SlideShare a Scribd company logo
1 of 13
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

More Related Content

Similar to Aditya_pro_ppt.pptx

Company segmentation - an approach with R
Company segmentation - an approach with RCompany segmentation - an approach with R
Company segmentation - an approach with RCasper Crause
 
The Case Against Mid Cap Stock Funds
The Case Against Mid Cap Stock FundsThe Case Against Mid Cap Stock Funds
The Case Against Mid Cap Stock FundsMultnomah Group, Inc.
 
Deep Reinforcement Learning for Financial Portfolio Management
Deep Reinforcement Learning for Financial Portfolio ManagementDeep Reinforcement Learning for Financial Portfolio Management
Deep Reinforcement Learning for Financial Portfolio ManagementKamer Ali Yuksel
 
Stock Selection Models
Stock Selection ModelsStock Selection Models
Stock Selection Modelskituni
 
Confirmations and ContradictionsThe Leontief Paradox, Reco.docx
Confirmations and ContradictionsThe Leontief Paradox, Reco.docxConfirmations and ContradictionsThe Leontief Paradox, Reco.docx
Confirmations and ContradictionsThe Leontief Paradox, Reco.docxmaxinesmith73660
 
Rational Expectations and The Firm’s Dividend Behavior
Rational Expectations and The Firm’s Dividend BehaviorRational Expectations and The Firm’s Dividend Behavior
Rational Expectations and The Firm’s Dividend BehaviorSudarshan Kadariya
 
An Empirical Analysis of the Capital Asset Pricing Model.pdf
An Empirical Analysis of the Capital Asset Pricing Model.pdfAn Empirical Analysis of the Capital Asset Pricing Model.pdf
An Empirical Analysis of the Capital Asset Pricing Model.pdfSaiReddy794166
 
journal paperjournal paper
journal paperjournal paperjournal paperjournal paper
journal paperjournal paperSaiReddy794166
 
5.1 Assignment Reading and RemediationGetting Start.docx
5.1 Assignment Reading and RemediationGetting Start.docx5.1 Assignment Reading and RemediationGetting Start.docx
5.1 Assignment Reading and RemediationGetting Start.docxdomenicacullison
 
Writing an Equity Research Report
Writing an Equity Research ReportWriting an Equity Research Report
Writing an Equity Research ReportAlan Barker
 
How AI learnt large-scale Pair-Trading on S&P 500? (Updated)
How AI learnt large-scale Pair-Trading on S&P 500? (Updated)How AI learnt large-scale Pair-Trading on S&P 500? (Updated)
How AI learnt large-scale Pair-Trading on S&P 500? (Updated)Kamer Ali Yuksel
 
STOCK PRICE ANALYSIS Furkan Ali TASCI --.pptx
STOCK PRICE ANALYSIS  Furkan Ali TASCI --.pptxSTOCK PRICE ANALYSIS  Furkan Ali TASCI --.pptx
STOCK PRICE ANALYSIS Furkan Ali TASCI --.pptxFurkanTasci3
 
STOCK PRICE ANALYSIS Furkan Ali TASCI --.pptx
STOCK PRICE ANALYSIS  Furkan Ali TASCI --.pptxSTOCK PRICE ANALYSIS  Furkan Ali TASCI --.pptx
STOCK PRICE ANALYSIS Furkan Ali TASCI --.pptxFurkanTasci3
 
Advanced Spreadsheet Skill By: Darwin B. Lope
Advanced Spreadsheet Skill By: Darwin B. LopeAdvanced Spreadsheet Skill By: Darwin B. Lope
Advanced Spreadsheet Skill By: Darwin B. LopeJohnjosfirRoca
 
2.2 Assignment Totaling CostsGetting StartedProdu.docx
2.2 Assignment Totaling CostsGetting StartedProdu.docx2.2 Assignment Totaling CostsGetting StartedProdu.docx
2.2 Assignment Totaling CostsGetting StartedProdu.docxRAJU852744
 

Similar to Aditya_pro_ppt.pptx (19)

Company segmentation - an approach with R
Company segmentation - an approach with RCompany segmentation - an approach with R
Company segmentation - an approach with R
 
The Case Against Mid Cap Stock Funds
The Case Against Mid Cap Stock FundsThe Case Against Mid Cap Stock Funds
The Case Against Mid Cap Stock Funds
 
Deep Reinforcement Learning for Financial Portfolio Management
Deep Reinforcement Learning for Financial Portfolio ManagementDeep Reinforcement Learning for Financial Portfolio Management
Deep Reinforcement Learning for Financial Portfolio Management
 
Stock Selection Models
Stock Selection ModelsStock Selection Models
Stock Selection Models
 
Lesson 1 07 measures of variation
Lesson 1 07 measures of variationLesson 1 07 measures of variation
Lesson 1 07 measures of variation
 
Confirmations and ContradictionsThe Leontief Paradox, Reco.docx
Confirmations and ContradictionsThe Leontief Paradox, Reco.docxConfirmations and ContradictionsThe Leontief Paradox, Reco.docx
Confirmations and ContradictionsThe Leontief Paradox, Reco.docx
 
Operations research
Operations research Operations research
Operations research
 
Operations research
Operations research Operations research
Operations research
 
Rational Expectations and The Firm’s Dividend Behavior
Rational Expectations and The Firm’s Dividend BehaviorRational Expectations and The Firm’s Dividend Behavior
Rational Expectations and The Firm’s Dividend Behavior
 
Seminar 2
Seminar 2   Seminar 2
Seminar 2
 
An Empirical Analysis of the Capital Asset Pricing Model.pdf
An Empirical Analysis of the Capital Asset Pricing Model.pdfAn Empirical Analysis of the Capital Asset Pricing Model.pdf
An Empirical Analysis of the Capital Asset Pricing Model.pdf
 
journal paperjournal paper
journal paperjournal paperjournal paperjournal paper
journal paperjournal paper
 
5.1 Assignment Reading and RemediationGetting Start.docx
5.1 Assignment Reading and RemediationGetting Start.docx5.1 Assignment Reading and RemediationGetting Start.docx
5.1 Assignment Reading and RemediationGetting Start.docx
 
Writing an Equity Research Report
Writing an Equity Research ReportWriting an Equity Research Report
Writing an Equity Research Report
 
How AI learnt large-scale Pair-Trading on S&P 500? (Updated)
How AI learnt large-scale Pair-Trading on S&P 500? (Updated)How AI learnt large-scale Pair-Trading on S&P 500? (Updated)
How AI learnt large-scale Pair-Trading on S&P 500? (Updated)
 
STOCK PRICE ANALYSIS Furkan Ali TASCI --.pptx
STOCK PRICE ANALYSIS  Furkan Ali TASCI --.pptxSTOCK PRICE ANALYSIS  Furkan Ali TASCI --.pptx
STOCK PRICE ANALYSIS Furkan Ali TASCI --.pptx
 
STOCK PRICE ANALYSIS Furkan Ali TASCI --.pptx
STOCK PRICE ANALYSIS  Furkan Ali TASCI --.pptxSTOCK PRICE ANALYSIS  Furkan Ali TASCI --.pptx
STOCK PRICE ANALYSIS Furkan Ali TASCI --.pptx
 
Advanced Spreadsheet Skill By: Darwin B. Lope
Advanced Spreadsheet Skill By: Darwin B. LopeAdvanced Spreadsheet Skill By: Darwin B. Lope
Advanced Spreadsheet Skill By: Darwin B. Lope
 
2.2 Assignment Totaling CostsGetting StartedProdu.docx
2.2 Assignment Totaling CostsGetting StartedProdu.docx2.2 Assignment Totaling CostsGetting StartedProdu.docx
2.2 Assignment Totaling CostsGetting StartedProdu.docx
 

Recently uploaded

TRAITS OF A SUCCESSFUL SALESPERSON .pptx
TRAITS OF A SUCCESSFUL SALESPERSON .pptxTRAITS OF A SUCCESSFUL SALESPERSON .pptx
TRAITS OF A SUCCESSFUL SALESPERSON .pptxpravin414449
 
Curtain Fabric File | Sofa Fabric File | Asadeep Furnishing
Curtain Fabric File | Sofa Fabric File | Asadeep FurnishingCurtain Fabric File | Sofa Fabric File | Asadeep Furnishing
Curtain Fabric File | Sofa Fabric File | Asadeep FurnishingAsadeep Furnishing Pvt. Ltd.
 
Potato Peeler ficha tecnica.pdf 30kg importado
Potato Peeler ficha tecnica.pdf 30kg importadoPotato Peeler ficha tecnica.pdf 30kg importado
Potato Peeler ficha tecnica.pdf 30kg importadoSandroBarrosSassi1
 
Beyond Traditional Selling: How You Can Leverage Modern Channels For Growth T...
Beyond Traditional Selling: How You Can Leverage Modern Channels For Growth T...Beyond Traditional Selling: How You Can Leverage Modern Channels For Growth T...
Beyond Traditional Selling: How You Can Leverage Modern Channels For Growth T...FiveRings Marketing
 
Role of listening in selling or negotiation..pptx
Role of listening in selling or negotiation..pptxRole of listening in selling or negotiation..pptx
Role of listening in selling or negotiation..pptxafsalkn612
 
KLINIK PEKANBARU JUAL ONLINE OBAT PENGGUGUR KANDUNGAN 087776558899 OBAT ABORS...
KLINIK PEKANBARU JUAL ONLINE OBAT PENGGUGUR KANDUNGAN 087776558899 OBAT ABORS...KLINIK PEKANBARU JUAL ONLINE OBAT PENGGUGUR KANDUNGAN 087776558899 OBAT ABORS...
KLINIK PEKANBARU JUAL ONLINE OBAT PENGGUGUR KANDUNGAN 087776558899 OBAT ABORS...Obat Cytotec
 
Discover Kashmir's Best products at Rachnas.pdf
Discover Kashmir's Best products at Rachnas.pdfDiscover Kashmir's Best products at Rachnas.pdf
Discover Kashmir's Best products at Rachnas.pdfRachnas Inc
 
The complete process of Lead Generation.pptx
The complete process of Lead Generation.pptxThe complete process of Lead Generation.pptx
The complete process of Lead Generation.pptxamrithagstvm
 
Jual obat aborsi Magelang ( 085657271886 ) Cytote pil telat bulan penggugur k...
Jual obat aborsi Magelang ( 085657271886 ) Cytote pil telat bulan penggugur k...Jual obat aborsi Magelang ( 085657271886 ) Cytote pil telat bulan penggugur k...
Jual obat aborsi Magelang ( 085657271886 ) Cytote pil telat bulan penggugur k...ZurliaSoop
 

Recently uploaded (10)

TRAITS OF A SUCCESSFUL SALESPERSON .pptx
TRAITS OF A SUCCESSFUL SALESPERSON .pptxTRAITS OF A SUCCESSFUL SALESPERSON .pptx
TRAITS OF A SUCCESSFUL SALESPERSON .pptx
 
Curtain Fabric File | Sofa Fabric File | Asadeep Furnishing
Curtain Fabric File | Sofa Fabric File | Asadeep FurnishingCurtain Fabric File | Sofa Fabric File | Asadeep Furnishing
Curtain Fabric File | Sofa Fabric File | Asadeep Furnishing
 
Potato Peeler ficha tecnica.pdf 30kg importado
Potato Peeler ficha tecnica.pdf 30kg importadoPotato Peeler ficha tecnica.pdf 30kg importado
Potato Peeler ficha tecnica.pdf 30kg importado
 
JUAL OBAT ABORSI SURABAYA 081466799220 PIL CYTOTEC PENGGUGUR KANDUNGAN SURABAYA
JUAL OBAT ABORSI SURABAYA 081466799220 PIL CYTOTEC PENGGUGUR KANDUNGAN SURABAYAJUAL OBAT ABORSI SURABAYA 081466799220 PIL CYTOTEC PENGGUGUR KANDUNGAN SURABAYA
JUAL OBAT ABORSI SURABAYA 081466799220 PIL CYTOTEC PENGGUGUR KANDUNGAN SURABAYA
 
Beyond Traditional Selling: How You Can Leverage Modern Channels For Growth T...
Beyond Traditional Selling: How You Can Leverage Modern Channels For Growth T...Beyond Traditional Selling: How You Can Leverage Modern Channels For Growth T...
Beyond Traditional Selling: How You Can Leverage Modern Channels For Growth T...
 
Role of listening in selling or negotiation..pptx
Role of listening in selling or negotiation..pptxRole of listening in selling or negotiation..pptx
Role of listening in selling or negotiation..pptx
 
KLINIK PEKANBARU JUAL ONLINE OBAT PENGGUGUR KANDUNGAN 087776558899 OBAT ABORS...
KLINIK PEKANBARU JUAL ONLINE OBAT PENGGUGUR KANDUNGAN 087776558899 OBAT ABORS...KLINIK PEKANBARU JUAL ONLINE OBAT PENGGUGUR KANDUNGAN 087776558899 OBAT ABORS...
KLINIK PEKANBARU JUAL ONLINE OBAT PENGGUGUR KANDUNGAN 087776558899 OBAT ABORS...
 
Discover Kashmir's Best products at Rachnas.pdf
Discover Kashmir's Best products at Rachnas.pdfDiscover Kashmir's Best products at Rachnas.pdf
Discover Kashmir's Best products at Rachnas.pdf
 
The complete process of Lead Generation.pptx
The complete process of Lead Generation.pptxThe complete process of Lead Generation.pptx
The complete process of Lead Generation.pptx
 
Jual obat aborsi Magelang ( 085657271886 ) Cytote pil telat bulan penggugur k...
Jual obat aborsi Magelang ( 085657271886 ) Cytote pil telat bulan penggugur k...Jual obat aborsi Magelang ( 085657271886 ) Cytote pil telat bulan penggugur k...
Jual obat aborsi Magelang ( 085657271886 ) Cytote pil telat bulan penggugur k...
 

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.)