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1.   Cutting Edge Political Science                                                

2.   2. Data Cleaning                                                                   Sep. 13, 2021

     How to visualize data

3.   Data Visualization (101)                                        

4.   Scatter Plot

5.   Line Graph                                                                           Sep. 13, 2021

6.   Mapping 1 (World, Japan)                                                     Sep. 13, 2021

7.   Mapping 2 (Prefecture)

8.   Mapping 3 (Lower House Election)

9.   Descriptive Statistics                                                            Sep. 13, 2021

10. Inferential Statistics                                                              Sep. 13, 2021

11. ttest (1 group)                                                                     Sep. 13, 2021

12. ttest (2 groups)

13. Correlation / Chi-squared test

      Causal Inference

14. Selection Bias and Rubin's Causal Model

15. Selection Bias (Simulation)

16. RCT

17. Regression Model for Causal Inference

　　Prediction and Causal Inference (Linear Model)

18. Multiple Regression 1

19. Multiple Regression 2 (Dummy variable) 

20. Multiple Regression 3 (Interaction term 1) 

21. Multiple Regression 4 (Interaction term 2) 

22. Multiple Regression 5 (Regression to the mean) 

23. Multiple Regression 6 (Simulation for Regression) 

24. Multiple Regression 7 (RCT) 

25. Multiple Regression 8 (Omitted Variable Bias)  

26. Multiple Regression 9 (Backdoor Standard and DAG)

27. Multiple Regression 10 (RDD)

28. Multiple Regression 11 (DID)

29. Multiple Regression 12 (Propensity Score)

30. Multiple Regression 13 (Panel Data)

     Prediction and Causal Inference (Non-Linear Model)

31. Logistic Regression Analysis

32. Logistic Regression Analysis (interaction term 1)

33. Logistic Regression Analysis (interaction term 2)

34. OLS and Maximum Likelyhood

　　Related topics  

35. How to install R and RStudio (Yuki Yanai)

36. R Programming 101

37. Statistical Modeling

38. Probability Theory 101

39. Visualizing Japan's Election Data: 1996-2017

40. Data Scraping

41. Connoint Analysis