EMSE 6765

Syllabus

Introduction

Prereq Review

Course Files

R - Files

Python - Files

Solutions

Project Files

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DATA ANALYSIS FOR ENGINEERS AND SCIENTISTS:

To run the Python Code you need to first install Python, which you can download for free from: https://www.python.org

Next, you need to install an environment editor to run the Python Code. I use the Spyder Integrated Development Environment (IDE), which you can download for free from: https://www.spyder-ide.org

Part 1: Statistics Review

SESSION 1:

Data Chapter 15-17: OldFaithFul.csv, SoftwareFailure.csv, DrillTime.csv, AustralianTimber.csv, Speed_of_Light.csv

Code Chapter 15: OldFaithFul_1.py, OldFaithFul_2.py, OldFaithFul_3.py, OldFaithFul_4.py, DrillTime.py, ECDF_Example.py, SoftwareFailure.py, Hardness.py, Dist_Library.py

Code Chapter 16: Wick_Temperature.py, Empirical_Quantile_Example.py, OldFaithFul_IQR.py, OldFaithFul_Boxplot.py, SoftwareFailure_Boxplot.py, Dist_Library.py

Code Chapter 17: SpeedofLight.py, Law_of_Large_Numbers_Normal.py, SoftwareFailure_with_Exp_Fit.py, AustralianTimber_Residuals_NormalProbPlot.py, AustralianTimber_Prediction.py, Dist_Library.py

SESSION 2:

Data Chapter 23: Coal.csv

Code Chapter 19: Estimators_S_T.py, Dist_Library.py

Code Chapter 20: Estimators_Mean_Var.py, Estimators_S_T_MSE.py, Estimators_S_T_MSE_P.py, Dist_Library.py

Code Chapter 23: Normal_conf_var_known.py, Normal_conf_var_known_sample.py, Normal_conf_var_unknown.py, Normal_conf_var_unknown_sample.py, Coal.py,Student_T_Normal_Sample.py, Student_T_Expon_Sample.py, Dist_Library.py

Part 2: Statistical Inference

SESSION 3:

Data Session 3: Voltage.csv

Code Session 3 - Estimator Distributions:
T_Variance_Known.py, Chi_Squared_n.py, Chi_Squared_n_minus_1.py,
T_Variance_Unknown.py, F_Estimator.py, Dist_Library.py

Code Session 3 - Confidence Intervals & Hypothesis Testing:
Voltage_Mu_Sigma_X_Intervals.py, Voltage_Hypothesis_1.py, Voltage_Hypothesis_2.py, Voltage_Hypothesis_3.py, Voltage_Hypothesis_4.py, Voltage_Hypthesis_5.py, Voltage_Hypothesis_6.py, Voltage_Type_II_Error.py, Voltage_OC_curve.py

SESSION 4:

Data Session 4: Voltage.csv

Code Session 4- Distribution Fitting:
Voltage_Normal_MOM_Fit.py, Voltage_Gamma_MOM_Fit.py, Voltage_Normal_MLE_Fit.py, Voltage_Gamma_Minitab_Fit.py, Voltage_CDF_Fit_Comparison.py

Code Session 4 - Chi-Squared Test:
Voltage_ChiSquared_Test_Normal_Distribution_Equal_Bin_Width.py,
Voltage_ChiSquared_Test_Normal_Distribution_Equal_Probability.py,
Voltage_ChiSquared_Test_Gamma_Distribution_Equal_Bin_Width.py,
Voltage_ChiSquared_Test_Gamma_Distribution_Equal_Probability.py

Code Session 4 - QQ Plots + Credibility Intervals:
Voltage_QQ_Plot.py, Normal_conf_cred_var_unknown.py

Part 3: Hotelling's T^2 Multivariate Test

SESSION 5:

Data Session 5: LeanAngle.csv, HeightWeight.csv

Code Session 4 - Two Sample test on the mean and variance:
LeanAngle.py , F_Estimator_2.py, F_Estimator_3.py

Code Session 5- Matrix Calculations: Matrix_Operations.py

Code Session 5- Height Weight Analysis: HeightWeight.py, HeightWeight_Standardized.py

SESSION 6:

Data Session 6: HeightWeight.csv

Code Session 6: Hottelling T2 Test: HeightWeight_Hotelling.py, Hotelling_Power_Data.py

Code Session 6: Box M Test: BoXM_Power_Data.py

SESSION 7: TruckCost.csv

Code Session 7: Hottelling T2 Test: Hotelling_Truck_Cost.py

Code Session 7: Box M Test: BoxM_Truck_Cost.py

SESSION 8: MIDTERM EXAM

SESSION 9 & SESSION 10:

Data Session 9 & 10: HeightWeight.csv, Leslie_Salt.csv

Code Session 9:
Height_Weight_Prediction.py,
Height_Weight_Four_in_one_plot.py,
Leslie_Salt_Dependent_Variable_Analysis.py,
Leslie_Salt_Correlation_Analysis.py,
Leslie_Salt_Regression_Small_1.py,
Leslie_Salt_Regression_Small_2.py,
Leslie_Salt_Regression_Large.py

Code Session 10:
Leslie_Salt_Regression_Prediction.py

SESSION 11:

Data Session 11: StockPrices_3.csv, StockPrices_5.csv, StockPrices_5_Cor_Matrix.csv

Code Session 11:
Stocks_3_Exploratory_Analysis.py, Stocks_3_PCA_FIRST.py, Stocks_3_PCA_SECOND_THIRD.py, Stocks_3_PCA.py, Stocks_5_PCA.py, Stocks_5_PCA_Correlation_Matrix_Only.py

SESSION 12:

Data Session 12: GSP.csv, Drug_Use_Correlation_Matrix.csv

Code Session 12:
Drug_Use_Correlation_Matrix_Only.py
GSP_Exploratory_Analysis.py,
GSP_Raw_PCA.py,
GSP_Normalized_PCA.py

SESSION 13:

Data Session 13: Tensile_Strength.csv

Code Session 13:
Tensile_Strength.py, Tensile_Strength_Analysis.py

SESSION 14:

Data Session 14: AdhesionForce.csv, Routing_Data.csv, Etching_Data.csv

Code Session 14: