Analysis

Scalable analysis of image and time series analysis in python

thunder Thunder is an ecosystem of tools for the analysis of image and time series data in Python. It provides data structures and algorithms for loading, processing, and analyzing these data, and can be useful in a variety of domains, including neuroscience, medical imaging, video processing, and geospatial and climate analysis. It can be used locally, but also supports large-scale analysis through the distributed computing engine spark. All data structures and analyses in Thunder are designed to run identically and […]

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Observability

A toolbox for processing earth observation data with Python

eo-box eobox is a Python package with a small collection of tools for working with Remote Sensing / Earth Observation data. Package Overview So far, the following subpackages are available: eobox.sampledata contains small sample data that can be used for playing around and testing. eobox.raster contains raster processing tools for extracting raster values at given (by vector data) locations, window- / chunk-wise processing of multiple single layer rasterfiles that do not fit in memory, e.g. calculating virtual time series and […]

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Image Processing

A Python package for delineating nested surface depressions from digital elevation data

lidar lidar is Python package for delineating the nested hierarchy of surface depressions in digital elevation models (DEMs). It is particularly useful for analyzing high-resolution topographic data, such as DEMs derived from Light Detection and Ranging (LiDAR) data. GitHub repo: https://github.com/giswqs/lidarDocumentation: https://lidar.gishub.orgPyPI: https://pypi.org/project/lidarConda-forge: https://anaconda.org/conda-forge/lidarOpen in Colab: https://gishub.org/lidar-colabFree software: MIT license lidar is a Python package for delineating the nested hierarchy of surface depressions in digital elevation models (DEMs). In traditional hydrological modeling, surface depressions in a DEM are commonly treated […]

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Geoscience

The whitebox Python package is built on WhiteboxTools

whitebox-python The whitebox Python package is built on WhiteboxTools, an advanced geospatial data analysis platform developed by Prof. John Lindsay (webpage; jblindsay) at the University of Guelph’s Geomorphometry and Hydrogeomatics Research Group. WhiteboxTools can be used to perform common geographical information systems (GIS) analysis operations, such as cost-distance analysis, distance buffering, and raster reclassification. Remote sensing and image processing tasks include image enhancement (e.g. panchromatic sharpening, contrast adjustments), image mosaicing, numerous filtering operations, simple classification (k-means), and common image transformations. […]

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Tool

ArcGIS Python Toolbox for WhiteboxTools

ArcGIS Python Toolbox for WhiteboxTools. This repository is related to the ArcGIS Python Toolbox for WhiteboxTools, which is an ArcGIS frontend of a stand-alone executable command-line program called WhiteboxTools. WhiteboxTools-ArcGIS is an ArcGIS Python Toolbox for WhiteboxTools, an advanced geospatial data analysis platform developed by Prof. John Lindsay (webpage; jblindsay) at the University of Guelph’s Geomorphometry and Hydrogeomatics Research Group. WhiteboxTools can be used to perform common geographical information systems (GIS) analysis operations, such as cost-distance analysis, distance buffering, and […]

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Google Earth

Get Landsat surface reflectance time-series from google earth engine

Google Earth Engine data extraction tool. Quickly obtain Landsat multispectral time-series for exploratory analysis and algorithm testing Online documentation available at https://loicdtx.github.io/landsat-extract-gee A python library (API + command lines) to extract Landsat time-series from the Google Earth Engine platform. Can query single pixels or spatially aggregated values over polygons. When used via the command line, extracted time-series are written to a sqlite database. The idea is to provide quick access to Landsat time-series for exploratory analysis or algorithm testing. Instead […]

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Function

A C/Python library with vectorized geometry functions

PyGEOS PyGEOS is a C/Python library with vectorized geometry functions. The geometry operations are done in the open-source geometry library GEOS. PyGEOS wraps these operations in NumPy ufuncs providing a performance improvement when operating on arrays of geometries. Note: PyGEOS is a very young package. While the available functionality should be stable and working correctly, it’s still possible that APIs change in upcoming releases. But we would love for you to try it out, give feedback or contribute! What is […]

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Maps

Create Interactive maps with your geodataframe

geopatra Geopatra extends geopandas for interactive mapping and attempts to wrap the goodness of amazing mapping libraries like Folium, Plotly, Kepler.gl, hvplot etc for rapidly creating interactive maps with Geodataframes You can already create interactive maps easily with geopandas and Folium/ Plotly/ Kepler.gl. Geopatra is merely meant to make this easier and is more geared towards ease and currently does not support complex maps or intricate style control Installation Everything is always a pip away pip install geopatra Basic Usage […]

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Parsing

Python bindings to libpostal for fast international address parsing/normalization

pypostal These are the official Python bindings to https://github.com/openvenues/libpostal, a fast statistical parser/normalizer for street addresses anywhere in the world. Usage from postal.expand import expand_address expand_address(‘Quatre vingt douze Ave des Champs-Élysées’) from postal.parser import parse_address parse_address(‘The Book Club 100-106 Leonard St, Shoreditch, London, Greater London, EC2A 4RH, United Kingdom’) Installation Before using the Python bindings, you must install the libpostal C library. Make sure you have the following prerequisites: On Ubuntu/Debian sudo apt-get install curl autoconf automake libtool python-dev pkg-config […]

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API

Python module to access the OpenCage geocoding API

OpenCage Geocoding Module for Python A Python module to access the OpenCage Geocoder. Usage Supports Python 3.6 or newer. Use the older opencage 1.x releases if you need Python 2.7 support. Install the module: pip install opencage Load the module: from opencage.geocoder import OpenCageGeocode Create an instance of the geocoder module, passing a valid OpenCage Data Geocoder API keyas a parameter to the geocoder modules’s constructor: key = ‘your-api-key-here’ geocoder = OpenCageGeocode(key) Pass a string containing the query or address […]

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