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Oil and Gas Analysis using supervised learning Linear Regression, Tableau, Python and Jupyter Notebook

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Oil Data Analysis

Oil vs Dollar Value Data Sourcesalt text

This file is maintained by the Team Oil vs Dollar group for the purpose of calculating the correlation between oil prices and the U.S. dollar value. The correlation between oil prices and the value of the dollar will also examine how external factors such as elections, natural disasters and pandemics will impact oil prices and by association, the value of the dollar.

Machine Learning: https://github.com/skotagiri95/Oil-and-Dollar-Value-Analysis-/tree/master/LINEAR%20REGRESSION_OIL

Master Brach Braches: Sheela - Sheela Kotagiri Role: Square Rita - Rita Ramos Role: Triangle Juan - Juan M. Pacheco Nájar https://github.com/skotagiri95/Oil-and-Dollar-Value-Analysis-/tree/Juan

Role: Circle

Repository: https://github.com/skotagiri95/Oil-and-Dollar-Value-Analysis-/ README.MD

Google Slides Presentation: https://docs.google.com/presentation/d/16hNtvrhtdxZFnWzaExROaLSNE727WatZV_IeYfpbAK0/edit#slide=id.g76e9fc699e_0_0

Data Sources:

  1. Energy Information Administration http://www.eia.gov/oil_gas/petroleum/data_publications/wrgp/mogas_history.html Data 4: Midgrade Conventional

  2. US Dollar Index 43 years "www.macrotrends.net".

  3. WTI Crude Oil Prices - 10 Year Daily Chart "www.macrotrends.net".

  4. Standard and Poor's (S&P) 500 Index Data DataHub.io https://datahub.io/collections/stock-market-data

  5. Harvard Business School https://www.hbs.edu/behavioral-finance-and-financial-stability/data/banking-system/Pages/default.aspx Global Financial Crisis

Sqlalchemy

Using join to query data in the tables, analysis Entity Relashionship Diagram (ERD) alt text

Presentations

Segment 1: https://github.com/skotagiri95/Oil-and-Dollar-Value-Analysis-/blob/master/UCB%20Segment%201%20Final%20Project%20Presentation%20.pdf

Segment 2: Dashboard: https://github.com/skotagiri95/Oil-and-Dollar-Value-Analysis-/blob/master/UCB%20SEGMENT%202-Oil%20and%20Dollar%20Value%20Analysis%20Dashboard.pdf

ML: https://github.com/skotagiri95/Oil-and-Dollar-Value-Analysis-/blob/master/UCB%20SEGMENT%202-%20MACHINE%20LEARNING.pdf

Segment 3: https://github.com/skotagiri95/Oil-and-Dollar-Value-Analysis-/blob/master/UCB%20Segment3Final%20Project%20Presentation%20.pdf

Segment 4: https://github.com/skotagiri95/Oil-and-Dollar-Value-Analysis-/blob/master/UCB%20Data%20Analytics%20Bootcamp%20Pitch.pptx

ML

Weekly Oil vs Gasoline Linear Regresion Model https://github.com/skotagiri95/Oil-and-Dollar-Value-Analysis-/blob/master/LINEAR%20REGRESSION_OIL/OIL%20ML-Weekly.ipynb

Dashboard

Tableau Oil vs Gasoline Linear Regresion Dashboard interactive on Month and Year alt text Oil Analysis Public Link \Resources\Tableau Oil Analysis Dashboard.png https://public.tableau.com/views/OilAnalysis_15884725810310/Dashboard?:display_count=y&publish=yes&:origin=viz_share_link

Describe Trend Line \Resources\Describe Oil Trend Model.png alt text

Describe Model Line \Resources\Describe Oil TrendLine.png alt text

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