Statistics for Data Analysis Using Python

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01/23/21 at 6:31am GMT+1

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449138d31afe5adc05fdac98ddd42b4b34333d94

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Description

Description

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

File list

Statistics for Data Analysis Using Python
.pad/0 50 B
TutsNode.com.txt 63 B
[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/10. Solution Select an element from the list.html 61 B
[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/12. A review of lists.html 133 B
[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/13. Solution A review of lists.html 72 B
[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/3. Download Section 1 Resources and the Course Slides.html 168 B
[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/3.1 Section 1.ipynb 36 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/4. Getting started with Python.srt 17.9 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/6. Introduction to coding exercises.html 133 B
[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/7. Solution Introduction to coding exercises.html 96 B
[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/8. Working with a List - Part 1.srt 21.1 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/1. Introduction/9. Select an element from the list.html 133 B
[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/1. Download Section 2 Resources.html 71 B
[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/10. Solution Find the Inter Quartile Range.html 130 B
[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/5. Quiz Descriptive Statistics.html 133 B
[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/6. Descriptive Statistics Using Python.srt 17.8 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/7. Find the mean, mode, median and standard deviation.html 133 B
[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/8. Solution Find the mean, mode, median and standard deviation.html 179 B
[TutsNode.com] - Statistics for Data Analysis Using Python/2. Descriptive Statistics/9. Find the Inter Quartile Range.html 133 B
[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 71 B
[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/1.1 Section 3.ipynb 198.9 KB
[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 133 B
[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 65 B
[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 133 B
[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 63 B
[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 15 KB
[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 133 B
[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 18.9 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/2. NumPy - Part 1.srt 20.8 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/2.1 Section 3.ipynb 198.5 KB
[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 133 B
[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 76 B
[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/24. [Theory] Binomial Distribution.mp4 127.2 MB
[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/24. [Theory] Binomial Distribution.srt 18.7 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/25. Quiz Binomial Distribution.html 133 B
[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 16.9 KB
[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 22.5 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/28. Flipping a Coin.html 133 B
[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 72 B
[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/3. Two Dimensional Array.html 133 B
[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 133 B
[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 104 B
[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 133 B
[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 75 B
[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 15.6 KB
[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 79 B
[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 14.3 KB
[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 13.8 KB
[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 14.2 KB
[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 15.6 KB
[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 13.4 KB
[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 133 B
[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 93 B
[TutsNode.com] - Statistics for Data Analysis Using Python/3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/7. NumPy - Part 2.srt 15.8 KB
[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 133 B
[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 82 B
[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/1.1 Piece_Dim.csv 1.6 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/1.2 Section 4.ipynb 104.7 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/10. DataFrame - Dealing with Rows.mp4 154.8 MB
[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/10. DataFrame - Dealing with Rows.srt 34.8 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/12. Solution What is the Temperature on Monday.html 449 B
[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/2. Pandas Series.srt 14.3 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/2.1 Section 4.ipynb 104.7 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/6. Reading a .csv File (Importing External Data).srt 16.7 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/4. Pandas Package/9. DataFrame - Dealing with Columns.srt 13.8 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/5. Data Visualization Using Matplotlib.pyplot and Seaborn Libraries/1.1 Section 5.ipynb 870.4 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/5. Data Visualization Using Matplotlib.pyplot and Seaborn Libraries/10. Visualizing the Titanic dataset.srt 23 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/5. Data Visualization Using Matplotlib.pyplot and Seaborn Libraries/2. Histogram using matplotlib.pyplot.srt 12.9 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/5. Data Visualization Using Matplotlib.pyplot and Seaborn Libraries/3. Box Plot using matplotlib.pyplot.srt 13.6 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/5. Data Visualization Using Matplotlib.pyplot and Seaborn Libraries/7. Seaborn - Displot group of plots.srt 18.8 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/5. Data Visualization Using Matplotlib.pyplot and Seaborn Libraries/8. Seaborn - Catplot group of plots.srt 15.3 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/1.1 Section 6.ipynb 71.3 KB
[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 15.3 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/11. [Theory] Types of Errors - Summary.srt 15.7 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/12. [Theory] Hypothesis Testing - An Overview.srt 15.4 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/16. Hypothesis Testing Using Python.srt 14.8 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/2. [Theory] Population vs Samples.srt 10.1 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/2.1 Section 6.ipynb 71.3 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/5. Central Limit Theorem - Using Python.mp4 127.8 MB
[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/5. Central Limit Theorem - Using Python.srt 22.8 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/6. Inferential Statistics and Hypothesis Testing - Introduction/9. [Theory] Hypothesis Testing - A Simple Introduction.srt 15.8 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/7. Hypothesis Testing Part 1 (One Sample Tests)/1.3 Section 7.ipynb 66.3 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/7. Hypothesis Testing Part 1 (One Sample Tests)/10. One Proportion Test Using Python.srt 14.8 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/7. Hypothesis Testing Part 1 (One Sample Tests)/2.1 Section 7.ipynb 66.3 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/7. Hypothesis Testing Part 1 (One Sample Tests)/5. One Sample Z Test - Examples.srt 6.6 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/7. Hypothesis Testing Part 1 (One Sample Tests)/6. One Sample Z Test Using Python.srt 19.3 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/7. Hypothesis Testing Part 1 (One Sample Tests)/9. [Theory] One Proportion Test.srt 15.7 KB
[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 124 KB
[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 13.7 KB
[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 16.3 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/18. Two Variances Test Using Python.srt 15.1 KB
[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 124 KB
[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 17.9 KB
[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 15.9 KB
[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 15.1 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/28. [Theory] Contingency Tables.srt 13.7 KB
[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 18.5 KB
[TutsNode.com] - Statistics for Data Analysis Using Python/8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/4. Two Sample z Test Using Python.srt 15.1 KB
[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 14.6 KB

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