Media Outlets

The list of media outlets for our data can be found here

Frequency Tables: Events / Countries / Years


This is based on the revised list of keywords

Events by Country by Year (2015 - 2021)
2015 2016 2017 2018 2019 2020 2021 Sum
KAZ 5929 8284 7710 7317 8714 5686 3615 47255
KGZ 6483 7209 5892 5550 7637 5280 4215 42266
TJK 6722 6779 3523 4510 2508 1490 3816 29348
TKM 2795 3781 2624 2545 2232 1455 1530 16962
UZB 5946 8408 6428 5980 4994 3479 5170 40405
Sum 27875 34461 26177 25902 26085 17390 18346 176236

N for our data (2015 - 2021) = 176236.


Barplots

We can visualize the above information with simple barplots:




Frequency of Event Types

This table shows the frequency of each of our selected keywords in the data. Keywords SEIZE and ARMEDCONFLICT are matched with Code 1 (Drug Related) Events.


Frequency of Event Types
Theme EventType Count
ARREST 3 84372
SOC_GENERALCRIME 4 66328
WB__ORGANIZED_CRIME 4 61604
WB__DRUGS_AND_NARCOTICS 1 55534
CORRUPTION 5 51902
DRUG_TRADE 1 39727
ARMEDCONFLICT 2 30531
CRIME_CARTELS 1 18306
CRIME_ILLEGAL_DRUGS 1 18252
ORGANIZED_CRIME 2 13613
SMUGGLING 4 10893
KIDNAP 2 10820
HUMAN_TRAFFICKING 4 9015
CONFISCATION 3 8397
CHECKPOINT 4 8172
PERSECUTION 3 6810
TORTURE 3 6441
VIOLENT_UNREST 4 5734
SEIZE 3 5410
WB__MONEY_LAUNDERING 4 4555
CRIME_COMMON_ROBBERY 4 3372
WB__ANTICARTEL_ENFORCEMENT 3 1638
WB__CARTELS 1 1615
BLACK_MARKET 4 1496
MIL_SELF_IDENTIFIED_ARMS_DEAL 4 1393
ASSASSINATION 2 1360
UNREST_POLICEBRUTALITY 3 761
WB__ILLICIT_FINANCIAL_FLOWS 4 389
WB__COUNTERFEIT_GOODS 4 283
ECON_INFORMAL_ECONOMY 4 239
WB__CRIME_NETWORKS 4 100
TAX_TERROR_GROUP 4 63
TAX_CARTELS 1 NA


Map: All Events / Countries:


Code 2: Violence by Organised Criminal Groups

Event Type: Violence by Organised Criminal Groups
2015 2016 2017 2018 2019 2020 2021 Sum
KAZ 1438 1477 1531 1342 971 781 718 8258
KGZ 1300 1036 997 948 1719 1185 1806 8991
TJK 2370 2669 1124 1796 883 668 2148 11658
TKM 876 1086 1389 574 554 208 567 5254
UZB 2166 2932 1709 1824 1092 686 2059 12468
Sum 8150 9200 6750 6484 5219 3528 7298 46629


Event Type: Violence by Organised Criminal Groups
Theme Count
ARMEDCONFLICT 30531
ORGANIZED_CRIME 13613
KIDNAP 10820
ASSASSINATION 1360



Code 3: Violence by the State

Table 3.1: Keyword Frequencies


Event Type: Violence by the State
Theme Count
ARREST 84372
SEIZE (All) 32825
CONFISCATION 8397
PERSECUTION 6810
TORTURE 6441
SEIZE (Drugs Related) 5410
WB__ANTICARTEL_ENFORCEMENT 1638
UNREST_POLICEBRUTALITY 761


Table 3.2 State Violence Events, No filters on SEIZE

Event Type: Violence by the State
2015 2016 2017 2018 2019 2020 2021 Sum
KAZ 2988 5572 4334 3986 5819 3314 1859 27872
KGZ 3138 3796 3407 2771 3845 3358 2592 22907
TJK 3612 3798 1718 2291 1181 864 1610 15074
TKM 1623 2727 1274 1358 971 816 515 9284
UZB 3993 5387 4283 2693 2532 1909 2399 23196
Sum 15354 21280 15016 13099 14348 10261 8975 98333


Code 4: Contextual Review of Shadow Economy

Event Type: Contextual Review of Shadow Economy
2015 2016 2017 2018 2019 2020 2021 Sum
KAZ 4046 4940 4902 4408 4773 3581 2294 28944
KGZ 3942 4173 3552 3460 5276 3478 2762 26643
TJK 5471 5403 2391 3528 1732 1199 2822 22546
TKM 2121 2811 2098 1537 1603 975 1189 12334
UZB 4620 5975 4518 4233 3351 2062 3975 28734
Sum 20200 23302 17461 17166 16735 11295 13042 119201


Event Type: Contextual Review of Shadow Economy
Theme Count
SOC_GENERALCRIME 66328
WB__ORGANIZED_CRIME 61604
SMUGGLING 10893
HUMAN_TRAFFICKING 9015
CHECKPOINT 8172
VIOLENT_UNREST 5734
WB__MONEY_LAUNDERING 4555
CRIME_COMMON_ROBBERY 3372
BLACK_MARKET 1496
MIL_SELF_IDENTIFIED_ARMS_DEAL 1393
WB__ILLICIT_FINANCIAL_FLOWS 389
WB__COUNTERFEIT_GOODS 283
ECON_INFORMAL_ECONOMY 239
WB__CRIME_NETWORKS 100
TAX_TERROR_GROUP 63



Code 5: Cases of Corruption

Event Type: Corrruption
2015 2016 2017 2018 2019 2020 2021 Sum
KAZ 1965 2472 2487 2232 2346 1881 924 14307
KGZ 2385 2070 2213 2336 3276 2208 1699 16187
TJK 1764 1933 971 1321 627 376 755 7747
TKM 606 712 694 293 500 329 257 3391
UZB 1594 2082 1430 1265 1520 1197 1182 10270
Sum 8314 9269 7795 7447 8269 5991 4817 51902
Event Type: Corrruption
Theme Count
CORRUPTION 51902


All five barplots/maps together


MAP : CLEANER MAPS NEED TO BE GENERATED TOMORROW (Manually filtering out the generic coordinates is taking longer than I expected)


Correlation and Regression Results:


These plots show the relationship between the five kinds of events:


The numbers represent the correlation coefficients between the pairs. For example, code 1 (Drug related events) has a positive correlation with Criminal Group violence (coefficient = 0.51), and negative relationship with state violence (coeff = - 0.20).



Section: Maps (2021 Only)


Correlation between keywords

The table for correlations is below. The actual spreadsheet can be found here

c1_cartels c1_illegal_drugs c1_drrug_trade c1_wb_cartels c1_wb_drugs_narcotics c2_assasination c2_armedc c2_kidnap c2_organizedcrime c3_arrest c3_confiscation c3_persecution c3_seize c3_torture c3_policebrutality c3_wb_anticartel_enforcement c4_blackmarket c4_checkpoint c4_robbery c4_informalecon c4_humantraff c4_armsdeal c4_smuggling c4_generalcrime c4_terrorgroup c4_violentunrest c4_organizedcrime c4_counterfeitgoods c4_wb_illicit_fin_flows c4_wb_moneylaunder c5_corruption
c1_cartels 1.00 0.15 0.51 0.10 0.48 -0.01 0.27 -0.05 0.24 -0.21 -0.04 -0.04 0.01 -0.01 -0.02 0.10 -0.03 -0.04 -0.03 -0.01 0.01 0.05 0.01 0.02 0.00 -0.03 0.44 -0.01 0.07 0.00 -0.13
c1_illegal_drugs 0.15 1.00 0.43 0.03 0.42 0.02 0.35 -0.01 0.11 -0.08 0.01 0.00 0.17 0.06 0.00 0.03 0.00 -0.02 0.00 -0.01 0.03 0.07 0.17 0.03 0.00 -0.02 0.38 0.00 0.03 0.01 -0.07
c1_drrug_trade 0.51 0.43 1.00 0.01 0.75 0.00 0.49 -0.04 0.17 -0.23 -0.02 -0.04 0.14 0.08 -0.02 0.01 -0.02 -0.06 -0.03 -0.01 0.04 0.05 0.18 -0.01 0.00 -0.04 0.70 -0.01 0.04 0.01 -0.16
c1_wb_cartels 0.10 0.03 0.01 1.00 0.01 0.02 0.09 0.01 0.13 -0.03 0.01 0.04 0.02 0.03 0.00 0.99 0.00 0.00 0.01 0.00 0.00 0.09 0.02 -0.01 0.00 0.01 0.01 0.01 0.00 0.03 -0.01
c1_wb_drugs_narcotics 0.48 0.42 0.75 0.01 1.00 0.01 0.62 -0.01 0.20 -0.22 0.07 0.00 0.25 0.24 0.06 0.01 -0.01 -0.06 -0.01 -0.02 0.06 0.09 0.20 0.01 -0.01 -0.02 0.93 -0.02 0.03 0.00 -0.19
c2_assasination -0.01 0.02 0.00 0.02 0.01 1.00 0.05 0.03 0.04 0.03 -0.01 0.01 0.06 0.02 0.00 0.02 -0.01 0.02 0.02 0.02 -0.02 0.03 0.05 0.03 0.00 0.03 0.02 0.00 0.00 0.05 0.01
c2_armedc 0.27 0.35 0.49 0.09 0.62 0.05 1.00 0.07 0.18 -0.05 0.11 0.07 0.28 0.37 0.09 0.09 -0.01 -0.02 0.02 -0.01 0.07 0.13 0.21 0.07 0.00 0.04 0.58 -0.01 0.03 0.03 -0.06
c2_kidnap -0.05 -0.01 -0.04 0.01 -0.01 0.03 0.07 1.00 0.04 0.07 0.03 0.07 0.09 0.15 0.07 0.01 -0.01 -0.02 0.02 0.01 0.02 0.08 0.04 0.08 0.00 0.08 0.00 0.00 0.00 0.00 0.04
c2_organizedcrime 0.24 0.11 0.17 0.13 0.20 0.04 0.18 0.04 1.00 -0.07 0.07 0.03 0.04 0.12 -0.01 0.13 -0.01 -0.04 0.00 0.00 0.05 0.05 0.13 0.30 0.00 -0.01 0.32 0.00 0.05 0.06 0.02
c3_arrest -0.21 -0.08 -0.23 -0.03 -0.22 0.03 -0.05 0.07 -0.07 1.00 0.13 0.09 0.07 0.17 0.06 -0.03 -0.04 -0.13 0.02 -0.02 -0.05 0.02 -0.04 0.27 -0.01 0.07 -0.23 -0.03 -0.03 -0.01 -0.03
c3_confiscation -0.04 0.01 -0.02 0.01 0.07 -0.01 0.11 0.03 0.07 0.13 1.00 0.11 0.21 0.27 0.00 0.01 0.01 -0.03 0.03 0.00 0.00 -0.01 0.00 0.09 0.01 0.00 0.06 0.00 -0.01 0.01 0.01
c3_persecution -0.04 0.00 -0.04 0.04 0.00 0.01 0.07 0.07 0.03 0.09 0.11 1.00 0.04 0.18 0.02 0.04 0.00 -0.02 -0.01 0.00 0.03 0.02 -0.02 0.05 0.00 0.04 -0.01 -0.01 0.00 0.01 0.02
c3_seize 0.01 0.17 0.14 0.02 0.25 0.06 0.28 0.09 0.04 0.07 0.21 0.04 1.00 0.21 0.10 0.02 0.01 -0.01 0.05 0.01 0.03 0.13 0.14 0.05 0.01 0.05 0.23 0.02 0.01 0.00 -0.01
c3_torture -0.01 0.06 0.08 0.03 0.24 0.02 0.37 0.15 0.12 0.17 0.27 0.18 0.21 1.00 0.13 0.03 -0.01 -0.01 0.04 0.01 0.07 0.08 0.04 0.16 0.00 0.09 0.24 -0.01 0.00 -0.01 0.05
c3_policebrutality -0.02 0.00 -0.02 0.00 0.06 0.00 0.09 0.07 -0.01 0.06 0.00 0.02 0.10 0.13 1.00 0.00 -0.01 0.02 0.00 0.00 0.07 0.19 -0.01 0.06 0.00 0.23 0.05 0.00 0.00 0.00 0.02
c3_wb_anticartel_enforcement 0.10 0.03 0.01 0.99 0.01 0.02 0.09 0.01 0.13 -0.03 0.01 0.04 0.02 0.03 0.00 1.00 0.00 0.00 0.01 0.00 0.00 0.09 0.02 -0.01 0.00 0.01 0.01 0.01 0.00 0.03 -0.01
c4_blackmarket -0.03 0.00 -0.02 0.00 -0.01 -0.01 -0.01 -0.01 -0.01 -0.04 0.01 0.00 0.01 -0.01 -0.01 0.00 1.00 0.00 0.00 0.00 0.01 0.00 0.00 -0.03 0.00 -0.02 -0.02 0.00 0.00 -0.01 -0.02
c4_checkpoint -0.04 -0.02 -0.06 0.00 -0.06 0.02 -0.02 -0.02 -0.04 -0.13 -0.03 -0.02 -0.01 -0.01 0.02 0.00 0.00 1.00 0.00 0.01 -0.04 0.00 0.02 -0.11 0.00 0.00 -0.07 0.00 0.00 -0.01 -0.10
c4_robbery -0.03 0.00 -0.03 0.01 -0.01 0.02 0.02 0.02 0.00 0.02 0.03 -0.01 0.05 0.04 0.00 0.01 0.00 0.00 1.00 0.00 -0.02 -0.01 0.00 0.06 0.00 0.00 -0.01 0.00 0.00 0.02 -0.01
c4_informalecon -0.01 -0.01 -0.01 0.00 -0.02 0.02 -0.01 0.01 0.00 -0.02 0.00 0.00 0.01 0.01 0.00 0.00 0.00 0.01 0.00 1.00 0.00 0.00 0.00 -0.01 0.00 0.01 -0.01 0.00 0.00 0.01 0.01
c4_humantraff 0.01 0.03 0.04 0.00 0.06 -0.02 0.07 0.02 0.05 -0.05 0.00 0.03 0.03 0.07 0.07 0.00 0.01 -0.04 -0.02 0.00 1.00 0.06 0.06 0.01 0.00 0.01 0.16 0.01 0.00 0.00 -0.03
c4_armsdeal 0.05 0.07 0.05 0.09 0.09 0.03 0.13 0.08 0.05 0.02 -0.01 0.02 0.13 0.08 0.19 0.09 0.00 0.00 -0.01 0.00 0.06 1.00 0.05 0.04 0.00 0.07 0.08 0.03 0.00 0.07 0.04
c4_smuggling 0.01 0.17 0.18 0.02 0.20 0.05 0.21 0.04 0.13 -0.04 0.00 -0.02 0.14 0.04 -0.01 0.02 0.00 0.02 0.00 0.00 0.06 0.05 1.00 0.03 0.00 -0.02 0.20 0.02 0.00 0.03 -0.02
c4_generalcrime 0.02 0.03 -0.01 -0.01 0.01 0.03 0.07 0.08 0.30 0.27 0.09 0.05 0.05 0.16 0.06 -0.01 -0.03 -0.11 0.06 -0.01 0.01 0.04 0.03 1.00 -0.01 0.05 0.06 -0.01 0.03 0.05 0.00
c4_terrorgroup 0.00 0.00 0.00 0.00 -0.01 0.00 0.00 0.00 0.00 -0.01 0.01 0.00 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.01 1.00 0.00 -0.01 0.00 0.00 0.00 -0.01
c4_violentunrest -0.03 -0.02 -0.04 0.01 -0.02 0.03 0.04 0.08 -0.01 0.07 0.00 0.04 0.05 0.09 0.23 0.01 -0.02 0.00 0.00 0.01 0.01 0.07 -0.02 0.05 0.00 1.00 -0.02 -0.01 -0.01 0.00 -0.01
c4_organizedcrime 0.44 0.38 0.70 0.01 0.93 0.02 0.58 0.00 0.32 -0.23 0.06 -0.01 0.23 0.24 0.05 0.01 -0.02 -0.07 -0.01 -0.01 0.16 0.08 0.20 0.06 -0.01 -0.02 1.00 0.05 0.04 0.01 -0.18
c4_counterfeitgoods -0.01 0.00 -0.01 0.01 -0.02 0.00 -0.01 0.00 0.00 -0.03 0.00 -0.01 0.02 -0.01 0.00 0.01 0.00 0.00 0.00 0.00 0.01 0.03 0.02 -0.01 0.00 -0.01 0.05 1.00 0.01 0.02 -0.01
c4_wb_illicit_fin_flows 0.07 0.03 0.04 0.00 0.03 0.00 0.03 0.00 0.05 -0.03 -0.01 0.00 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.03 0.00 -0.01 0.04 0.01 1.00 0.14 0.03
c4_wb_moneylaunder 0.00 0.01 0.01 0.03 0.00 0.05 0.03 0.00 0.06 -0.01 0.01 0.01 0.00 -0.01 0.00 0.03 -0.01 -0.01 0.02 0.01 0.00 0.07 0.03 0.05 0.00 0.00 0.01 0.02 0.14 1.00 0.25
c5_corruption -0.13 -0.07 -0.16 -0.01 -0.19 0.01 -0.06 0.04 0.02 -0.03 0.01 0.02 -0.01 0.05 0.02 -0.01 -0.02 -0.10 -0.01 0.01 -0.03 0.04 -0.02 0.00 -0.01 -0.01 -0.18 -0.01 0.03 0.25 1.00


SEIZURE MAP