Udemy - Statistical Thinking for Data Analysis

Files:

• Get Bonus Downloads Here.url (0.2 KB)
~Get Your Files Here ! 1-Overview of Course Content
• 1-Preview of First Chapter of my Textbook.url (0.1 KB)
• 1-Section 1 Preview.en_US.vtt (2.9 KB)
• 1-Section 1 Preview.mp4 (23.5 MB)
10-Integrity in Research
• 1-Section 10 - Integrity in Research - 1. The Extra Sensory Perception and Power-Pose Studies.pdf.pdf (323.2 KB)
• 1-The Extra Sensory Perception and Power-Pose Studies.en_US.vtt (10.5 KB)
• 1-The Extra Sensory Perception and Power-Pose Studies.mp4 (140.6 MB)
• 2-Section 10 - Integrity in Research - 2. The Vioxx Study - Oxycontin and The Opioid Epidemic.pdf.pdf (354.8 KB)
• 2-The Vioxx Study - Oxycontin and The Opioid Epidemic.en_US.vtt (11.3 KB)
• 2-The Vioxx Study - Oxycontin and The Opioid Epidemic.mp4 (168.5 MB)
2-Populations and Samples
• 1-Data, Types of Variables, Datasets.en_US.vtt (9.9 KB)
• 1-Data, Types of Variables, Datasets.mp4 (43.1 MB)
• 1-Section 2 - Populations and Samples - 1. Data, Types of Variables, Datasets.pdf.pdf (256.8 KB)
• 2-Examples - The MMR Vaccine – Autism Link, COVID Testing in NYC Population.en_US.vtt (8.4 KB)
• 2-Examples - The MMR Vaccine – Autism Link, COVID Testing in NYC Population.mp4 (47.9 MB)
• 2-Section 2 - Populations and Samples - 2. Examples - The MMR Vaccine – Autism Link, COVID Testing in NYC Population.pdf.pdf (255.9 KB)
• 3-R-Labs - Dataframes and Subsetting.en_US.vtt (18.9 KB)
• 3-R-Labs - Dataframes and Subsetting.mp4 (396.6 MB)
• 3-Section 2 - Populations and Samples - 3. R-Labs - Dataframes and Subsetting.Rmd.Rmd (4.5 KB)
3-Types of Studies
• 1-Randomized Experiments - Migraine Study Example.en_US.vtt (9.7 KB)
• 1-Randomized Experiments - Migraine Study Example.mp4 (89.7 MB)
• 1-Section 3 - Types of Studies - 1. Randomized Experiments - Migraine Study Example.pdf.pdf (368.4 KB)
• 2-Randomized Experiment - Hydroxychloroquine and COVID Study Example.en_US.vtt (8.5 KB)
• 2-Randomized Experiment - Hydroxychloroquine and COVID Study Example.mp4 (48.4 MB)
• 2-Section 3 - Types of Studies - 2. Randomized Experiment - Hydroxychloroquine Study Example.pdf.pdf (180.3 KB)
• 3-Observational Studies - Hydroxychloroquine and COVID Study Example.en_US.vtt (8.3 KB)
• 3-Observational Studies - Hydroxychloroquine and COVID Study Example.mp4 (51.4 MB)
• 3-Section 3 - Types of Studies - 3. Observational Studies - Hydroxychloroquine Study Example.pdf.pdf (92.4 KB)
4-Measuring Uncertainty with Probability
• 1-Section 4 - Measuring Uncertainty with Probability - 1. What is Probability.pdf.pdf (117.5 KB)
• 1-What is Probability.en_US.vtt (11.9 KB)
• 1-What is Probability.mp4 (58.7 MB)
• 2-Conditional Probability - Hospital Example.en_US.vtt (20.3 KB)
• 2-Conditional Probability - Hospital Example.mp4 (100.7 MB)
• 2-Section 4 - Measuring Uncertainty with Probability - 2. Conditional Probability - Hospital Example.pdf.pdf (131.2 KB)
• 3-Conditional Probability - Blood Pressure - Cholesterol Example.en_US.vtt (9.6 KB)
• 3-Conditional Probability - Blood Pressure - Cholesterol Example.mp4 (46.5 MB)
• 3-Section 4 - Measuring Uncertainty with Probability - 3. Conditional Probability - Blood Pressure - Cholesterol Example.pdf.pdf (81.5 KB)
• 4-Bayes Rule - Medical Testing for Disease Example.en_US.vtt (8.0 KB)
• 4-Bayes Rule - Medical Testing for Disease Example.mp4 (34.3 MB)
• 4-Section 4 - Measuring Uncertainty with Probability - 4. Bayes Rule - Testing for Disease Example.pdf.pdf (141.5 KB)
5-Visualizing and Summarizing Sample Data
• 1-Histograms, Means and Standard Deviations - Climate Change and College Football.en_US.vtt (17.3 KB)
• 1-Histograms, Means and Standard Deviations - Climate Change and College Football.mp4 (166.5 MB)
• 1-Section 5 - Visualizing and Summarizing Sample Data - 1. Histograms, Means and Standard Deviations - Climate Change and College Football Examples.pdf.pdf (344.4 KB)
• 2-Section 5 - Visualizing and Summarizing Sample Data - 3. The Normal Distribution and Z-Scores.pdf.pdf (284.0 KB)
• 2-The Normal Distribution and Z-Scores.en_US.vtt (9.5 KB)
• 2-The Normal Distribution and Z-Scores.mp4 (41.2 MB)
• 3-Section 5 - Visualizing and Summarizing Sample Data - 4. The Normal Distribution and Z-Scores - Blood Pressure Example.pdf.pdf (557.6 KB)
• 3-The Normal Distribution and Z-Scores - Blood Pressure Example.en_US.vtt (18.5 KB)
• 3-The Normal Distribution and Z-Scores - Blood Pressure Example.mp4 (213.4 MB)
• 4-R-Labs - Summary Statistics.en_US.vtt (9.4 KB)
• 4-R-Labs - Summary Statistics.mp4 (119.5 MB)
• 4-Section 5 - Visualizing and Summarizing Sample Data - 5. R-Labs - Summary Statistics.Rmd.Rmd (2.1 KB)
• 5-R-Labs - Data Visualizations.en_US.vtt (11.7 KB)
• 5-R-Labs - Data Visualizations.mp4 (154.9 MB)
• 5-Section 5 - Visualizing and Summarizing Sample Data - 6. R-Labs - Data Visualizations.Rmd.Rmd (3.0 KB)
6-Visualizing and Summarizing Sample Statistics
• 1-Sample Proportions - Election Polling and Coin-Toss Example.en_US.vtt (14.1 KB)
• 1-Sample Proportions - Election Polling and Coin-Toss Example.mp4 (72.8 MB)
• 1-Section 6 - Visualizing and Summarizing Sample Statistics - 1. Sample Proportion - Election Polling and Coin-Toss Example.pdf.pdf (369.2 KB)
• 2-Sample Means - Height Example.en_US.vtt (11.5 KB)
• 2-Sample Means - Height Example.mp4 (131.8 MB)
• 2-Section 6 - Visualizing and Summarizing Sample Statistics - 3. Sample Means - Pregnancy Duration Example.pdf.pdf (219.7 KB)
• 3-Sample Means - Pregnancy Duration Example.en_US.vtt (11.9 KB)
• 3-Sample Means - Pregnancy Duration Example.mp4 (45.2 MB)
• 3-Section 6 - Visualizing and Summarizing Sample Statistics - 3. Sample Means - Pregnancy Duration Example.pdf.pdf (219.7 KB)
7-Confidence Intervals
• 1-Confidence Intervals Population Mean - Heart Disease Example.en_US.vtt (14.9 KB)
• 1-Confidence Intervals Population Mean - Heart Disease Example.mp4 (114.6 MB)
• 1-Section 7 - Confidence Intervals - 1. Population Mean - Heart Disease Example.pdf.pdf (298.6 KB)
• 2-Population Proportion - National Youth Fitness Survey and Election Polling.en_US.vtt (13.1 KB)
• 2-Population Proportion - National Youth Fitness Survey and Election Polling.mp4 (58.1 MB)
• 2-Section 7 - Confidence Intervals - 2. Population Proportion - National Youth Fitness Survey and Election Polling Example.pdf.pdf (252.5 KB)
• 3-Comparing Means - National Youth Fitness Survey Example.en_US.vtt (11.3 KB)
• 3-Comparing Means - National Youth Fitness Survey Example.mp4 (83.1 MB)
• 3-Section 7 - Confidence Intervals - 3. Comparing Means - National Youth Fitness Survey Example.pdf.pdf (176.1 KB)
8-Hypothesis Testing
• 1-Population Proportion - Coin-Toss Example.en_US.vtt (13.1 KB)
• 1-Population Proportion - Coin-Toss Example.mp4 (68.7 MB)
• 1-Section 8 - Hypothesis Testing - 1. Population Proportion - Coin-Toss Example.pdf.pdf (128.0 KB)
• 10-Section 8 - Hypothesis Testing - 10. Types of Error and Power of the Test - Mask Study and Hydroxychloroquine Study Examples.pdf.pdf (153.5 KB)
• 10-Types of Error and Power of the Test - Mask Study and Hydroxychloroquine Example.en_US.vtt (6.7 KB)
• 10-Types of Error and Power of the Test - Mask Study and Hydroxychloroquine Example.mp4 (86.9 MB)
• 11-R-Labs - Comparing Means.en_US.vtt (9.5 KB)
• 11-R-Labs - Comparing Means.mp4 (82.0 MB)
• 11-Section 8 - Hypothesis Testing - 11. R-Labs - Comparing Means.Rmd.Rmd (1.9 KB)
• 12-R-Labs - Comparing Proportions.en_US.vtt (7.3 KB)
• 12-R-Labs - Comparing Proportions.mp4 (87.3 MB)
• 12-Section 8 - Hypothesis Testing - 12. R-Labs - Comparing Proportions.Rmd.Rmd (2.0 KB)
• 2-Population Mean - Height and Heart Disease Data Examples.en_US.vtt (14.8 KB)
• 2-Population Mean - Height and Heart Disease Data Examples.mp4 (114.6 MB)
• 2-Section 8 - Hypothesis Testing - 2. Population Mean - Height and Heart Disease Data Examples.pdf.pdf (183.6 KB)
• 3-One-Sided versus Two-Sided Alternatives - Height and Heart Disease Data Examples.en_US.vtt (9.2 KB)
• 3-One-Sided versus Two-Sided Alternatives - Height and Heart Disease Data Examples.mp4 (34.2 MB)
• 3-Section 8 - Hypothesis Testing - 3. One-Sided versus Two-Sided Alternatives - Height and Heart Disease Data Examples.pdf.pdf (200.6 KB)
• 4-Hypothesis Testing What Does the P-value Really Mean.en_US.vtt (10.3 KB)
• 4-Hypothesis Testing What Does the P-value Really Mean.mp4 (161.5 MB)
• 4-Section 8 - Hypothesis Testing - 4. What Does the P-value Really Mean.pdf.pdf (196.1 KB)
• 5-Comparing Means - National Youth Fitness Survey Example.en_US.vtt (10.4 KB)
• 5-Comparing Means - National Youth Fitness Survey Example.mp4 (35.8 MB)
• 5-Section 8 - Hypothesis Testing - 5. Comparing Means - National Youth Fitness Survey Example.pdf.pdf (237.6 KB)
• 6-Comparing Means - College Football Study Example.en_US.vtt (5.1 KB)
• 6-Comparing Means - College Football Study Example.mp4 (19.7 MB)
• 6-Section 8 - Hypothesis Testing - 6. Comparing Means - College Football Study Example.pdf.pdf (96.5 KB)
• 7-Comparing Proportions - Analysis of 2x2 Tables - National Youth Fitness Survey.en_US.vtt (13.1 KB)
• 7-Comparing Proportions - Analysis of 2x2 Tables - National Youth Fitness Survey.mp4 (46.5 MB)
• 7-Section 8 - Hypothesis Testing - 7. Comparing Proportions - Analysis of 2x2 Tables - National Youth Fitness Survey Data Example.pdf.pdf (341.1 KB)
• 8-Comparing Proportions - Analysis of 2x2 Tables - The Power-Pose Study Example.en_US.vtt (3.4 KB)
• 8-Comparing Proportions - Analysis of 2x2 Tables - The Power-Pose Study Example.mp4 (20.4 MB)
• 8-Section 8 - Hypothesis Testing - 8. Comparing Proportions - Analysis of 2x2 Tables - The Power-Pose Study Example.pdf.pdf (180.0 KB)
• 9-Section 8 - Hypothesis Testing - 9. Types of Error and Power of the Test.pdf.pdf (340.7 KB)
• 9-Types of Error and Power of the Test.en_US.vtt (21.8 KB)
• 9-Types of Error and Power of the Test.mp4 (81.6 MB)
9-Linear Regression
• 1-Correlation - National Youth Fitness Survey Data Example.en_US.vtt (10.3 KB)
• 1-Correlation - National Youth Fitness Survey Data Example.mp4 (36.8 MB)
• 1-Section 9 - Linear Regression - 1. Correlation - National Youth Fitness Survey Data Example.pdf.pdf (439.3 KB)
• 2-Section 9 - Linear Regression - 2. The Line of Best Fit - COVID-19 and National Youth Fitness Survey Data Example.pdf.pdf (331.7 KB)
• 2-The Line of Best Fit - COVID-19 and National Youth Fitness Survey Data Example.en_US.vtt (9.5 KB)
• 2-The Line of Best Fit - COVID-19 and National Youth Fitness Survey Data Example.mp4 (50.9 MB)
• 3-Section 9 - Linear Regression - 3. Understanding How the Line of Best Fit is Chosen.pdf.pdf (247.0 KB)
• 3-Understanding How the Line of Best Fit is Chosen.en_US.vtt (9.6 KB)
• 3-Understanding How the Line of Best Fit is Chosen.mp4 (36.2 MB)
• 4-Section 9 - Linear Regression - 4. Statistical Inference for the Slope of the Line of Best Fit - National Youth Fitness Survey Data Example.pdf.pdf (350.1 KB)
• 4-Statistical Inference for the Line of Best Fit - National Youth Fitness Survey.en_US.vtt (11.2 KB)
• 4-Statistical Inference for the Line of Best Fit - National Youth Fitness Survey.mp4 (53.6 MB)
• 5-Multiple Linear Regression - National Youth Fitness Survey Data Example.en_US.vtt (9.6 KB)
• 5-Multiple Linear Regression - National Youth Fitness Survey Data Example.mp4 (47.3 MB)
• 5-Section 9 - Linear Regression - 5. Multiple Linear Regression - National Youth Fitness Survey Data Example.pdf.pdf (407.1 KB)
• 6-R-Labs - Simple Linear Regression.en_US.vtt (10.1 KB)
• 6-R-Labs - Simple Linear Regression.mp4 (41.1 MB)
• 6-Section 9 - Linear Regression - 6. R-Labs - Simple Linear Regression.Rmd.Rmd (1.8 KB)
• Bonus Resources.txt (0.1 KB)