Sort a polygon feature class spatially using Python

I was manually adjusting a custom grid for a map series this morning, a task which I have not had to do for several years now, when the time came to export the maps. By this point, my grid numbers were completely messed up because of all the shifting and reshaping I had to do.

It would make sense to number the grid from left to right, top to bottom. However, the ability to spatially sort a feature class in ArcGIS is hidden behind an Advanced Licence in the Sort tool.

License: For the Field(s) parameter, sorting by the Shape field or by multiple fields is only available with an Desktop Advanced license. Sorting by any single attribute field (excluding Shape) is available at all license levels.

I had this prickly feeling in the back of my head that I had found a workaround for this before. I went searching through the blog (since I have posted about things twice because I forgot about the first post), but I didn’t find it.

Undeterred, I searched through my gists (unrelated note – why does using the “user:<username> <search term> ” trick in the GitHub search bar now flag as spam?!) and I found it!

Link for mobile users is here.

I’m pretty sure there is a much better way to do this, but I need this so rarely that I don’t see the need to rewrite it. It also would work much better as a function. It takes a polygon feature class and sorts the selected features from left to right, top to bottom.

Description of this hastily drawn, blurry PowerPoint graphic: Chaotic, unsorted grid on the left. Slightly less chaotic, sorted grid on the right.

Categorising spatially enabled dashboards

Lately I’ve been working with dashboards quite a bit. For clients who don’t really understand spatial data, it’s easier for them to digest the information on the map when it’s presented along with the graphs and indicators they are familiar with from Excel or Power BI.

Over the last few weeks, Julian has spent quite a bit of time setting up a number of dashboards using Operations Dashboard, each with a different purpose. On one project, we have a dashboard showing the client the real-time progress of fieldworkers on a map, along with some graphs showing the breakdown of assignments which are in progress and completed per district. It enables the client to answer questions such as which worker is causing a bottleneck. This dashboard consumes the workers and assignments layer from the Workforce for ArcGIS project, along with the various Survey123 feature services.

On another project, we have a dashboard showing the results of an asset life cycle cost analysis model. This dashboard includes graphs depicting when the client can expect to incur the greatest cost to replace key assets, as well as helping to answer questions such as: Is it cheaper to replace an asset in 5 years, or to spend an additional amount on maintenance in 3 years in order to extend the remaining useful life of the asset by 7 years?

We also have a number of ideas in dev at the moment, including the actual software we use to display the dashboard (that will have to be a post by itself). I’ve been mulling over how to package these different dashboard types as solutions to offer to a client. I decided to adapt the traditional categories to our purpose.

  • Operational: This is the basic dashboard, as detailed in my first example. This type will normally display two maps – one showing real-time progress of fieldworkers and their assignments, and another showing the surveys they submit along with actual data. Graphs may include the amount of assignments completed per worker, per area or along whichever dimension is most logical (or whatever the client prefers). Filters are included to drill down through the live data.
  • Analytical: This dashboard shows the results of analysing the data displayed on an operational dashboard (my second example). A single map can be used to display the analysis results per survey or per area. Graphs will vary according to client needs, but will be based on the survey points in the map. The user can interact with the dashboard by drawing various reports that they need, creating pivot tables, filtering etc.

My current dev efforts are focussed on a third type of dashboard. For a large project last year, I designed and implemented a mobile data capture solution which incorporated a QA process (to be carried out by professional engineers) as well as an invoicing process (to reduce turnaround time between carrying out the work and getting paid by the client). I’ll have to use another post to brainstorm that idea.

Leaving the GIS industry: bye for now

The GIS industry’s loss is software engineering’s gain. All the best Alex! Reblogging to highlight an excellent farewell post.

Alex Tereshenkov

After working for more than 10 years in geospatial industry, I have decided to change the field and focus on pure software engineering. I have quite enjoyed using GIS tools to solve various computational problems and software development tools to build useful GIS products and services for my customers. However, as my interests starting shifting towards clean code and programming per se – I have noticed I was reading in the bed Refactoring by Martin Fowler way more often than The ESRI guide to GIS analysis by Andy Mitchell – so I thought it would be useful to try changing the career path.

As I won’t be using any of the GIS software any longer, I won’t be able to post any new practical material that would be useful to GIS analysts and developers. However, in this post I would like to share some of the last thoughts I have…

View original post 2,177 more words

Editing assignment types in Workforce for ArcGIS

A Workforce for ArcGIS project is based on a predefined schema. This schema states that assignment types are populated into an associated coded value domain on the Assignments feature layer when created.

Sometimes assignment types need to be modified, perhaps because of a typo. On the Workforce front end, it is impossible to edit an assignment type. It can only be deleted (if the type is not being used by an assignment).

One can work around this by opening the Workforce project in ArcGIS Online, open the Assignment layer properties and directly edit the coded value domain.

How to convince someone to move from paper-based forms to electronic surveys

I spent March of 2018 working closely with a bridge engineer. For years, they had been using four paper questionnaires to capture inventory and inspection data of structures such as bridges, culverts, gantries etc. They would arrive at a structure, select the appropriate form, measure and write everything down, take a load of photos, draw a sketch or two and move on to the next one.

When they got back to the office, they would get a few students to manually input the captured data into an electronic form, which would store it in a database on their local machine. The students would also need to manually link photos to the correct structure. As with most projects, time would always run out, so the engineers would also need to help out with this electronic transfer process.

Once the screaming in my head subsided, I asked him, “Why? Why is it being done this way? It’s 2018. The process you are describing should have been phasing out at least 5 years ago already.” He didn’t really have a straight answer for me, beyond “this is the way it’s always been done”.

Over the next few weeks, I showed him that there is a better way. I used the first week to convert the largest of the four forms using Survey123. The form was fairly complex – with no access to a table layout or even a grid theme, I had to make a number of design decisions which wouldn’t impact the user experience too much while still retaining (and even enhancing) the functionality available in the paper form.

After my initial stab at it, we spent 2 more weeks going back and forth, fine-tuning choice lists, removing unnecessary questions, changing section groups, enforcing relevant fields, choosing repeats and optimising calculations. We ended up with an xls of 250 rows of questions and 35 choice lists. I was fortunate to have access to one of the databases they’d used on a previous project, so I was able to extract the choices from the lookup tables using SQL and Python.

I spent the last week of March replicating the other three forms. They were similar enough that I could copy and paste much of what I had implemented on the first form, but different enough that I couldn’t keep everything in one form. Once that was completed, I published all the surveys and gave it to him to thoroughly test (I believe my exact words were “Try to break it”).

By the first week of April, I had fixed most of the bugs and we were ready to train the students on it in the field. I set up a web app allowing him to view the surveys as they were submitted. He could immediately send a message to the students in the WhatsApp group I set up on their tablets if they were measuring components incorrectly, or not describing items properly. He was fully converted.

In my next post, I’ll detail how I took everything down and rebuilt it from its ashes by adding Workforce for ArcGIS and Operations Dashboard to create a more efficient system.

The grid theme is finally available in Survey123

I got a lovely surprise when I opened my emails on Friday – ESRI has finally gotten around to implementing a beta version of the grid theme in Survey123.

I know I’ve been quiet on the blog for a while, but that’s because I’ve been keeping my rants about GIS offline (mostly). In particular, my utter frustration at not being able to replicate a very critical paper-based form digitally because of the lack of a grid theme.

I even went as far as chucking Survey123 completely, setting up ODK Collect from scratch and trying out the grid theme there. I was not happy with the results at all, so I resigned myself to a compromise: replicating the forms in Excel and extracting the data automatically from the spreadsheets as the team uploads them to OneDrive in the field. Terrible, I know, but still better than paper.

Since ESRI is making this tentatively worded claim in the beta forum:

It’s now possible to design a digital smart form that closely resembles its paper form predecessor!

I will be putting it to the test today. It’s still not the holy grail though, which would be a proper table theme, but it at least takes us a step closer.

ArcGIS Pro: A year later

I mentioned previously that I was finally considering making the jump from ArcMap to ArcGIS Pro. I made the switch in early 2018, and after an adjustment period of a few weeks, I have not looked back.


For those still waiting to make the switch, just do it. I highly recommend completing the official tutorials. It is a huge adjustment to go from dialogue boxes to the ribbon interface, akin to the user shock experience when switching over from Office 2003 to Office 2007.

You’ll also need to learn how to deal with multiple data  map frames and layouts in one map document project, the lack of a standalone ArcCatalog, and the ability to link 2D and 3D views in one place. There are also new terms which you will need to learn, and new concepts.

A few of my favourite things:

  • Seamless integration with AGOL/Portal
  • Labelling properties now accessible through groups on the ribbon – no more Inception levels of dialogue boxes
  • Data driven pages is more robust
  • BIM integration
  • arcpy.mapping overhauled to – a much more intuitive module
  • One ArcGIS project per client containing multiple data frames for each task – no need for dozens of map documents
  • Python 3 support (and built in Anaconda!)

I could go on. Our local licence server for Desktop went down a few weeks ago, and I only found out a few days after it happened because I just don’t open ArcMap anymore. With the latest update to Pro, I can now quickly launch a project without needing to save it first, a feature that was lacking up until now. My last reason to use ArcMap is gone.

Survey123 support added to the ArcGIS API for Python

I don’t get excited for much these days, which is why I found my reaction to point 3 of the release notes for the 1.5.1 update so odd:

Maybe it’s because I’ve spent the last 8 months in a constant state of frustration, integrating and automating processes using Survey123, Workforce and AGOL through the API. It could be relief that I’m feeling as well. Perhaps there is light at the end of this tunnel.

Changing the worker basemap in Workforce

I’ve recently implemented Workforce for ArcGIS on a big project. It’s great being able to automatically assign sites to fieldworkers, and update their to-do lists on the fly.

However, the lack of reference data for the fieldworkers was bothering me. In the Workforce mobile app, the map displays the default topographic basemap and the location and status of their assignments. We were sending fieldworkers into areas where they would have to be a bit more vigilant of their surroundings, as well as ensure that fieldworkers did not drive through areas which were deemed as “High risk” due to crime or environmental conditions.

I modified the worker basemap of the project to include a polygon layer containing these “High risk” areas, so workers could always be aware when they were near one of these areas. I also tried changing the basemap to OpenStreetMap, but the Workforce app did not like that at all. The app crashed multiple times before I figured out it only wanted to render the default map. The dispatcher map had no issue with changing the basemap.

I also managed to overlay our own reference road network over the basemap, so the fieldworkers were aware of which direction to face when capturing a survey. This was included so that required photos were captured consistently.

Coded values display in AGOL instead of their descriptions

I’ve been quite busy over the last few months. I’ve fully switched over to ArcGIS Pro, and I’ve been spending most of my time developing a fieldwork workflow using Workforce, Survey123, Collector and ArcGIS Online.  I also (finally) forced myself to dabble with the ArcGIS Python API, which has fallen neatly into place alongside my normal fiddling with ArcPy.

I thought I’d write this post quickly just to document something I’ve noticed when publishing a feature layer symbolised using unique values from a coded value domain to ArcGIS Online. Despite the descriptions displaying correctly in Pro, if one edits the symbols and then does not delete all the feature templates and recreate them, editing them in an online web map will result in the codes being shown on the edit dialog, and not the descriptions.

Image result for holy run-on sentence batman

The way around this is to, well, delete the feature templates and recreate them before publishing. I’ve had this happen a few times, where everything looks great online, and then someone tries to edit it in Collector using the codes.