Open-questions - Open questions for Bellingcat technical contributors

Overview

Open questions for Bellingcat technical contributors

These are difficult, long-term projects that would contribute to open source investigations at Bellingcat and for other investigators around the world. If you are interested in working on these topics, Bellingcat can help connect you with technical resources.

Pull requests that add additional references, ideas, or explorations to the list below are very welcomed.

Assisted or semi-automated terrain perspective match

From a photograph containing topographic features, can the location and view angle be determined?

  • Topographic features could be traced from the image manually.
  • An approximate geographic bounding box could be required to constrain the search space.
  • Could make use of OSM data - triangulation/other techniques used on source image to describe a cluster of OSM features and their positions (e.g. bridge, building, way) which are then searched for in a given region. Descriptions would need to be semantic (e.g. relative placement of features, shape of roads) as that is more meaningful than assumed position. (For example it could be as simple as searching for 'large apartment block, gas station and river within 50m of each other', or as complex as 'railway line passing through forest with two buildings either side')

Electrical network frequency analysis

Create an open source package for chrono-locating a audio/video source by matching electrical network frequency variations (from low frequency hums in source audio) with recorded variations in a grid frequency database (i.e. https://osf.io/m43tg/). This is theoretically possible (many IEEE articles about it) and reportedly in use by state-level justice entities, but is it practical for the OSINT hobbyist? To our knowledge, no one has publicly developed a public, non-academic proof-of-concept of this.

Interferometric SAR imagery

Synthetic aperture radar imagery (as captured by, e.g., Sentinel-1) has certain advantages over optical imaging for open source investigation. It is unaffected by cloud cover and can even be used to detect radar installations, as has been previously documented. An additional advantage, little explored in the open source investigation community, is that these images are complex, that is, they contain both magnitude and phase information. While difficult to work with for several reasons (not accessible in Google Earth Engine, requires "unwrapping", etc.), it has some useful applications for computing topography or topographic changes. It is often used in academic research to visualize crust deformations following an earthquake or long-term land subsidence in agricultural areas. Could this phase data also be used for open source investigations, for example to see deforestation or bombing impacts?

Resource lists for conventional Sentinel imagery

Curation of resources for convential Sentinel-2 imagery would be useful to open source investigators. There are many resources out there, but collecting them in one place would be useful. This could include Sentinel Hub scripts for visualizing certain types of Sentinel-2 products, such as water or fire detection. Bellingcat technical contributors have started collecting some references in the conventional-sentinel-resources/ folder.

Owner
Bellingcat
The Bellingcat Tech team develops tools for open source investigations and explores tech-focused research techniques.
Bellingcat
AB-test-analyzer - Python class to perform AB test analysis

AB-test-analyzer Python class to perform AB test analysis Overview This repo con

13 Jul 16, 2022
CompleX Group Interactions (XGI) provides an ecosystem for the analysis and representation of complex systems with group interactions.

XGI CompleX Group Interactions (XGI) is a Python package for the representation, manipulation, and study of the structure, dynamics, and functions of

Complex Group Interactions 67 Dec 28, 2022
✅ Today I Learn

Today I Learn EDA numpy_100ex numpy_0~10 airline_satisfaction_prediction BERT_naver_movie_classification NLP_prepare NLP_Tweet_Emotion_Recognition tex

Yeonghoo_Ahn 3 Dec 15, 2022
A python package for animating plots build on matplotlib.

animatplot A python package for making interactive as well as animated plots with matplotlib. Requires Python = 3.5 Matplotlib = 2.2 (because slider

Tyler Makaro 394 Dec 18, 2022
Python package to Create, Read, Write, Edit, and Visualize GSFLOW models

pygsflow pyGSFLOW is a python package to Create, Read, Write, Edit, and Visualize GSFLOW models API Documentation pyGSFLOW API documentation can be fo

pyGSFLOW 21 Dec 14, 2022
A blender import/export system for Defold

defold-blender-export A Blender export system for the Defold game engine. Setup Notes There are no exhaustive documents for this tool yet. Its just no

David Lannan 27 Dec 30, 2022
A tool for creating SVG timelines from simple JSON input.

A tool for creating SVG timelines from simple JSON input.

Jason Reisman 432 Dec 30, 2022
Easily configurable, chart dashboards from any arbitrary API endpoint. JSON config only

Flask JSONDash Easily configurable, chart dashboards from any arbitrary API endpoint. JSON config only. Ready to go. This project is a flask blueprint

Chris Tabor 3.3k Dec 31, 2022
WebApp served by OAK PoE device to visualize various streams, metadata and AI results

DepthAI PoE WebApp | Bootstrap 4 & Vue.js SPA Dashboard Based on dashmin (https:

Luxonis 6 Apr 09, 2022
High-level geospatial data visualization library for Python.

geoplot: geospatial data visualization geoplot is a high-level Python geospatial plotting library. It's an extension to cartopy and matplotlib which m

Aleksey Bilogur 1k Jan 01, 2023
Manim is an animation engine for explanatory math videos.

A community-maintained Python framework for creating mathematical animations.

12.4k Dec 30, 2022
A pandas extension that solves all problems of Jalai/Iraninan/Shamsi dates

Jalali Pandas Extentsion A pandas extension that solves all problems of Jalai/Iraninan/Shamsi dates Features Series Extenstion Convert string to Jalal

51 Jan 02, 2023
:bowtie: Create a dashboard with python!

Installation | Documentation | Gitter Chat | Google Group Bowtie Introduction Bowtie is a library for writing dashboards in Python. No need to know we

Jacques Kvam 753 Dec 22, 2022
Scientific measurement library for instruments, experiments, and live-plotting

PyMeasure scientific package PyMeasure makes scientific measurements easy to set up and run. The package contains a repository of instrument classes a

PyMeasure 445 Jan 04, 2023
A little word cloud generator in Python

Linux macOS Windows PyPI word_cloud A little word cloud generator in Python. Read more about it on the blog post or the website. The code is tested ag

Andreas Mueller 9.2k Dec 30, 2022
BrowZen correlates your emotional states with the web sites you visit to give you actionable insights about how you spend your time browsing the web.

BrowZen BrowZen correlates your emotional states with the web sites you visit to give you actionable insights about how you spend your time browsing t

Nick Bild 36 Sep 28, 2022
Automatically visualize your pandas dataframe via a single print! 📊 💡

A Python API for Intelligent Visual Discovery Lux is a Python library that facilitate fast and easy data exploration by automating the visualization a

Lux 4.3k Dec 28, 2022
flask extension for integration with the awesome pydantic package

Flask-Pydantic Flask extension for integration of the awesome pydantic package with Flask. Installation python3 -m pip install Flask-Pydantic Basics v

249 Jan 06, 2023
A declarative (epi)genomics visualization library for Python

gos is a declarative (epi)genomics visualization library for Python. It is built on top of the Gosling JSON specification, providing a simplified interface for authoring interactive genomic visualiza

Gosling 107 Dec 14, 2022
Certificate generating and sending system written in Python.

Certificate Generator & Sender How to use git clone https://github.com/saadhaxxan/Certificate-Generator-Sender.git cd Certificate-Generator-Sender Add

Saad Hassan 11 Dec 01, 2022