🗺️ Advanced Python for GIS Course: Automation and Geoprocessing with Open-Source Tools

Module 1: Python Fundamentals for Geoscientists

ü  Setting up the Python GIS course environment (Anaconda/Jupyter)

ü  Core Python structures: variables, loops, and conditional statements

ü  Working with lists, dictionaries, and functions

ü  Reading and writing file paths and directories

ü  Debugging Python code and handling errors

ü  Practical Session: Writing Python Functions to Automate File Management

Module 2: Vector Data Manipulation with GeoPandas and Shapely

ü  Introduction to the GeoDataFrame structure

ü  Reading and writing common vector formats (Shapefiles, GeoJSON)

ü  Creating and manipulating geometric objects with Shapely

ü  Data selection, filtering, and attribute operations

ü  Handling Coordinate Reference Systems (CRS) and reprojection

ü  Practical Session: Filtering a GeoDataFrame and Reprojecting to a Local CRS

Module 3: Raster Data Processing with Rasterio and NumPy

ü  Fundamentals of raster data structure and metadata

ü  Reading and writing raster data using Rasterio

ü  Raster manipulation using NumPy arrays

ü  Extracting values and performing basic band math

ü  Resampling, clipping, and merging raster datasets

ü  Practical Session: Practical Session: Performing a Land Cover Classification Index (e.g., NDVI) Calculation

Module 4: Geoprocessing Automation with Open-Source Libraries

ü  Performing spatial operations (Buffer, Dissolve, Clip) using GeoPandas

ü  Running complex overlay analysis (Union, Intersect)

ü  Advanced spatial joins and attribute transfers

ü  Calculating geometric properties (area, length, centroid)

ü  Developing reusable scripts for common geoprocessing workflows

ü  Practical Session: Automating a Service Area Analysis using Buffers and Intersects

Module 5: ArcGIS Automation using ArcPy

ü  Introduction to the ArcPy framework and module

ü  Scripting geoprocessing tools within the ArcGIS environment

ü  Working with cursors (Search, Update, Insert) for attribute editing

ü  Batch processing and iterating through datasets

ü  Error handling and best practices for ArcPy scripting

ü  Practical Session: Automating a Batch Projection and Data Standardization Workflow

Module 6: Spatial Databases and SQL with Python

ü  Introduction to PostGIS and SpatiaLite databases

ü  Connecting Python to spatial databases (e.g., Psycopg2, GeoAlchemy)

ü  Executing SQL and spatial SQL queries from Python

ü  Loading and extracting spatial data from databases

ü  Managing database connections and security

ü  Practical Session: Querying a PostGIS Database to Filter Features by Spatial Location

Module 7: Web GIS Integration and APIs

ü  Understanding RESTful Web Services and APIs

ü  Making HTTP requests to WMS/WFS services with Python

ü  Geocoding and reverse geocoding using external APIs (e.g., Google, OSM)

ü  Working with GeoJSON data retrieved from the web

ü  Automating data download from open spatial platforms

ü  Practical Session: Scripting a Geocoding Process using a Public API

Module 8: Data Visualization and Mapping with Matplotlib/Folium

ü  Creating static maps and charts with Matplotlib

ü  Generating interactive web maps using Folium and Leaflet

ü  Customizing map aesthetics, legends, and layers

ü  Visualizing large datasets and temporal data

ü  Exporting maps for reports and web applications

ü  Practical Session: Creating an Interactive Web Map of Analyzed Spatial Data

Module 9: Advanced Topics: Machine Learning in GIS

ü  Introduction to spatial statistics and spatial autocorrelation

ü  Using Scikit-learn for spatial prediction and classification

ü  Preparing spatial features for machine learning models

ü  Implementing supervised and unsupervised learning techniques

ü  Evaluating and interpreting spatial model results

ü  Practical Session: Applying a Clustering Algorithm (e.g., K-Means) to Find Data Hotspots

Module 10: Building and Sharing Custom Python GIS Tools

ü  Designing a user-friendly interface for Python scripts

ü  Packaging code into reusable functions and modules

ü  Documenting code and creating help files

ü  Best practices for sharing and collaborating on code (Git/GitHub)

ü  Final project synthesis and presentation of a full automation solution

ü  Practical Session: Final Project: Building and Presenting a Complete Automated GIS Workflow

About Our Trainers

Our trainers are senior GIS developers and data scientists with a minimum of 8 years of specialized experience in Python for GIS course development and implementation. They possess advanced degrees in Geoinformatics or Computer Science and have extensive practical experience automating spatial analysis for government, environmental, and engineering firms. Many are contributors to open-source Python GIS course projects and are certified experts in the ArcPy and open-source Python stack.

Quality Statement

Phoenix Training Center is committed to delivering a premier Python GIS course experience. We ensure our curriculum focuses on the latest Python versions, best practices in geospatial scripting, and industry-relevant case studies. The intensive, hands-on methodology guarantees participants acquire immediately applicable skills, positioning them as high-value assets in any organization utilizing geospatial technology.

Admission Criteria

ü  Participants should be reasonably proficient in English. 

ü  Applicants must live up to Phoenix Center for Policy, Research and Training admission criteria.

Terms and Conditions

1. Discounts: Organizations sponsoring Four Participants will have the 5th attend Free
2. What is catered for by the Course Fees: Fees cater for all requirements for the training – Learning materials, Lunches, Teas, Snacks and Certification. All participants will additionally cater for their travel and accommodation expenses, visa application, insurance, and other personal expenses.
3. Certificate Awarded: Participants are awarded Certificates of Participation at the end of the training.
4. The program content shown here is for guidance purposes only. Our continuous course improvement process may lead to changes in topics and course structure.
5. Approval of Course: Our Programs are NITA Approved. Participating organizations can therefore claim reimbursement on fees paid in accordance with NITA Rules.

Booking for Training

Simply send an email to the Training Officer on training@phoenixtrainingcenter.com and we will send you a registration form. We advise you to book early to avoid missing a seat to this training.

Or call us on +254720272325 / +254737296202

Payment Options

We provide 3 payment options, choose one for your convenience, and kindly make payments at least 5 days before the Training start date to reserve your seat:

1. Groups of 5 People and Above – Cheque Payments to: Phoenix Center for Policy, Research and Training Limited should be paid in advance, 5 days to the training.
2. Invoice: We can send a bill directly to you or your company.
3. Deposit directly into Bank Account (Account details provided upon request)

Cancellation Policy

1. Payment for all courses includes a registration fee, which is non-refundable, and equals 15% of the total sum of the course fee.
2. Participants may cancel attendance 14 days or more prior to the training commencement date.
3. No refunds will be made 14 days or less before the training commencement date. However, participants who are unable to attend may opt to attend a similar training course at a later date or send a substitute participant provided the participation criteria have been met.

Tailor-Made Courses

We understand that every organization has unique challenges and opportunities as well as unique training needs. Phoenix Training Center offers tailor-made courses designed to address specific requirements and challenges faced by your team or organization. Whether you need a customized curriculum, a specific duration, or on-site delivery, we can adapt our expertise to provide a training solution that perfectly aligns with your objectives.

We can customize this Course to focus on your industry, specific risk profile, or internal stakeholder dynamics. Contact us to discuss how we can create a bespoke training program that maximizes value and impact for your team. For further inquiries, please contact us on Tel: +254720272325 / +254737296202 or Email training@phoenixtrainingcenter.com

Accommodation and Airport Pick-up

For physical training attendees, we can assist with recommendations for accommodation near the training venue. Airport pick-up services can also be arranged upon request to ensure a smooth arrival. Please inform us of your travel details in advance if you require these services. For reservations contact the Training Officer on Email: training@phoenixtrainingcenter.com or on Tel: +254720272325 / +254737296202