Visualizing a tiny slice of India’s demographics with information from Wikipedia
[This article was first published on Adventures in Analytics and Visualization, and kindly contributed to R-bloggers]. (You can report issue about the content on this page here)
Want to share your content on R-bloggers? click here if you have a blog, or here if you don't.
Want to share your content on R-bloggers? click here if you have a blog, or here if you don't.
This post presents a tiny slice of a complex and diverse India using charts. (Data retrieval from Wikipedia on 9 July, 2013 and the analysis were performed using R; charts were generated using ggplot2, googleVis and wordcloud. More information can be found in the code used for this analysis at github.)
Objective
Present information regarding the following visually, using charts.
1. Official languages, sex ratio, percentage (or ratio) of urban to total population and literacy rates across different states and union territories (UTs) of India.
2. Different religions of the country and demographic variables, such as literacy rates and sex ratios.
Data
Data on variables with respect to states and UTs were downloaded from this page on Wikipedia (tables related to States and Union Territories of India). Data on different religions and demographic variables were downloaded from this page on Wikipedia (table 2, Census Information for 2001). Since these pages can be changed, a copy of these have been downloaded and a pdf version of both pages can be found in this document.
The following tables were arrived at after data were cleaned. (You can click on the header of any column to arrange the table based on that column.)
Visualizing Demographics
Let’s focus on the data presented in the first table above.
Literacy Rate (in %) of different states and UTs
Objective
Present information regarding the following visually, using charts.
1. Official languages, sex ratio, percentage (or ratio) of urban to total population and literacy rates across different states and union territories (UTs) of India.
2. Different religions of the country and demographic variables, such as literacy rates and sex ratios.
Data
Data on variables with respect to states and UTs were downloaded from this page on Wikipedia (tables related to States and Union Territories of India). Data on different religions and demographic variables were downloaded from this page on Wikipedia (table 2, Census Information for 2001). Since these pages can be changed, a copy of these have been downloaded and a pdf version of both pages can be found in this document.
The following tables were arrived at after data were cleaned. (You can click on the header of any column to arrange the table based on that column.)
States and Union Territories of India (with some demographic information)
Religions in India (with some demographic information)
Visualizing Demographics
Let’s focus on the data presented in the first table above.
Literacy Rate (in %) of different states and UTs
(You can hover over the map to get corresponding values)
You can click on the graph below regarding literacy rates to enlarge it.
It is a measure of number of females to 1000 males.
(You can hover over the map to get corresponding values)
(You can hover over the map to get corresponding values)
Which Languages are more popular (are designated as an “Official Language” by different states and UTs)? (Graph and wordcloud can be clicked to enlarge them)
For scaling purposes in the graph below, Sex Ratio was divided by 10, making it number of females to 100 males.
Correlation Matrix
The correlation coefficients do not attain significance at an alpha of .05, suggesting that there is no relationship between these variables.
Religion and Demographics
Let’s take a brief look at data from the religion and demographics table in the two graphs below. (The graphs can be clicked to enlarge them.) For scaling purposes, in both graphs below, Sex Ratio related variables were divided by 10, making these variables number of females to 100 males.
———————————————————————————————————–
To leave a comment for the author, please follow the link and comment on their blog: Adventures in Analytics and Visualization.
R-bloggers.com offers daily e-mail updates about R news and tutorials about learning R and many other topics. Click here if you're looking to post or find an R/data-science job.
Want to share your content on R-bloggers? click here if you have a blog, or here if you don't.