Medical statistics and Data Science: videos in youTube channel
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Boxplot
Boxplot (part 1: introduction to boxplot)
Boxplot (part 2: Mathematics (upper adjacent value)
Boxplot (part 3: Mathematics (lower adjacent value)
Common statistical tests used in Table 1 in scientific articles
Overview of common statistical tests used in Table 1 in scientific articles
Directed Acyclic Graph (DAG)
A big picture of DAG
Epidemiology: How to handle unmeasured confounding
Overview (bias analysis, bounding factor, E-value and G-value
Kappa statistic
Part 1: introduction to Kappa statistic and underlying mathematics of kappa statistics
How to interpret Kappa statistics (
not ready at the moment
)
Normal distribution
Introduction to QQ plot and normal QQ plot
Underlying mathematics of Q-Qnorm plot
Q-Qnorm plot in Stata
Downloadable files on Q-Qnorm plot in Stata
qqnormEx1.dta
qqnormEx2.dta
qqnormEx3.dta
qqnormEx4.dta
qqnormStata.do
Q-Qnorm plot in R (
not ready at the moment
)
Q-Qnorm plot in Python (
not ready at the moment
)
Why Q-Qnorm plots produced by R and Stata different?
Formulas used by R and Stata for calculating cumulative probabilities are different. (
not ready at the moment
)
Normal distributions used by R and Stata are different (
not ready at the moment
)
Ranges of x axis between R and Stata are different (
not ready at the moment
)
Labels for x axis and y axis used by R and Stata are different (
not ready at the moment
)
Reference lines used by R and Stata are different. (
not ready at the moment
)
Distances from coordinates to reference in R and Stata are different. (
not ready at the moment
)
Pearson's chi-squared test and Fisher's exact test
Pearson's chi-squared test (part 1: introduction)
Pearson's chi-squared test (part 2: row- and column-wise calculations)
Pearson's chi-squared test (part 3: validity of Pearson’s chi-squared test)
Fisher's exact test (part 1: background)
Fisher's exact test (part 2: make a list of all scenarios)
Fisher's exact test (part 3: mathematics underlying Fisher’s exact test)
Fisher's exact test (part 4: detailed probability calculations)
not ready at the moment
Fisher's exact test (part 5: 2-sided and 1-side Fisher's exact test p-values)
Pearson's chi-squared test and Fisher's exact test in Stata
Pearson's chi-squared test and Fisher's exact test in R
Downloadable files on chi-squared test used by the YouTube channel
vaccine400.dta
vaccine40.dta
chi2.do
chi2.R