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1. Introduction,1. Ten Things You Will Learn in This Course.mp4 48.91MB

1. Introduction,1. Ten Things You Will Learn in This Course.srt 4.16KB

10. Exploratory data analysis,1. Population vs. sample.mp4 12.20MB

10. Exploratory data analysis,1. Population vs. sample.srt 5.46KB

10. Exploratory data analysis,2. Mean, median, mode.mp4 10.49MB

10. Exploratory data analysis,2. Mean, median, mode.srt 6.92KB

10. Exploratory data analysis,3. Skewness.mp4 7.54MB

10. Exploratory data analysis,3. Skewness.srt 4.05KB

10. Exploratory data analysis,4. Exercise 25 Determining Skewness.html 197.00Bytes

10. Exploratory data analysis,4.1 skew_2.csv 161.00Bytes

10. Exploratory data analysis,4.2 Determining the skew - solution.html 123.00Bytes

10. Exploratory data analysis,4.3 skew_1.csv 156.00Bytes

10. Exploratory data analysis,5. Variance, standard deviation, and coefficient of variability.mp4 11.35MB

10. Exploratory data analysis,5. Variance, standard deviation, and coefficient of variability.srt 8.38KB

10. Exploratory data analysis,6. Covariance and correlation.mp4 14.10MB

10. Exploratory data analysis,6. Covariance and correlation.srt 8.93KB

10. Exploratory data analysis,6.1 landdata-states.csv 463.53KB

10. Exploratory data analysis,7. Exercise 26 Practical example with real estate data.html 1.05KB

10. Exploratory data analysis,7.1 practical_customer.csv 16.40KB

10. Exploratory data analysis,7.2 Practical Example RE Data - Solution.html 136.00Bytes

10. Exploratory data analysis,7.3 practical_product.csv 13.41KB

11. Hypothesis Testing,1. Distributions.mp4 106.94MB

11. Hypothesis Testing,1. Distributions.srt 8.68KB

11. Hypothesis Testing,10. Comparing two means - Dependent samples.mp4 49.26MB

11. Hypothesis Testing,10. Comparing two means - Dependent samples.srt 9.55KB

11. Hypothesis Testing,10.1 dependent-samples.csv 102.00Bytes

11. Hypothesis Testing,11. Exercise Comparing two means - Dependent samples.html 692.00Bytes

11. Hypothesis Testing,11.1 weight_data_exercise_kg.csv 264.00Bytes

11. Hypothesis Testing,11.2 Comparing two means - dependent samples - exercise solution.html 168.00Bytes

11. Hypothesis Testing,11.3 weight_data_exercise_lbs.csv 237.00Bytes

11. Hypothesis Testing,12. Comparing two means - Independent samples.mp4 44.36MB

11. Hypothesis Testing,12. Comparing two means - Independent samples.srt 7.64KB

11. Hypothesis Testing,12.1 independent-samples.csv 664.00Bytes

11. Hypothesis Testing,2. Standard Error and Confidence Intervals.mp4 65.65MB

11. Hypothesis Testing,2. Standard Error and Confidence Intervals.srt 11.56KB

11. Hypothesis Testing,3. Hypothesis testing.mp4 82.20MB

11. Hypothesis Testing,3. Hypothesis testing.srt 10.26KB

11. Hypothesis Testing,3.1 R Programming for Statistics and Data Science - Course notes - Hypothesis testing.pdf 700.23KB

11. Hypothesis Testing,4. Type I and Type II errors.mp4 41.66MB

11. Hypothesis Testing,4. Type I and Type II errors.srt 4.49KB

11. Hypothesis Testing,4.1 R Programming for Statistics and Data Science - Course notes - Hypothesis testing.pdf 700.23KB

11. Hypothesis Testing,5. Test for the mean - population variance known.mp4 58.64MB

11. Hypothesis Testing,5. Test for the mean - population variance known.srt 9.53KB

11. Hypothesis Testing,5.1 ztest-a.csv 234.00Bytes

11. Hypothesis Testing,6. Exercise Test for the mean - population variance known.html 380.00Bytes

11. Hypothesis Testing,6.1 Test for the mean - population variance known exercise solution.html 178.00Bytes

11. Hypothesis Testing,6.2 ztest-a.csv 234.00Bytes

11. Hypothesis Testing,7. The P-value.mp4 60.63MB

11. Hypothesis Testing,7. The P-value.srt 6.48KB

11. Hypothesis Testing,7.1 R Programming for Statistics and Data Science - Course notes - Hypothesis testing.pdf 700.23KB

11. Hypothesis Testing,8. Test for the mean - Population variance unknown.mp4 54.76MB

11. Hypothesis Testing,8. Test for the mean - Population variance unknown.srt 7.12KB

11. Hypothesis Testing,8.1 ttest-a.csv 70.00Bytes

11. Hypothesis Testing,9. Exercise Test for the mean - population variance unknown.html 548.00Bytes

11. Hypothesis Testing,9.1 ttest-a.csv 70.00Bytes

11. Hypothesis Testing,9.2 Test for the mean - population variance unknown exercise solution.html 180.00Bytes

12. Linear Regression Analysis,1. The linear regression model.mp4 57.54MB

12. Linear Regression Analysis,1. The linear regression model.srt 7.13KB

12. Linear Regression Analysis,2. Correlation vs regression.mp4 15.49MB

12. Linear Regression Analysis,2. Correlation vs regression.srt 2.13KB

12. Linear Regression Analysis,3. Geometrical representation.mp4 6.74MB

12. Linear Regression Analysis,3. Geometrical representation.srt 2.15KB

12. Linear Regression Analysis,4. First regression in R.mp4 37.93MB

12. Linear Regression Analysis,4. First regression in R.srt 5.69KB

12. Linear Regression Analysis,4.1 regression_example.csv 933.00Bytes

12. Linear Regression Analysis,5. How to interpret the regression table.mp4 50.28MB

12. Linear Regression Analysis,5. How to interpret the regression table.srt 5.74KB

12. Linear Regression Analysis,6. Exercise Doing a regression in R.html 866.00Bytes

12. Linear Regression Analysis,6.1 Linear regression in R - solution.html 147.00Bytes

12. Linear Regression Analysis,6.2 real_estate_price_size_year_view.csv 3.39KB

12. Linear Regression Analysis,7. Decomposition of variability SST, SSR, SSE.mp4 49.19MB

12. Linear Regression Analysis,7. Decomposition of variability SST, SSR, SSE.srt 4.33KB

12. Linear Regression Analysis,8. R-squared.mp4 34.41MB

12. Linear Regression Analysis,8. R-squared.srt 6.56KB

12. Linear Regression Analysis,9. Completed 100% of the course.html 1.19KB

2. Getting started,1. Intro.mp4 6.77MB

2. Getting started,1. Intro.srt 1.47KB

2. Getting started,2. Downloading and installing R & RStudio.mp4 14.09MB

2. Getting started,2. Downloading and installing R & RStudio.srt 4.52KB

2. Getting started,3. Quick guide to the RStudio user interface.mp4 14.89MB

2. Getting started,3. Quick guide to the RStudio user interface.srt 11.04KB

2. Getting started,3.1 RStudio shortcuts.pdf 685.40KB

2. Getting started,4. RStudio's GUI.html 156.00Bytes

2. Getting started,5. Changing the appearance in RStudio.mp4 4.18MB

2. Getting started,5. Changing the appearance in RStudio.srt 2.75KB

2. Getting started,6. Installing packages in R and using the library.mp4 27.70MB

2. Getting started,6. Installing packages in R and using the library.srt 7.22KB

3. The building blocks of R,1. Creating an object in R.mp4 43.96MB

3. The building blocks of R,1. Creating an object in R.srt 7.44KB

3. The building blocks of R,10. Exercise 4 Using functions in R.html 1.30KB

3. The building blocks of R,10.1 Using functions in R - solution.html 145.00Bytes

3. The building blocks of R,11. Functions and arguments.mp4 4.52MB

3. The building blocks of R,11. Functions and arguments.srt 3.55KB

3. The building blocks of R,12. Exercise 5 The arguments of a function.html 727.00Bytes

3. The building blocks of R,12.1 The arguments of a function - solution.html 154.00Bytes

3. The building blocks of R,13. Building a function in R (basics).mp4 24.60MB

3. The building blocks of R,13. Building a function in R (basics).srt 12.18KB

3. The building blocks of R,14. Objects and Functions.html 156.00Bytes

3. The building blocks of R,15. Exercise 6 Building a function in R.html 831.00Bytes

3. The building blocks of R,15.1 Building a function in R - solution.html 151.00Bytes

3. The building blocks of R,16. Using the script vs. using the console.mp4 9.33MB

3. The building blocks of R,16. Using the script vs. using the console.srt 3.97KB

3. The building blocks of R,2. Exercise 1 Creating an object in R.html 817.00Bytes

3. The building blocks of R,2.1 Creating an object in R - solution.html 150.00Bytes

3. The building blocks of R,3. Data types in R - Integers and doubles.mp4 8.39MB

3. The building blocks of R,3. Data types in R - Integers and doubles.srt 6.46KB

3. The building blocks of R,4. Data types in R - Characters and logicals.mp4 6.36MB

3. The building blocks of R,4. Data types in R - Characters and logicals.srt 4.57KB

3. The building blocks of R,5. Objects and Data Types.html 156.00Bytes

3. The building blocks of R,6. Exercise 2 Data types in R.html 1.22KB

3. The building blocks of R,6.1 Data types in R - solution.html 140.00Bytes

3. The building blocks of R,7. Coercion rules in R.mp4 5.44MB

3. The building blocks of R,7. Coercion rules in R.srt 3.66KB

3. The building blocks of R,8. Exercise 3 Coercion rules in R.html 644.00Bytes

3. The building blocks of R,8.1 Coercion Rules in R - Solution.html 144.00Bytes

3. The building blocks of R,9. Functions in R.mp4 6.18MB

3. The building blocks of R,9. Functions in R.srt 4.31KB

4. Vectors and vector operations,1. Intro.mp4 12.25MB

4. Vectors and vector operations,1. Intro.srt 1.77KB

4. Vectors and vector operations,10. Slicing and indexing a vector in R.mp4 19.04MB

4. Vectors and vector operations,10. Slicing and indexing a vector in R.srt 8.07KB

4. Vectors and vector operations,11. Extracting elements from a vector.html 156.00Bytes

4. Vectors and vector operations,12. Exercise 9 Indexing and slicing a vector.html 432.00Bytes

4. Vectors and vector operations,12.1 Indexing and slicing a vector - solution.html 156.00Bytes

4. Vectors and vector operations,13. Changing the dimensions of an object in R.mp4 8.93MB

4. Vectors and vector operations,13. Changing the dimensions of an object in R.srt 5.53KB

4. Vectors and vector operations,13.1 Course notes - Section II, III, IV.pdf 630.05KB

4. Vectors and vector operations,14. Exercise 10 Vector attributes - dimensions.html 785.00Bytes

4. Vectors and vector operations,14.1 Changing dimensions in R - solution.html 149.00Bytes

4. Vectors and vector operations,2. Introduction to vectors.mp4 6.92MB

4. Vectors and vector operations,2. Introduction to vectors.srt 4.44KB

4. Vectors and vector operations,3. Vector recycling.mp4 5.13MB

4. Vectors and vector operations,3. Vector recycling.srt 2.20KB

4. Vectors and vector operations,4. Exercise 7 Vector recycling.html 1.16KB

4. Vectors and vector operations,4.1 Vector recycling - solution.html 137.00Bytes

4. Vectors and vector operations,5. Naming a vector in R.mp4 9.11MB

4. Vectors and vector operations,5. Naming a vector in R.srt 3.86KB

4. Vectors and vector operations,6. Exercise 8 Vector attributes - names.html 585.00Bytes

4. Vectors and vector operations,6.1 Vector attributes - names - solution.html 150.00Bytes

4. Vectors and vector operations,7. Introduction to vectors.html 156.00Bytes

4. Vectors and vector operations,8. Getting help with R.mp4 24.77MB

4. Vectors and vector operations,8. Getting help with R.srt 8.47KB

4. Vectors and vector operations,9. Getting Help with R.html 156.00Bytes

5. Matrices,1. Creating a matrix in R.mp4 11.66MB

5. Matrices,1. Creating a matrix in R.srt 7.69KB

5. Matrices,10. Exercise 13 Matrix arithmetic.html 1.28KB

5. Matrices,10.1 Matrix arithmetic - solution.html 138.00Bytes

5. Matrices,11. Matrix operations in R.mp4 10.52MB

5. Matrices,11. Matrix operations in R.srt 5.31KB

5. Matrices,12. Matrix operations.html 156.00Bytes

5. Matrices,13. Exercise 14 Matrix operations.html 895.00Bytes

5. Matrices,13.1 Matrix operations - solution.html 138.00Bytes

5. Matrices,14. Categorical data.mp4 30.85MB

5. Matrices,14. Categorical data.srt 4.29KB

5. Matrices,15. Creating a factor in R.mp4 20.78MB

5. Matrices,15. Creating a factor in R.srt 6.85KB

5. Matrices,15.1 Course notes - Section II, III, IV, V.pdf 693.00KB

5. Matrices,16. Factors in R.html 156.00Bytes

5. Matrices,17. Exercise 15 Creating a factor in R.html 415.00Bytes

5. Matrices,17.1 Creating a factor in R - solution.html 149.00Bytes

5. Matrices,18. Lists in R.mp4 50.23MB

5. Matrices,18. Lists in R.srt 8.11KB

5. Matrices,19. Exercise Lists in R.html 1.47KB

5. Matrices,19.1 Lists in R - Exercise Solution.html 133.00Bytes

5. Matrices,2. Faster code creating a matrix in a single line of code.mp4 5.71MB

5. Matrices,2. Faster code creating a matrix in a single line of code.srt 3.34KB

5. Matrices,20. Completed 33% of the course.html 1.01KB

5. Matrices,3. Creating a matrix.html 156.00Bytes

5. Matrices,4. Exercise 11 Creating a matrix in R.html 682.00Bytes

5. Matrices,4.1 Creating a matrix in R - solution.html 149.00Bytes

5. Matrices,5. Do matrices recycle.mp4 3.39MB

5. Matrices,5. Do matrices recycle.srt 1.91KB

5. Matrices,6. Indexing an element from a matrix.mp4 15.20MB

5. Matrices,6. Indexing an element from a matrix.srt 4.60KB

5. Matrices,7. Slicing a matrix in R.mp4 7.37MB

5. Matrices,7. Slicing a matrix in R.srt 3.73KB

5. Matrices,8. Exercise 12 Indexing and slicing a matrix.html 914.00Bytes

5. Matrices,8.1 Indexing and slicing a matrix - solution.html 156.00Bytes

5. Matrices,9. Matrix arithmetic.mp4 14.32MB

5. Matrices,9. Matrix arithmetic.srt 7.34KB

6. Fundamentals of programming with R,1. Relational operators in R.mp4 7.55MB

6. Fundamentals of programming with R,1. Relational operators in R.srt 6.44KB

6. Fundamentals of programming with R,10. Exercise For Loops in R.html 132.00Bytes

6. Fundamentals of programming with R,10.1 For Loops in R Exercise Solution.html 130.00Bytes

6. Fundamentals of programming with R,11. While loops in R.mp4 7.94MB

6. Fundamentals of programming with R,11. While loops in R.srt 5.56KB

6. Fundamentals of programming with R,12. Exercise While loops in R.html 134.00Bytes

6. Fundamentals of programming with R,12.1 While Loops in R Exercise Solution.html 132.00Bytes

6. Fundamentals of programming with R,13. Repeat loops in R.mp4 6.45MB

6. Fundamentals of programming with R,13. Repeat loops in R.srt 4.06KB

6. Fundamentals of programming with R,14. Loops in R.html 156.00Bytes

6. Fundamentals of programming with R,15. Building a function in R 2.0.mp4 31.78MB

6. Fundamentals of programming with R,15. Building a function in R 2.0.srt 6.67KB

6. Fundamentals of programming with R,15.1 Generate the data we used in the previous lessons.html 136.00Bytes

6. Fundamentals of programming with R,16. Building a function in R 2.0 - Scoping.mp4 51.75MB

6. Fundamentals of programming with R,16. Building a function in R 2.0 - Scoping.srt 6.71KB

6. Fundamentals of programming with R,17. Exercise Scoping.html 350.00Bytes

6. Fundamentals of programming with R,17.1 Scoping Exercise Solution.html 126.00Bytes

6. Fundamentals of programming with R,18. Completed 50% of the course.html 1.13KB

6. Fundamentals of programming with R,2. Logical operators in R.mp4 5.08MB

6. Fundamentals of programming with R,2. Logical operators in R.srt 3.98KB

6. Fundamentals of programming with R,3. Vectors and logicals operators.mp4 3.92MB

6. Fundamentals of programming with R,3. Vectors and logicals operators.srt 3.01KB

6. Fundamentals of programming with R,4. Relational and Logical operators in R.html 156.00Bytes

6. Fundamentals of programming with R,5. Exercise Logical operators.html 67.00Bytes

6. Fundamentals of programming with R,5.1 Logical operators exercise solution.html 138.00Bytes

6. Fundamentals of programming with R,6. If, else, else if statements in R.mp4 9.67MB

6. Fundamentals of programming with R,6. If, else, else if statements in R.srt 6.86KB

6. Fundamentals of programming with R,7. Exercise If, else, else if statements in R.html 1.32KB

6. Fundamentals of programming with R,7.1 If, else, else if - exercise solution.html 140.00Bytes

6. Fundamentals of programming with R,8. If, else, else if statements - Keep-In-Mind's.mp4 6.45MB

6. Fundamentals of programming with R,8. If, else, else if statements - Keep-In-Mind's.srt 4.82KB

6. Fundamentals of programming with R,9. For loops in R.mp4 11.55MB

6. Fundamentals of programming with R,9. For loops in R.srt 8.76KB

7. Data frames,1. Intro.mp4 6.64MB

7. Data frames,1. Intro.srt 1.27KB

7. Data frames,10. Getting a sense of your data frame.mp4 8.93MB

7. Data frames,10. Getting a sense of your data frame.srt 5.18KB

7. Data frames,10.1 pokRdex-comma.csv 50.46KB

7. Data frames,11. Indexing and slicing a data frame in R.mp4 10.09MB

7. Data frames,11. Indexing and slicing a data frame in R.srt 5.57KB

7. Data frames,12. Data frame operations.html 156.00Bytes

7. Data frames,13. Extending a data frame in R.mp4 9.99MB

7. Data frames,13. Extending a data frame in R.srt 5.16KB

7. Data frames,14. Exercise 18 Data frame operations.html 1.20KB

7. Data frames,14.1 Data frames operations - solution.html 144.00Bytes

7. Data frames,15. Dealing with missing data in R.mp4 10.70MB

7. Data frames,15. Dealing with missing data in R.srt 6.29KB

7. Data frames,2. Creating a data frame in R.mp4 18.98MB

7. Data frames,2. Creating a data frame in R.srt 6.66KB

7. Data frames,3. Exercise 16 Creating a data frame in R.html 566.00Bytes

7. Data frames,3.1 Creating a data frame in R - solution.html 146.00Bytes

7. Data frames,4. The Tidyverse package.mp4 15.18MB

7. Data frames,4. The Tidyverse package.srt 4.03KB

7. Data frames,5. Data import in R.mp4 6.45MB

7. Data frames,5. Data import in R.srt 4.75KB

7. Data frames,5.1 pokRdex_comma.csv 60.46KB

7. Data frames,5.2 pokRdex_tab.txt 32.23KB

7. Data frames,6. Importing a CSV in R.mp4 8.18MB

7. Data frames,6. Importing a CSV in R.srt 4.04KB

7. Data frames,7. Data export in R.mp4 6.32MB

7. Data frames,7. Data export in R.srt 3.52KB

7. Data frames,8. Exercise 17 Importing and exporting data in R.html 744.00Bytes

7. Data frames,8.1 employee_data.csv 74.40KB

7. Data frames,8.2 Importing and exporting data in R - solution.html 162.00Bytes

7. Data frames,9. Creating data frames.html 156.00Bytes

8. Manipulating data,1. Intro.mp4 15.47MB

8. Manipulating data,1. Intro.srt 1.57KB

8. Manipulating data,10. Tidying data.html 156.00Bytes

8. Manipulating data,11. Exercise 20 Data tidying with Tidyr.html 696.00Bytes

8. Manipulating data,11.1 Data tidying with Tidyr - solution.html 148.00Bytes

8. Manipulating data,11.2 weather_untidy.csv 2.81KB

8. Manipulating data,11.3 tb_untidy.csv 14.45KB

8. Manipulating data,2. Data transformation with R - the Dplyr package - Part I.mp4 18.17MB

8. Manipulating data,2. Data transformation with R - the Dplyr package - Part I.srt 6.86KB

8. Manipulating data,3. Data transformation with R - the Dplyr package - Part II.mp4 7.36MB

8. Manipulating data,3. Data transformation with R - the Dplyr package - Part II.srt 4.15KB

8. Manipulating data,4. Sampling data with the Dplyr package.mp4 3.99MB

8. Manipulating data,4. Sampling data with the Dplyr package.srt 2.11KB

8. Manipulating data,5. Using the pipe operator in R.mp4 7.32MB

8. Manipulating data,5. Using the pipe operator in R.srt 3.66KB

8. Manipulating data,6. Manipulating data.html 156.00Bytes

8. Manipulating data,7. Exercise 19 Data transformation with Dplyr.html 935.00Bytes

8. Manipulating data,7.1 employee_data.csv 74.40KB

8. Manipulating data,7.2 Data transformation with Dplyr - solution.html 155.00Bytes

8. Manipulating data,8. Tidying data in R - gather() and separate().mp4 18.70MB

8. Manipulating data,8. Tidying data in R - gather() and separate().srt 9.00KB

8. Manipulating data,8.1 billboard.csv 95.34KB

8. Manipulating data,8.2 tb.csv 10.89KB

8. Manipulating data,9. Tidying data in R - unite() and spread().mp4 6.01MB

8. Manipulating data,9. Tidying data in R - unite() and spread().srt 3.34KB

8. Manipulating data,9.1 weather.csv 1.88KB

9. Visualizing data,1. Intro.mp4 6.66MB

9. Visualizing data,1. Intro.srt 1.43KB

9. Visualizing data,10. Exercise 23 Building a box plot with ggplot2.html 1.12KB

9. Visualizing data,10.1 Building a boxplot with ggplot2 - solution.html 158.00Bytes

9. Visualizing data,11. Building a scatterplot with ggplot2.mp4 16.84MB

9. Visualizing data,11. Building a scatterplot with ggplot2.srt 7.38KB

9. Visualizing data,2. Intro to data visualization.mp4 7.38MB

9. Visualizing data,2. Intro to data visualization.srt 4.80KB

9. Visualizing data,3. Intro to ggplot2.mp4 24.34MB

9. Visualizing data,3. Intro to ggplot2.srt 8.58KB

9. Visualizing data,3.1 hdi-cpi.csv 6.34KB

9. Visualizing data,4. Variables revisited.mp4 10.33MB

9. Visualizing data,4. Variables revisited.srt 6.92KB

9. Visualizing data,5. Building a histogram with ggplot2.mp4 22.58MB

9. Visualizing data,5. Building a histogram with ggplot2.srt 8.76KB

9. Visualizing data,5.1 titanic.csv 59.76KB

9. Visualizing data,6. Exercise 21 Building a histogram with ggplot2.html 631.00Bytes

9. Visualizing data,6.1 employee-data.csv 74.40KB

9. Visualizing data,6.2 Building a histogram with ggplot2 - solution.html 160.00Bytes

9. Visualizing data,7. Building a bar chart with ggplot2.mp4 12.21MB

9. Visualizing data,7. Building a bar chart with ggplot2.srt 8.74KB

9. Visualizing data,8. Exercise 22 Building a bar chart with ggplot2.html 771.00Bytes

9. Visualizing data,8.1 Building a bar chart with ggplot2 - solution.html 162.00Bytes

9. Visualizing data,9. Building a box and whiskers plot with ggplot2.mp4 20.28MB

9. Visualizing data,9. Building a box and whiskers plot with ggplot2.srt 8.13KB

[GigaCourse.com].url 49.00Bytes