Introduction to Geospatial Analysis in Python

Overview

Introduction to Geospatial Analysis in Python

This repository is in support of a talk on geospatial data.

Data

To recreate all of the examples, the data are available here: https://s3.amazonaws.com/gardner-datasets/PyDataBerlin/data.zip (it is about 2GB)

The exception is the Demographics and Health Survey (DHS) as this requires registering to download and use. Downloading the data into the data folder is necessary to recreate the examples. The extract_dhs script will format the DHS data into the form used in the examples. If the DHS data are not available, it will create synthetic random data that are structually similar, but the will not reveal the same relationships between cluster median asset and nighttime light intensity.

Examples

There are two examples in notebooks. The first, Nigeria Nightlights is what is discussed in the talk. The second US Nightlights performs similar analysis on U.S. data.

Owner
Dillon Gardner
Dillon Gardner
Map Ookla server locations as a Kernel Density Estimation (KDE) geographic map plot.

Ookla Server KDE Plotting This notebook was created to map Ookla server locations as a Kernel Density Estimation (KDE) geographic map plot. Currently,

Jonathan Lo 1 Feb 12, 2022
Xarray backend to Copernicus Sentinel-1 satellite data products

xarray-sentinel WARNING: this product is a "technology preview" / pre-Alpha Xarray backend to explore and load Copernicus Sentinel-1 satellite data pr

B-Open 191 Dec 15, 2022
Geodata extensions for Django REST Framework

Django-Spillway Django and Django REST Framework integration of raster and feature based geodata. Spillway builds on the immensely marvelous Django RE

Brian Galey 62 Jan 04, 2023
Location field and widget for Django. It supports Google Maps, OpenStreetMap and Mapbox

django-location-field Let users pick locations using a map widget and store its latitude and longitude. Stable version: django-location-field==2.1.0 D

Caio Ariede 481 Dec 29, 2022
Track International space station with python

NASA-ISS-tracker Track International space station with python Modules import json import turtle import urllib.request import time import webbrowser i

Nikhil Yadav 8 Aug 12, 2021
Example of animated maps in matplotlib + geopandas using entire time series of congressional district maps from UCLA archive. rendered, interactive version below

Example of animated maps in matplotlib + geopandas using entire time series of congressional district maps from UCLA archive. rendered, interactive version below

Apoorva Lal 5 May 18, 2022
Starlite-tile38 - Showcase using Tile38 via pyle38 in a Starlite application

Starlite-Tile38 Showcase using Tile38 via pyle38 in a Starlite application. Repo

Ben 8 Aug 07, 2022
A utility to search, download and process Landsat 8 satellite imagery

Landsat-util Landsat-util is a command line utility that makes it easy to search, download, and process Landsat imagery. Docs For full documentation v

Development Seed 681 Dec 07, 2022
Computer Vision in Python

Mahotas Python Computer Vision Library Mahotas is a library of fast computer vision algorithms (all implemented in C++ for speed) operating over numpy

Luis Pedro Coelho 792 Dec 20, 2022
Pandas Network Analysis: fast accessibility metrics and shortest paths, using contraction hierarchies :world_map:

Pandana Pandana is a Python library for network analysis that uses contraction hierarchies to calculate super-fast travel accessibility metrics and sh

Urban Data Science Toolkit 321 Jan 05, 2023
geemap - A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets.

A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and folium

Qiusheng Wu 2.4k Dec 30, 2022
PySAL: Python Spatial Analysis Library Meta-Package

Python Spatial Analysis Library PySAL, the Python spatial analysis library, is an open source cross-platform library for geospatial data science with

Python Spatial Analysis Library 1.1k Dec 18, 2022
Read images to numpy arrays

mahotas-imread: Read Image Files IO with images and numpy arrays. Mahotas-imread is a simple module with a small number of functions: imread Reads an

Luis Pedro Coelho 67 Jan 07, 2023
PyTorch implementation of ''Background Activation Suppression for Weakly Supervised Object Localization''.

Background Activation Suppression for Weakly Supervised Object Localization PyTorch implementation of ''Background Activation Suppression for Weakly S

34 Dec 27, 2022
A multi-page streamlit app for the geospatial community.

A multi-page streamlit app for the geospatial community.

Qiusheng Wu 522 Dec 30, 2022
Yet Another Time Series Model

Yet Another Timeseries Model (YATSM) master v0.6.x-maintenance Build Coverage Docs DOI | About Yet Another Timeseries Model (YATSM) is a Python packag

Chris Holden 60 Sep 13, 2022
Centroids as a Service

Centroids! This application reads a valid geojson FeatureCollection and returns a valid geojson FeatureColleciton of centroids. In the output: All pro

Lyzi Diamond 20 Aug 29, 2021
A trivia questions about Europe

EUROPE TRIVIA QUIZ IN PYTHON Project Outline Ask user if he / she knows more about Europe. If yes show the Trivia main screen, else show the end Trivi

David Danso 1 Nov 17, 2021
Stitch image tiles into larger composite TIFs

untiler Utility to take a directory of {z}/{x}/{y}.(jpg|png) tiles, and stitch into a scenetiff (tif w/ exact merc tile bounds). Future versions will

Mapbox 38 Dec 16, 2022
When traveling in the backcountry during winter time, updating yourself on current and recent weather data is important to understand likely avalanche danger.

Weather Data When traveling in the backcountry during winter time, updating yourself on current and recent weather data is important to understand lik

Trevor Allen 0 Jan 02, 2022