UNIVARIATE Analysis

 VISUALIZING UNIVARIATE CONTINUOUS DATA 

Uni-variate plots are of two types: 

1)Enumerative plots and 

2)Summary plots

Univariate enumerative Plots :

These plots enumerate/show every observation in data and provide information about the distribution of the observations on a single data variable. We now look at different enumerative plots.

examples: 

1. UNIVARIATE SCATTER PLOT  

2. LINE PLOT (with markers)

3. STRIP PLOT

4. SWARM PLOT 

Uni-variate summary plots :

These plots give a more concise description of the location, dispersion, and distribution of a variable than an enumerative plot. It is not feasible to retrieve every individual data value in a summary plot, but it helps in efficiently representing the whole data from which better conclusions can be made on the entire data set.

  5. HISTOGRAMS

  6. DENSITY PLOTS

  7. RUG PLOTS 

  8. BOX PLOTS 

                  9. distplot() :

                  10. VIOLIN PLOTS

VISUALIZING CATEGORICAL VARIABLES :

11. BAR CHART :

12. PIE CHART :

https://www.analyticsvidhya.com/blog/2020/07/univariate-analysis-visualization-with-illustrations-in-python/