Interactive Dashboard for Visualizing OSM Data Change

Overview

Interactive Dashboard for Visualizing OSM Data Change

Table of Contents


Project Details

The main objective of this exercise is to investigate and iteratively refine methods of creating a tool that is useful for navigating osm data changes. This will have an interactive component where users will be able to pre-define and specify a region of interest (ROI), time range, and time interval which will all then be used to query osm data changes via the Overpass API.

Various interesting tools and packages will be used including ipyleaflet and ipywidget to enable an intuitive and comprehensive user experience. For example, the user defined ROI will be a bounding box created via the draw control tool available in the ipyleaflet package. The retrieval of the osm differenced data, using adiff from the Overpass API, is done at unique time interval (e.g. 12, 24, 72 hours), also specified by the user. In this way we can visualize the change count for a particular day and for a particular osm feature. Lastly, the retrieved data will be visualized in a dashboard to best illustrate the changes based on temporal and spatial components.

The dashboard will mainly include a timeseries, quantifying the total count of features created, deleted, and modified within a set time interval. A table will highlight osm features with the most changes and edits done. This is based on the assumption: greater the changes within the a smaller time-frame, the higher chance this feature is important and/or should be flagged. The dashboard will also show any geometric changes and/or modifications to key-value pairs i.e. tags based on individual osm id + types.

Primary Packages

  • ipyleaflet
  • ipywidget
  • requests, urllib3, xml.etree.ElementTree
  • numpy, panda, geopandas, shapely
  • matplotlib, seaborn
  • jupyter notebook (ipynb) for displaying custom GUI

Data Sources

OpenStreetMap

Walk-Through

(1) Interactive Data Query

The initial tab allows for the user to specify a region on the ipyleaflet map using the Draw Control widgets to select OSM features in the AOI. The user can also select a start/end date range, hourly interval, and filename.

data_downloader



(2) OSM Data Dashboard

The final tab is the dashboard highlighting important features, change activity, and changes to geometry/tags through the use of tables, timeseries plots, and interactive maps.

dashboard_example

Small project to recursively calculate and plot each successive order of the Hilbert Curve

hilbert-curve Small project to recursively calculate and plot each successive order of the Hilbert Curve. After watching 3Blue1Brown's video on Hilber

Stefan Mejlgaard 2 Nov 15, 2021
Lumen provides a framework for visual analytics, which allows users to build data-driven dashboards from a simple yaml specification

Lumen project provides a framework for visual analytics, which allows users to build data-driven dashboards from a simple yaml specification

HoloViz 120 Jan 04, 2023
Fast visualization of radar_scenes based on oleschum/radar_scenes

RadarScenes Tools About This python package provides fast visualization for the RadarScenes dataset. The Open GL based visualizer is smoother than ole

Henrik Söderlund 2 Dec 09, 2021
A little logger for machine learning research

Blinker Blinker provides a fast dispatching system that allows any number of interested parties to subscribe to events, or "signals". Signal receivers

Reinforcement Learning Working Group 27 Dec 03, 2022
A library for bridging Python and HTML/Javascript (via Svelte) for creating interactive visualizations

A library for bridging Python and HTML/Javascript (via Svelte) for creating interactive visualizations

Anthropic 98 Dec 27, 2022
Python Data. Leaflet.js Maps.

folium Python Data, Leaflet.js Maps folium builds on the data wrangling strengths of the Python ecosystem and the mapping strengths of the Leaflet.js

6k Jan 02, 2023
Ana's Portfolio

Ana's Portfolio ✌️ Welcome to my Portfolio! You will find here different Projects I have worked on (from scratch) 💪 Projects 💻 1️⃣ Hangman game (Mad

Ana Katherine Cortes Sobrino 9 Mar 15, 2022
Farhad Davaripour, Ph.D. 1 Jan 05, 2022
Simulation du problème de Monty Hall avec Python et matplotlib

Le problème de Monty Hall C'est un jeu télévisé où il y a trois portes sur le plateau de jeu. Seule une de ces portes cache un trésor. Il n'y a rien d

ETCHART YANG 1 Jan 06, 2022
Visualizations of some specific solutions of different differential equations.

Diff_sims Visualizations of some specific solutions of different differential equations. Heat Equation in 1 Dimension (A very beautiful and elegant ex

2 Jan 13, 2022
649 Pokémon palettes as CSVs, with a Python lib to turn names/IDs into palettes, or MatPlotLib compatible ListedColormaps.

PokePalette 649 Pokémon, broken down into CSVs of their RGB colour palettes. Complete with a Python library to convert names or Pokédex IDs into eithe

11 Dec 05, 2022
A toolkit to generate MR sequence diagrams

mrsd: a toolkit to generate MR sequence diagrams mrsd is a Python toolkit to generate MR sequence diagrams, as shown below for the basic FLASH sequenc

Julien Lamy 3 Dec 25, 2021
Declarative statistical visualization library for Python

Altair http://altair-viz.github.io Altair is a declarative statistical visualization library for Python. With Altair, you can spend more time understa

Altair 8k Jan 05, 2023
A Python package that provides evaluation and visualization tools for the DexYCB dataset

DexYCB Toolkit DexYCB Toolkit is a Python package that provides evaluation and visualization tools for the DexYCB dataset. The dataset and results wer

NVIDIA Research Projects 107 Dec 26, 2022
An XLSX spreadsheet renderer for Django REST Framework.

drf-renderer-xlsx provides an XLSX renderer for Django REST Framework. It uses OpenPyXL to create the spreadsheet and returns the data.

The Wharton School 166 Dec 01, 2022
Mathematical learnings with Lean, for those of us who wish we knew more of both!

Lean for the Inept Mathematician This repository contains source files for a number of articles or posts aimed at explaining bite-sized mathematical c

Julian Berman 8 Feb 14, 2022
Simple Python interface for Graphviz

Simple Python interface for Graphviz

Sebastian Bank 1.3k Dec 26, 2022
Some problems of SSLC ( High School ) before outputs and after outputs

Some problems of SSLC ( High School ) before outputs and after outputs 1] A Python program and its output (output1) while running the program is given

Fayas Noushad 3 Dec 01, 2021
An interactive dashboard for visualisation, integration and classification of data using Active Learning.

AstronomicAL An interactive dashboard for visualisation, integration and classification of data using Active Learning. AstronomicAL is a human-in-the-

45 Nov 28, 2022
High performance, editable, stylable datagrids in jupyter and jupyterlab

An ipywidgets wrapper of regular-table for Jupyter. Examples Two Billion Rows Notebook Click Events Notebook Edit Events Notebook Styling Notebook Pan

J.P. Morgan Chase 75 Dec 15, 2022