March 29, 2021

Delineate water bodies (lakes) from Landsat 8 using machine learning with Python and QGIS - Tutorial

March 29, 2021/ Saul Montoya

The process of retrieving information from satellite imagery could be time consuming and faces challenges like image resolution, feature recognition and user criteria. With the use of machine learning tools we can preprocess images and combine them with standard QGIS tools to delineate objects in a much efficient way.

We have done a tutorial for the delimitation of water bodies as lakes from a panchromatic Landsat 8 image. The tutorial shows a mixed procedure that detects edges with Python and Scikit Image , traces paths with QGIS and the Trace Raster plugin and finally gets the lake extension as a Shapefile.

March 16, 2021

How to plot thrust and normal faults in QGIS - Tutorial

March 16, 2021/ Saul Montoya

A good spatial representation of the geological features requires not only high quality field data but also the right symbology and graphical resources. We can define QGIS as the tool that can create awesome geologic maps but still some resources have to be developed for a massive use. This tutorial shows the procedure to represent normal and inverse faults with symbology included on the input data files.

March 10, 2021

How to add a online topography basemap in QGIS - Tutorial

March 10, 2021/ Saul Montoya

Latest developments in QGIS and online services allows us to create amazing maps in less time. Different types of layers are available XYZ tiles as terrain, satellite, road maps. This time we show the procedure to add 2 types of topograpy layers in QGIS 3 behind geological features.

March 07, 2021

How to delineate crop rows with machine learning using Python and Scikit Learn - Tutorial

March 07, 2021/ Saul Montoya

Drone imagery shows us features on the surface with high precision and machine learning tools allows us to understand and get information from those images. We present a tutorial in Python together with Scikit Learn and geospatial libraries that delineates crop rows on a corn field and provides results as a vector spatial file.

March 01, 2021

Tutorial to delineate urban channel networks and drainage basins from Lidar data with QGIS3

March 01, 2021/ Saul Montoya

Hydrological process of precipitation - runoff can happen in small areas however the common tools to evaluate the drainage networks are mostly related to the regional scale. Lidar devices provide millions of 3D points with resolution capable of defining drainage basins on much larger scales and delineate channel networks of neighborhoods or city districts.

We have done a tutorial for the channel network and drainage basins delineation over an urban area in Los Angeles, USA. The tutorial shows the whole procedure from downloading the Lidar data, processing the Las files and processing the rasters with QGIS.

February 27, 2021

Should groundwater models from environmental evaluations be done in open source software?

February 27, 2021/ Saul Montoya

The topic of open source software and environmental assessments has some interesting associations. For example, if an investment project delivers a groundwater model in Xflow software, the environmental evaluator needs an Xflow license in order to open the model, review the simulations, and report on their observations. But what about civil society? or the communities that have an interest in knowing how the model is built or in the results of the predictive simulations, do these people also need an Xflow license? And what happens if another regulator wants to review the model, can they do so or they can only ask for a technical opinion?

February 25, 2021

How to upload Shapefiles to PostGIS with Python, Geopandas and SQLAlchemy - Tutorial

February 25, 2021/ Saul Montoya

In our research for new geospatial tools in Python and better ways to deal with geospatial data we found that complex or full featured processes are already included in the common spatial libraries as Geopandas. We have developed an applied example to upload point / line / polygon ESRI Shapefile to a Postgres / Postgis database with Python, Geopandas and SQL Alchemy in a few lines of code. Besides, we have simplified the procedure to run a Postgres database inside the Hakuchik Docker image fully connected to QGIS.

February 22, 2021

Tutorial to convert geospatial data (Shapefile) to 3D data (VTK) with Python, Geopandas & Pyvista

February 22, 2021/ Saul Montoya

In our perspective, 3D visualization of geospatial data has been a long desired feature that has been covered in some features from SAGA GIS or in some plugins from QGIS. This time we developed a Python script that converts point / line / polygon ESRI shapefiles (or any vector file) to unstructured grid Vtk format type (Vtu) by the use of the Python libraries Geopandas and Pyvista. The tutorial has files, scripts, and videos that show the whole procedure with some remarks on the software and spatial files and a discussion about the nature of the spatial files that presents some challenges in the data conversion.

February 17, 2021

How to build a Postgis geodabatase with Python and Geoalchemy (with connection to QGIS3) - Tutorial

February 17, 2021/ Saul Montoya

As a peruvian slang the word “chicha” means mixture, but a mixture of a high level of heterogeneity, something like doing a pizza with all the ingredients from your refrigerator. This time we have developed a tutorial with this “chicha” spirit since it combines a database, sql language, a virtualization engine, Python, a variant of SQL Alchemy, port forwarding and connection to QGIS in Windows. Certainly, we are not code developers by nature, but we are pretty happy to have achieved this level of complexity or mixture.

We have developed an applied tutorial for the implementation of a Postgresql database with Postgis enabled on a Docker image. Information about groundwater well locations have been inserted from a CSV file with Python and Geoalchemy and Docker ports have been forwarded and open to be accessible from QGIS in Windows.

February 11, 2021

How to plot the azimuth and dip from a inclined bedding in QGIS 3 - Tutorial

February 11, 2021/ Saul Montoya

QGIS has a wide range of options for the representation of vector data (point, line and polygon) but specific workflows have to be established to apply QGIS in different fields such as Geology. We found that there were few resources about how to plot geological features as bedding planes, faults, synclines and other and we have decided to do a series of tutorials showing those procedures on applied examples.

This time, we have developed a tutorial with the complete procedure to plot the azimuth and dip of bedding planes with QGIS. The tutorial imports a SVG marker that rotates according to a field value while the dip is presented as a label.

February 10, 2021

Are we learning software in water resources in the wrong way?

February 10, 2021/ Saul Montoya

However, based on what we see we still have some doubts about the way that we are learning software in water resources, and we are concerned if the level / rate of knowledge shared will cope with the next challenges of humanity as climate change in water resources meaning droughts, floods and others or developing sustainable policies in water resources.

February 08, 2021

How to import a Esri style (.style) into QGIS with Slyr - Tutorial

February 08, 2021/ Saul Montoya

Dealing with spatial data in real life implies dealing with styles for vector data and unfortunately, there we find a huge gap between commercial and open source software. There are some tool to overcome these problems as the QGIS plugin Slyr.

This time we have done a tutorial with whole procedure to change the Esri style (.style files) for geological units to a Xml file with Slyr that is applied to the polygon style in QGIS.

February 05, 2021

Watershed and stream network delineation on large scale basins with QGIS 3 - Tutorial

February 05, 2021/ Saul Montoya

The delineation of watersheds and stream networks is one of the most fundamental steps on water resources analysis. Working with QGIS for water resources shows some challenges on the normal water resources workflow since we have to couple raster / vector datasets, coordinate system, and algorithm limitations.

We have developed a tutorial with the whole procedure to create the watershed and stream network on vector format for large scale basins in QGIS 3. Steps range from elevation datasets download for Nasa Earthdata, creating virtual rasters, lower resolution, change coordinate system, fill sinks, create channel networks, calculate upslope area, polygonize rasters and others.

February 01, 2021

Interactive MODFLOW MT3D transport model visualization with Flopy, Ipywidgets and Voila - Tutorial

February 01, 2021/ Saul Montoya

Representation and analysis of flow and transport results is a challenge for groundwater modelers. Aspects such as speed, compatibility, data format and visualization options are key in the 2D/3D representation of head and concentration on model cells. Under the Jupyterlab framework new tools have been developed that can be useful to represent model results on a user friendly way .

This time we have done a tutorial for the interactive representation of a contaminant plume in Jupyterlab; modeling was done with Modflow Nwt and Mt3d, representation was done with Matplolib, Ipywidgets and Voila.

January 28, 2021

Interactive Shapefile exploration in Jupyterlab with Ipyleaflet and Voila - Tutorial

January 28, 2021/ Saul Montoya

Whether you want to explore or visualize a Shapefile without leaving the Jupyterlab environment or you just want a better tool for the spatial representation this tutorial might be of your interest. We have developed an interactive application on Jupyterlab with Ipyleaflet and Voila that represent a selected shapefile on a canvas with options for basemaps, zoom and others.

January 26, 2021

How to convert a Raster to Contours with Python and GDAL - Tutorial

January 26, 2021/ Saul Montoya

On the way to discover the analogy of the common desktop GIS procedures to Python we assumed that the process of extracting contours from raster was well documented or there were many tutorials on the topic. We found that there weren't many options to complete this process successfully or with few amount of pain, therefore we have done a complete tutorial on the process to create contours from a elevation raster with Python and GDAL that includes input data, scripts, and a discussion over the main steps of processing.

January 18, 2021

Which are the challenges for model calibration in MODFLOW 6?

January 18, 2021/ Saul Montoya

MODFLOW 6 is the latest version of MODFLOW; we can’t frame this version as new because it has been released in May 2017 when QGIS 3 wasn’t even released or Python 3.6 was the latest version. On the hydrogeological perspective changes don't come as fast as expected and the amount of users of MODFLOW 6 is increasing but there are limitations on the pre/post processing tools that can take the best of the software for the general public.

Besides the philosophical discussion if a model can be “calibrated” or just “validated” there are some changes on the structure of MODFLOW 6 that bring challenges on the traditional way of model calibration.

January 06, 2021

Online Voronoi Modflow 6 groundwater modeling with Hakuchik - Tutorial

January 06, 2021/ Saul Montoya

Because a new year has come with a new way to model groundwater flow using the latest developments of Modflow 6 Disv. We are not exactly sure that we have done a tutorial, or a procedure or a bunch of code and tools together but we are sure that we have done something that can model geospatial groundwater flow online with awesome 3d representations. At the time we launched all the code on the Hakuchik server, we had a feeling of "we did it" and you are entitled to see if our work is good, bad or in progress. We are sure that more development needs to be done but this will be the way of groundwater modeling in the future, hoping that improving the capacities of professionals and concern of the general population will lead to a sustainable management of our groundwater resources.

December 23, 2020

Variable density groundwater flow modeling with MODFLOW 6 and BUY package - Tutorial

December 23, 2020/ Saul Montoya

Coastal aquifers and the interaction among brine / fresh groundwater need to be evaluated with a modeling code that can deal with variable density flow. For more than 18 years, SEAWAT was the prefered (or only) open source solution implemented in Modflow 2000 with some limitations* on its use with Flopy. Now in Modflow 6 the concept of simulation involves flow and transport modeling together with exchange among them. We have done a tutorial with a simple case of variable density flow from a saline lake into an acuifer. The transient model has a duration of 50 days where the saline water "intrudes" the aquifer at the bottom part of the lake.

December 14, 2020

Hatarilabs presents its study area for integrated and sustainable groundwater management

December 14, 2020/ Saul Montoya

Because field work and numerical models are just tools for the sustainable management of our groundwater resources we have searched a study place to develop a long-term project on a high-stressed aquifer that will lead to sustainable and effective groundwater policies. The study area is an alluvial aquifer that was primarily used for agriculture production with an neighboring unplanned urban development that has increased the domestic / industrial water demand. Several pumping schemas were implemented on the area and have affected the groundwater levels and the water availability for agriculture.

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