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

ICS-Visualizer is an interactive Industrial Control Systems (ICS) network graph that contains up-to-date ICS metadata

ICS-Visualizer is an interactive Industrial Control Systems (ICS) network graph that contains up-to-date ICS metadata (Name, company, port, user manua

QeeqBox 2 Dec 13, 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
Simple, realtime visualization of neural network training performance.

pastalog Simple, realtime visualization server for training neural networks. Use with Lasagne, Keras, Tensorflow, Torch, Theano, and basically everyth

Rewon Child 416 Dec 29, 2022
HiPlot makes understanding high dimensional data easy

HiPlot - High dimensional Interactive Plotting HiPlot is a lightweight interactive visualization tool to help AI researchers discover correlations and

Facebook Research 2.4k Jan 04, 2023
A small tool to test and visualize protein embeddings and amino acid proportions.

polyprotein_stats A small tool to test and visualize protein embeddings and amino acid proportions. Currently deployed on streamlit.io. Given a set of

2 Jan 07, 2023
Sentiment Analysis application created with Python and Dash, hosted at socialsentiment.net

Social Sentiment Dash Application Live-streaming sentiment analysis application created with Python and Dash, hosted at SocialSentiment.net. Dash Tuto

Harrison 456 Dec 25, 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
📊 Charts with pure python

A zero-dependency python package that prints basic charts to a Jupyter output Charts supported: Bar graphs Scatter plots Histograms 🍑 📊 👏 Examples

Max Humber 54 Oct 04, 2022
A simple python tool for explore your object detection dataset

A simple tool for explore your object detection dataset. The goal of this library is to provide simple and intuitive visualizations from your dataset and automatically find the best parameters for ge

GRADIANT - Centro Tecnolóxico de Telecomunicacións de Galicia 142 Dec 25, 2022
Application for viewing pokemon regional variants.

Pokemon Regional Variants Application Application for viewing pokemon regional variants. Run The Source Code Download Python https://www.python.org/do

Michael J Bailey 4 Oct 08, 2021
UNMAINTAINED! Renders beautiful SVG maps in Python.

Kartograph is not maintained anymore As you probably already guessed from the commit history in this repo, Kartograph.py is not maintained, which mean

1k Dec 09, 2022
Using SQLite within Python to create database and analyze Starcraft 2 units data (Pandas also used)

SQLite python Starcraft 2 English This project shows the usage of SQLite with python. To create, modify and communicate with the SQLite database from

1 Dec 30, 2021
Log visualizer for whirl-framework

Lumberjack Log visualizer for whirl-framework Установка pip install -r requirements.txt Как пользоваться python3 lumberjack.py -l путь до лога -o

Vladimir Malinovskii 2 Dec 19, 2022
Tweets your monthly GitHub Contributions as Wordle grid

Tweets your monthly GitHub Contributions as Wordle grid

Venu Vardhan Reddy Tekula 5 Feb 16, 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 small script written in Python3 that generates a visual representation of the Mandelbrot set.

Mandelbrot Set Generator A small script written in Python3 that generates a visual representation of the Mandelbrot set. Abstract The colors in the ou

1 Dec 28, 2021
This GitHub Repository contains Data Analysis projects that I have completed so far! While most of th project are focused on Data Analysis, some of them are also put here to show off other skills that I have learned.

Welcome to my Data Analysis projects page! This GitHub Repository contains Data Analysis projects that I have completed so far! While most of th proje

Kyle Dini 1 Jan 31, 2022
Apache Superset is a Data Visualization and Data Exploration Platform

Apache Superset is a Data Visualization and Data Exploration Platform

The Apache Software Foundation 49.9k Jan 02, 2023
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
Python script for writing text on github contribution chart.

Github Contribution Drawer Python script for writing text on github contribution chart. Requirements Python 3.X Getting Started Create repository Put

Steven 0 May 27, 2022