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:
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