This software is being developed at the University of Aizu, Aizu-Wakamatsu, Fukushima, Japan
Project description
rasterMiner
This open-source software empowers the users with the set of tools to discover knowledge hidden in raster datasets.
This software is distributed under GNU-V3 liscense.
rasterMiner currently supports the following knowledge discovery tasks:
- Data preprocessing and Nan value handling
- Pattern mining
- Clustering
- Classification
- Prediction (yet to be developed)
The user manual for rasterMiner is available at https://udayrage.github.io/rasterMiner/
Ways to execute rasterMiner
rasterMiner can be executed in any one of the following ways:
- Terminal-based execution
- GUI-based execution
- As a Python-library in QGIS, ARCGIS, ENVI, and in conventional python programs. (Under development)
Installation
Installation using Anaconda (Any operating system)
-
Install and set up Anaconda. URL: https://linuxize.com/post/how-to-install-anaconda-on-centos-7
-
Create a virtual environment using conda.
conda create --name rasterMiner
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Enter into virtual environment.
conda activate rasterMiner
-
Install python using Conda.
conda install python
-
Install GDAL using Conda
conda install gdal
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Install the following libraries using PIP
pip install mplcursors matplotlib sklearn pandas pami
-
Clone the rasterMiner repository using git clone command
git clone https://github.com/udayRage/rasterMiner.git
-
Execute the rasterMiner code by typing the following command
python rasterMiner/rasterMiner/GUI/rasterMiner.py
Installation in MacOS
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Install Homebrew in Mac
-
Install GDAL using brew
sudo brew install gdal
-
Install Git clone
brew install git
-
Install the following libraries using PIP
pip install mplcursors matplotlib sklearn pandas pami
-
Clone the rasterMiner
git clone https://github.com/udayRage/rasterMiner.git
-
Execute the rasterMiner code by typing the following command
python rasterMiner/rasterMiner/GUI/rasterMiner.py
Installation in Ubuntu
-
Execute the following four steps in the presented order:
sudo apt-add-repository ppa:ubuntugis/ubuntugis-unstable sudo apt-get update sudo apt-get install gdal-bin sudo apt-get install git
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Install any Python 3 version
sudo apt-get install python
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Install the following libraries using PIP
pip install mplcursors matplotlib sklearn pandas pami
-
Clone the rasterMiner
git clone https://github.com/udayRage/rasterMiner.git
-
Execute the rasterMiner code by typing the following command
python rasterMiner/rasterMiner/GUI/rasterMiner.py
Execution of rasterMiner
-
Execute the following command to open the GUI:
python rasterMiner/rasterMiner/GUI/rasterMiner.py
Project details
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