Impactful and informative geo maps with Pandas and Plotly
Prodramp
Plotly and dash are the language of business apps with beautiful visualization. Pandas is the heart of these visualization while plotly is the beautiful face which amazes the audiences.
If you have geo-spatial data means your data has longitude and latitude features in it, you should also take the advantage of ploty open source library to build some beautiful maps.
In this tutorial we are using plotly and pandas to build some beautiful maps with over 37M (~700MB source data) rows data. We cover following 3 maps:
- Bubble Map
- Heat Map
- Hex (Hexagon) Map
The source code for this project is located at the following GitHub location: https://github.com/prodramp/python-projects/tree/main/plotly-geo-maps
The content timeline is as below:
- (00:00) Tutorial Starts
- (00:28) Maps Demo
- (01:45) Tutorials starts
- (02:01) Loading data into DataFrame
- (06:11) Dataframe Processing
- (10:23) Loading Plotly
- (11:01) Plotly document reference
- (11:22) Bubble Map
- (12:23) Hexagon Map
- (13:36) Heat Map
- (14:18) Source Code GitHub Info
- (14:39) Recap & Thanks
Please visit:
Prodramp LLC | https://prodramp.com | @prodramp https://www.linkedin.com/company/prodramp
Content Creator: Avkash Chauhan (@avkashchauhan) https://www.linkedin.com/in/avkashchauhan
Tags: #ai #aicloud #h2oai #driverlessai #machinelearning #mlops #model #collaboration #deeplearning #modelserving #modeldeployment #keras #tensorflow #pytorch #datarobot #datahub #aicloud #modelperformance #modeldeployment #modelregistery #modelpipeline #neptuneai #pythonaudio #streamlit #pythonapps #deepchecks #modeltesting #codeartifact #dataartifact #modelartifact #onnx #aws #supervisor #ec2 #supervisord #kaggle #wildfire #kepler.gl #mapbox mapboxgl #lightgbm #xgboost #classification #regression #react #chakraui #datavisualization #dataengineering #frontenddevelopment #wildfire #modin #pandas #bubblemap #heatmap #hexmap #plotly #dask ... https://www.youtube.com/watch?v=iv0y124CJ-8
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