So hello guys, this is Taana from professor and in this video lecture
we are going to do an exploratory data ysis on terrorism. As a security and defense yst
we will try to find out the hard zone of terrorism around the globe
Also, we will be concentrating more on us stats and we will see all the security issue and site we can derive from Ed
So let's begin. So at first I have imported all the necessary modules which would be needed by me for the data ysis
The second I've imported the CS B file in which is containing my data set
Now using DF head, I've got the first five rows of my data set so that I could go through all the rows content and
its element is DF info. I've got the information about my data set using D don't describe
I've got the statistical ysis of my data set which consists of count
That means the number of rows mean the mean value of all the elements in that particular column
ST means standard deviation minimum means the minimum value of that particular column
25% means 25% of the element present in that particular column, similarly 58% 75% and the max value no
DMT core as it suggests.co will find the correlation between a particular column with other column present in the dataset
That means here, event id correlation is been given with event I that is one with I
that is 0.99 and so on using DN column, I've got a list of the column present in my dataset
Now let us see us to attack the basis of number of total confirmed fatalities of us and the number of confirmed non
fatal injuries for use. What does fatal mean? That means the injury leading to death
That means in this graph which we are gonna see. Now we will see the ysis that in a terrorist attack
how many people died due to the terrorist attack and how many get seriously injured will let us see it here
You can see that this red line represents a number of that those people are that there are no more in the terror
attack and this green line indicates the number of confirmed non fatal injuries
That means the people are injured but they are not dead. So here you can see that around more than 50% of the people who
are encountered by a terrorist attack, they are not able to live the injury which has been caused to them leads to their death
Now let us go down Now let us see the death and injuries of all time
That means a capital plot here, we can see that it's pretty high
That means it's around 4000 and that's a quite high number. So let us now jump to frequency of terrorist attack
in categorized reason. Now, here we can see that we have a histogram and this histogram suggests that after
2010, that means the recent the terrorist attack has been increasing. Now let us
see a graphical ysis of people dead on terrorism due to terrorism in the world comparative to people dead of terrorism in the Middle East
and North Africa. Here you can see that red line represent the death of people around the globe while this green line
represents Middle East part of North and North Africa. And here is our graphical representation
here. You can see that when we compare the ysis with the wall level that then it is very high comparative to North and Middle
East Africa. Now let us see terrorist attack of a particular area on their location
Here, we can see that first, we have found out the total number of death caused till now due to terrorist attack
And according to a data set, it's four lakh 11,868. Now let us look at what type of attacks these deaths are made
up of. That means what are the type of attacks that leads to people dead during a terrorist attack from here
From this quote, we can see that assault rifle by assault like a terrorist has killed around 160
60,297 people around the globe while due to bomb explosion, it's around one lakh 57,321 and so on
Now I have here just on a pie chart of the above ysis I have done so that you can see the ysis visually here
You can see that this is the sky view represents armored assault
this orange represent assassination and so on. And this is the pie chart representing it
And you can also see the percentage marked in the pie chart. You can see it
You can see that for a number of people who have died due to armored assault that miss gun firing is around
38.92% and so on for other ysis. Now, a number
of people killed by terrorist attacks, country wise. So as we are having a lot of countries
so I've categorized the graph into three parts, that means into three graphs here you can see in the first category we have Afghanistan as
the highest. That means it's around 40,000. That means in Afghanistan. In the recent day
more than 40,000 people have been killed due to terrorist attacks. So as I told that as a defense yst
we'll be finding out the red zone where the terrorist attack has been happening most of the time
So as a defense yst, we can put Afghanistan in the red zone and we can increase the security of that region in order to
reduce the terrorist terrorist attacks. So that's what basically the defense ysts do
At second, we can see it's Colombia, it's around 15,000 and so on
For other countries in the particular graph, you can pause the video and go through it
You can also find the repository link in the description if you want to see the notebook code
Now, in the second graph, you can see that we have Iraq as the highest death rate due to terrorist attacks around the globe
And it's around 80,000. And in the second place, we have India that is around 18,000
people till 2010 have been killed in India due to terrorist attacks and so on for other countries
Now, in the third radical representation, we can see Seniori Lanka and Syria at the top
That means the death in Seniori Lanka and Syria is around 15,000 and in Syria
it's it's around 14,000 and similarly for other countries, we can find it here
So I hope you have got a a proper ysis from this video
We have got, we can now we have 6 to 10 countries in the top list in which we should increase the surveillance so that
we could decrease the terrorist attack. I hope you like the video Thank you