Name: Capstone Project Global Terrorism Analysis
Uploaded: 2022-11-17
Duration: 2 min 30 s
Description: Capstone Project Global Terrorism Analysis. Presented By Vishal Rahul Pagare Sachin Shivaji Gavande Rushikesh Sunil Sharma Sandesh Sundarlal Arsud.

Capstone Project Global Terrorism Analysis. Presented By Vishal Rahul Pagare Sachin Shivaji Gavande Rushikesh Sunil Sharma Sandesh Sundarlal Arsud. 

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Capstone Project Global Terrorism Analysis

Presented By Vishal Rahul  Pagare Sachin Shivaji  Gavande Rushikesh  Sunil Sharma Sandesh  Sundarlal  Arsud

Points to Discuss. Introduction Dataset Preparation Attributes in Global Terrorism Analysis Number Of Attacks happening in Year and analyse total Number of people killed count Most active terrorist group Number of attacks in each state Number of Attacks by Region, since 1970 Total Number of people killed in Jammu and Kashmir , Since 1970 to 2017 The Most attacks by Year. 

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Introduction Dataset Preparation Attributes in Global Terrorism Analysis Number Of Attacks happening in Year and  analyse  total Number of people killed count Most active terrorist group Number of attacks in each state Number of Attacks by Region, since 1970 Total Number of people killed in Jammu and Kashmir , Since 1970 to 2017 The Most attacks by Year

Introduction. In this data set contain about terrorism activity from 1970 to 2017 and consists of information of more than 180,000 terrorist attacks In global terrorism .and is also information about where people killed and his location, target type, motive of terrorist organization, and most active terrorist group in glob ,attack type and wounded and so more In this data set consist of year wise ,state wise ,city wise data This data shows where and which type of attack on city and state. In this data set we are going to perform exploratory data analysis on global terrorism Such as to find out hot zones of terrorism. exploratory data analysis is nothing but Analyzing given data and finding the trends ,patterns and making sum assumption In this data base we have so many unused columns that are not required for our data analysis so we kept only important columns .. 

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In this data set contain about terrorism activity from 1970 to 2017 and consists of information of more than 180,000 terrorist attacks In global terrorism .and is also information about where people killed and his location, target type, motive of terrorist organization, and most active terrorist group in glob ,attack type and wounded and so more In this data set consist of year wise ,state wise ,city wise data This data shows where and which type of attack on city and state. In this data set we are going to perform exploratory data analysis on global terrorism Such as to find out hot zones of terrorism. exploratory data analysis is nothing but Analyzing given data and finding the trends ,patterns and making sum assumption In this data base we have so many unused columns that are not required for our data analysis so we kept only important columns .

Dataset Prepration. Importing Libraries : Importing all the required libraries like Pandas, Numpy , Matplotlib and Seaborn. Importing The Dataset : Importing the global terrorism analysis dataset from google drive to our colab notebook Reading The Data : Reading the csv file and its text encoding option to deal with different format of files ( read_csv ('file', encoding = "ISO-8859-1") ) Cleaning the Data : Renaming the columns name and selecting the important columns. E xploratory Data Analysis : Analyzing the data set and creating insights from it.. 

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Importing Libraries :  Importing all the required libraries like Pandas,   Numpy , Matplotlib and Seaborn. Importing The Dataset :  Importing the global terrorism analysis dataset from google drive to our  colab  notebook Reading The Data :  Reading the csv file and its text encoding option to deal with different format of files (  read_csv ('file', encoding = "ISO-8859-1") ) Cleaning the Data :  Renaming the columns name and selecting the important columns.  E   xploratory  Data Analysis :  Analyzing  the data set and creating insights from it.

Attributes in Global Terrorism Analysis. Year : This column contains Calendar details of the event.. Month : This column contains the month of terror activities. Day : This column contains the day of terror activities. Country : This column contains the country of terror activities. Region : This column contains name of the region where the attack happened. Region_txt consists values like East Asia, South Asia, Western Europe, etc State : This column contains the state of terror activities. 

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Year :  This column contains Calendar details of the event.. Month  :  This column contains the month of terror activities. Day  :  This column contains the day of terror activities. Country  :  This column contains the country of terror activities. Region  :  This column contains name of the region where the attack happened.  Region_txt  consists values like East Asia, South Asia, Western Europe,  etc State  :  This column contains the state of terror activities

City : This column contains the city of the terrorist activities Attack Type : This Column consists of categories like explosion, armed assault, assassination, kidnapping, unarmed assaults. Target Type : This column contains consists of categorical values like private citizens, military, police, government officials, transportation, education, religious institution, airports, etc. Group Name : This column contains terrorists groups in global terrorism. Weapon Type : This column contains consists used weapons like Explosives, Firearms, Unknown, Incendiary, Melee in terrorist activities.. 

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City  :  This column contains the city of the terrorist activities Attack Type :  This Column   consists of categories like explosion, armed assault, assassination, kidnapping, unarmed assaults. Target Type :  This column contains consists of categorical values like private citizens, military, police, government officials, transportation, education, religious institution, airports, etc. Group Name :  This column contains terrorists groups in global terrorism. Weapon Type :  This column contains consists used weapons like Explosives, Firearms, Unknown, Incendiary, Melee in terrorist activities.

Killed : This column contains Number of people killed in any event Wounded : This Column consists Number of people wounded in any event Loss/Casualty : This Column consists casualty/loss in any event. 

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Killed  :  This column contains Number of people killed in any event Wounded :  This Column   consists Number of people wounded in any event Loss/Casualty :  This Column   consists casualty/loss in any event

Number Of Attacks happening in Year and Analyse total Number of people killed count. 

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Number Of Attacks happening in Year and  Analyse  total Number of  people killed count

For above  barplot  as we can see the lowest number of attacks happening in year 1992,2008 & 2010 and killed above 4000 peoples  The most number of attacks happening in  year 2014,2015 & 2016 and killed 12000 to 16000 peoples

Most active terrorist group. Taliban is most active terrorist group Taliban and ISIL are the major contributors in the rise in attacks One of the reasons for this observation could be the resistance terrorist groups have faced from multiple counter-terrorism forces over time.. 

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Taliban is most active terrorist group Taliban and ISIL are the major contributors in the rise in attacks One of the reasons for this observation could be the resistance terrorist groups have faced from multiple counter-terrorism forces over time.

Number of attacks in each state. In this graph we can see large number of attacks has in Northern Ireland state : 4498 Also see the Al Anbar , Nineveh , Sindh has the same number of attacks Lima has the lowest number of attacks with a total of 2615 attacks. 

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In this graph we can see large  number of attacks has in Northern Ireland state : 4498 Also see  the Al Anbar , Nineveh , Sindh has the same number of attacks  Lima has the lowest number of attacks with a total of 2615 attacks

Number of Attacks by Region, since 1970. As we can see Middle E ast & North Africa : most attacked and the large number of people killed in this region The Middle E ast & North Africa leads 1st among all the regions and then South Asia takes 2nd place. East Asia has had the fewest attacks and killed the fewest people. 

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As we can see Middle E   ast  & North Africa : most attacked and the large number of people killed in this region The Middle E   ast  & North Africa leads 1st among all the regions and then South Asia takes 2nd place. East Asia has had the fewest attacks and killed the fewest people

Total Number of people killed in Jammu and Kashmir , Since 1970 to 2017. 

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Total Number of people killed in Jammu and Kashmir , Since 1970 to 2017

As we can see in this graph Attacks were more during 1990 to 2000 in between most people Killed. When compared to the last 10 years scored a maximum Killed onwards, 1998 There is huge spike in Jammu and Kashmir. we can see the from 2000 onwards count started decreasing.

The Most attacks by Year. in 2014 : The large number of attacks took place in this Year in 1971 & 1973 : The less number of attacks happening in this Years Attacks were more during 2014 and then in 2015. When compared to attacks from 1970 onwards, the last 6 years scored a maximum. But from 2014 onwards count started decreasing.. 

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in 2014 : The large number of attacks took place in this Year in 1971 & 1973 : The less number of attacks happening in this Years Attacks were more during 2014 and then in 2015. When compared to attacks from 1970 onwards, the last 6 years scored a maximum. But from 2014 onwards count started decreasing.

Conclusion. Types of Attack in global terrorism Maximum attacks in Year : 2017 Most used Attack Type : Unknown Maximum Attacks in Country : Zimbabwe The statistical destructive Feature of data State with the most attacks : Baghdad Region with the most attacks : Middle East & North Africa Countries with the most attacks : Iraq City with the most attacks : Unknown Which were the top most Targets : Private Citizens & Property Which were the Most attacking modes : Bombing/Explosion The most dangerous and leading Groups Name : Unknown and Taliban which were the most chosen weapons for attacks : Explosives. 

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Types of Attack in global terrorism Maximum attacks in Year : 2017 Most used Attack Type : Unknown Maximum Attacks in Country : Zimbabwe The statistical destructive Feature of data State with the most attacks : Baghdad Region with the most attacks : Middle East & North Africa Countries with the most attacks : Iraq City with the most attacks : Unknown Which were the top most Targets : Private Citizens & Property Which were the Most attacking modes : Bombing/Explosion The most dangerous and leading Groups Name : Unknown and Taliban which were the most chosen weapons for attacks : Explosives