Duration
Spatial Analysis in Python
2 days
What you'll learn
- The course introduces you to the most essential Geopython Libraries
- Perform Spatial Data analysis with Python
- Learn the essentials of Geopy,Plotly Library, the workhorse of Geospatial data science in Python.
- Learn how to visualize Geospatial data in Python (static and interactive maps)
Outline
Introduction to Life-Cycle of Spatial Analysis Project
- First Stage : Business Understanding in Real World
- Second Stage : What is ETL (Extract ,Transform,Load) Pipeline ?
Perform Data Pre-Processing on Zomato (Zomato use-case)
- Lets Read Data For Spatial Analysis
- Performing basic Data Pre-Processing
- Extract Latitudes & Longitudes of Data
- How to write Structured Queries to extract Latutudes & Longitudes
Zomato Spatial Analysis
- HeatMap of Restaurants Density
- Performing Marker Cluster Analysis !
- Plotting all the markers of places of Bangalore !
Data Cleaning in Zomato
- Dealing with missing values
Advanced Geospatial Analysis
- Analysing Most highest rated restaurants !
Global Warming Analysis
- Datasets & Resources
- Analyse Average Temperature of country
- Analyse Existence of Global Warming
- Visualise Average Temperature in Each Season
- Perform Spatial analysis on Average Temperature of USA States
- Visualise Average temperature of major Indian Cities
- Perform Spatial Analysis on Average temperature of major Indian Cities
Covid-19 Project Spatial Analysis
- Datasets & Resources
- Reading Data of Covid-19
- Idea behind Choropleth Maps
- Choropleth Map for Confirmed Covid-19 Cases
- Choropleth Map of Particular continent
- Idea behind Geographical Scatter plot
- Geographical Scatter plot for Confirmed Covid-19 Cases
- Plotting of Recovery using Choropleth & Geo Scatter plot
- Plotting of Deaths using Choropleth & Geo Scatter plot
Covid-19 Interactive Geospatial Data visualisation
- How to extract Latitudes & Longitudes of a location
- Data Preparation For Spatial Analysis
- Fetch Geographical Co-ordinates of a country
- Idea behind Tileset,Raster & Vector Data
- Use-case of Markers
- creating a base map
- Plot Confirmed Cases using Markers
- Plotting of Recovered & Deaths using Markers
Covid-19 Advanced GeoSpatial Analysis
- Plot Deaths using Marker cluster
- Idea behind Geographic Heatmap
- Geographic HeatMap of Confirmed Cases
Programme scope, delivery arrangements and suitability are confirmed during enquiry.