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

metedraw is a project mainly for data visualization projects of Atmospheric Science, Marine Science, Environmental Science or other majors

It is mainly for data visualization projects of Atmospheric Science, Marine Science, Environmental Science or other majors.

Nephele 11 Jul 05, 2022
Plotting library for IPython/Jupyter notebooks

bqplot 2-D plotting library for Project Jupyter Introduction bqplot is a 2-D visualization system for Jupyter, based on the constructs of the Grammar

3.4k Dec 29, 2022
Matplotlib tutorial for beginner

matplotlib is probably the single most used Python package for 2D-graphics. It provides both a very quick way to visualize data from Python and publication-quality figures in many formats. We are goi

Nicolas P. Rougier 2.6k Dec 28, 2022
A Python library created to assist programmers with complex mathematical functions

libmaths was created not only as a learning experience for me, but as a way to make mathematical models in seconds for Python users using mat

Simple 73 Oct 02, 2022
Data-FX is an addon for Blender (2.9) that allows for the visualization of data with different charts

Data-FX Data-FX is an addon for Blender (2.9) that allows for the visualization of data with different charts Currently, there are only 2 chart option

Landon Ferguson 20 Nov 21, 2022
Realtime Viewer Mandelbrot set with Python and Taichi (cpu, opengl, cuda, vulkan, metal)

Mandelbrot-set-Realtime-Viewer- Realtime Viewer Mandelbrot set with Python and Taichi (cpu, opengl, cuda, vulkan, metal) Control: "WASD" - movement, "

22 Oct 31, 2022
Custom ROI in Computer Vision Applications

EasyROI Helper library for drawing ROI in Computer Vision Applications Table of Contents EasyROI Table of Contents About The Project Tech Stack File S

43 Dec 09, 2022
A workshop on data visualization in Python with notebooks and exercises for following along.

Beyond the Basics: Data Visualization in Python The human brain excels at finding patterns in visual representations, which is why data visualizations

Stefanie Molin 162 Dec 05, 2022
Learn Data Science with focus on adding value with the most efficient tech stack.

DataScienceWithPython Get started with Data Science with Python An engaging journey to become a Data Scientist with Python TL;DR Download all Jupyter

Learn Python with Rune 110 Dec 22, 2022
plotly scatterplots which show molecule images on hover!

molplotly Plotly scatterplots which show molecule images on hovering over the datapoints! Required packages: pandas rdkit jupyter_dash ➡️ See example.

150 Dec 28, 2022
Dimensionality reduction in very large datasets using Siamese Networks

ivis Implementation of the ivis algorithm as described in the paper Structure-preserving visualisation of high dimensional single-cell datasets. Ivis

beringresearch 284 Jan 01, 2023
Tweets your monthly GitHub Contributions as Wordle grid

Tweets your monthly GitHub Contributions as Wordle grid

Venu Vardhan Reddy Tekula 5 Feb 16, 2022
Draw interactive NetworkX graphs with Altair

nx_altair Draw NetworkX graphs with Altair nx_altair offers a similar draw API to NetworkX but returns Altair Charts instead. If you'd like to contrib

Zachary Sailer 206 Dec 12, 2022
Streaming pivot visualization via WebAssembly

Perspective is an interactive visualization component for large, real-time datasets. Originally developed for J.P. Morgan's trading business, Perspect

The Fintech Open Source Foundation (www.finos.org) 5.1k Dec 27, 2022
Parse Robinhood 1099 Tax Document from PDF into CSV

Robinhood 1099 Parser This project converts Robinhood Securities 1099 tax document from PDF to CSV file. This tool will be helpful for those who need

Keun Tae (Kevin) Park 52 Jun 10, 2022
View part of your screen in grayscale or simulated color vision deficiency.

monolens View part of your screen in grayscale or filtered to simulate color vision deficiency. Watch the demo on YouTube. Install with pip install mo

Hans Dembinski 31 Oct 11, 2022
Python histogram library - histograms as updateable, fully semantic objects with visualization tools. [P]ython [HYST]ograms.

physt P(i/y)thon h(i/y)stograms. Inspired (and based on) numpy.histogram, but designed for humans(TM) on steroids(TM). The goal is to unify different

Jan Pipek 120 Dec 08, 2022
PyPassword is a simple follow up to PyPassphrase

PyPassword PyPassword is a simple follow up to PyPassphrase. After finishing that project it occured to me that while some may wish to use that option

Scotty 2 Jan 22, 2022
Advanced hot reloading for Python

The missing element of Python - Advanced Hot Reloading Details Reloadium adds hot reloading also called "edit and continue" functionality to any Pytho

Reloadware 1.9k Jan 04, 2023
A tool for automatically generating 3D printable STLs from freely available lidar scan data.

mini-map-maker A tool for automatically generating 3D printable STLs from freely available lidar scan data. Screenshots Tutorial To use this script, g

Mike Abbott 51 Nov 06, 2022