An Introduction to Data visualization.

Introduction

In the era of big data, we are facing a large amount of data on the daily basis and these data are very important for future business decision. For example, every smartphone comes with numerous sensor and different internet activities which continuously generate data and company continuously save the data for future use.

What is Data Visualization?

 

Data visualization is the presentations of pieces of information in a graphical form.It turns large and small datasets into visuals that are easier for human brains to understand and process.

"complex ideas communicated with clarity, precision, and efficiency"
                    American statistician and Yale professor Edward TufteWhy is data visualization very important?

Data visualization is an important phase in data analysis because we can’t rely on a single frequency table and other statistics concept to understand the data. Good visualization can give a better understanding and gain insights.

Data visualization can also:

 

  • Better Decision Making: Today almost all organizations from different sectors are using data visualization techniques to ask a better question and make a better decision.There are lots of more technology and tools made it easy to learn about your organization and make a data-driven decision.
  • Story Telling: Data visualization and information graphics have become an essentials tools for media.
  • Establish clear correlation between business operations and activity: Since the data is visualized in a highly comprehensive and interactive manner, establishing existing or possible correlations between various business operations comes in easy here. This gives business leaders a clear insight into business performance and needs for further strategies.
  • Identify upcoming trends: Knowing about an upcoming trend in your business and planning for it in advance.

Some Use cases of data visualization:

  • Politics:

  • Brands:

  • Government:

  • Country budget on defence:

Types of visualization:

These are the step basically used in data exploration process we introduced with two major things like types of variable and variable analysis.

Basically, there are two types of variables(I)Qualitative or Categorical: Qualitative data, that can’t be measured or belongs from some category or ranges for example married, urban etc (II) Quantitative or Continuous: Quantitative data are numeric in nature like your salary.   And three different types of data analysis are (I) Univariate analysis(single variable). (II) Bivariate Analysis(Correlations). (III) Graphical analysis(scatter plots).

In above pic there are four different types of chart suggestions:

  1. Comparison chart:  In comparison chart basically we compare different categorical data and continuous data. Basically, we use bar chart and line chart for this purpose.
  2. Relationship chart: It is widely used to understand the correlations between two or more continuous variable. Basically, we use Scatter chart for this purpose actually we can add a more continuous variable in the chart in which Bubble chart we use for visualization.
  3. Composition chart:  Composition chart is basically used for distribution upon category and another variable. Basically, we use pie chart and bar chart. 
  4. Distribution chart: It is basic steps for data visualization for categorical and continuous variables. Basically, we use Histogram, Boxplot, Multiple box plot, scatter plot.

Apart from these, there are also different types of visualization techniques like Heatmap, Area chart, Geospatial etc

Tools and Libraries for data visualization

Tools:

Libraries:

  • Matplotlib
  • Seaborn
  • Ggplot
  • Bokeh
  • ploty
  • D3 js

Last Note:

This article is about basic concept towards data visualization. We will implement these concepts with different libraries and BI tools in upcoming articles.

If you liked this article be sure to like this article and you have any questions related to this article I will do my best to answer.

About Mitra N Mishra 35 Articles
Mitra N Mishra is working as a full-stack data scientist.

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  155. After I originally commented I appear to have clicked the -Notify me when new comments are added- checkbox and from now on each time a comment is added I get four emails with the same comment. Is there a means you can remove me from that service? Thanks!

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  158. An outstanding share! I have just forwarded this onto a co-worker who was doing a little homework on this. And he in fact bought me lunch due to the fact that I stumbled upon it for him… lol. So allow me to reword this…. Thank YOU for the meal!! But yeah, thanks for spending some time to discuss this topic here on your web site.

  159. May I simply just say what a comfort to find someone who actually knows what they are talking about on the net. You certainly know how to bring an issue to light and make it important. A lot more people must check this out and understand this side of the story. I was surprised that you are not more popular because you most certainly possess the gift.

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  179. After I initially left a comment I appear to have clicked on the -Notify me when new comments are added- checkbox and from now on each time a comment is added I receive 4 emails with the exact same comment. Perhaps there is an easy method you can remove me from that service? Kudos!

  180. After I initially commented I seem to have clicked the -Notify me when new comments are added- checkbox and from now on every time a comment is added I recieve 4 emails with the exact same comment. Is there an easy method you can remove me from that service? Kudos!

  181. Oh my goodness! Incredible article dude! Thanks, However I am experiencing difficulties with your RSS. I don’t know the reason why I cannot subscribe to it. Is there anybody having the same RSS issues? Anybody who knows the answer can you kindly respond? Thanx!!

  182. An outstanding share! I’ve just forwarded this onto a coworker who was conducting a little homework on this. And he actually ordered me lunch due to the fact that I discovered it for him… lol. So let me reword this…. Thanks for the meal!! But yeah, thanx for spending time to discuss this matter here on your blog.

  183. The next time I read a blog, I hope that it won’t fail me as much as this one. After all, I know it was my choice to read, but I truly thought you would have something interesting to say. All I hear is a bunch of crying about something that you can fix if you were not too busy looking for attention.

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  186. An impressive share! I have just forwarded this onto a colleague who has been conducting a little research on this. And he in fact bought me breakfast due to the fact that I found it for him… lol. So let me reword this…. Thank YOU for the meal!! But yeah, thanx for spending the time to talk about this subject here on your internet site.

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  212. After I initially commented I appear to have clicked the -Notify me when new comments are added- checkbox and from now on whenever a comment is added I receive 4 emails with the exact same comment. Perhaps there is an easy method you are able to remove me from that service? Appreciate it!

  213. I’m amazed, I have to admit. Rarely do I come across a blog that’s both educative and interesting, and let me tell you, you have hit the nail on the head. The issue is something too few folks are speaking intelligently about. I’m very happy I came across this in my hunt for something regarding this.

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  216. May I simply just say what a comfort to uncover somebody who actually understands what they’re talking about online. You actually know how to bring a problem to light and make it important. A lot more people really need to check this out and understand this side of the story. I can’t believe you’re not more popular because you definitely have the gift.

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  219. I’d like to thank you for the efforts you’ve put in writing this website. I am hoping to view the same high-grade content from you in the future as well. In fact, your creative writing abilities has motivated me to get my very own site now 😉

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  230. May I simply just say what a comfort to uncover somebody who really knows what they’re talking about over the internet. You definitely realize how to bring an issue to light and make it important. More and more people ought to check this out and understand this side of your story. I was surprised that you aren’t more popular because you most certainly possess the gift.

  231. I would like to thank you for the efforts you’ve put in penning this site. I am hoping to view the same high-grade content by you later on as well. In fact, your creative writing abilities has motivated me to get my own site now 😉

  232. I’m amazed, I must say. Seldom do I come across a blog that’s equally educative and interesting, and without a doubt, you’ve hit the nail on the head. The issue is something which too few people are speaking intelligently about. I’m very happy that I found this during my search for something concerning this.

  233. I need to to thank you for this great read!! I absolutely loved every little bit of it. I have got you book-marked to look at new stuff you post…

  234. When I initially commented I seem to have clicked the -Notify me when new comments are added- checkbox and from now on every time a comment is added I recieve 4 emails with the same comment. There has to be a way you are able to remove me from that service? Appreciate it!

  235. An outstanding share! I have just forwarded this onto a co-worker who has been conducting a little homework on this. And he in fact bought me lunch simply because I discovered it for him… lol. So let me reword this…. Thank YOU for the meal!! But yeah, thanx for spending time to talk about this subject here on your web site.

  236. You’re so cool! I don’t think I’ve read anything like that before. So great to discover someone with some genuine thoughts on this subject. Really.. thanks for starting this up. This site is one thing that is required on the web, someone with some originality!

  237. Nice post. I learn something totally new and challenging on websites I stumbleupon every day. It’s always interesting to read articles from other writers and use something from other sites.

  238. I want to to thank you for this fantastic read!! I certainly loved every little bit of it. I’ve got you bookmarked to check out new stuff you post…

  239. Hi, There’s no doubt that your web site could be having browser compatibility issues. When I take a look at your blog in Safari, it looks fine however, when opening in I.E., it has some overlapping issues. I simply wanted to give you a quick heads up! Other than that, wonderful blog!

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  241. The very next time I read a blog, Hopefully it won’t fail me as much as this particular one. After all, Yes, it was my choice to read, nonetheless I actually thought you would probably have something useful to talk about. All I hear is a bunch of whining about something that you could possibly fix if you were not too busy seeking attention.

  242. May I simply say what a comfort to uncover someone who truly knows what they’re discussing on the web. You certainly know how to bring an issue to light and make it important. More and more people have to check this out and understand this side of your story. I can’t believe you aren’t more popular given that you certainly possess the gift.

  243. You’re so interesting! I don’t believe I’ve read through something like that before. So great to discover somebody with a few genuine thoughts on this issue. Seriously.. many thanks for starting this up. This site is one thing that is required on the web, someone with a bit of originality!

  244. Hi there! I could have sworn I’ve visited this site before but after looking at a few of the articles I realized it’s new to me. Anyways, I’m certainly happy I discovered it and I’ll be book-marking it and checking back regularly!

  245. The very next time I read a blog, I hope that it won’t disappoint me as much as this particular one. I mean, Yes, it was my choice to read through, however I actually believed you would have something useful to talk about. All I hear is a bunch of complaining about something you could possibly fix if you were not too busy searching for attention.

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