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Statistics For Data Analysis Using Python
TORRENT SUMMARY
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Perform simple or complex statistical calculations using Python! – You don’t need to be a programmer for this
You are not expected to have any prior knowledge of Python. I will start with the basics. Coding exercises are provided to test your learnings.
The course not only explains, how to conduct statistical tests using Python but also explains in detail, how to perform these using a calculator (as if, it was the 1960s). This will help you in gaining the real intuition behind these tests.
Learn statistics, and apply these concepts in your workplace using Python.
The course will teach you the basic concepts related to Statistics and Data Analysis, and help you in applying these concepts. Various examples and data-sets are used to explain the application.
I will explain the basic theory first, and then I will show you how to use Python to perform these calculations.
The following areas of statistics are covered:
Descriptive Statistics – Mean, Mode, Median, Quartile, Range, Inter Quartile Range, Standard Deviation.
Data Visualization – Commonly used plots such as Histogram, Box and Whisker Plot and Scatter Plot, using the Matplotlib.pyplot and Seaborn libraries.
Probability – Basic Concepts, Permutations, Combinations
Population and Sampling – Basic concepts
Probability Distributions – Normal, Binomial and Poisson Distributions
Hypothesis Testing – One Sample and Two Samples – z Test, t-Test, F Test and Chi-Square Test
ANOVA – Perform Analysis of Variance (ANOVA) step by step doing the manual calculation and by using Python.
The Goodness of Fit and the Contingency Tables.
Who this course is for:
Anyone who want to use statistics to make fact based decisions.
Anyone who wants to learn Python for career in data science.
Anyone who thinks Statistics is confusing and wants to learn it in plain and simple language.
Requirements
Basic school level mathematics will be helpful.
You will need to download and install Python on your PC or laptop.
Last Updated 1/2021
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FILE LIST
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TutsNode.com.txt
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[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/10. Solution Select an element from the list.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/12. A review of lists.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/13. Solution A review of lists.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/3. Download Section 1 Resources and the Course Slides.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/3.1 Section 1.ipynb
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[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/4. Getting started with Python.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/6. Introduction to coding exercises.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/7. Solution Introduction to coding exercises.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/8. Working with a List - Part 1.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/9. Select an element from the list.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/1. Download Section 2 Resources.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/10. Solution Find the Inter Quartile Range.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/5. Quiz Descriptive Statistics.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/6. Descriptive Statistics Using Python.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/7. Find the mean, mode, median and standard deviation.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/8. Solution Find the mean, mode, median and standard deviation.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/9. Find the Inter Quartile Range.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/1. Download Section 3 Resources.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/1.1 Section 3.ipynb
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/10. Select a subsection of an Array.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/11. Solution Select a subsection of an Array.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/13. Divide the Array elements by 10.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/14. Solution Divide the array elements by 10.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/16. [Theory] Basics of Probability - Part 2.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/18. Quiz Basics of Probability.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/19. Generating Random Numbers to Simulate the Probability.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/2. NumPy - Part 1.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/2.1 Section 3.ipynb
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/21. Generate Five Random Numbers.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/22. Solution Generate Five Random Numbers.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/24. [Theory] Binomial Distribution.mp4
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/24. [Theory] Binomial Distribution.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/25. Quiz Binomial Distribution.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/26. Binomial Distribution Using NumPy.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/27. Introducing SciPy Package for Binomial Distributions.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/28. Flipping a Coin.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/29. Solution Flipping a Coin.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/3. Two Dimensional Array.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/30. Let's Flip Again.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/31. Solution Let's Flip Again.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/32. Number of defectives in a selection.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/33. Solution Number of defectives in a selection.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/37. Poisson Distribution Using SciPy.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/4. Solution Two Dimensional Array.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/42. [Theory] Normal Distribution - Part 1.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/43. [Theory] Normal Distribution - Part 2.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/45. Normal Distribution Using NumPy.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/46. Normal Distribution Using SciPy.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/49. Descriptive Statistics Using NumPy.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/5. Creating a Numpy array.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/6. Solution Creating a Numpy array.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/7. NumPy - Part 2.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/8. Filtering from an Array.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/9. Solution Filtering from an Array.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/1.1 Piece_Dim.csv
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[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/1.2 Section 4.ipynb
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[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/10. DataFrame - Dealing with Rows.mp4
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[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/10. DataFrame - Dealing with Rows.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/12. Solution What is the Temperature on Monday.html
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[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/2. Pandas Series.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/2.1 Section 4.ipynb
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[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/6. Reading a .csv File (Importing External Data).srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/9. DataFrame - Dealing with Columns.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/5. Data Visualization Using Matplotlib.pyplot and Seaborn Libraries/1.1 Section 5.ipynb
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[TutsNode.com] - Statistics for Data Analysis Using Python/5. Data Visualization Using Matplotlib.pyplot and Seaborn Libraries/10. Visualizing the Titanic dataset.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/5. Data Visualization Using Matplotlib.pyplot and Seaborn Libraries/2. Histogram using matplotlib.pyplot.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/5. Data Visualization Using Matplotlib.pyplot and Seaborn Libraries/3. Box Plot using matplotlib.pyplot.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/5. Data Visualization Using Matplotlib.pyplot and Seaborn Libraries/7. Seaborn - Displot group of plots.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/5. Data Visualization Using Matplotlib.pyplot and Seaborn Libraries/8. Seaborn - Catplot group of plots.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/1.1 Section 6.ipynb
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[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/10. [Theory] Types of Errors - Type I and Type II Errors.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/11. [Theory] Types of Errors - Summary.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/12. [Theory] Hypothesis Testing - An Overview.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/16. Hypothesis Testing Using Python.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/2. [Theory] Population vs Samples.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/2.1 Section 6.ipynb
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[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/5. Central Limit Theorem - Using Python.mp4
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[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/5. Central Limit Theorem - Using Python.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/9. [Theory] Hypothesis Testing - A Simple Introduction.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/7. Hypothesis Testing Part 1 (One Sample Tests)/1.3 Section 7.ipynb
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[TutsNode.com] - Statistics for Data Analysis Using Python/7. Hypothesis Testing Part 1 (One Sample Tests)/10. One Proportion Test Using Python.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/7. Hypothesis Testing Part 1 (One Sample Tests)/2.1 Section 7.ipynb
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[TutsNode.com] - Statistics for Data Analysis Using Python/7. Hypothesis Testing Part 1 (One Sample Tests)/5. One Sample Z Test - Examples.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/7. Hypothesis Testing Part 1 (One Sample Tests)/6. One Sample Z Test Using Python.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/7. Hypothesis Testing Part 1 (One Sample Tests)/9. [Theory] One Proportion Test.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/1.2 Section 8.ipynb
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[TutsNode.com] - Statistics for Data Analysis Using Python/8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/11. [Theory] Paired t Test.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/17. [Theory] Two Variances Test.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/2.1 Section 8.ipynb
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[TutsNode.com] - Statistics for Data Analysis Using Python/8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/23. [Theory] Performing ANOVA by Manual Calculations.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/25. Conducting ANOVA Using Python - mpg Dataset.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/26. [Theory] Goodness of Fit.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/30. Contingency Tables Using Python.srt
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[TutsNode.com] - Statistics for Data Analysis Using Python/8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/8. [Theory] Two Sample t Test - Unequal Variance.srt
