├── Chapter01 ├── Chapter 1.ipynb ├── Excercises Ch1.ipynb ├── LaqnData.csv ├── Readme.txt ├── adult.csv ├── billboard.csv ├── long.csv └── wide.csv ├── Chapter02 ├── Amazon Stock.csv ├── Apple Stock.csv ├── Chapter 2.ipynb ├── Excercises Ch2.ipynb ├── LaqnData.csv ├── Readme.txt └── adult.csv ├── Chapter03 ├── Chapter 3.ipynb ├── Customers Dataset 2.xlsx ├── Customers Dataset.xlsx ├── Excercises Ch3.ipynb ├── ReadMe.txt ├── electricity_prediction.csv └── fatal-police-shootings-data.csv ├── Chapter04 ├── Chapter 4.ipynb ├── E4.jpg ├── E5.jpg ├── Excercises Ch4.ipynb ├── ReadMe.txt └── chinook.db ├── Chapter05 ├── Amazon Stock.csv ├── Apple Stock.csv ├── Chaper 5 Excercises.ipynb ├── Chapter 5.ipynb ├── ReadMe.txt ├── Universities_imputed_reduced.csv ├── WH Report_preprocessed.csv ├── adult.csv └── whickham.csv ├── Chapter06 ├── Chaper 6 Excercises.ipynb ├── Chapter 6.ipynb ├── MSU applications.csv ├── ReadMe.txt └── ToyotaCorolla_preprocessed.csv ├── Chapter07 ├── Chaper 7 Excercises.ipynb ├── Chapter 7.ipynb ├── Customer Churn.csv ├── CustomerLoan.csv └── Readme.txt ├── Chapter08 ├── Chaper 8 Excercises.ipynb ├── Chapter 8.ipynb ├── Mall_Customers.xlsx ├── Readme.txt └── WH Report_preprocessed.csv ├── Chapter09 ├── Chaper 9 Excercises.ipynb ├── Chapter 9.ipynb ├── Excercise 3.jpg ├── LaqnData.csv ├── OSMI Mental Health in Tech Survey 2019.csv ├── People Counter.jpg ├── Readme.txt ├── SBID_Data │ ├── Oct_12_2020.xlsx │ ├── Oct_13_2020.xlsx │ ├── Oct_14_2020.xlsx │ ├── Oct_15_2020.xlsx │ ├── Oct_16_2020.xlsx │ ├── Oct_17_2020.xlsx │ ├── Oct_18_2020.xlsx │ ├── Oct_19_2020.xlsx │ ├── Oct_20_2020.xlsx │ ├── Oct_21_2020.xlsx │ ├── Oct_22_2020.xlsx │ ├── Oct_23_2020.xlsx │ ├── Oct_24_2020.xlsx │ └── Oct_25_2020.xlsx ├── Speeches │ ├── BattleCreekDec19_2019.txt │ ├── BemidjiSep18_2020.txt │ ├── CharlestonFeb28_2020.txt │ ├── CharlotteMar2_2020.txt │ ├── CincinnatiAug1_2019.txt │ ├── ColoradorSpringsFeb20_2020.txt │ ├── DallasOct17_2019.txt │ ├── DesMoinesJan30_2020.txt │ ├── FayettevilleSep19_2020.txt │ ├── FayettevilleSep9_2019.txt │ ├── FreelandSep10_2020.txt │ ├── GreenvilleJul17_2019.txt │ ├── HendersonSep13_2020.txt │ ├── HersheyDec10_2019.txt │ ├── LasVegasFeb21_2020.txt │ ├── LatrobeSep3_2020.txt │ ├── LexingtonNov4_2019.txt │ ├── MilwaukeeJan14_2020.txt │ ├── MindenSep12_2020.txt │ ├── MinneapolisOct10_2019.txt │ ├── MosineeSep17_2020.txt │ ├── NewHampshireAug15_2019.txt │ ├── NewHampshireAug28_2020.txt │ ├── NewHampshireFeb10_2020.txt │ ├── NewMexicoSep16_2019.txt │ ├── OhioSep21_2020.txt │ ├── PhoenixFeb19_2020.txt │ ├── PittsburghSep22_2020.txt │ ├── TexasSep23_2019.txt │ ├── ToledoJan9_2020.txt │ ├── TulsaJun20_2020.txt │ ├── TupeloNov1_2019.txt │ ├── WildwoodJan28_2020.txt │ ├── Winston-SalemSep8_2020.txt │ └── YumaAug18_2020.txt └── TempData.csv ├── Chapter10 ├── Chaper 10 Excercises.ipynb ├── Chapter 10.ipynb ├── Customer Churn.csv ├── Electric_Production.csv ├── Excercise 2.jpg ├── LaqnData.csv ├── Readme.txt ├── Speeches │ ├── BattleCreekDec19_2019.txt │ ├── BemidjiSep18_2020.txt │ ├── CharlestonFeb28_2020.txt │ ├── CharlotteMar2_2020.txt │ ├── CincinnatiAug1_2019.txt │ ├── ColoradorSpringsFeb20_2020.txt │ ├── DallasOct17_2019.txt │ ├── DesMoinesJan30_2020.txt │ ├── FayettevilleSep19_2020.txt │ ├── FayettevilleSep9_2019.txt │ ├── FreelandSep10_2020.txt │ ├── GreenvilleJul17_2019.txt │ ├── HendersonSep13_2020.txt │ ├── HersheyDec10_2019.txt │ ├── LasVegasFeb21_2020.txt │ ├── LatrobeSep3_2020.txt │ ├── LexingtonNov4_2019.txt │ ├── MilwaukeeJan14_2020.txt │ ├── MindenSep12_2020.txt │ ├── MinneapolisOct10_2019.txt │ ├── MosineeSep17_2020.txt │ ├── NewHampshireAug15_2019.txt │ ├── NewHampshireAug28_2020.txt │ ├── NewHampshireFeb10_2020.txt │ ├── NewMexicoSep16_2019.txt │ ├── OhioSep21_2020.txt │ ├── PhoenixFeb19_2020.txt │ ├── PittsburghSep22_2020.txt │ ├── TexasSep23_2019.txt │ ├── ToledoJan9_2020.txt │ ├── TulsaJun20_2020.txt │ ├── TupeloNov1_2019.txt │ ├── WildwoodJan28_2020.txt │ ├── Winston-SalemSep8_2020.txt │ └── YumaAug18_2020.txt └── stock_index.csv ├── Chapter11 ├── Airdata.csv ├── Chaper 11 Excercises.ipynb ├── Chapter 11.ipynb ├── CustomerEnteries.xlsx ├── Readme.txt ├── Temperature_data.csv ├── WH Report.csv ├── chicago_population.csv ├── columns.csv ├── creditcard.txt ├── imdb_top_1000.csv ├── kidney_disease.csv └── responses.csv ├── Chapter12 ├── Chaper 12 Excercises.ipynb ├── Chapter 12.ipynb ├── Countires.csv ├── Electricity Data 2016_2017.csv ├── ReadMe.txt ├── Table1.csv ├── Taekwondo_Technique_Classification_Stats.csv ├── Temperature 2016.csv ├── TopSongDT.pdf ├── ToyotaCorolla.csv ├── Treatment.csv ├── Universities.csv ├── WH Report.csv ├── Yeild.csv ├── populations.csv └── songAttributes_1999-2019.csv ├── Chapter13 ├── Cereals.csv ├── Chapter 13 Excercises.ipynb ├── Chapter 13.ipynb ├── Customer Churn.csv ├── GoogleStock.csv ├── Noise_data.csv ├── PCA_toy_dataset.xlsx ├── ReadMe.txt ├── Stocks 2020.csv ├── ToyotaCorolla.csv ├── WH Report_preprocessed.csv ├── amznStock.csv ├── california-COVID.csv ├── covid19hospitalbycounty.csv └── new_train.csv ├── Chapter14 ├── 500_Person_Gender_Height_Weight_Index.csv ├── BrainAllometry_Supplement_Data.csv ├── Chaper 14 Excercises.ipynb ├── Chapter 14.ipynb ├── GDP 2019 2020.csv ├── Noise_data.csv ├── ReadMe.txt ├── WH Report_preprocessed.csv ├── adult.csv ├── color_nominal.csv └── countries of the world.csv ├── Chapter15 ├── .ipynb_checkpoints │ └── Chapter 15-checkpoint.ipynb ├── 2014.csv ├── 2016.csv ├── 2017.csv ├── 2018.csv ├── 2019.csv ├── 2020.csv ├── AttitudeQ1.png ├── AttitudeQ2.png ├── AttitudeQ3.png ├── Chapter 15.ipynb ├── Gender.png ├── MV_Assortment.png ├── MentalIlness.png ├── ReadMe.txt ├── ResidingCountry.png ├── SupportEx1.png ├── SupportEx2.png ├── SupportQ1.png ├── SupportQ2.png ├── SupportQ3.png ├── SupportQ4.png ├── SupportQ5.png ├── Treatment.png ├── WorkingCountry.png └── Year.png ├── Chapter16 ├── Chapter 16.ipynb ├── Compare Test_Prediction.png ├── 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