Project 2 - Supply and Demand Gap Analysis
Aim
- The aim of this project is to analyze the data in detail of power generation in different power stations in India with expected power generation, actual power generation, over-produced or under-produced power generation.
Introduction
- This report contains information about the generation of power in different power station.
- Visuals of the stations according to their production are made.
- The over generated and under generated power stations are also shown.
Problem Statement
- In this we have to find the quantity of power generated by different power stations in India.
- Which power stations can meet the goal and which are not.
- Which stations are generating highest amount of energy.
Methodolgy
Step 1 – Data Importing
- First, we have to load the dataset, and clean it.
Step 2 – Data Cleaning
- We have to remove the empty values.
Step 3 - Visualization
· Then, the visuals are built according to the data, using charts and graphs for ease of understanding.
Analysis
- First analysis is done for the top 10 number of stations in India using count of power station.
- Here, we can see that maximum number of stations are of NTPC Ltd., followed by GMR RNERG, NHPC, NPCIL, TATA PCL and so on.
- In the second analysis, the amount of power production is analyzed in different power stations in India.
- In the top 10 power stations, we can see that NTPC Ltd. Is producing the maximum power after that Maharashtra then APL and so on
- The next analysis is showing the comparison between the estimated power that needed to be generated and the actual power generated.
- In this we can see that NTPC Ltd. And DVC is producing more than the estimation.
- Maharashtra and APL are not fulfilling the need.
- The next analysis is about the top 5 stations that are producing excess power.
- Here NPCL Ltd. Is in first position, GCEL is in second position after that GPL, DVC and then SPL.
- The last analysis contains the last 10 stations that are producing less than the estimated production.
- The last station is APL.
Insights
- From this we conclude that, which power station are producing more than the needed amount.
- Which power stations need to increase the power generation.
- How much power is generated by the power stations.
Recommendations
- We can analyze the power consumption of the states and cities.
- Compare the data of power consumption of states and cities and power generated in that state.
- According to that analysis the power stations can increase their power generations to fulfill the demands.
Conclusion
- From this we conclude that some power stations need to increase the power generation and some should produce according to the estimation.
- Need to increase the number of power stations.