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[ WebToolTip.com ] Udemy - Statistical Thinking For Data Analysis
Language: English | Duration: 7h 16m | Size: 3.48 GB
Understand the Reasoning and Thinking of Data Analysis
What you'll learn
How to assess the quality of study design and how it affects data quality
How to reason with variation in data using data visualizations and summary statistics
How to reason with the variation in sample statistics using sampling distributions
A conceptual understanding of statistical inference: confidence intervals and hypothesis testing
Introduction to linear regression
Introduction to R and RStudio analyzing real-world data
Requirements
Basic Arithmetic. No other background knowledge required
No programming experience required
VISITOR COMMENTS (0 )
FILE LIST
Filename
Size
~Get Your Files Here !/1-Overview of Course Content/1-Section 1 Preview.en_US.vtt
2.9 KB
~Get Your Files Here !/1-Overview of Course Content/1-Section 1 Preview.mp4
23.5 MB
~Get Your Files Here !/10-Integrity in Research/1-Section 10 - Integrity in Research - 1. The Extra Sensory Perception and Power-Pose Studies.pdf.pdf
323.2 KB
~Get Your Files Here !/10-Integrity in Research/1-The Extra Sensory Perception and Power-Pose Studies.en_US.vtt
10.5 KB
~Get Your Files Here !/10-Integrity in Research/1-The Extra Sensory Perception and Power-Pose Studies.mp4
140.6 MB
~Get Your Files Here !/10-Integrity in Research/2-Section 10 - Integrity in Research - 2. The Vioxx Study - Oxycontin and The Opioid Epidemic.pdf.pdf
354.8 KB
~Get Your Files Here !/10-Integrity in Research/2-The Vioxx Study - Oxycontin and The Opioid Epidemic.en_US.vtt
11.3 KB
~Get Your Files Here !/10-Integrity in Research/2-The Vioxx Study - Oxycontin and The Opioid Epidemic.mp4
168.5 MB
~Get Your Files Here !/2-Populations and Samples/1-Data, Types of Variables, Datasets.en_US.vtt
9.9 KB
~Get Your Files Here !/2-Populations and Samples/1-Data, Types of Variables, Datasets.mp4
43.1 MB
~Get Your Files Here !/2-Populations and Samples/1-Section 2 - Populations and Samples - 1. Data, Types of Variables, Datasets.pdf.pdf
256.8 KB
~Get Your Files Here !/2-Populations and Samples/2-Examples - The MMR Vaccine – Autism Link, COVID Testing in NYC Population.en_US.vtt
8.4 KB
~Get Your Files Here !/2-Populations and Samples/2-Examples - The MMR Vaccine – Autism Link, COVID Testing in NYC Population.mp4
47.9 MB
~Get Your Files Here !/2-Populations and Samples/2-Section 2 - Populations and Samples - 2. Examples - The MMR Vaccine – Autism Link, COVID Testing in NYC Population.pdf.pdf
255.9 KB
~Get Your Files Here !/2-Populations and Samples/3-R-Labs - Dataframes and Subsetting.en_US.vtt
18.9 KB
~Get Your Files Here !/2-Populations and Samples/3-R-Labs - Dataframes and Subsetting.mp4
396.6 MB
~Get Your Files Here !/2-Populations and Samples/3-Section 2 - Populations and Samples - 3. R-Labs - Dataframes and Subsetting.Rmd.Rmd
4.5 KB
~Get Your Files Here !/3-Types of Studies/1-Randomized Experiments - Migraine Study Example.en_US.vtt
9.7 KB
~Get Your Files Here !/3-Types of Studies/1-Randomized Experiments - Migraine Study Example.mp4
89.7 MB
~Get Your Files Here !/3-Types of Studies/1-Section 3 - Types of Studies - 1. Randomized Experiments - Migraine Study Example.pdf.pdf
368.4 KB
~Get Your Files Here !/3-Types of Studies/2-Randomized Experiment - Hydroxychloroquine and COVID Study Example.en_US.vtt
8.5 KB
~Get Your Files Here !/3-Types of Studies/2-Randomized Experiment - Hydroxychloroquine and COVID Study Example.mp4
48.4 MB
~Get Your Files Here !/3-Types of Studies/2-Section 3 - Types of Studies - 2. Randomized Experiment - Hydroxychloroquine Study Example.pdf.pdf
180.3 KB
~Get Your Files Here !/3-Types of Studies/3-Observational Studies - Hydroxychloroquine and COVID Study Example.en_US.vtt
8.3 KB
~Get Your Files Here !/3-Types of Studies/3-Observational Studies - Hydroxychloroquine and COVID Study Example.mp4
51.4 MB
~Get Your Files Here !/3-Types of Studies/3-Section 3 - Types of Studies - 3. Observational Studies - Hydroxychloroquine Study Example.pdf.pdf
92.4 KB
~Get Your Files Here !/4-Measuring Uncertainty with Probability/1-Section 4 - Measuring Uncertainty with Probability - 1. What is Probability.pdf.pdf
117.5 KB
~Get Your Files Here !/4-Measuring Uncertainty with Probability/1-What is Probability.en_US.vtt
11.9 KB
~Get Your Files Here !/4-Measuring Uncertainty with Probability/1-What is Probability.mp4
58.7 MB
~Get Your Files Here !/4-Measuring Uncertainty with Probability/2-Conditional Probability - Hospital Example.en_US.vtt
20.3 KB
~Get Your Files Here !/4-Measuring Uncertainty with Probability/2-Conditional Probability - Hospital Example.mp4
100.7 MB
~Get Your Files Here !/4-Measuring Uncertainty with Probability/2-Section 4 - Measuring Uncertainty with Probability - 2. Conditional Probability - Hospital Example.pdf.pdf
131.2 KB
~Get Your Files Here !/4-Measuring Uncertainty with Probability/3-Conditional Probability - Blood Pressure - Cholesterol Example.en_US.vtt
9.6 KB
~Get Your Files Here !/4-Measuring Uncertainty with Probability/3-Conditional Probability - Blood Pressure - Cholesterol Example.mp4
46.5 MB
~Get Your Files Here !/4-Measuring Uncertainty with Probability/3-Section 4 - Measuring Uncertainty with Probability - 3. Conditional Probability - Blood Pressure - Cholesterol Example.pdf.pdf
81.5 KB
~Get Your Files Here !/4-Measuring Uncertainty with Probability/4-Bayes Rule - Medical Testing for Disease Example.en_US.vtt
8 KB
~Get Your Files Here !/4-Measuring Uncertainty with Probability/4-Bayes Rule - Medical Testing for Disease Example.mp4
34.3 MB
~Get Your Files Here !/4-Measuring Uncertainty with Probability/4-Section 4 - Measuring Uncertainty with Probability - 4. Bayes Rule - Testing for Disease Example.pdf.pdf
141.5 KB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/1-Histograms, Means and Standard Deviations - Climate Change and College Football.en_US.vtt
17.3 KB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/1-Histograms, Means and Standard Deviations - Climate Change and College Football.mp4
166.5 MB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/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
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/2-Section 5 - Visualizing and Summarizing Sample Data - 3. The Normal Distribution and Z-Scores.pdf.pdf
284 KB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/2-The Normal Distribution and Z-Scores.en_US.vtt
9.5 KB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/2-The Normal Distribution and Z-Scores.mp4
41.2 MB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/3-Section 5 - Visualizing and Summarizing Sample Data - 4. The Normal Distribution and Z-Scores - Blood Pressure Example.pdf.pdf
557.6 KB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/3-The Normal Distribution and Z-Scores - Blood Pressure Example.en_US.vtt
18.5 KB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/3-The Normal Distribution and Z-Scores - Blood Pressure Example.mp4
213.4 MB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/4-R-Labs - Summary Statistics.en_US.vtt
9.4 KB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/4-R-Labs - Summary Statistics.mp4
119.5 MB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/4-Section 5 - Visualizing and Summarizing Sample Data - 5. R-Labs - Summary Statistics.Rmd.Rmd
2.1 KB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/5-R-Labs - Data Visualizations.en_US.vtt
11.7 KB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/5-R-Labs - Data Visualizations.mp4
154.9 MB
~Get Your Files Here !/5-Visualizing and Summarizing Sample Data/5-Section 5 - Visualizing and Summarizing Sample Data - 6. R-Labs - Data Visualizations.Rmd.Rmd
3 KB
~Get Your Files Here !/6-Visualizing and Summarizing Sample Statistics/1-Sample Proportions - Election Polling and Coin-Toss Example.en_US.vtt
14.1 KB
~Get Your Files Here !/6-Visualizing and Summarizing Sample Statistics/1-Sample Proportions - Election Polling and Coin-Toss Example.mp4
72.8 MB
~Get Your Files Here !/6-Visualizing and Summarizing Sample Statistics/1-Section 6 - Visualizing and Summarizing Sample Statistics - 1. Sample Proportion - Election Polling and Coin-Toss Example.pdf.pdf
369.2 KB
~Get Your Files Here !/6-Visualizing and Summarizing Sample Statistics/2-Sample Means - Height Example.en_US.vtt
11.5 KB
~Get Your Files Here !/6-Visualizing and Summarizing Sample Statistics/2-Sample Means - Height Example.mp4
131.8 MB
~Get Your Files Here !/6-Visualizing and Summarizing Sample Statistics/2-Section 6 - Visualizing and Summarizing Sample Statistics - 3. Sample Means - Pregnancy Duration Example.pdf.pdf
219.7 KB
~Get Your Files Here !/6-Visualizing and Summarizing Sample Statistics/3-Sample Means - Pregnancy Duration Example.en_US.vtt
11.9 KB
~Get Your Files Here !/6-Visualizing and Summarizing Sample Statistics/3-Sample Means - Pregnancy Duration Example.mp4
45.2 MB
~Get Your Files Here !/6-Visualizing and Summarizing Sample Statistics/3-Section 6 - Visualizing and Summarizing Sample Statistics - 3. Sample Means - Pregnancy Duration Example.pdf.pdf
219.7 KB
~Get Your Files Here !/7-Confidence Intervals/1-Confidence Intervals Population Mean - Heart Disease Example.en_US.vtt
14.9 KB
~Get Your Files Here !/7-Confidence Intervals/1-Confidence Intervals Population Mean - Heart Disease Example.mp4
114.6 MB
~Get Your Files Here !/7-Confidence Intervals/1-Section 7 - Confidence Intervals - 1. Population Mean - Heart Disease Example.pdf.pdf
298.6 KB
~Get Your Files Here !/7-Confidence Intervals/2-Population Proportion - National Youth Fitness Survey and Election Polling.en_US.vtt
13.1 KB
~Get Your Files Here !/7-Confidence Intervals/2-Population Proportion - National Youth Fitness Survey and Election Polling.mp4
58.1 MB
~Get Your Files Here !/7-Confidence Intervals/2-Section 7 - Confidence Intervals - 2. Population Proportion - National Youth Fitness Survey and Election Polling Example.pdf.pdf
252.5 KB
~Get Your Files Here !/7-Confidence Intervals/3-Comparing Means - National Youth Fitness Survey Example.en_US.vtt
11.3 KB
~Get Your Files Here !/7-Confidence Intervals/3-Comparing Means - National Youth Fitness Survey Example.mp4
83.1 MB
~Get Your Files Here !/7-Confidence Intervals/3-Section 7 - Confidence Intervals - 3. Comparing Means - National Youth Fitness Survey Example.pdf.pdf
176.1 KB
~Get Your Files Here !/8-Hypothesis Testing/1-Population Proportion - Coin-Toss Example.en_US.vtt
13.1 KB
~Get Your Files Here !/8-Hypothesis Testing/1-Population Proportion - Coin-Toss Example.mp4
68.7 MB
~Get Your Files Here !/8-Hypothesis Testing/1-Section 8 - Hypothesis Testing - 1. Population Proportion - Coin-Toss Example.pdf.pdf
128 KB
~Get Your Files Here !/8-Hypothesis Testing/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
~Get Your Files Here !/8-Hypothesis Testing/10-Types of Error and Power of the Test - Mask Study and Hydroxychloroquine Example.en_US.vtt
6.7 KB
~Get Your Files Here !/8-Hypothesis Testing/10-Types of Error and Power of the Test - Mask Study and Hydroxychloroquine Example.mp4
86.9 MB
~Get Your Files Here !/8-Hypothesis Testing/11-R-Labs - Comparing Means.en_US.vtt
9.5 KB
~Get Your Files Here !/8-Hypothesis Testing/11-R-Labs - Comparing Means.mp4
82 MB
~Get Your Files Here !/8-Hypothesis Testing/11-Section 8 - Hypothesis Testing - 11. R-Labs - Comparing Means.Rmd.Rmd
1.9 KB
~Get Your Files Here !/8-Hypothesis Testing/12-R-Labs - Comparing Proportions.en_US.vtt
7.3 KB
~Get Your Files Here !/8-Hypothesis Testing/12-R-Labs - Comparing Proportions.mp4
87.3 MB
~Get Your Files Here !/8-Hypothesis Testing/12-Section 8 - Hypothesis Testing - 12. R-Labs - Comparing Proportions.Rmd.Rmd
2 KB
~Get Your Files Here !/8-Hypothesis Testing/2-Population Mean - Height and Heart Disease Data Examples.en_US.vtt
14.8 KB
~Get Your Files Here !/8-Hypothesis Testing/2-Population Mean - Height and Heart Disease Data Examples.mp4
114.6 MB
~Get Your Files Here !/8-Hypothesis Testing/2-Section 8 - Hypothesis Testing - 2. Population Mean - Height and Heart Disease Data Examples.pdf.pdf
183.6 KB
~Get Your Files Here !/8-Hypothesis Testing/3-One-Sided versus Two-Sided Alternatives - Height and Heart Disease Data Examples.en_US.vtt
9.2 KB
~Get Your Files Here !/8-Hypothesis Testing/3-One-Sided versus Two-Sided Alternatives - Height and Heart Disease Data Examples.mp4
34.2 MB
~Get Your Files Here !/8-Hypothesis Testing/3-Section 8 - Hypothesis Testing - 3. One-Sided versus Two-Sided Alternatives - Height and Heart Disease Data Examples.pdf.pdf
200.6 KB
~Get Your Files Here !/8-Hypothesis Testing/4-Hypothesis Testing What Does the P-value Really Mean.en_US.vtt
10.3 KB
~Get Your Files Here !/8-Hypothesis Testing/4-Hypothesis Testing What Does the P-value Really Mean.mp4
161.5 MB
~Get Your Files Here !/8-Hypothesis Testing/4-Section 8 - Hypothesis Testing - 4. What Does the P-value Really Mean.pdf.pdf
196.1 KB
~Get Your Files Here !/8-Hypothesis Testing/5-Comparing Means - National Youth Fitness Survey Example.en_US.vtt
10.4 KB
~Get Your Files Here !/8-Hypothesis Testing/5-Comparing Means - National Youth Fitness Survey Example.mp4
35.8 MB
~Get Your Files Here !/8-Hypothesis Testing/5-Section 8 - Hypothesis Testing - 5. Comparing Means - National Youth Fitness Survey Example.pdf.pdf
237.6 KB
~Get Your Files Here !/8-Hypothesis Testing/6-Comparing Means - College Football Study Example.en_US.vtt
5.1 KB
~Get Your Files Here !/8-Hypothesis Testing/6-Comparing Means - College Football Study Example.mp4
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