What is the distribution of disorder types across the events?

How many events occurred in each location mentioned in the dataset?

What is the breakdown of event types and sub-event types?

Are there any patterns in the geographical distribution of events (using latitude and longitude)?

What is the most common actor type involved in these events?

Is there a correlation between the type of event and the crowd size (where reported)?

How do the events differ in terms of geo_precision, and what might this indicate about data reliability?

What is the distribution of events across different source scales (National vs. Subnational)?

Are there any trends in the fatalities reported across different event types?

How do the associated actors vary across different types of protests or demonstrations?

What insights can be drawn from the time_precision column in relation to the events reported?

Is there any correlation between the location of events and the type of source reporting them?

output log :

Dataset Overview:
event_id_cnty event_date year time_precision disorder_type \
0 IND173617 13-Dec-24 2024 1 Demonstrations
1 IND173619 13-Dec-24 2024 1 Demonstrations
2 IND173620 13-Dec-24 2024 1 Demonstrations
3 IND173643 13-Dec-24 2024 1 Demonstrations
4 IND173670 13-Dec-24 2024 2 Political violence

event_type sub_event_type actor1 \
0 Protests Peaceful protest Protesters (India)
1 Protests Peaceful protest Protesters (India)
2 Protests Peaceful protest Protesters (India)
3 Protests Peaceful protest Protesters (India)
4 Riots Mob violence Rioters (India)

assoc_actor_1 inter1 … \
0 Health Workers (India); Students (India) Protesters …
1 General Caste Group (India); Hindu Group (Indi… Protesters …
2 Muslim Group (India) Protesters …
3 Unknown Protesters …
4 Labor Group (India) Rioters …

location latitude longitude geo_precision source \
0 Baramulla 34.2090 74.3429 1 Daily Excelsior
1 Jammu 32.7357 74.8691 1 Northlines
2 Srinagar 34.0857 74.8056 3 Kashmir News Service
3 Suktabari 26.3011 89.4058 1 Millennium Post (India)
4 Katahkuchi 26.4846 91.4778 1 Pratidin Time

source_scale notes fatalities \
0 Subnational On 13 December 2024, medical students held a p… 0
1 Subnational On 13 December 2024, locals and religious outf… 0
2 Subnational On 13 December 2024, people (likely from the M… 0
3 National On 13 December 2024, locals held a protest mar… 0
4 Subnational Around 13 December 2024 (as reported), locals … 0

tags timestamp
0 crowd size=no report 1734479873
1 crowd size=large scale 1734479873
2 crowd size=no report 1734479873
3 crowd size=no report 1734479873
4 crowd size=no report 1734479874

[5 rows x 31 columns]

Null values in the dataset:
event_id_cnty 0
event_date 0
year 0
time_precision 0
disorder_type 0
event_type 0
sub_event_type 0
actor1 0
assoc_actor_1 0
inter1 0
actor2 0
assoc_actor_2 0
inter2 50097
interaction 0
civilian_targeting 0
iso 0
region 0
country 0
admin1 0
admin2 0
admin3 0
location 0
latitude 0
longitude 0
geo_precision 0
source 0
source_scale 0
notes 0
fatalities 0
tags 6903
timestamp 0
dtype: int64

After handling missing values:
event_id_cnty 0
event_date 0
year 0
time_precision 0
disorder_type 0
event_type 0
sub_event_type 0
actor1 0
assoc_actor_1 0
inter1 0
actor2 0
assoc_actor_2 0
inter2 50097
interaction 0
civilian_targeting 0
iso 0
region 0
country 0
admin1 0
admin2 0
admin3 0
location 0
latitude 0
longitude 0
geo_precision 0
source 0
source_scale 0
notes 0
fatalities 0
tags 6903
timestamp 0
dtype: int64

GeoDataFrame:
event_id_cnty event_date year time_precision disorder_type \
0 IND173617 13-Dec-24 2024 1 Demonstrations
1 IND173619 13-Dec-24 2024 1 Demonstrations
2 IND173620 13-Dec-24 2024 1 Demonstrations
3 IND173643 13-Dec-24 2024 1 Demonstrations
4 IND173670 13-Dec-24 2024 2 Political violence

event_type sub_event_type actor1 \
0 Protests Peaceful protest Protesters (India)
1 Protests Peaceful protest Protesters (India)
2 Protests Peaceful protest Protesters (India)
3 Protests Peaceful protest Protesters (India)
4 Riots Mob violence Rioters (India)

assoc_actor_1 inter1 … \
0 Health Workers (India); Students (India) Protesters …
1 General Caste Group (India); Hindu Group (Indi… Protesters …
2 Muslim Group (India) Protesters …
3 Unknown Protesters …
4 Labor Group (India) Rioters …

latitude longitude geo_precision source source_scale \
0 34.2090 74.3429 1 Daily Excelsior Subnational
1 32.7357 74.8691 1 Northlines Subnational
2 34.0857 74.8056 3 Kashmir News Service Subnational
3 26.3011 89.4058 1 Millennium Post (India) National
4 26.4846 91.4778 1 Pratidin Time Subnational

notes fatalities \
0 On 13 December 2024, medical students held a p… 0
1 On 13 December 2024, locals and religious outf… 0
2 On 13 December 2024, people (likely from the M… 0
3 On 13 December 2024, locals held a protest mar… 0
4 Around 13 December 2024 (as reported), locals … 0

tags timestamp geometry
0 crowd size=no report 1734479873 POINT (74.3429 34.209)
1 crowd size=large scale 1734479873 POINT (74.8691 32.7357)
2 crowd size=no report 1734479873 POINT (74.8056 34.0857)
3 crowd size=no report 1734479873 POINT (89.4058 26.3011)
4 crowd size=no report 1734479874 POINT (91.4778 26.4846)

[5 rows x 32 columns]

KS-test p-value for uniform randomness: 0.00e+00
KS-test p-value for Poisson randomness: 1.12e-08
Real Data Nearest Neighbor Distances Statistics:
count 10956.000000
mean 0.067921
std 0.067383
min 0.000922
25% 0.028562
50% 0.050649
75% 0.087821
max 2.987769
dtype: float64

Random Data Nearest Neighbor Distances Statistics:
count 600.000000
mean 0.749501
std 0.382952
min 0.030353
25% 0.469101
50% 0.726676
75% 0.996883
max 2.831957
dtype: float64

KS-test p-value comparing real vs random data: 0.00e+00
Theoretical Variance (Clark & Evans 1954): 1.01