The list of media outlets for our data can be found here
This is based on the revised list of keywords
| 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.
We can visualize the above information with simple barplots:
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.
| 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 |
| 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 |
| Theme | Count |
|---|---|
| ARMEDCONFLICT | 30531 |
| ORGANIZED_CRIME | 13613 |
| KIDNAP | 10820 |
| ASSASSINATION | 1360 |
| Theme | Count |
|---|---|
| ARREST | 84372 |
| SEIZE (All) | 32825 |
| CONFISCATION | 8397 |
| PERSECUTION | 6810 |
| TORTURE | 6441 |
| SEIZE (Drugs Related) | 5410 |
| WB__ANTICARTEL_ENFORCEMENT | 1638 |
| UNREST_POLICEBRUTALITY | 761 |
| 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 |
| 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 |
| 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 |
| 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 |
| Theme | Count |
|---|---|
| CORRUPTION | 51902 |
MAP : CLEANER MAPS NEED TO BE GENERATED TOMORROW (Manually filtering out the generic coordinates is taking longer than I expected)
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).
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 |