Udemy - Demographic and Health Survey Data Analysis in R and RStu...

Files:

• Get Bonus Downloads Here.url (0.2 KB)
~Get Your Files Here ! 1 - Introduction to RStudio for DHS Data Analysis
• 1. Welcome to RStudio for DHS Data Analysis.mp4 (33.4 MB)
• 2. Course Overview RStudio Statistics & Publication Workflow.mp4 (88.3 MB)
10 - Linear Regression in RStudio for Public Health Research
• 60. Defining the Outcome and Independent Variables.mp4 (21.4 MB)
• 61. Simple Linear Regression.mp4 (30.4 MB)
• 62. Multiple Linear Regression.mp4 (29.5 MB)
11 - Survey Weighted Logistic Regression (svy) in RStudio
• 63. Defining Survey Design for Logistic Regression.mp4 (33.1 MB)
• 63. Defining Survey Design for Logistic Regression_Resource_svy logit R.R (3.4 KB)
• 64. Survey Weighted Simple Logistic Regression.mp4 (28.7 MB)
• 65. Survey Weighted Multiple Logistic Regression.mp4 (18.5 MB)
• 66. Changing Reference Categories in svy Models.mp4 (38.6 MB)
• 67. Publication Ready Tables for svy Logistic Regression Crude Odds Ratio.mp4 (93.4 MB)
• 68. Publication Ready Tables for svy Logistic Regression Adjusted Odds Ratios.mp4 (39.4 MB)
• 69. Final publication ready Table and Exporting svy Logistic Regression to MS Word.mp4 (53.0 MB)
2 - Reading and Understanding DHS Data and Codebooks (Multi Country)
• 3. Importing Tanzania DHS Data from Stata ( dta) Files.mp4 (20.1 MB)
• 3. Importing Tanzania DHS Data from Stata ( dta) Files_Resource_Read DHS R.R (0.7 KB)
• 4. Importing Tanzania DHS Data from SPSS ( sav) Files.mp4 (17.5 MB)
• 5. Reading DHS Data from Other Countries (Peru Ethiopia).mp4 (35.5 MB)
• 6. Understanding DHS Variables Using Codebooks.mp4 (69.6 MB)
• 6. Understanding DHS Variables Using Codebooks_Resource_CodeBook docx.docx (171.9 KB)
• 7. Selecting Variables Using the select() Function (Examples).mp4 (60.9 MB)
• 8. Creating a Short Summary Table Using the gtsummary Package.mp4 (12.1 MB)
3 - Preparing Nutritional Indicators from DHS Data Stunting Wasting &Underweigt
• 10. Choosing DHS Variables for Nutritional Indicators and Covariates CodeBook.mp4 (59.1 MB)
• 11. Preparing Factor (Categorical) Variables and Value Labels.mp4 (46.8 MB)
• 12. Preparing Numerical (Continuous) Variables from the DHS Dataset.mp4 (42.1 MB)
• 13. Identifying Unusual extreme Values and Correcting Decimal Points.mp4 (45.7 MB)
• 14. Replacing Extreme and Unusual Values with Missing and Generating New Variables.mp4 (82.0 MB)
• 15. Generating Nutritional Indicators Stunting Wasting and Underweight.mp4 (72.7 MB)
• 16. Finalizing the Variable List for Analysis Nutritional and covariates.mp4 (33.1 MB)
• 17. Short Summary of Updated Variables Review of Finalized and Updated Variables.mp4 (33.8 MB)
• 18. Modifying Value Labels for Factor Variables.mp4 (100.6 MB)
• 19. Renaming Variables Based on Variable Names and Meaning.mp4 (71.2 MB)
• 20. Adding Variable Labels to the Current Dataset.mp4 (117.2 MB)
• 21. Saving the Dataset in RData Format.mp4 (33.2 MB)
• 9. Key DHS Variables for Stunting Wasting and Underweight.mp4 (30.7 MB)
• 9. Key DHS Variables for Stunting Wasting and Underweight_Resource_Nutrition DHS DataManagement R.R (3.7 KB)
4 - Descriptive Univariate & Bivariate Analysis with Statistical Tests (Unweighted)
• 22. Univariate Descriptive Statistics (Unweighted Analysis) gtsummary.mp4 (52.5 MB)
• 22. Univariate Descriptive Statistics (Unweighted Analysis) gtsummary_Resource_Nutrition DHS Desc pval R.R (3.7 KB)
• 23. Formatting Categorical Variables as n (%).mp4 (25.3 MB)
• 24. Formatting Continuous Variables as Mean ± Standard Deviation.mp4 (15.9 MB)
• 25. Setting Decimal Places for Statistical Results.mp4 (27.4 MB)
• 26. Bivariate Analysis Using Column Percentages (Unweighted).mp4 (15.6 MB)
• 27. Adding Overall Findings to Bivariate Tables.mp4 (60.2 MB)
• 28. Adding p Values Using t Test and Chi Square Test (Unweighted).mp4 (41.7 MB)
• 29. Exporting Publication Ready Tables to MS Word.mp4 (48.0 MB)
5 - Descriptive Univariate & Bivariate Analysis Survey Weigthed p value
• 30. Setting Up Survey Design (svyset svydesign).mp4 (33.0 MB)
• 30. Setting Up Survey Design (svyset svydesign)_Resource_Nutrition DHS SVY Desc pval R.R (3.2 KB)
• 31. Univariate Descriptive Statistics (Survey Weighted).mp4 (24.1 MB)
• 32. Checking Findings Against Published Reports.mp4 (12.7 MB)
• 33. Table Formatting – n (%) and Mean ± SD (Survey Weighted).mp4 (47.5 MB)
• 34. Survey Weighted Bivariate Analysis (svy).mp4 (37.4 MB)
• 35. Survey Weighted Chi Square Test and p Value (svy).mp4 (70.5 MB)
• 36. Exporting Survey Weighted Tables to MS Word (Publication Ready).mp4 (48.1 MB)
6 - Bar Diagrams for Categorical Variables in RStudio (ggplot2)
• 37. Bar Diagram for a Single Categorical Variable.mp4 (59.8 MB)
• 37. Bar Diagram for a Single Categorical Variable_Resource_Nutrition DHS graph bar R.R (5.2 KB)
• 38. Bar Diagram for a Single Categorical Variable – Customization & Labeling.mp4 (58.9 MB)
• 39. Bar Diagram for Two Categorical Variables (Grouped Bar Chart).mp4 (93.6 MB)
7 - Bar Diagrams for Binary Variables in RStudio (ggplot2)
• 40. Bar Diagram for a Binary Variable by One Categorical Variable.mp4 (82.8 MB)
• 41. Bar Diagram for a Binary Variable by Two Categorical Variables.mp4 (141.6 MB)
• 42. Removing Background and Using Clean Themes in ggplot2.mp4 (27.9 MB)
• 43. Bar Diagram for Multiple Binary Variables.mp4 (168.8 MB)
• 44. Exporting Figures to a Folder in RStudio (Publication Ready).mp4 (61.3 MB)
8 - Box Plots for Continuous Variables in RStudio (ggplot2)
• 45. Box Plot for a Single Continuous Variable.mp4 (20.4 MB)
• 45. Box Plot for a Single Continuous Variable_Resource_Nutritio DHS box R.R (1.8 KB)
• 46. Box Plot for a Single Continuous Variable – Labeling & Customization.mp4 (52.3 MB)
• 47. Box Plot for a Single Continuous Variable by One Categorical Variable.mp4 (29.2 MB)
• 48. Box Plot for a Single Continuous Variable by Two Categorical Variables.mp4 (22.7 MB)
• 49. Modifying and Labeling Box Plots for Publication Ready Graphics.mp4 (87.2 MB)
9 - Logistic Regression in RStudio Using the gtsummary Package
• 50. Defining the Outcome Variable for Logistic Regression.mp4 (21.2 MB)
• 50. Defining the Outcome Variable for Logistic Regression_Resource_logit R.R (7.3 KB)
• 51. Simple Logistic Regression (Unadjusted Odds Ratio).mp4 (65.0 MB)
• 52. Multiple Logistic Regression (Adjusted Odds Ratios).mp4 (29.3 MB)
• 53. Changing Reference Categories for Categorical Independent Variables.mp4 (65.9 MB)
• 54. Recap – Variable Modification for Logistic Regression.mp4 (86.3 MB)
• 55. Publication Ready Table for Unadjusted Odds Ratios.mp4 (133.1 MB)
• 56. Publication Ready Table for Adjusted Odds Ratios (AOR).mp4 (54.9 MB)
• 57. Final – Publication Ready Table (Unadjusted & Adjusted Odds Ratios).mp4 (28.7 MB)
• 58. Saving Publication Ready Tables in MS Word.mp4 (34.2 MB)
• 59. Factors Associated with Stunting Underweight and Wasting.mp4 (121.5 MB)
• Bonus Resources.txt (0.1 KB)