In [3]:
import pandas as pd
xls_file = pd.ExcelFile('globalterrorismdb_0616dist.xlsx')
xls_file
Out[3]:
<pandas.io.excel.ExcelFile at 0x10478be50>
In [4]:
xls_file.sheet_names
Out[4]:
[u'Data']
In [5]:
dfwhole = xls_file.parse('Data')
dfwhole.head(2)
Out[5]:
eventid
iyear
imonth
iday
approxdate
extended
resolution
country
country_txt
region
...
addnotes
scite1
scite2
scite3
dbsource
INT_LOG
INT_IDEO
INT_MISC
INT_ANY
related
0
197000000001
1970
0
0
NaN
0
NaN
58
Dominican Republic
2
...
NaN
NaN
NaN
NaN
PGIS
0
0
0
0
NaN
1
197000000002
1970
0
0
NaN
0
NaN
130
Mexico
1
...
NaN
NaN
NaN
NaN
PGIS
0
1
1
1
NaN
2 rows × 137 columns
In [13]:
dfwhole.groupby('iyear').attacktype1.value_counts().sum()
Out[13]:
156772
In [64]:
dfwhole.groupby(['iyear', 'country_txt']).attacktype1.count()
Out[64]:
iyear country_txt
1970 Argentina 21
Australia 1
Belgium 1
Bolivia 1
Brazil 6
Canada 2
Colombia 1
Dominican Republic 2
East Germany (GDR) 12
Egypt 1
Ethiopia 3
Greece 3
Guatemala 4
Iran 5
Ireland 1
Israel 1
Italy 3
Japan 2
Jordan 9
Lebanon 1
Mexico 2
Netherlands 2
Nicaragua 1
Pakistan 1
Paraguay 1
Philippines 10
Spain 4
Switzerland 3
Turkey 12
United Kingdom 12
...
2015 Pakistan 1235
Paraguay 19
Peru 10
Philippines 717
Qatar 1
Russia 21
Saudi Arabia 103
Senegal 2
Somalia 407
South Africa 2
South Korea 1
South Sudan 54
Sri Lanka 11
Sudan 158
Sweden 36
Syria 485
Tajikistan 3
Tanzania 14
Thailand 277
Trinidad and Tobago 1
Tunisia 17
Turkey 416
Uganda 10
Ukraine 637
United Kingdom 115
United States 38
Uzbekistan 1
Venezuela 3
West Bank and Gaza Strip 247
Yemen 668
Name: attacktype1, dtype: int64
In [8]:
dfwhole[(dfwhole.attacktype1 == 3)]
Out[8]:
eventid
iyear
imonth
iday
approxdate
extended
resolution
country
country_txt
region
...
addnotes
scite1
scite2
scite3
dbsource
INT_LOG
INT_IDEO
INT_MISC
INT_ANY
related
3
197001000002
1970
1
0
NaN
0
NaN
78
Greece
8
...
NaN
NaN
NaN
NaN
PGIS
-9
-9
1
1
NaN
7
197001020002
1970
1
2
NaN
0
NaN
217
United States
1
...
Damages were estimated to be between $20,000-$...
Committee on Government Operations United Stat...
Christopher Hewitt, "Political Violence and Te...
NaN
Hewitt Project
-9
-9
0
-9
NaN
10
197001050001
1970
1
1
NaN
0
NaN
217
United States
1
...
NaN
NaN
NaN
NaN
PGIS
0
0
0
0
NaN
15
197001100001
1970
1
10
NaN
0
NaN
499
East Germany (GDR)
9
...
NaN
NaN
NaN
NaN
PGIS
0
1
1
1
NaN
17
197001120001
1970
1
12
NaN
0
NaN
217
United States
1
...
One half hour after the bomb explosion, an ano...
"Blast Damages Flatbush School," New York Time...
Linda Greenhouse, "Madison School Puzzled By B...
Committee on Government Operations United Stat...
Hewitt Project
-9
-9
0
-9
NaN
18
197001120002
1970
1
12
NaN
0
NaN
217
United States
1
...
NaN
Committee on the Judiciary United States Sena...
"Toward People's War for Independence and Soci...
NaN
Hewitt Project
-9
-9
0
-9
NaN
22
197001190002
1970
1
19
NaN
0
NaN
217
United States
1
...
Witnesses observed three African American male...
Committee on Government Operations United Stat...
Christopher Hewitt, "Political Violence and Te...
Seattle University, "1965-1975: Troubled Times...
Hewitt Project
-9
-9
0
-9
NaN
23
197001190003
1970
1
19
NaN
0
NaN
217
United States
1
...
Judith and Silas Bissell were both members of ...
Committee on Government Operations United Stat...
Christopher Hewitt, "Political Violence and Te...
Earl Caldwell, "Fear Grows In Seattle As Polic...
Hewitt Project
-9
-9
0
-9
NaN
26
197001210001
1970
1
21
NaN
0
NaN
160
Philippines
5
...
NaN
NaN
NaN
NaN
PGIS
-9
-9
1
1
NaN
28
197001220002
1970
1
22
NaN
0
NaN
217
United States
1
...
This attack might be linked with other episode...
Committee on Government Operations United Stat...
"Beef Plant Workers in Nebraska Await Call to ...
NaN
Hewitt Project
-9
-9
0
-9
NaN
31
197001260001
1970
1
26
NaN
0
NaN
217
United States
1
...
Police, at the time, suspected that this attac...
"Miss. City Is Desegregation Trouble Spot," Ch...
"Black, White Killings in South, West Trigger ...
Christopher Hewitt, "Political Violence and Te...
Hewitt Project
-9
-9
0
-9
NaN
35
197001280002
1970
1
28
NaN
0
NaN
217
United States
1
...
NaN
Committee on Government Operations United Stat...
"Synagogue Blasted," Tri City Herald, January ...
NaN
Hewitt Project
-9
-9
0
-9
NaN
36
197001300001
1970
1
30
NaN
0
NaN
217
United States
1
...
This incident might be part of a multiple atta...
Committee on Government Operations United Stat...
"Beef Plant Workers in Nebraska Await Call to ...
NaN
Hewitt Project
-9
-9
0
-9
197001300002
37
197001300002
1970
1
30
NaN
0
NaN
217
United States
1
...
This incident might be part of a multiple atta...
Committee on Government Operations United Stat...
"Beef Plant Workers in Nebraska Await Call to ...
NaN
Hewitt Project
-9
-9
0
-9
197001300001
40
197001310002
1970
1
31
NaN
0
NaN
217
United States
1
...
NaN
Committee on Government Operations United Stat...
Christopher Hewitt, "Political Violence and Te...
NaN
Hewitt Project
-9
-9
0
-9
NaN
46
197002040001
1970
2
4
NaN
0
NaN
217
United States
1
...
This attack might be linked with other episode...
Committee on Government Operations United Stat...
NaN
NaN
Hewitt Project
-9
-9
0
-9
NaN
47
197002060001
1970
2
6
NaN
0
NaN
217
United States
1
...
School buses played a significant role in tran...
Anthony Ripley, "Denver Blasts Destroy 24 Scho...
Marcia McKnight Trick, "Chronology of Incident...
NaN
Hewitt Project
-9
-9
0
-9
NaN
48
197002060002
1970
2
6
NaN
0
NaN
217
United States
1
...
The general consensus among sources is that t...
Earl Caldwell, "Fear Grows in Seattle as Polic...
Steven V. Roberts, "Bombings on Rise Over the ...
Committee on Government Operations United Stat...
Hewitt Project
-9
-9
0
-9
NaN
49
197002060003
1970
2
6
NaN
0
NaN
217
United States
1
...
This might be linked with 197001280002. Both ...
Committee on Government Operations United Stat...
NaN
NaN
Hewitt Project
-9
-9
0
-9
NaN
55
197002080001
1970
2
8
NaN
0
NaN
217
United States
1
...
Part of a multiple attack with 197002080002 an...
"2 Bombs Explode at G.E. Buildings," New York ...
"Puerto Rican Group Describes Bombings," New Y...
William Sater, "Puerto Rican Terrorists: A Pos...
Hewitt Project
0
1
0
1
197002080002, 197002090003
56
197002080002
1970
2
8
NaN
0
NaN
217
United States
1
...
Part of a multiple attack with 197002080001 an...
"2 Bombs Explode at G.E. Buildings," New York ...
"Puerto Rican Group Describes Bombings," New Y...
William Sater, "Puerto Rican Terrorists: A Pos...
Hewitt Project
0
1
0
1
197002080001, 197002090003
57
197002090003
1970
2
9
NaN
0
NaN
217
United States
1
...
Part of a multiple attack with 197002080001 an...
"2 Bombs Explode at G.E. Buildings," New York ...
"Puerto Rican Group Describes Bombings," New Y...
"Bomb Case Figure Found Guilty Here," New York...
Hewitt Project
0
1
0
1
197002080001, 197002080002
58
197002090004
1970
2
9
NaN
0
NaN
217
United States
1
...
This was one of many attacks against General E...
"New York GE Offices Damaged by 2 Bombs," The ...
"GE Empolye's Cars Blown Up by Dynamite," Hart...
NaN
Hewitt Project
-9
-9
0
-9
NaN
61
197002130001
1970
2
13
NaN
0
NaN
217
United States
1
...
NaN
NaN
NaN
NaN
PGIS
-9
-9
0
-9
NaN
63
197002130003
1970
2
13
NaN
0
NaN
217
United States
1
...
The bombs detonated 30 seconds apart. The bom...
Committee on Government Operations United Stat...
"Bombs Injure 2 Policemen in Berkeley," Washin...
"San Francisco Bomb Injured 7 Policemen," Wash...
Hewitt Project
-9
-9
0
-9
NaN
64
197002150001
1970
2
15
NaN
0
NaN
217
United States
1
...
This was one of many bank bombings in New York...
"Door of Chase Bank Is Damaged By Bomb," New Y...
"Bank Blasted," The Montreal Gazette, July 16,...
Marcia McKnight Trick, "Chronology of Incident...
Hewitt Project
-9
-9
0
-9
NaN
66
197002160001
1970
2
16
NaN
0
NaN
217
United States
1
...
NaN
NaN
NaN
NaN
PGIS
-9
-9
0
-9
197002160004
67
197002160002
1970
2
16
NaN
0
NaN
217
United States
1
...
NaN
NaN
NaN
NaN
PGIS
-9
-9
0
-9
197002160003
68
197002160003
1970
2
16
NaN
0
NaN
217
United States
1
...
NaN
NaN
NaN
NaN
PGIS
-9
-9
0
-9
197002160002
70
197002170001
1970
2
17
NaN
0
NaN
217
United States
1
...
The dynamite was found a day after 19700216000...
Committee on Government Operations United Stat...
"San Francisco Bomb Injured 7 Policemen," Wash...
Marcia McKnight Trick, "Chronology of Incident...
Hewitt Project
-9
-9
0
-9
NaN
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
156728
201512300020
2015
12
30
NaN
0
NaN
95
Iraq
10
...
NaN
"Iraqi joint forces repel ISIS attack, kill 12...
"State PAO: Iraqi Media Summary for 30 Decembe...
"Iraqi joint forces repel Daesh attack," Islam...
START Primary Collection
-9
-9
0
-9
NaN
156730
201512300023
2015
12
30
2015-12-30 00:00:00
0
NaN
4
Afghanistan
6
...
NaN
"Afghanistan: Afghan Police Claim Foiling Four...
NaN
NaN
START Primary Collection
-9
-9
1
1
NaN
156731
201512300024
2015
12
30
2015-12-30 00:00:00
0
NaN
4
Afghanistan
6
...
NaN
"Afghanistan: Afghan Police Claim Foiling Four...
NaN
NaN
START Primary Collection
-9
-9
1
1
NaN
156732
201512300025
2015
12
30
NaN
0
NaN
19
Bangladesh
6
...
Casualty numbers for this attack represent a d...
"Bomb blast in Narsingdi polling centres," Fin...
NaN
NaN
START Primary Collection
-9
-9
0
-9
201512300025, 201512300026, 201512300027
156733
201512300026
2015
12
30
NaN
0
NaN
19
Bangladesh
6
...
Casualty numbers for this attack represent a d...
"Bomb blast in Narsingdi polling centres," Fin...
NaN
NaN
START Primary Collection
-9
-9
0
-9
201512300025, 201512300026, 201512300027
156734
201512300027
2015
12
30
NaN
0
NaN
19
Bangladesh
6
...
Casualty numbers for this attack represent a d...
"Bomb blast in Narsingdi polling centres," Fin...
NaN
NaN
START Primary Collection
-9
-9
0
-9
201512300025, 201512300026, 201512300027
156735
201512300034
2015
12
30
NaN
0
NaN
60
Egypt
10
...
NaN
"Security detonates IED outside Giza checkpoin...
"BBC Monitoring: Terrorism Digest 30-31 Decemb...
NaN
START Primary Collection
0
0
0
0
NaN
156736
201512300036
2015
12
30
2015-12-30 00:00:00
0
NaN
4
Afghanistan
6
...
NaN
"Afghan army defuses 17 improvised bombs in so...
NaN
NaN
START Primary Collection
-9
-9
1
1
NaN
156737
201512300037
2015
12
30
2015-12-30 00:00:00
0
NaN
4
Afghanistan
6
...
NaN
"Afghan army defuses 17 improvised bombs in so...
NaN
NaN
START Primary Collection
-9
-9
1
1
NaN
156740
201512300044
2015
12
30
NaN
0
NaN
108
Laos
5
...
NaN
"BOMB EXPLOSION KILLS TWO CHINESE IN LAOS," St...
NaN
NaN
START Primary Collection
-9
-9
0
-9
NaN
156741
201512310001
2015
12
31
2015-12-31 00:00:00
0
NaN
95
Iraq
10
...
NaN
"Iraq: Roundup of Security Incidents 29 Decemb...
NaN
NaN
START Primary Collection
-9
-9
0
-9
NaN
156742
201512310002
2015
12
31
NaN
0
NaN
95
Iraq
10
...
NaN
"Iraq: Roundup of Security Incidents 29 Decemb...
NaN
NaN
START Primary Collection
-9
-9
0
-9
NaN
156743
201512310004
2015
12
31
NaN
0
NaN
95
Iraq
10
...
NaN
"Iraq: Roundup of Security Incidents 29 Decemb...
NaN
NaN
START Primary Collection
-9
-9
0
-9
NaN
156744
201512310005
2015
12
31
NaN
0
NaN
95
Iraq
10
...
NaN
"8 people killed, wounded in bomb south west o...
"Iraq: Roundup of Security Incidents 29 Decemb...
"Terrorism: Transcript of ISIL's Al-Bayan Radi...
START Primary Collection
-9
-9
0
-9
NaN
156745
201512310006
2015
12
31
NaN
0
NaN
95
Iraq
10
...
NaN
"7 people killed, wounded in bomb blast east o...
"Iraq: Security Roundup 1900 GMT 31 December 2...
NaN
START Primary Collection
-9
-9
0
-9
NaN
156749
201512310012
2015
12
31
NaN
0
NaN
228
Yemen
10
...
NaN
"Yemen: Security Roundup 2000 GMT 31 December ...
NaN
NaN
START Primary Collection
0
0
0
0
NaN
156750
201512310013
2015
12
31
NaN
0
NaN
173
Saudi Arabia
10
...
NaN
"Saudi-led coalition ending Yemen ceasefire, s...
"Yemen: Security Roundup 2000 GMT 31 December ...
NaN
START Primary Collection
1
1
0
1
NaN
156751
201512310015
2015
12
31
NaN
0
NaN
60
Egypt
10
...
There is doubt that this incident meets terror...
"Egypt parents, 3 children killed by shelling ...
"Egypt parents, three children killed by shell...
"Egypt officials: Militants in Sinai kill enti...
START Primary Collection
-9
-9
0
-9
NaN
156752
201512310016
2015
12
31
NaN
0
NaN
173
Saudi Arabia
10
...
NaN
"Missile from Yemen kills 3 Saudi civilians," ...
NaN
NaN
START Primary Collection
-9
-9
0
-9
NaN
156754
201512310018
2015
12
31
NaN
0
NaN
209
Turkey
10
...
NaN
"Anadolu Agency Reports One PKK Member Killed,...
NaN
NaN
START Primary Collection
0
0
0
0
NaN
156755
201512310019
2015
12
31
NaN
0
NaN
214
Ukraine
9
...
NaN
"Ukrainian Police Blame Second Crimean Power O...
"Ukrainian police say Crimean power line damag...
"Power transmission line tower in Kherson regi...
START Primary Collection
-9
-9
0
-9
NaN
156756
201512310020
2015
12
31
NaN
0
NaN
92
India
6
...
NaN
"Grenade hurled at Police Station Khanyar," Ka...
NaN
NaN
START Primary Collection
-9
-9
0
-9
NaN
156758
201512310022
2015
12
31
NaN
0
NaN
65
Ethiopia
11
...
Casualty numbers for this incident conflict ac...
"Students said leaving southern Ethiopian univ...
"Hand grenade attack kills 2 at Ethiopian univ...
"Hand grenade attack kills two at Ethiopian un...
START Primary Collection
-9
-9
0
-9
NaN
156759
201512310024
2015
12
31
NaN
0
NaN
160
Philippines
5
...
NaN
"Philippines: BIFF launches simultaneous attac...
"BIFF harassments, rido disrupt New Year celeb...
"HeadlinesTroops beat back BIFF assaults on 3 ...
START Primary Collection
0
0
0
0
201512310024, 201512310026, 201512310027
156763
201512310028
2015
12
31
2015-12-31 00:00:00
0
NaN
95
Iraq
10
...
NaN
"Bomb blast kills soldier, wounds another in s...
"2 soliders killed, wounded in explosion in so...
NaN
START Primary Collection
-9
-9
0
-9
NaN
156764
201512310029
2015
12
31
NaN
0
NaN
153
Pakistan
6
...
NaN
"Unknown armed men fire 3 rockets in Mand and ...
"Highlights: Pakistan Balochistan Press 1 Janu...
NaN
START Primary Collection
-9
-9
0
-9
NaN
156765
201512310030
2015
12
31
NaN
0
NaN
153
Pakistan
6
...
NaN
"Unknown armed men fire 3 rockets in Mand and ...
"Highlights: Pakistan Balochistan Press 1 Janu...
NaN
START Primary Collection
0
0
0
0
NaN
156766
201512310031
2015
12
31
NaN
0
NaN
153
Pakistan
6
...
NaN
"Unknown armed men fire 3 rockets in Mand and ...
"Highlights: Pakistan Balochistan Press 1 Janu...
NaN
START Primary Collection
0
0
0
0
NaN
156767
201512310032
2015
12
31
NaN
0
NaN
34
Burundi
11
...
Casualty numbers for this incident conflict ac...
"1 dead, dozens injured in Burundi grenade att...
"One dead, dozen hurt in Burundi grenade attac...
NaN
START Primary Collection
-9
-9
0
-9
NaN
156768
201512310033
2015
12
31
2015-12-31 00:00:00
0
NaN
96
Ireland
8
...
NaN
"Gardaí investigate Knocknaheeny pipe bomb," C...
NaN
NaN
START Primary Collection
-9
-9
0
-9
NaN
75963 rows × 137 columns
In [65]:
dfwhole[(dfwhole.attacktype1 ==3) &
(dfwhole.iyear == 1990)].groupby(['iyear', 'region']).attacktype1.count().sum()
Out[65]:
1731
In [66]:
dfwhole[(dfwhole.attacktype1 ==3) &
(dfwhole.iyear == 1991)].groupby(['iyear', 'region']).attacktype1.count().sum()
Out[66]:
1988
In [58]:
dfwhole[(dfwhole.attacktype1 ==3) &
(dfwhole.iyear == 1992)].groupby(['iyear', 'region']).attacktype1.value_counts().sum()
Out[58]:
1738
In [55]:
dfwhole[(dfwhole.attacktype1 ==3) &
(dfwhole.iyear == 1994)].groupby(['iyear', 'region']).attacktype1.value_counts().sum()
Out[55]:
1153
In [56]:
dfwhole[(dfwhole.attacktype1 ==3) &
(dfwhole.iyear == 1995)].groupby(['iyear', 'region']).attacktype1.value_counts().sum()
Out[56]:
791
In [57]:
dfwhole[(dfwhole.attacktype1 ==3) &
(dfwhole.iyear == 1996)].groupby(['iyear', 'region']).attacktype1.value_counts().sum()
Out[57]:
1217
In [54]:
(1217+791+1153+1738+1988+1731)/6
# This appraoch gives us 1436 bombings/explosions took place in 1993.
Out[54]:
1436
In [75]:
## Looking at the number of bombs/explosions by region. considering taking a look at mean of regions versus overall
## as I did above.
dfwhole[(dfwhole.attacktype1 ==3) &
(dfwhole.iyear == 1990)].groupby(['region_txt']).attacktype1_txt.value_counts()
Out[75]:
region_txt attacktype1_txt
Australasia & Oceania Bombing/Explosion 1
Central America & Caribbean Bombing/Explosion 172
East Asia Bombing/Explosion 27
Eastern Europe Bombing/Explosion 27
Middle East & North Africa Bombing/Explosion 137
North America Bombing/Explosion 16
South America Bombing/Explosion 500
South Asia Bombing/Explosion 179
Southeast Asia Bombing/Explosion 157
Sub-Saharan Africa Bombing/Explosion 287
Western Europe Bombing/Explosion 228
Name: attacktype1_txt, dtype: int64
In [76]:
dfwhole[(dfwhole.attacktype1 ==3) &
(dfwhole.iyear == 1991)].groupby(['region_txt']).attacktype1_txt.value_counts()
Out[76]:
region_txt attacktype1_txt
Australasia & Oceania Bombing/Explosion 3
Central America & Caribbean Bombing/Explosion 295
Central Asia Bombing/Explosion 2
East Asia Bombing/Explosion 6
Eastern Europe Bombing/Explosion 38
Middle East & North Africa Bombing/Explosion 268
North America Bombing/Explosion 13
South America Bombing/Explosion 687
South Asia Bombing/Explosion 208
Southeast Asia Bombing/Explosion 81
Sub-Saharan Africa Bombing/Explosion 46
Western Europe Bombing/Explosion 341
Name: attacktype1_txt, dtype: int64
In [77]:
dfwhole[(dfwhole.attacktype1 ==3) &
(dfwhole.iyear == 1992)].groupby(['region_txt']).attacktype1_txt.value_counts()
Out[77]:
region_txt attacktype1_txt
Central America & Caribbean Bombing/Explosion 74
Central Asia Bombing/Explosion 24
East Asia Bombing/Explosion 22
Eastern Europe Bombing/Explosion 40
Middle East & North Africa Bombing/Explosion 253
North America Bombing/Explosion 5
South America Bombing/Explosion 689
South Asia Bombing/Explosion 131
Southeast Asia Bombing/Explosion 97
Sub-Saharan Africa Bombing/Explosion 96
Western Europe Bombing/Explosion 307
Name: attacktype1_txt, dtype: int64
In [78]:
dfwhole[(dfwhole.attacktype1 ==3) &
(dfwhole.iyear == 1994)].groupby(['region_txt']).attacktype1_txt.value_counts()
Out[78]:
region_txt attacktype1_txt
Australasia & Oceania Bombing/Explosion 4
Central America & Caribbean Bombing/Explosion 71
Central Asia Bombing/Explosion 26
East Asia Bombing/Explosion 6
Eastern Europe Bombing/Explosion 48
Middle East & North Africa Bombing/Explosion 292
North America Bombing/Explosion 19
South America Bombing/Explosion 180
South Asia Bombing/Explosion 135
Southeast Asia Bombing/Explosion 49
Sub-Saharan Africa Bombing/Explosion 79
Western Europe Bombing/Explosion 244
Name: attacktype1_txt, dtype: int64
In [79]:
dfwhole[(dfwhole.attacktype1 ==3) &
(dfwhole.iyear == 1995)].groupby(['region_txt']).attacktype1_txt.value_counts()
Out[79]:
region_txt attacktype1_txt
Australasia & Oceania Bombing/Explosion 1
Central America & Caribbean Bombing/Explosion 30
Central Asia Bombing/Explosion 13
East Asia Bombing/Explosion 11
Eastern Europe Bombing/Explosion 32
Middle East & North Africa Bombing/Explosion 176
North America Bombing/Explosion 17
South America Bombing/Explosion 82
South Asia Bombing/Explosion 175
Southeast Asia Bombing/Explosion 75
Sub-Saharan Africa Bombing/Explosion 55
Western Europe Bombing/Explosion 124
Name: attacktype1_txt, dtype: int64
In [80]:
dfwhole[(dfwhole.attacktype1 ==3) &
(dfwhole.iyear == 1996)].groupby(['region_txt']).attacktype1_txt.value_counts()
Out[80]:
region_txt attacktype1_txt
Australasia & Oceania Bombing/Explosion 9
Central America & Caribbean Bombing/Explosion 24
Central Asia Bombing/Explosion 15
East Asia Bombing/Explosion 63
Eastern Europe Bombing/Explosion 109
Middle East & North Africa Bombing/Explosion 157
North America Bombing/Explosion 19
South America Bombing/Explosion 165
South Asia Bombing/Explosion 251
Southeast Asia Bombing/Explosion 29
Sub-Saharan Africa Bombing/Explosion 30
Western Europe Bombing/Explosion 346
Name: attacktype1_txt, dtype: int64
Content source: NKhan121/Portfolio
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