Difference between revisions of "Group2 Proposal"

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<font size = 5; color="#FFFFFF"><span style="font-family:Century Gothic;">Analysis of World Energy Production & Consumption Through Interactive Visualizations
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<font size = 5; color="#FFFFFF"><span style="font-family:Century Gothic;">World Energy Production & Consumption: A Visual Study
 
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== Project Overview ==
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<font size = 5><span style="font-family:Century Gothic;">Project Overview</span></font>
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Properly functioning markets for electricity, natural gas, oil and pollution allowances are essential for the rational allocation of resources and cost-effective attainment of environmental goals. Rapidly changing energy dynamics determine the course of our economic development, geopolitics, technological breakthroughs, massive investments and trade flows.With renewable energy moving from niche to mainstream, the fuel mix is shifting.  
 
Properly functioning markets for electricity, natural gas, oil and pollution allowances are essential for the rational allocation of resources and cost-effective attainment of environmental goals. Rapidly changing energy dynamics determine the course of our economic development, geopolitics, technological breakthroughs, massive investments and trade flows.With renewable energy moving from niche to mainstream, the fuel mix is shifting.  
 
<br><br>
 
<br><br>
The intent of our project is to visually explore the world in transformation as the global energy system is undergoing major shifts. We will explore trends in energy production and consumption across countries through time. By using interactive visualization techniques, we propose to aid discovery of long run transitions and short run adjustments by analyzing key factors like production, consumption, costs and trade movements of various energy resources-both renewable and non-renewable, electricity generation using these resources and the effects of energy usage in terms of Carbon Dioxide emissions.
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The intent of our project is to visually explore the world in transformation as the global energy system is undergoing major shifts. By using interactive visualization techniques, we propose to aid discovery of long run transitions and short run adjustments by analyzing key factors like production and consumption of various energy resources-both renewable and non-renewable, electricity generation using these resources and the effects of energy usage in terms of Carbon Dioxide emissions.
 
 
<!--PROJECT OVERVIEW-->
 
  
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<font size = 5><span style="font-family:Century Gothic;">Motivation</span></font>
 
 
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Energy growth drives the well-being and prosperity across the globe. Growing demand for energy has to be met in a safe and environmentally conscious manner. Rapidly changing energy dynamics determine the course of our economic development, geopolitics, technological breakthroughs, massive investments and trade flows.
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<br><br>
 
The intent of our project is to visually explore the world in transformation as the global energy system is undergoing major shifts. We will explore trends in energy production and consumption across countries through time. With the rapid deployment and falling costs of clean energy technologies, usage of renewable energy sources has improved over time shifting the fuel mix.
 
<br><br>
 
Though reports from various organizations such as EIA, IEA, OPEC, BP are available, most of the visualizations are static and do not aid exploration. By using interactive visualization techniques, we propose to aid discovery of long run transitions and short run adjustments by analyzing key factors like production, consumption, costs and trade movements of various energy resources-both renewable and non-renewable, electricity generation using these resources and the effects of energy usage in terms of Carbon Dioxide emissions.
 
  
<!--Motivation-->
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<!--About Data Source-->  
 
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==About The Data Source==
<!--Objective-->
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Static visualization and reports do not allow for direct interaction with data, enhanced assimilation of information, quick access to relevant insights and drill-down analysis. By using interactive, visual data analytics techniques we will be bringing the above-mentioned capabilities to the interface.
 
<br><br>
 
The objective of this project is twofold. The user of this interface will be able to:
 
<br>
 
1. Perform Interactive data exploration and discovery guided by platform design.
 
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2. Estimate different parameters using predictive modelling
 
 
 
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<font size = 5><span style="font-family:Century Gothic;">About Data Source</span></font>
 
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BP plc, formerly British Petroleum, is a British multinational oil and gas company headquartered in London, England. It is the world's sixth-largest oil and gas company, the sixth-largest energy company by market capitalization and the company with the world's twelfth-largest revenue (turnover). It is a vertically integrated company operating in all areas of the oil and gas industry, including exploration and production, refining, distribution and marketing, petrochemicals, power generation and trading. It also has renewable energy interests in biofuels and wind power.
 
BP plc, formerly British Petroleum, is a British multinational oil and gas company headquartered in London, England. It is the world's sixth-largest oil and gas company, the sixth-largest energy company by market capitalization and the company with the world's twelfth-largest revenue (turnover). It is a vertically integrated company operating in all areas of the oil and gas industry, including exploration and production, refining, distribution and marketing, petrochemicals, power generation and trading. It also has renewable energy interests in biofuels and wind power.
 
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For the purpose of this project, we are using the BP Statistical Review of World Energy data.
 
For the purpose of this project, we are using the BP Statistical Review of World Energy data.
 
<br><br>
 
<br><br>
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<!--About Data Source-->
 
<!--About Data Source-->
  
 
<!--Critique of Existing Visualization-->  
 
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==Critique of the Existing Visualizations==
<font size = 5><span style="font-family:Century Gothic;">Critique of Existing Visualization</span></font>  
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Visualizations available on the energy outlook reports consists of basic graph types such as bar, line and pie charts which are static in nature and do not facilitate any discovery apart from what they are made to deliver. A sample visualization is presented below:
 +
<br><br>
 +
[[File:Group2_critique_viz2.JPG|800px|centre]]
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<br><br>As shown above, the visualization does not allow user to dig deeper into the dataset. There is a lot of scope for improvement in the visualization methodology used and with the open source community contributing aggressively to the plethora of R packages, the possibilities are endless. Hence, to enhance usability of the the data, we have come up with interactive plots in order to gain deeper insights.<br><br>
 +
 
 
</div>
 
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We noticed that all the existing visualizations are static in nature. We would be enhancing these to make them interactive in order to gain deeper insights.<br><br>
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<!--Critique of Existing Visualization-->
 
<!--Critique of Existing Visualization-->
  
<!--Visualization Deliverables and Packages-->  
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<!--Visualization Deliverable-->
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<font size = 5><span style="font-family:Century Gothic;">Visualization Deliverables and Packages</span></font>
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==Visualization Deliverable==
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We plan to use both Tableau & R to come up with our visualizations.<br><br>
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| <div style="font-family:Century Gothic; border-radius: 1px ">  
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Below are some of the Visualizations that we would be working on:<br><br>
 
Below are some of the Visualizations that we would be working on:<br><br>
• Energy consumption by Region<br>
+
• Energy production/consumption by Region<br>
• Energy consumption by Fuel type<br>
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• Energy production/consumption by Fuel type<br>
• Shares of global Energy Consumption<br>
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• Shares of global Energy production/consumption<br>
Fuel Prices & Utilizations<br>
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Production Vs Consumption landscape for each energy type<br>
Reserve-to-Production Ratios<br><br>
+
Relative positioning of countries as per usage/energy type<br><br>
 
We also plan to come up with some interactive visualizations as we dig deeper into the dataset along the course of the project.<br><br>
 
We also plan to come up with some interactive visualizations as we dig deeper into the dataset along the course of the project.<br><br>
  
<!--Visualization Deliverables and Packages-->
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<!--Visualization Deliverable-->
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<!--Challenges-->
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==Challenges==
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{| class="wikitable"
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<b>Project Scope:</b> The data set we've picked up has information on different types of energies across countries since 1965. This information can be used in a number of different ways and hence we need to narrow down the scope of our project to focus on our objective.
 +
<br><br>
 +
<b>Data Preparation:</b> The data provided in the report is present in a single excel workbook containing over 60 tabs and cannot be used as-is. Significant data cleaning and preparation needs to be done in order to make the information usable for the project in R. Data available on multiple sheets needs to be extracted in to R in a long format. Based on the expected input data format of each R visualization package, we need to subset, aggregate and reshape the data. All the production and consumption parameters for different energy types are measured as (Million Tons of Oil Equivalent) and if this calculation is not available, conversion rates will be used to infer values in Mtoe. Data definitions such as the regions that the countries belong to and energy type segregation that will be used in the BP report are followed as-is.
 +
<br><br>
 +
<b>Data Visualization:</b> The BP Statistical Review is a benchmark and creating innovative interactive dashboard to improvise the same is an interesting challenge
 +
<br><br>
  
<!--References-->
 
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<font size = 5><span style="font-family:Century Gothic;">References</span></font>
 
 
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About BP: https://en.wikipedia.org/wiki/BP<br><br>
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Data Source: http://www.bp.com/statisticalreview<br><br>
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<!--Challenges-->
 
 
<!--References-->
 

Latest revision as of 18:17, 11 August 2018

Group2 banner.jpg

World Energy Production & Consumption: A Visual Study

Overview

Proposal

Analysis Report

Poster

Application

 

Project Overview

Properly functioning markets for electricity, natural gas, oil and pollution allowances are essential for the rational allocation of resources and cost-effective attainment of environmental goals. Rapidly changing energy dynamics determine the course of our economic development, geopolitics, technological breakthroughs, massive investments and trade flows.With renewable energy moving from niche to mainstream, the fuel mix is shifting.

The intent of our project is to visually explore the world in transformation as the global energy system is undergoing major shifts. By using interactive visualization techniques, we propose to aid discovery of long run transitions and short run adjustments by analyzing key factors like production and consumption of various energy resources-both renewable and non-renewable, electricity generation using these resources and the effects of energy usage in terms of Carbon Dioxide emissions.

About The Data Source

BP plc, formerly British Petroleum, is a British multinational oil and gas company headquartered in London, England. It is the world's sixth-largest oil and gas company, the sixth-largest energy company by market capitalization and the company with the world's twelfth-largest revenue (turnover). It is a vertically integrated company operating in all areas of the oil and gas industry, including exploration and production, refining, distribution and marketing, petrochemicals, power generation and trading. It also has renewable energy interests in biofuels and wind power.

For 66 years, the BP Statistical Review of World Energy has provided high-quality objective and globally consistent data on world energy markets. The review is one of the most widely respected and authoritative publications in the field of energy economics, used for reference by the media, academia, world governments and energy companies. A new edition is published every June.

For the purpose of this project, we are using the BP Statistical Review of World Energy data.

Critique of the Existing Visualizations

Visualizations available on the energy outlook reports consists of basic graph types such as bar, line and pie charts which are static in nature and do not facilitate any discovery apart from what they are made to deliver. A sample visualization is presented below:

Group2 critique viz2.JPG



As shown above, the visualization does not allow user to dig deeper into the dataset. There is a lot of scope for improvement in the visualization methodology used and with the open source community contributing aggressively to the plethora of R packages, the possibilities are endless. Hence, to enhance usability of the the data, we have come up with interactive plots in order to gain deeper insights.


Visualization Deliverable

Below are some of the Visualizations that we would be working on:

• Energy production/consumption by Region
• Energy production/consumption by Fuel type
• Shares of global Energy production/consumption
• Production Vs Consumption landscape for each energy type
• Relative positioning of countries as per usage/energy type

We also plan to come up with some interactive visualizations as we dig deeper into the dataset along the course of the project.

Challenges

Project Scope: The data set we've picked up has information on different types of energies across countries since 1965. This information can be used in a number of different ways and hence we need to narrow down the scope of our project to focus on our objective.

Data Preparation: The data provided in the report is present in a single excel workbook containing over 60 tabs and cannot be used as-is. Significant data cleaning and preparation needs to be done in order to make the information usable for the project in R. Data available on multiple sheets needs to be extracted in to R in a long format. Based on the expected input data format of each R visualization package, we need to subset, aggregate and reshape the data. All the production and consumption parameters for different energy types are measured as (Million Tons of Oil Equivalent) and if this calculation is not available, conversion rates will be used to infer values in Mtoe. Data definitions such as the regions that the countries belong to and energy type segregation that will be used in the BP report are followed as-is.

Data Visualization: The BP Statistical Review is a benchmark and creating innovative interactive dashboard to improvise the same is an interesting challenge