Arab-world-data

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Using data science techniques to filter and visualize the data, in this project we analyze this world bank's dataset from kaggle to draw conclusions and produce visualizations about the green house contributions of the Arab world.

Note: The Arab World consists of 22 countries in the Middle East and North Africa: Algeria, Bahrain, the Comoros Islands, Djibouti, Egypt, Iraq, Jordan, Kuwait, Lebanon, Libya, Morocco, Mauritania, Oman, Palestine, Qatar, Saudi Arabia, Somalia, Sudan, Syria, Tunisia, the United Arab Emirates, and Yemen.

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If you want to run the project locally, run these commands on your local machine

• Clone the repository

  git clone https://github.com/Reepulse/Arab-world-data.git

• Change directory to Arab-world-data

  cd Arab-world-data

• Install the required packages

  pip install folium numpy pandas matplotlib

• Start the jupyter server

  jupyter notebook

• This will open jupyter client in your browser window

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Downloading the dataset

• Download the dataset by clicking on this link
• After downloading extract all the files in the Arab-world-data folder
• Make sure Indicators.csv is in same folder as other notebook files
• Now open the analysis.ipynb and play with the notebook
• I have also created a geographic map representing emissions using folliom. create_map.ipynb is the notebook for creating map and you can view map by opening plot_data.html in the browser

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Note: You must have jupyter notebook configured with latest version of python in your local machine for this to work. If you don't have it configured then you use anaconda to install these

Note: In this project I analyzed Indicators.csv from the word banks data set. It is only a part of the dataset, original dataset contains a lot more data. You can download the dataset for more analysis

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Glimpse at the analysis

Lots of data to analyze

Analyzing the data, I created some visualizations to draw conclusions

Turns out that over years emissions per capita have just increased.

Turns out that Arab world countries produce 3-4 metric tons co2 per capita on average