modeling and analysis of post-conflict reconstruction
DESCRIPTION
Modeling and Analysis of Post-Conflict Reconstruction. Lt Damon B. Richardson Dr Richard F. Deckro Maj Victor D. Wiley Air Force Institute of Technology. Disclaimer - PowerPoint PPT PresentationTRANSCRIPT
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Modeling and Analysis ofPost-Conflict ReconstructionLt Damon B. RichardsonDr Richard F. DeckroMaj Victor D. Wiley
Air Force Institute of TechnologyDisclaimerThe views expressed in this briefing are those of the authors and do not reflect the official policy or position of the United States Air Force, Department of Defense, or the United States Government.
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Research OverviewPropose a general model for simulating the establishment of security in a post-conflict reconstruction
Demonstrate the application of the proposed general model on a notional scenario
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Post-Conflict ReconstructionPost-conflict reconstruction is defined asRebuilding the socioeconomic framework of societyReconstructing the enabling conditions for a functioning peacetime societyMore than just the rebuilding of physical infrastructureIncludes promoting reconciliation and establishingGovernanceRule of lawSecurityLiterature on post-conflict reconstruction spans the literature on nation-building, peacekeeping, peace enforcement, and stability operations
Harme and Sullivan, 2002:89
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Systems DynamicsSystems dynamics models are continuous event simulationsIt models systems as webs of key factor levels and dynamic rates of change driven by non-linear interconnected relations, information feedback loops, and time delaysIn the past systems dynamics has been applied to a number of different types of systems to analyze how different types of systems develop over timeExamples includeIndustrial settingUrban developmentWorld economic developmentSTRATMASAnd others
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Model Overview
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Components of a Systems Dynamics ModelForrester 1961
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General Post-ConflictReconstruction ModelUnemployedPersonsGovtEmployeesGovt EmployeeRate of ChangePoliceIn TrainingPoliceOfficersPolice Officer Training RateCriminalRecruitmentRateCriminalApprehensionRatePolice OfficerRecruitment RateCriminalsInsurgentsInsurgentRate of ChangeCivilianCasualtiesCrime RatePrivately EmployedPeopleEmployment RateIndigenousSF in TrainingIndigenousSF RecruitRateIndigenousSecurity forcesIndigenousSF CasualtyRateIndigenous SFGraduation RateInsurgentCaptured orKilled RateCoalitionTroop CasualtyRateInternationalInsurgent Rateof ChangeCoalition TroopsIn CountryCoalition TroopRate of ChangeTroopsSecuringBordersTroopsQuellingInsurgentsTroops/MPsIn Police RolesInsurgentInfrastructureAttacks# of Useful Tipson InsurgentActivityAmount of Food/Fuel/Water/Electricity Delivered Each DayPower/Water/FoodInfrastructureDevelopment RatePeople DissatisfiedWith the OccupationPeople Neutral to or Satisfied Withthe OccupationRate of Change of Public Opinion# of Useful Tipson InsurgentActivityInsurgentRate of ChangePer CapitaGDP Growth RatePer CapitaGDPCrime RateNote: Some levels have been aggregated on this slide
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Insurgent and CoalitionMilitary Activities Sub-ModelUnemployed personsInsurgentsInsurgent Rate of Change (Eq 3.26)
Insurgent Infrastructure Attacks (Eq. 3.31)International Insurgent Rate of Change (Eq 3.27)
Insurgent Apprehension Rate (Eq 3.28)
Coalition TroopsCoalition Troops Patrolling Border (Eq 3.24)Coalition Troops fighting insurgents (Eq 3.25)Coalition Troops Policing (Eq 3.21)Criminal Apprehension Rate (Eq 3.18)
Coalition Troop Casualty Rate (Eq 3.23)
Insurgent Attacks (Eq. 3.30)Civil Defense PersonnelIndigenous Military PersonnelBorder Patrol PersonnelCoalition Troops in Country Rate of Change(Eq 3.22)
Number of People Dissatisfied with the OccupationIndigenous Police OfficersTips on Insurgents (Eq. 3.40)Detained InsurgentsDetainee Release Rate (Eq. 3.29)
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Insurgent and CoalitionMilitary Activities Sub-ModelUnemployed personsInsurgentsInsurgent Rate of Change (Eq 3.26)
Insurgent Infrastructure Attacks (Eq. 3.31)International Insurgent Rate of Change (Eq 3.27)
Insurgent Apprehension Rate (Eq 3.28)
Coalition TroopsCoalition Troops Patrolling Border (Eq 3.24)Coalition Troops fighting insurgents (Eq 3.25)Coalition Troops Policing (Eq 3.21)Criminal Apprehension Rate (Eq 3.18)
Coalition Troop Casualty Rate (Eq 3.23)
Insurgent Attacks (Eq. 3.30)Civil Defense PersonnelIndigenous Military PersonnelBorder Patrol PersonnelCoalition Troops in Country Rate of Change(Eq 3.22)
Number of People Dissatisfied with the OccupationIndigenous Police OfficersTips on Insurgents (Eq. 3.40)Detained InsurgentsDetainee Release Rate (Eq. 3.29)
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Insurgent and CoalitionMilitary Activities Sub-ModelUnemployed personsInsurgentsInsurgent Rate of Change (Eq 3.26)
Insurgent Infrastructure Attacks (Eq. 3.31)International Insurgent Rate of Change (Eq 3.27)
Insurgent Apprehension Rate (Eq 3.28)
Coalition TroopsCoalition Troops Patrolling Border (Eq 3.24)Coalition Troops fighting insurgents (Eq 3.25)Coalition Troops Policing (Eq 3.21)Criminal Apprehension Rate (Eq 3.18)
Coalition Troop Casualty Rate (Eq 3.23)
Insurgent Attacks (Eq. 3.30)Civil Defense PersonnelIndigenous Military PersonnelBorder Patrol PersonnelCoalition Troops in Country Rate of Change(Eq 3.22)
Number of People Dissatisfied with the OccupationIndigenous Police OfficersTips on Insurgents (Eq. 3.40)Detained InsurgentsDetainee Release Rate (Eq. 3.29)
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Insurgent and CoalitionMilitary Activities Sub-ModelUnemployed personsInsurgentsInsurgent Rate of Change (Eq 3.26)
Insurgent Infrastructure Attacks (Eq. 3.31)International Insurgent Rate of Change (Eq 3.27)
Insurgent Apprehension Rate (Eq 3.28)
Coalition TroopsCoalition Troops Patrolling Border (Eq 3.24)Coalition Troops fighting insurgents (Eq 3.25)Coalition Troops Policing (Eq 3.21)Criminal Apprehension Rate (Eq 3.18)
Coalition Troop Casualty Rate (Eq 3.23)
Insurgent Attacks (Eq. 3.30)Civil Defense PersonnelIndigenous Military PersonnelBorder Patrol PersonnelCoalition Troops in Country Rate of Change(Eq 3.22)
Number of People Dissatisfied with the OccupationIndigenous Police OfficersTips on Insurgents (Eq. 3.40)Detained InsurgentsDetainee Release Rate (Eq. 3.29)
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Insurgent and CoalitionMilitary Activities Sub-ModelUnemployed personsInsurgentsInsurgent Rate of Change (Eq 3.26)
Insurgent Infrastructure Attacks (Eq. 3.31)International Insurgent Rate of Change (Eq 3.27)
Insurgent Apprehension Rate (Eq 3.28)
Coalition TroopsCoalition Troops Patrolling Border (Eq 3.24)Coalition Troops fighting insurgents (Eq 3.25)Coalition Troops Policing (Eq 3.21)Criminal Apprehension Rate (Eq 3.18)
Coalition Troop Casualty Rate (Eq 3.23)
Insurgent Attacks (Eq. 3.30)Civil Defense PersonnelIndigenous Military PersonnelBorder Patrol PersonnelCoalition Troops in Country Rate of Change(Eq 3.22)
Number of People Dissatisfied with the OccupationIndigenous Police OfficersTips on Insurgents (Eq. 3.40)Detained InsurgentsDetainee Release Rate (Eq. 3.29)
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Insurgent and CoalitionMilitary Activities Sub-ModelUnemployed personsInsurgentsInsurgent Rate of Change (Eq 3.26)
Insurgent Infrastructure Attacks (Eq. 3.31)International Insurgent Rate of Change (Eq 3.27)
Insurgent Apprehension Rate (Eq 3.28)
Coalition TroopsCoalition Troops Patrolling Border (Eq 3.24)Coalition Troops fighting insurgents (Eq 3.25)Coalition Troops Policing (Eq 3.21)Criminal Apprehension Rate (Eq 3.18)
Coalition Troop Casualty Rate (Eq 3.23)
Insurgent Attacks (Eq. 3.30)Civil Defense PersonnelIndigenous Military PersonnelBorder Patrol PersonnelCoalition Troops in Country Rate of Change(Eq 3.22)
Number of People Dissatisfied with the OccupationIndigenous Police OfficersTips on Insurgents (Eq. 3.40)Detained InsurgentsDetainee Release Rate (Eq. 3.29)
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Insurgent and CoalitionMilitary Activities Sub-ModelUnemployed personsInsurgentsInsurgent Rate of Change (Eq 3.26)
Insurgent Infrastructure Attacks (Eq. 3.31)International Insurgent Rate of Change (Eq 3.27)
Insurgent Apprehension Rate (Eq 3.28)
Coalition TroopsCoalition Troops Patrolling Border (Eq 3.24)Coalition Troops fighting insurgents (Eq 3.25)Coalition Troops Policing (Eq 3.21)Criminal Apprehension Rate (Eq 3.18)
Coalition Troop Casualty Rate (Eq 3.23)
Insurgent Attacks (Eq. 3.30)Civil Defense PersonnelIndigenous Military PersonnelBorder Patrol PersonnelCoalition Troops in Country Rate of Change(Eq 3.22)
Number of People Dissatisfied with the OccupationIndigenous Police OfficersTips on Insurgents (Eq. 3.40)Detained InsurgentsDetainee Release Rate (Eq. 3.29)
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Insurgent and CoalitionMilitary Activities Sub-ModelUnemployed personsInsurgentsInsurgent Rate of Change (Eq 3.26)
Insurgent Infrastructure Attacks (Eq. 3.31)International Insurgent Rate of Change (Eq 3.27)
Insurgent Apprehension Rate (Eq 3.28)
Coalition TroopsCoalition Troops Patrolling Border (Eq 3.24)Coalition Troops fighting insurgents (Eq 3.25)Coalition Troops Policing (Eq 3.21)Criminal Apprehension Rate (Eq 3.18)
Coalition Troop Casualty Rate (Eq 3.23)
Insurgent Attacks (Eq. 3.30)Civil Defense PersonnelIndigenous Military PersonnelBorder Patrol PersonnelCoalition Troops in Country Rate of Change(Eq 3.22)
Number of People Dissatisfied with the OccupationIndigenous Police OfficersTips on Insurgents (Eq. 3.40)Detained InsurgentsDetainee Release Rate (Eq. 3.29)
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Insurgent and CoalitionMilitary Activities Sub-ModelUnemployed personsInsurgentsInsurgent Rate of Change (Eq 3.26)
Insurgent Infrastructure Attacks (Eq. 3.31)International Insurgent Rate of Change (Eq 3.27)
Insurgent Apprehension Rate (Eq 3.28)
Coalition TroopsCoalition Troops Patrolling Border (Eq 3.24)Coalition Troops fighting insurgents (Eq 3.25)Coalition Troops Policing (Eq 3.21)Criminal Apprehension Rate (Eq 3.18)
Coalition Troop Casualty Rate (Eq 3.23)
Insurgent Attacks (Eq. 3.30)Civil Defense PersonnelIndigenous Military PersonnelBorder Patrol PersonnelCoalition Troops in Country Rate of Change(Eq 3.22)
Number of People Dissatisfied with the OccupationIndigenous Police OfficersTips on Insurgents (Eq. 3.40)Detained InsurgentsDetainee Release Rate (Eq. 3.29)
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Insurgent and CoalitionMilitary Activities Sub-ModelUnemployed personsInsurgentsInsurgent Rate of Change (Eq 3.26)
Insurgent Infrastructure Attacks (Eq. 3.31)International Insurgent Rate of Change (Eq 3.27)
Insurgent Killed or Detained Rate (Eq 3.28)
Coalition TroopsCoalition Troops Patrolling Border (Eq 3.24)Coalition Troops fighting insurgents (Eq 3.25)Coalition Troops Policing (Eq 3.21)Criminal Apprehension Rate (Eq 3.18)
Coalition Troop Casualty Rate (Eq 3.23)
Insurgent Attacks (Eq. 3.30)Civil Defense PersonnelIndigenous Military PersonnelBorder Patrol PersonnelCoalition Troops in Country Rate of Change(Eq 3.22)
Number of People Dissatisfied with the OccupationIndigenous Police OfficersTips on Insurgents (Eq. 3.40)Detained InsurgentsDetainee Release Rate (Eq. 3.29)
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General Post-ConflictReconstruction ModelUnemployedPersonsGovtEmployeesGovt EmployeeRate of ChangePoliceIn TrainingPoliceOfficersPolice Officer Training RateCriminalRecruitmentRateCriminalApprehensionRatePolice OfficerRecruitment RateCriminalsInsurgentsInsurgentRate of ChangeCivilianCasualtiesCrime RatePrivately EmployedPeopleEmployment RateIndigenousSF in TrainingIndigenousSF RecruitRateIndigenousSecurity forcesIndigenousSF CasualtyRateIndigenous SFGraduation RateInsurgentCaptured orKilled RateCoalitionTroop CasualtyRateInternationalInsurgent Rateof ChangeCoalition TroopsIn CountryCoalition TroopRate of ChangeTroopsSecuringBordersTroopsQuellingInsurgentsTroops/MPsIn Police RolesInsurgentInfrastructureAttacks# of Useful Tipson InsurgentActivityAmount of Food/Fuel/Water/Electricity Delivered Each DayPower/Water/FoodInfrastructureDevelopment RatePeople DissatisfiedWith the OccupationPeople Neutral to or Satisfied Withthe OccupationRate of Change of Public Opinion# of Useful Tipson InsurgentActivityInsurgentRate of ChangePer CapitaGDP Growth RatePer CapitaGDPCrime RateNote: Some levels have been aggregated on this slide
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General Post-ConflictReconstruction Model23 Variables in 44 Equations
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Application to a Notional ScenarioNotional scenario based on Operation Iraqi FreedomDay 0 is the day the Baathist regime collapsedScenario ends when security is effectively establishedSecurity is established when the 30 day moving average for crime and insurgent related deaths falls below an annualized rate of 43 deaths per 100,00043 deaths per 100,000 is the murder rate in Washington D.C.
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Notional ScenarioStarting Conditions200,000 Coalition Troops10,000 Iraqi Police Officers0 Iraqi Security Forces0 Barrels of Oil Produced Per day2000 MW of Electricity Distributed Per Day4,000,000 Liters of Water Distributed per Day50,000 Criminals10,000 Insurgents30% of the Population Dissatisfied with the Occupation
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Results From Open Source BaselineRun Of Notional Iraqi Scenario
Rate 63 Chart
0
884
940
929
934
966
942
876
935
946
943
931
876
934
974
966
961
976
991
946
978
965
999
1001
926
924
958
964
886
942
951
914
971
1011
927
1042
1001
1031
980
979
1034
996
1065
1000
977
1019
1030
1007
978
1009
985
1009
1020
1014
982
918
999
1014
975
1006
1014
982
1030
1009
1011
974
1006
1059
1043
985
1008
1011
913
1041
1044
1026
934
1005
1020
978
976
1025
989
986
989
1022
973
1050
983
1043
997
1000
1047
993
1002
991
1027
973
1031
974
1021
995
949
1027
964
1032
974
985
979
1005
1017
981
934
1006
1030
990
995
1082
1032
951
963
1031
999
982
1020
943
1009
971
1073
1003
962
1011
992
1005
985
1010
950
1092
1015
1027
1010
974
976
988
983
990
951
951
923
984
895
895
916
884
885
943
883
852
844
870
924
893
864
797
838
857
784
762
806
831
812
808
789
723
720
758
752
764
730
739
684
649
698
666
663
673
659
667
644
670
668
651
617
594
621
631
654
624
648
628
585
594
589
550
597
569
567
534
529
576
536
527
488
511
463
527
526
531
560
533
515
494
478
485
509
459
452
468
422
453
431
447
411
445
459
418
405
452
420
387
449
434
451
404
423
390
376
373
346
369
384
372
374
367
309
354
323
340
330
334
312
305
273
307
263
264
293
295
272
279
296
272
290
301
279
263
259
276
243
266
266
275
272
270
250
274
259
236
248
273
244
241
253
243
222
242
257
199
221
215
226
201
219
179
219
213
176
219
229
192
213
202
195
184
196
181
188
189
196
219
189
205
197
167
189
178
176
165
169
190
191
TipsOnInsurgentsRate Rate 63
TipsOnInsurgentsRate
Rate 62 Chart
12900000
8594904
8340899
8100517
7983091
7587812
7279944
7045275
6666773
6332261
6038940
5797963
5543998
5237846
4886934
4554996
4174868
3966282
3632435
3372337
2925832
2673183
2379103
2064089
1710862
1396184
1136210
806235
485835
239863
-77234
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-8870472
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-27265960
-27265960
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-27265960
-27265960
WaterShortageRate Rate 62
WaterShortageRate
Rate 61 Chart
450000
445698
441053
434961
428652
423680
418509
412368
406461
403905
398425
393189
388622
387831
383246
379040
375559
370486
363329
358133
353124
348621
345009
339718
333240
328436
326240
327558
321958
315782
312371
307419
303435
297839
292815
289006
284748
278595
272508
267568
263329
259467
252882
246116
241051
236417
230256
225775
221276
214881
210654
203386
197937
191505
186418
182071
177476
171790
166286
162445
158603
153401
148589
141845
136608
131331
125061
119455
114475
108913
103692
97598
91986
87273
82323
78471
74700
69906
64592
59855
54132
49660
45451
39555
34621
30033
24441
19686
15128
9747
4776
-283
-4174
-8606
-13522
-18497
-22463
-27807
-32245
-35868
-40638
-43547
-49243
-55243
-60486
-65340
-69157
-74299
-80777
-84441
-88972
-94112
-99330
-105270
-111680
-117533
-122208
-125844
-132513
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-142908
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-154649
-159669
-165706
-170597
-177415
-182931
-188640
-194367
-197460
-202657
-208650
-215618
-219878
-224415
-228601
-232257
-238965
-241948
-245615
-249981
-256046
-262140
-265759
-272595
-278147
-284361
-288633
-294816
-300674
-306695
-310893
-316751
-323283
-329411
-334550
-337947
-343858
-346588
-351741
-355788
-361851
-366676
-371036
-376155
-382575
-388576
-393411
-398113
-405189
-410523
-415913
-421764
-427152
-430976
-434207
-440571
-444981
-449837
-456107
-461503
-467768
-472395
-476677
-480606
-485466
-492565
-497950
-502513
-508662
-513700
-520695
-523725
-529679
-535528
-540936
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-549935
-554675
-559848
-563997
-568776
-572607
-579597
-585509
-590553
-594997
-599995
-605954
-612912
-618306
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-631958
-637649
-644480
-649447
-656364
-661072
-666990
-671672
-676526
-680959
-686525
-691409
-698085
-702555
-708168
-712459
-719004
-724076
-728270
-733239
-737284
-743022
-748568
-752408
-756857
-760555
-764857
-770495
-774975
-781426
-785513
-789419
-793087
-796920
-802613
-807801
-812914
-817012
-823675
-828029
-832829
-838176
-844909
-849107
-855867
-862163
-868352
-873113
-878097
-882137
-886682
-890397
-894987
-898458
-902107
-907624
-912925
-917578
-922367
-927228
-933201
-938795
-941683
-946494
-952169
-957139
-959751
-963542
-967234
-971781
-977084
-981321
-985230
-989801
-995906
-1001306
-1006657
-1010350
-1016248
-1021425
-1026275
-1029373
-1035098
-1039916
-1043882
-1050454
-1057216
-1062176
-1067411
-1071956
-1079409
-1086126
-1092273
-1098396
-1103678
-1109548
-1113798
-1119005
-1124085
-1130175
-1136118
-1139628
-1145282
-1149726
-1156111
-1160611
-1165283
-1170549
-1175942
-1180691
-1185507
-1189120
-1193722
-1198275
-1203105
-1208606
-1212758
-1217997
OilShortageRate Rate 61
OilShortageRate
Rate 60 Chart
4400
1888
1878
1871
1896
1884
1874
1866
1860
2089
2078
2069
2059
2051
2042
2032
2023
2015
2007
2000
1990
1985
1979
1974
1965
1957
1949
1939
1932
1923
1914
1909
1901
1893
1886
1878
1867
1857
1851
1844
1836
1830
1820
1812
1804
1793
1785
1779
1770
1759
1749
1741
1730
1722
1712
1704
1695
1684
1674
1663
1657
1651
1640
1632
1625
1615
1606
1597
1588
1579
1572
1562
1553
1544
1538
1530
1522
1514
1504
1492
1485
1480
1472
1462
1451
1444
1438
1432
1423
1417
1407
1396
1387
1375
1367
1359
1351
1342
1336
1327
1318
1311
1303
1296
1287
1280
1273
1264
1254
1246
1237
1227
1221
1211
1201
1191
1183
1177
1170
1162
1155
1146
1138
1131
1125
1114
1108
1099
1089
1081
1077
1068
1061
1055
1047
1039
1032
1027
1020
1010
1000
992
984
977
967
959
949
941
932
921
914
903
895
886
875
867
859
852
847
840
834
827
820
810
803
792
782
774
764
757
747
738
730
721
713
705
699
689
682
672
661
656
646
639
631
620
611
600
592
582
573
567
557
546
535
527
517
509
500
491
484
472
466
458
451
444
436
431
421
413
406
401
392
388
380
373
365
354
348
340
330
322
313
304
295
287
280
274
264
256
250
242
235
226
216
205
194
189
182
174
164
152
144
136
127
118
112
102
96
88
81
75
65
57
48
39
28
22
17
9
2
-7
-14
-22
-31
-39
-45
-52
-61
-70
-80
-87
-96
-105
-112
-119
-128
-135
-142
-149
-155
-161
-167
-177
-186
-195
-206
-215
-223
-231
-235
-243
-252
-259
-265
-276
-284
-293
-300
-305
-313
-324
-334
-343
-349
-360
-371
-378
-385
-397
-405
-410
-421
-430
-439
-448
-453
-461
-468
-476
-485
-496
-505
-515
-525
-533
-542
-549
-557
-567
-576
ElectricShortageRate Rate 60
ElectricShortageRate
Rate 59 Chart
0
1
0
3
0
0
0
0
1
0
0
0
2
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
InsurgentAttacksOnInfrastructureRate Rate 59
InsurgentAttacksOnInfrastructureRate
Rate 58 Chart
0
0
2
3
3
0
2
2
1
1
0
3
3
2
2
1
1
2
2
2
3
6
2
2
1
0
6
0
3
3
4
3
3
3
3
3
1
6
4
2
2
4
4
5
4
2
2
3
2
5
2
3
6
1
4
1
3
4
5
5
3
1
5
6
2
1
5
3
4
1
2
1
4
3
9
3
1
4
2
1
3
4
3
8
3
3
9
2
3
2
3
7
3
2
6
4
4
7
5
5
6
4
3
5
3
2
6
3
2
3
4
4
5
0
2
2
1
1
1
5
3
0
2
6
1
0
3
4
4
4
2
2
3
3
1
6
4
2
1
3
6
2
4
3
4
2
1
0
6
5
4
4
6
4
4
2
1
3
2
0
3
4
5
3
5
0
0
2
3
0
3
1
3
2
1
3
2
2
3
1
4
3
2
1
0
0
0
0
3
1
1
2
0
2
3
2
0
1
1
2
1
6
3
1
2
3
2
5
0
2
0
2
1
2
4
4
1
2
0
0
1
1
1
2
1
2
1
1
2
1
0
1
0
4
2
0
2
0
2
1
2
1
0
1
1
2
1
1
1
1
1
0
0
0
0
1
1
1
2
0
2
1
1
1
2
0
1
0
0
0
1
0
1
0
0
0
0
1
0
0
0
1
0
1
1
0
0
0
0
0
1
2
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
1
1
0
2
1
1
0
2
1
1
0
0
0
0
2
0
0
0
0
0
InsurgentAttacksOnCivRate Rate 58
InsurgentAttacksOnCivRate
Rate 57 Chart
0
10
8
9
13
13
7
15
12
8
11
16
13
10
12
13
9
7
5
14
8
14
12
16
11
8
10
10
18
12
5
8
12
12
14
12
10
17
11
17
14
11
10
13
17
13
15
18
17
16
11
14
8
20
17
21
18
19
14
14
10
16
12
17
18
15
15
9
18
14
19
13
14
17
15
16
7
14
16
24
15
8
20
12
21
16
20
14
12
23
20
14
19
12
28
13
16
15
16
19
9
13
10
8
15
14
14
23
18
18
15
14
18
19
21
21
16
17
21
7
14
17
13
11
12
16
17
14
15
14
13
11
15
10
16
11
11
14
17
9
8
12
14
12
11
15
9
5
7
8
11
11
5
8
12
14
7
7
9
9
12
7
6
14
8
6
10
8
5
7
6
9
4
7
10
1
12
8
6
7
1
7
8
4
9
8
3
7
5
10
6
5
1
4
5
9
2
3
5
6
7
6
2
5
4
11
5
6
4
4
4
5
2
9
3
3
9
7
3
4
4
5
3
8
4
3
0
3
2
2
4
4
4
5
8
3
4
7
7
3
2
4
3
4
5
1
3
7
4
1
2
3
2
3
0
2
5
5
1
1
2
4
4
5
3
2
1
5
1
1
4
2
2
4
1
3
4
3
1
4
1
5
2
4
6
4
0
3
4
4
2
1
1
2
4
1
0
3
3
1
1
0
1
2
2
6
4
1
0
3
1
2
2
2
2
2
2
1
2
3
1
0
2
5
1
1
2
3
0
3
0
InsurgentAttacksOnISFRate Rate 57
InsurgentAttacksOnISFRate
Rate 56 Chart
0
41
51
46
47
45
32
53
50
58
51
55
54
48
57
55
69
58
65
63
47
65
52
69
60
63
58
34
58
54
55
57
65
70
58
67
54
71
52
76
68
68
81
85
65
81
45
62
65
79
50
81
63
75
70
61
86
56
73
78
61
77
77
76
84
63
80
64
74
65
82
45
72
67
73
71
57
87
85
78
80
70
59
78
75
80
65
74
75
74
79
86
71
70
65
63
83
103
71
54
81
74
66
71
72
80
99
71
79
77
44
77
75
80
66
69
71
74
67
73
67
82
58
60
53
74
65
74
59
49
51
65
54
57
58
61
59
47
63
48
55
60
49
44
59
43
50
47
51
49
39
39
47
45
53
39
45
35
48
40
29
40
44
38
36
38
36
35
24
35
39
41
41
31
28
41
30
24
31
34
43
29
23
24
20
31
41
35
22
30
22
31
16
27
27
29
22
25
36
37
28
23
24
23
23
31
28
23
26
30
32
21
26
28
14
9
25
21
18
33
30
17
16
17
19
13
24
13
15
20
19
19
22
15
19
23
18
19
19
23
15
24
14
22
14
19
12
11
10
15
17
13
19
16
10
10
14
14
17
15
10
11
18
17
4
11
9
16
13
10
9
8
12
9
10
4
10
4
8
8
14
10
13
9
12
8
11
12
14
5
9
11
7
9
7
8
9
8
9
8
13
11
6
7
4
6
11
11
9
10
5
9
12
13
7
14
7
6
4
6
7
9
14
11
11
3
3
13
8
4
12
InsurgentAttacksOnCoalitionRate Rate 56
InsurgentAttacksOnCoalitionRate
Rate 55 Chart
0
0
13
22
37
36
37
62
75
66
73
67
93
95
106
110
98
125
130
132
113
133
158
139
163
175
139
189
186
194
221
197
221
211
214
242
195
236
222
218
233
232
239
212
255
238
266
226
264
260
271
221
275
275
285
285
323
296
262
284
267
307
300
308
272
281
292
283
324
326
310
306
290
338
337
295
300
327
309
319
312
323
329
333
287
353
318
319
346
353
357
336
325
311
319
349
356
331
368
324
376
369
358
366
329
365
374
347
339
353
312
323
331
336
339
338
368
320
341
343
346
344
330
347
349
362
358
367
324
344
343
339
340
398
341
360
348
366
367
342
328
358
367
333
364
336
359
350
327
319
373
370
351
345
387
346
331
326
323
337
322
356
344
347
329
337
309
301
330
332
304
341
330
322
312
330
323
298
295
311
285
286
324
296
293
276
314
298
286
307
271
300
309
294
277
249
287
279
253
326
266
295
240
236
283
278
270
244
224
245
228
254
276
258
255
236
229
234
228
208
211
240
195
240
228
221
193
216
186
193
226
219
205
240
165
208
234
187
216
211
190
189
190
211
187
183
198
166
196
179
173
210
176
160
178
162
144
161
172
167
156
141
152
176
156
136
171
172
143
151
138
139
136
167
142
147
140
142
155
143
133
157
125
136
138
144
122
126
119
128
129
117
134
111
96
117
128
133
101
124
120
100
110
99
106
95
101
96
95
106
96
105
75
95
75
102
98
107
98
96
90
101
81
89
78
89
96
80
98
76
57
DetainedInsurgentReleaseRate Rate 55
DetainedInsurgentReleaseRate
Rate 54 Chart
0
6
0
5
5
0
1
0
4
0
4
2
4
1
2
3
2
1
3
2
5
0
1
5
6
5
1
1
0
1
5
1
1
5
2
6
5
4
2
6
6
4
3
5
5
2
5
4
6
5
6
1
5
5
3
4
4
1
2
5
4
7
3
7
2
0
2
0
3
2
7
1
1
4
5
0
5
0
0
6
5
5
6
4
1
0
6
0
4
1
2
4
7
6
3
3
0
7
5
4
4
2
5
6
1
6
5
5
1
5
3
4
3
3
6
0
3
5
1
2
2
4
0
2
5
7
2
2
4
5
1
3
0
5
4
1
0
4
4
6
0
3
6
1
0
5
2
1
0
3
6
0
2
4
0
0
0
4
2
4
6
4
0
4
1
4
3
4
2
1
5
0
0
5
3
5
0
2
0
5
2
2
1
0
3
0
1
1
1
3
2
0
3
4
2
0
0
3
1
2
1
3
2
0
1
2
1
0
3
2
1
2
0
1
3
1
3
1
1
4
0
2
0
1
0
0
0
0
0
0
1
2
1
0
0
2
0
0
0
0
0
1
0
0
1
1
1
1
0
0
1
2
0
1
2
1
2
0
0
1
0
0
0
1
1
1
1
0
1
1
0
1
0
0
0
0
1
1
1
1
0
1
0
1
2
0
0
0
1
0
1
0
0
0
0
1
0
0
0
1
1
0
0
0
0
0
1
1
0
1
1
1
0
1
1
0
0
0
0
1
1
1
0
0
0
0
0
0
1
0
1
InsurgentKilledRate Rate 54
InsurgentKilledRate
Rate 53 Chart
0
330
292
312
270
357
304
340
295
305
308
350
312
358
302
292
366
353
384
338
325
309
357
356
392
383
346
375
361
312
334
307
312
358
370
376
343
314
339
372
353
357
399
339
302
339
350
351
353
371
340
367
339
359
353
351
350
330
367
322
359
363
328
419
349
360
328
377
391
365
387
354
389
360
352
379
388
360
396
363
298
331
346
352
443
330
390
376
357
394
335
336
397
373
404
346
349
397
408
350
398
382
376
399
392
349
342
371
366
364
327
359
326
351
394
324
324
333
386
371
359
350
414
345
372
389
395
388
362
351
356
344
308
310
372
340
327
353
313
337
321
375
377
307
385
361
322
357
330
346
352
284
350
335
336
278
279
282
325
291
338
310
292
296
278
276
276
285
271
282
306
259
238
288
258
267
257
215
244
282
242
259
223
204
226
193
222
214
242
189
217
247
213
233
217
225
231
219
232
242
235
212
196
206
174
175
183
204
203
178
172
189
184
173
176
157
173
176
212
209
216
178
175
187
166
149
147
156
131
131
126
149
161
144
151
167
173
133
138
135
156
133
170
148
124
139
142
129
130
106
138
140
110
114
141
133
128
102
113
91
113
89
112
103
91
107
112
96
84
116
95
95
105
101
101
117
75
86
98
80
105
92
74
92
115
91
81
73
80
92
78
75
84
82
91
83
82
73
78
77
81
66
67
60
50
52
91
64
73
70
84
68
74
68
69
61
66
46
55
74
63
62
70
66
60
52
63
44
59
48
67
InsurgentApprehensionRate Rate 53
InsurgentApprehensionRate
Rate 52 Chart
0
1
0
0
0
0
1
0
0
1
0
0
1
0
0
0
0
1
0
0
1
0
0
0
0
0
1
0
1
0
0
0
0
0
0
1
0
1
1
1
0
1
0
1
0
0
0
0
0
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
1
0
1
0
0
0
0
1
0
0
1
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
1
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
IntlInsurgentRate Rate 52
IntlInsurgentRate
Rate 51 Chart
0
478
481
345
206
447
130
353
123
554
275
704
565
595
517
715
239
234
620
369
420
325
382
302
327
286
204
151
499
418
685
483
668
426
426
581
458
621
408
424
258
687
480
314
511
540
289
431
154
459
610
433
515
448
374
510
184
396
634
457
588
352
618
235
242
281
202
531
361
458
319
446
386
377
476
456
834
165
272
236
230
233
427
350
467
442
273
355
289
278
613
321
405
207
349
306
317
400
192
604
248
329
718
618
244
308
172
320
362
246
68
255
234
270
291
205
274
210
145
390
186
140
370
526
243
226
301
-4
122
22
208
109
163
468
444
74
192
216
126
76
77
38
47
123
223
254
164
156
287
237
171
203
91
352
353
176
406
188
277
257
79
256
213
212
140
74
264
275
194
21
366
123
38
182
295
-3
265
-6
279
79
-42
146
173
158
167
407
159
176
100
258
163
126
235
190
295
152
172
160
119
156
134
20
204
154
13
171
55
129
272
164
66
100
83
305
64
235
156
251
206
156
35
230
55
2
133
80
82
88
112
98
129
77
199
143
70
125
127
149
146
168
111
56
144
9
123
66
14
92
3
86
182
83
109
63
90
52
64
23
69
82
62
59
108
62
42
84
83
119
91
104
76
87
57
63
90
61
113
54
68
114
100
108
36
93
52
11
63
13
96
44
62
56
101
93
66
15
51
18
26
30
54
29
70
76
89
95
79
41
42
106
85
67
34
18
54
66
69
19
74
52
23
34
19
61
62
44
43
4
35
8
25
InsurgentRecruitRate Rate 51
InsurgentRecruitRate
Rate 50 Chart
0
28
19
26
17
13
31
26
21
19
13
29
24
22
21
19
28
22
26
29
17
27
21
26
22
21
25
19
35
20
14
25
21
27
23
26
17
22
22
19
26
19
31
22
19
31
21
30
31
20
16
28
13
28
37
21
21
29
28
45
33
24
21
22
32
35
38
15
14
34
16
34
37
22
27
30
29
37
23
22
26
33
28
35
40
38
31
32
45
28
19
27
25
39
13
23
27
28
38
19
31
35
41
32
19
47
20
37
47
19
26
29
40
40
35
23
28
18
26
33
25
31
36
26
16
31
25
21
29
32
21
26
30
16
20
18
21
30
17
21
18
18
24
19
16
39
19
14
20
16
12
14
21
12
19
17
20
16
15
13
20
14
15
20
9
18
11
13
22
13
7
13
18
7
11
12
16
13
10
6
15
16
11
12
21
12
14
16
17
14
10
12
12
6
12
21
10
5
14
12
17
7
9
6
8
6
5
17
5
9
14
7
13
4
9
10
5
8
16
12
7
5
11
7
12
3
8
10
10
9
8
9
7
6
9
12
10
7
3
6
4
5
11
13
2
6
10
9
6
6
12
2
10
3
6
4
4
7
3
4
10
8
7
3
6
0
5
1
10
5
7
9
6
6
4
1
10
4
2
5
6
3
5
4
2
4
2
4
3
0
1
1
4
2
3
3
3
8
6
1
0
1
6
3
2
4
4
4
4
3
0
3
10
3
3
1
2
4
2
4
9
4
2
5
1
2
4
6
3
1
2
CoalitionCasualtyRate Rate 50
CoalitionCasualtyRate
Rate 49 Chart
0
69
54
168
155
251
296
159
237
126
97
67
115
164
208
311
174
298
179
206
247
211
116
123
207
213
209
127
214
281
347
251
222
144
341
189
394
385
184
48
268
373
194
411
96
214
455
419
295
175
97
385
444
261
292
460
205
414
155
202
262
254
475
100
296
297
320
231
80
112
387
394
87
181
269
314
170
130
357
323
354
146
180
356
308
133
273
309
170
277
138
215
203
130
226
195
101
277
192
308
113
160
276
190
134
188
184
190
163
278
144
180
191
85
242
219
180
225
97
139
225
146
169
238
210
77
162
117
167
182
230
155
93
134
97
161
51
69
62
177
121
49
198
103
105
106
132
77
27
88
51
109
41
115
88
103
116
131
110
54
162
25
88
169
115
18
164
74
87
130
72
117
55
96
61
47
159
145
96
76
63
75
25
51
64
44
148
123
77
91
61
124
28
80
35
80
78
94
62
82
25
58
58
35
87
51
80
61
23
79
41
34
61
90
34
105
71
72
57
61
92
65
70
56
66
67
71
39
36
52
77
93
13
41
7
45
77
43
53
49
45
9
117
48
18
91
60
42
83
34
71
38
23
31
33
35
12
25
4
105
26
54
25
42
21
12
22
65
37
24
22
16
33
12
29
12
11
31
13
25
59
46
74
21
27
88
19
55
21
24
34
21
23
11
24
30
21
52
58
39
42
10
48
14
7
47
57
20
47
3
37
39
51
9
50
26
67
42
7
7
28
38
37
31
5
14
17
10
45
25
26
CrimeRelatedDeathRate Rate 49
CrimeRelatedDeathRate
Rate 48 Chart
0
0
15
18
148
155
270
407
336
90
173
511
141
408
674
861
248
1202
1051
775
619
250
30
426
331
1228
979
396
520
62
1681
1979
855
1987
1307
2052
1446
2264
2067
32
1980
1518
2387
1381
740
291
1978
331
402
2042
1897
64
1008
1221
371
2259
1773
2290
1156
173
1292
3150
980
604
3037
2602
1706
1961
1276
3511
1462
982
4186
2814
4044
367
1987
245
1317
2154
3043
558
4576
4158
3209
3674
2517
1065
1181
2523
3701
4709
1701
2579
201
1636
117
1113
3903
4476
3846
2193
1484
374
497
1332
4998
3123
319
3037
5116
2321
2067
653
1531
4105
588
1
5548
550
327
4117
2883
1004
4256
1429
4737
210
4348
2247
716
1859
2966
2892
3729
1777
4491
3942
4407
3744
2650
1477
5333
3142
2888
2277
3924
1874
3250
356
5078
2670
5354
1776
3845
716
3212
1452
1106
40
610
1974
242
5229
3413
669
5643
4655
513
109
1298
720
4155
4999
2209
2810
287
2240
1535
1415
2844
779
120
4018
3744
3048
3332
5272
1246
2639
3457
1290
3479
1636
3125
1312
572
4589
4775
4840
2382
4061
3003
296
789
1671
3132
5324
4058
3205
3674
4512
2671
3910
4492
358
1718
4716
2287
2296
2858
930
1570
1018
661
1891
3251
290
3790
2620
1213
1688
630
2466
4220
4407
1930
4402
33
927
3158
1500
1408
4708
4213
2156
3732
1727
1013
3059
2639
3217
736
1365
3314
703
387
4382
75
4393
2296
4476
3670
2994
2126
2021
2039
1135
3823
3008
2858
2823
688
717
4081
130
3231
3152
2777
1830
2238
1919
500
3561
3174
2425
1320
4018
338
1088
1987
821
3158
1374
3935
546
3801
2029
1104
2904
2571
2138
1920
1083
3266
3182
1035
1712
55
749
219
3107
3039
2231
3651
907
1872
1373
136
3750
2035
3856
1786
879
585
1064
713
2914
3721
2803
3418
CriminalReleaseRate Rate 48
CriminalReleaseRate
Rate 47 Chart
0
1364
1335
1893
2000
1294
2000
1304
1998
1990
1922
1998
1998
1998
1998
1998
1997
1995
1995
1995
1995
1994
1994
1994
1994
1994
1994
1993
1993
2145
2145
2145
2143
2142
2142
2142
2281
2280
2279
2279
2279
2279
2278
2430
2430
2430
2430
2430
2430
2429
2596
2596
2596
2596
2596
2596
2595
2727
2727
2726
2725
2725
2725
2725
2896
2896
2896
2894
2894
2894
2894
3081
3079
3079
3079
3079
3077
3077
3232
3232
3229
3334
3334
3332
3332
3499
3499
3414
3497
3497
3497
3497
3651
2359
3513
2644
2452
1761
3644
3795
2049
2369
3434
2196
3262
2423
4014
1677
1687
1677
3013
1600
2491
3994
2973
2669
1702
2486
3876
1398
2694
1954
4125
1688
2594
2107
1829
4299
2256
3468
2360
3553
2719
1660
2433
3938
3222
3404
3010
3123
2789
1913
2910
2315
1510
1190
2852
3327
2029
2440
2421
2602
2863
2228
976
1380
2878
3931
1472
1768
1959
3103
2773
4207
3435
1154
2857
2484
3760
1558
2042
1783
2943
3301
2104
1253
2898
3610
2017
1379
3790
2601
1173
1465
2041
2654
2362
1557
3109
2175
3229
3575
3175
1193
1298
3256
3796
3163
1569
1802
2465
2688
1608
1891
2592
961
2445
1800
1328
3389
3071
2712
1367
1202
3208
3356
1276
1977
2783
3007
1404
1302
1483
2761
1430
1510
4145
2175
2410
3064
2378
2179
1945
2779
1873
3030
2718
1216
2045
1584
1367
1887
4125
1468
1632
3744
3802
1391
699
1146
1955
2819
2601
3201
1908
1997
1351
1709
1337
2051
2808
2861
3059
1584
2635
1759
1217
2099
3005
2758
1219
2207
2873
1230
1260
2136
1894
1856
2821
1698
2650
2121
3081
2185
1210
858
2817
1221
2572
3198
2482
977
1858
3146
2701
789
1981
3323
1882
1943
858
987
3056
1937
1511
3334
3426
2342
939
1812
2681
2279
1246
1491
2868
2034
1215
1399
2537
1853
1465
2075
3673
2282
1378
1494
891
2272
2509
2418
1033
CriminalApprehensionRate Rate 47
CriminalApprehensionRate
Rate 46 Chart
0
8464
5970
6032
4291
2897
2924
5243
7268
5761
2664
2364
2485
3296
2856
3349
3407
4464
2224
2498
4545
3535
2487
2911
2940
5410
5526
4269
3847
4815
2632
2434
2588
2984
4154
2767
2654
2645
1619
3391
1990
1725
3407
3760
3966
1489
3709
3453
2431
2173
2033
2339
2988
540
1624
1531
3307
2729
1595
1940
2208
2131
977
993
3261
1486
1366
1088
1968
2830
396
1285
1241
2332
1759
1088
3026
853
1593
1405
745
3
1559
170
-284
2272
-903
1620
-269
-185
1248
882
-957
1274
3507
50
1291
2655
6655
-284
-1766
4806
1342
-219
3501
1064
2159
-1509
2494
5660
5647
678
2457
3945
495
742
1385
2806
860
-1129
4742
3526
5155
-1936
3621
3761
4141
4804
-2119
2689
985
2916
608
2431
5448
3494
-663
1397
1291
2658
1315
956
3414
152
2531
3230
3826
1640
1291
1708
3213
1413
1996
1501
3490
6810
4885
135
-48
5035
3007
3838
2086
2926
-2242
1689
7174
1112
3007
-553
5548
4095
1728
1624
711
2714
4405
1022
-255
3325
3101
165
553
2888
3243
1887
2276
2475
5500
1898
1218
1905
212
1413
4028
4676
1170
-661
671
2614
3258
1826
2183
2203
1946
1285
4223
2696
1826
4601
943
743
729
3612
4492
631
-530
3634
3303
322
-256
4898
3961
3932
1400
4351
2680
-985
3156
969
1880
1675
1788
4804
2623
1781
1501
788
3237
1931
3706
4406
2669
-922
2467
4629
-2680
-2540
2364
4423
3236
2806
2094
347
170
1820
1472
3921
3293
4260
2552
1609
1192
-102
3871
1358
2074
2293
3318
-389
943
5676
1477
166
5410
2910
975
1831
4603
863
1884
256
2395
-723
817
3827
5029
-467
5845
-7
242
866
4455
2208
-531
2237
4946
1176
-734
953
3080
5534
4257
1108
2640
2147
-961
-1363
1501
7822
4130
1151
577
2467
2545
106
1206
2342
2659
2623
2029
3188
1027
-1948
1967
2010
2798
3696
309
439
520
CriminalRecruitRate Rate 46
CriminalRecruitRate
Rate 45 Chart
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
789
0
0
0
0
0
0
647
0
0
0
0
0
0
797
0
0
0
0
0
0
874
0
0
0
0
0
0
704
0
0
0
0
0
0
628
0
0
0
0
0
0
579
0
0
0
0
0
0
654
0
0
0
0
0
0
653
0
0
0
0
0
0
752
0
0
0
0
0
0
767
0
0
0
0
0
0
794
0
0
0
0
0
0
901
0
0
0
0
0
0
799
0
0
0
0
0
0
716
0
0
0
0
0
0
636
0
0
0
0
0
0
829
0
0
0
0
0
0
729
0
0
0
0
0
0
754
0
0
0
0
0
0
0
0
0
0
0
0
0
823
0
0
0
0
0
0
900
0
0
0
0
0
0
0
0
0
0
0
0
0
915
0
0
0
0
0
0
761
0
0
0
0
0
0
0
0
0
0
0
0
0
897
0
0
0
0
0
0
602
0
0
0
0
0
0
0
0
0
0
0
0
0
914
0
0
0
0
0
0
625
0
0
0
0
0
0
662
0
0
0
0
0
0
918
0
0
0
0
0
0
880
0
0
0
0
0
0
887
0
0
0
0
0
0
806
0
0
0
0
0
0
543
0
0
0
0
0
0
0
0
0
0
0
0
0
968
0
0
0
0
0
0
0
0
0
0
0
0
0
777
0
0
0
0
0
0
610
0
0
0
0
0
0
628
0
0
0
0
0
0
672
0
ExperiencedIPOGradRate Rate 45
ExperiencedIPOGradRate
Rate 44 Chart
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1133
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1003
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1272
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1187
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1099
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
860
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1143
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1191
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
952
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1210
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1325
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NewIPOGradRate Rate 44
NewIPOGradRate
Rate 43 Chart
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
736
0
0
0
0
0
0
614
0
0
0
0
0
0
854
0
0
0
0
0
0
841
0
0
0
0
0
0
598
0
0
0
0
0
0
984
0
0
0
0
0
0
941
0
0
0
0
0
0
837
0
0
1072
0
0
0
906
0
0
0
0
0
0
815
0
0
0
0
0
0
797
0
865
0
0
0
0
666
0
0
0
0
0
0
785
0
0
0
0
0
0
561
1360
0
0
0
0
0
908
0
0
0
0
0
0
814
0
0
0
0
0
0
1775
0
0
0
0
0
0
511
0
0
0
0
0
0
920
0
0
0
0
0
944
842
0
0
0
0
0
0
649
0
0
0
0
0
0
725
0
0
0
0
1060
0
0
0
0
0
0
0
0
851
0
0
0
0
0
0
568
0
0
0
0
0
0
0
0
0
0
0
0
0
854
0
0
0
0
0
0
762
0
0
0
0
0
0
0
0
0
0
0
0
0
809
0
0
0
0
0
0
819
0
0
0
0
0
0
778
0
0
0
0
0
0
735
0
0
0
0
0
0
886
1189
0
0
0
0
0
520
0
0
0
0
0
0
735
0
0
0
0
0
0
719
0
0
0
0
0
0
0
0
0
0
0
0
0
771
0
0
0
0
0
0
699
0
0
0
0
0
0
925
0
0
0
0
0
0
861
0
0
0
0
0
0
730
0
0
0
0
0
0
841
0
IPOGradRate Rate 43
IPOGradRate
Rate 42 Chart
0
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
144
ExperiencedIPORecruitRate Rate 42
ExperiencedIPORecruitRate
Rate 41 Chart
0
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
25
NewIPORecruitRate Rate 41
NewIPORecruitRate
Rate 40 Chart
0
7
9
12
13
14
12
18
10
9
19
16
6
10
15
8
20
14
7
16
5
9
9
14
4
17
12
7
17
6
11
19
16
5
7
20
16
10
11
8
16
8
11
17
14
19
18
13
9
14
13
19
11
5
25
15
11
11
6
9
24
22
28
15
21
20
16
19
11
16
11
28
25
19
18
13
14
19
24
31
15
17
21
13
15
10
21
25
22
13
12
9
22
11
18
24
13
7
14
17
14
22
23
17
16
17
23
16
18
10
26
23
13
15
16
14
20
17
23
9