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The sample data we'll be analyzing in this homework is relevant to the oil and gas industry. Dr. Machael Pyrcz, professor at the University
The sample data we'll be analyzing in this homework is relevant to the oil and gas industry. Dr. Machael Pyrcz, professor at the University of Texas made this set public few years ago. You can access the data using provided link below. Data: https://aegis4048.github.io/downloads/notebooks/sample_data/u nconv MV v5.csv The data has six features to predict the daily production of oil. For this homework we'll consider only two: total organic carbon and vitrinite reflectance to be the main factors for our model. Features: 1. Well well index 2. Por average porosity of the well (%) 3. Perm permeability 4. AI acoustic impedance 5. Brittle brittleness ratio (%) - 6. TOC total organic carbon (%) 7. VR vitrinite reflectance (%) Response variable: 1. Prod gas production per day (MCFD - "thousand cubic feet per day") You can use Matlab csvread function to import the dataset into your workspace. For information see following link on https://www.mathworks.com/help/matlab/ref/csvread.html. Write your own function to solve for the solution. Use the 3D - plot function we learned in chapter 5 to visualize both the data and your model. What factor has higher effect on the oil production TOC or VR? Submit, 1) answers, 2) equation/model, 3) code (both function and main), 4) graph(s). Extra credit question worth (+25%): Calculate R^2 coefficient of determination to show how well model fits the data.
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