent, especially where the background image varies a lot. In this case it works well for the labels toward the middle of the map, but not so well for the labels at the top and bottom.

A good way to improve this is to take advantage of blending (or “composition”) modes (which QGIS has native support for). The white labels will be most readable when there’s a good contrast with the background map, i.e. when the background map is dark. That’s why we choose a halo colour which is darker than the text colour (or vice versa if you’ve got dark coloured labels). Unfortunately, by choosing the mid-toned brown colour to make the halos blend in more, we are actually lightening up parts of this background layer and both reducing the contrast with the label and also making the halo more visible. By using the “darken” blend mode, the brown halo will only be drawn for pixels were the brown is darker then the existing background. It will darken light areas of the image, but avoid lightening pixels which are already dark and providing good contrast. Here’s what this looks like:

The most noticeable differences are the labels shown above darker areas – the “Winton Shire” label at the bottom and the “Etheridge Shire” at the top. For both these labels the halo is almost imperceptible whilst still subtly doing it’s part to make the label readable. (If you had dark label text with a lighter halo color, you can use the “lighten” blend mode for the same result).

The only issue with this map is that the halo is still very obvious around “Shire” in “Richmond Shire” and “McKinlay” on the left of the map. This can be reduced by applying a light blur to the halo:

There’s almost no loss of readability by applying this blur, but it’s made those last prominent halos disappear into the map. At first glance you probably wouldn’t even notice that there’s any halos being used here. But if we compare back against the original map (which used no halos) we can see the huge difference in readability:

Compare especially the Winton Shire label at the bottom, and the Richmond Shire label in the middle. These are much clearer on our tweaked map versus the above image.

Now for the good news… when QGIS 3.0 is released you’ll no longer have to rely on an external illustration/editing application to get this effect with your maps. In fact, QGIS 3.0 is bringing native support for applying many types of live layer effects to label buffers and background shapes, including blur. This means it will be possible to reproduce this technique directly inside your GIS, no external editing or tweaking required!

QGIS Composer Rewrite and Layout Engine crowdfund launched!

At North Road we believe that crowdfunding is a sustainable way to maintain and enhance open source software, like the QGIS open source GIS package. We’ve run a number of successful crowdfunding campaigns in the past, including support in QGIS for live layer effects, a point cluster renderer, and a unique value renderer for raster layers.

Now, we’re proud to announce our latest crowd funding endeavour, and our biggest to date, the QGIS Layout and Reporting Engine Campaign.

This campaign covers stage 1 of a large, ongoing project to modernise and expand on QGIS’ print composer and layout facilities. Over time QGIS’ composer functionality has grown extensively and now is capable of creating flexible, high quality cartographic outputs. However, we’ve now hit a limit where the current code architecture is prohibiting further improvements and important fixes. In order to add a reporting framework to QGIS, it is necessary for us to refactor and improve large sections of the composer code.

If this campaign is successful, we’ll be adding flexible report generation features to QGIS and cleaning up all the existing composer code. As part of these clean up, we’ll be taking the opportunity to tackle a number of current limitations which cannot be addressed in the current composition code:

  • Layouts will become unit aware, allowing for item placement and properties using millimetres, inches, pixels, centimetres, points, etc.
  • Layouts will have the ability to include mixed page sizes and orientations.
  • Plugins will be able to create custom composer item types (eg allow utilisation of 3rd party graphing and visualisation libraries!).
  • Individual layout items can be rasterised without affecting the rest of the layout. For instance, a map which requires rasterisation due to its use of blend modes will not require all other layout items (such as headings, legends, etc) to be rasterised. This will greatly benefit PDF outputs for complex map layouts.
  • The code refresh will allow more extensive use of data defined layout item properties.
  • A render caching system will be implemented for items, speeding up use of the layout designer and also paving the way for use of live paint effects on layout items (eg dynamic drop shadows).

Full details on what we have planned are available here: QGIS Layout and Reporting Engine Campaign.

To make it possible we need 30,000€ pledged before 31 May 2017. You can help make this a reality by supporting the campaign or by sharing the campaign page and increasing exposure to the campaign. Updates to follow!

Better river styles with tapered lines

In 2012 I published a post on mapping the then newly released Tirol river dataset.

In the comments, reader Michal Zimmermann asked:

Do you think it would be possible to create a river stream which gains width along its way? I mean rivers are usually much narrower on their beginnings, then their width increases and the estuary should be the widest part, right?

For a long time, this kind of river style, also known as “tapered lines” could only be created in vector graphics software, such as Inkscape and Illustrator.

With the help of geometry generators, we can now achieve this look directly in QGIS:

Data cc-by Land Tirol

In the river dataset published by the state of Tirol, all rivers are digitized in upstream direction. For this styling to work, it is necessary that the line direction is consistent throughout the whole dataset.

We use a geometry generator symbol layer to split the river geometry into its individual segments:

 

Then we can use the information about the total number of segments (accessible via the expression variable @geometry_part_count) and the individual segment’s number (@geometry_part_num) to calculate the segment’s line width.

The stroke width expression furthermore uses the river category (GEW_GRKL) to vary the line width depending on the category:

CASE 
WHEN "GEW_GRKL" = '< 10 km2 Fluss' THEN 0.2
WHEN "GEW_GRKL" = '10 km2 Fluss' THEN 0.4
WHEN "GEW_GRKL" = '100 km2 Fluss' THEN 0.6
WHEN "GEW_GRKL" = '1.000 km2 Fluss' THEN 0.8
ELSE 1.0
END 
* ( 1- ( @geometry_part_num /  @geometry_part_count ))

If the rivers are digitized in downstream direction, you can simply remove the 1- term.

Happy mapping!


Quick guide to geometry generator symbol layers

Geometry generator symbol layers are a feature that has been added in QGIS 2.14. They allow using the expression engine to modify geometries or even create new geometries while rendering.

Geometry generator symbol layers make it possible to use expression syntax to generate a geometry on the fly during the rendering process. The resulting geometry does not have to match with the original geometry type and we can add several differently modified symbol layers on top of each other.

The latest version of the QGIS user manual provides some example expressions, which served as a basis for the following examples:

Rendering the centroid of a feature

To add a geometry layer representing feature centroids, we need to set the geometry type to Point / Multipoint and enter the following expression:

centroid( $geometry )

It is worth noting that the correct geometry type has to be set manually. If a wrong type is set, the symbol layer can not be rendered.

Drawing buffers around features

Buffers are an example of a polygon geometry generator layer. The second parameter of the buffer function defines if the buffer is generated outside (for positive values) or inside (for negative values) of the feature. The value has to be provided in the layer’s CRS units, in this case, that means an inner buffer of 0.005 degrees:

buffer( $geometry, -0.005 )

Creating a line between features in different layers

The following expression creates lines from all district centroids (as shown in the first example) and a feature from the Citybike layer where the STATION attribute value is ‘Millennium Tower’:

make_line( 
  centroid( $geometry ),
  geometry( get_feature( 'Citybike', 'STATION', 'Millennium Tower' ) ) 
)

More advanced examples

Using these basic examples as a starting point, geometry generators open a wide field of advanced symbology options. For example, this sector light style presented on GIS.Stackexchange or my recently introduced conveyor belt flow style:


Gray is the new Black

Sometimes I prefer to publish my map in gray instead of black. But all newly added QGIS composer items are set to black by default. For changing the colors more easily and rapidly I created the “Turn Gray” plugin. By default it changes all foreground colors (labels and outlines) to gray. But you are free … Continue reading Gray is the new Black

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