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Time Series Project (Stock Market case study)
ADITYAARUN DESHPANDE
ROLL NO : C21027
UNDER THE GUIDANCE OF
DR.SULAKSHANA VISPUTE
Problem Statement :
 S & P 500 is a stock market index that measures the
stock performance of 500 large companies listed on
stock exchange in the US ( United States ).
 What type of analysis ?
 1. Analyzing : ( Analyze what is the daily return of each
of the stock in a week).
 2. Compare prices on each of the stock company data.
Life cycle / Flow chart :
Liabraries :
 Numpy
 Pandas
 Matplotlib
 Plotly
 Seaborn
 Warnings
Change in the price of the stock overtime ? :
Moving average of the stocks :
 Moving average :- It is a statistics that computes the average change in a data over some
specific interval.
Analyse of closing price change in a apple stock :
Resampling analysis of closing price (Apple) :
Checking closing prices of these companies are
correlated or not :
Heatmap correlation analysis :
Conclusion :
 The idea behind the correlation is as simple as that
so if the value is lets say 0.40, it means that if my
amazon stock price is decreses or if the percentage
change in the amazon then there is a 40% probability
that my Microsoft stock price is also decreases or
percentage change is also decreases.
Future Enhancement :
 Compairing more stocks with each other.
 Visualization (We can add more different
different bar graphs.)
Thank You

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Aditya_pro_ppt.pptx

  • 1. Time Series Project (Stock Market case study) ADITYAARUN DESHPANDE ROLL NO : C21027 UNDER THE GUIDANCE OF DR.SULAKSHANA VISPUTE
  • 2. Problem Statement :  S & P 500 is a stock market index that measures the stock performance of 500 large companies listed on stock exchange in the US ( United States ).  What type of analysis ?  1. Analyzing : ( Analyze what is the daily return of each of the stock in a week).  2. Compare prices on each of the stock company data.
  • 3. Life cycle / Flow chart :
  • 4. Liabraries :  Numpy  Pandas  Matplotlib  Plotly  Seaborn  Warnings
  • 5. Change in the price of the stock overtime ? :
  • 6. Moving average of the stocks :  Moving average :- It is a statistics that computes the average change in a data over some specific interval.
  • 7. Analyse of closing price change in a apple stock :
  • 8. Resampling analysis of closing price (Apple) :
  • 9. Checking closing prices of these companies are correlated or not :
  • 11. Conclusion :  The idea behind the correlation is as simple as that so if the value is lets say 0.40, it means that if my amazon stock price is decreses or if the percentage change in the amazon then there is a 40% probability that my Microsoft stock price is also decreases or percentage change is also decreases.
  • 12. Future Enhancement :  Compairing more stocks with each other.  Visualization (We can add more different different bar graphs.)