Datasets:

CS2CD
/

CS2CD.Counter-Strike_2_Cheat_Detection

inventory sequence	usercmd_input_history list	inventory_as_ids sequence	approximate_spotted_by sequence	aim_punch_angle_vel sequence	aim_punch_angle sequence	active_weapon_ammo float64	item_def_idx float64	weapon_quality float64	entity_lvl float64	item_id_high float64	item_id_low float64	inventory_position float64	is_initialized bool	econ_item_attribute_def_idx float64	initial_value float32	refundable_currency float64	set_bonus bool	fire_seq_start_time float32	fire_seq_start_time_change float64	m_iState float64	weapon_mode float64	accuracy_penalty float32	fl_recoil_idx float32	is_burst_mode bool	is_in_reload bool	reload_visually_complete bool	dropped_at_time float32	is_hauled_back bool	is_silencer_on bool	time_silencer_switch_complete float32	orig_team_number float64	prev_owner float64	last_shot_time float32	zoom_lvl float64	burst_shots_remaining float64	needs_bolt_action bool	next_primary_attack_tick float64	next_primary_attack_tick_ratio float32	next_secondary_attack_tick float64	next_secondary_attack_tick_ratio float32	total_ammo_left float64	is_freeze_period bool	is_warmup_period bool	warmup_period_end float32	warmup_period_start float32	is_terrorist_timeout bool	is_ct_timeout bool	terrorist_timeout_remaining float32	ct_timeout_remaining float32	num_terrorist_timeouts int32	num_ct_timeouts int32	is_technical_timeout bool	is_waiting_for_resume bool	match_start_time float32	round_start_time float32	restart_round_time float32	game_start_time float32	game_phase int32	any_hostages_reached bool	has_bombites bool	has_rescue_zone bool	has_buy_zone bool	is_matchmaking bool	match_making_mode int32	is_valve_dedicated_server bool	spectator_slot_count int32	is_match_started bool	is_bomb_dropped bool	is_bomb_planted bool	terrorist_cant_buy bool	ct_cant_buy bool	ct_losing_streak int32	t_losing_streak int32	round_in_progress bool	balance int32	start_balance int32	total_cash_spent int32	cash_spent_this_round int32	kills_total int32	deaths_total int32	headshot_kills_total int32	damage_total float64	objective_total float64	utility_damage_total float64	enemies_flashed_total float64	ping uint32	is_auto_muted bool	pending_team_num uint32	player_color string	ever_played_on_team bool	rank int32	comp_wins int32	comp_rank_type int32	rank_if_win int32	rank_if_loss int32	rank_if_tie int32	is_controlling_bot bool	has_controlled_bot_this_round bool	spawn_time int32	death_time int32	score int32	health float64	move_type float64	team_num float64	active_weapon float64	looking_at_weapon bool	holding_look_at_weapon bool	next_attack_time float32	has_defuser bool	has_helmet bool	duck_time_ms float64	max_speed float32	duck_speed float32	duck_overrdie bool	old_jump_pressed bool	buttons float64	fall_velo float32	in_crouch bool	crouch_state float64	ducked bool	ducking bool	in_duck_jump bool	jump_time_ms float64	last_duck_time float32	moved_since_spawn bool	flash_max_alpha float32	is_rescuing bool	last_place_name string	in_buy_zone bool	in_hostage_rescue_zone bool	in_bomb_zone bool	time_last_injury float32	is_walking bool	spotted bool	is_scoped bool	resume_zoom bool	is_defusing bool	is_grabbing_hostage bool	in_no_defuse_area bool	shots_fired float64	velo_modifier float32	wait_for_no_attack bool	armor_value float64	current_equip_value float64	round_start_equip_value float64	team_name string	team_surrendered bool	RELOAD bool	USE bool	FIRE bool	SCOREBOARD bool	BACK bool	INSPECT bool	RIGHT bool	ZOOM bool	FORWARD bool	LEFT bool	RIGHTCLICK bool	pitch float32	usercmd_viewangle_y float32	X float32	yaw float32	usercmd_mouse_dy float64	active_weapon_original_owner string	velocity float32	Y float32	usercmd_buttonstate_1 float64	entity_id int32	velocity_X float32	is_airborne bool	usercmd_buttonstate_3 float64	usercmd_impulse float64	Z float32	usercmd_buttonstate_2 float64	usercmd_viewangle_z float32	velocity_Y float32	usercmd_viewangle_x float32	usercmd_left_move float32	usercmd_forward_move float32	usercmd_consumed_server_angle_changes float64	is_alive bool	velocity_Z float32	active_weapon_name string	usercmd_mouse_dx float64	game_time float32	tick int32	steamid string
[ "knife", "USP-S" ]	[]	[ 42, 61 ]	[]	[ 0, 0, 0 ]	[ 0, 0, 0 ]	12	61	4	1	9	384,210,161	6	true	8	0.269093	0	false	0	0	2	1	0.0049	0	false	false	false	0	false	true	6.5625	3	16,777,215	0	0	0	false	840	0	840	0	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	16,000	16,000	0	0	0	0	0	null	null	null	null	34	false	3	purple	true	7,624	55	11	7,975	7,315	7,679	false	false	-1	-1	0	100	2	3	7,160,563	false	false	null	false	false	null	260.000031	8	false	false	0	null	null	null	null	null	null	null	null	false	0	false	CTSpawn	true	false	false	0	false	false	false	false	false	false	false	0	1	false	0	200	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	0	null	2,397	135	null	Player_7	null	2,079	null	752	null	false	null	null	132.767548	null	null	null	null	null	null	null	true	null	USP-S	null	83.9375	1	Player_7
[ "knife_t", "Glock-18", "Negev", "Molotov" ]	[]	[ 59, 4, 28, 46 ]	[]	[ 0, 0, 0 ]	[ -53.669944763183594, -0.002484742319211364, -40.25170135498047 ]	0	59	0	1	0	0	0	true	null	null	null	null	0	0	2	0	0	0	false	false	false	0	false	false	76.15625	2	16,777,215	0	null	null	null	9,748	0	9,748	0	1	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	12,600	16,000	3,400	3,400	0	1	0	null	null	null	null	12	false	2	orange	true	9,074	97	11	9,547	8,967	9,024	false	false	30	-1	0	17	2	2	3,261,222	false	false	null	false	false	null	260.000031	8	false	true	8	null	null	null	null	null	null	null	null	true	255	false	TSpawn	true	false	false	65.685547	false	false	false	false	false	false	false	0	1	false	0	2,600	200	TERRORIST	false	false	false	false	false	false	false	false	false	true	false	false	15.950775	null	-1,498.163208	-105.045433	null	Player_1	null	500.29361	null	757	null	false	null	null	-63.96875	null	null	null	null	null	null	null	true	null	knife_t	null	83.9375	1	Player_1
[ "knife_t", "Desert Eagle" ]	[]	[ 59, 1 ]	[]	[ -45.42603302001953, 30.746166229248047, 0 ]	[ -0.05662425979971886, 0.01646176166832447, 1.8792247757914993e-9 ]	5	1	4	1	9	1,828,522,431	29	true	75	938,893,156,491,631,900,000,000	0	false	0.058666	6	2	0	0.0042	0	false	false	true	0	false	false	40.34375	2	16,777,215	76.09375	0	0	false	9,768	0.4	9,768	0.4	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	12,600	14,300	3,400	3,400	2	1	1	null	null	null	null	40	false	2	yellow	true	7,444	42	11	7,789	7,061	7,389	false	false	34	-1	4	23	2	2	1,295,151	false	false	null	false	true	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	0	false	Middle	false	false	false	63.587891	false	false	false	false	false	false	false	0	1	false	99	1,700	200	TERRORIST	false	false	false	false	false	false	false	false	false	false	false	false	-1.528809	null	181.650543	-18.20813	null	Player_4	null	634.895386	null	762	null	false	null	null	81.245216	null	null	null	null	null	null	null	true	null	Desert Eagle	null	83.9375	1	Player_4
[ "knife_t", "R8 Revolver", "Negev" ]	[]	[ 59, 64, 28 ]	[]	[ -70.1326904296875, 0, 0 ]	[ -5.0930094718933105, 0, 0 ]	81	28	4	1	0	0	0	true	null	null	null	null	0.032006	369	2	0	0.021703	48.777382	false	false	false	66.765625	false	false	77.053123	2	10,748,671	83.898338	0	0	false	10,748	0.293758	10,748	0.293758	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	13,100	13,700	2,900	2,900	0	1	0	null	null	null	null	14	false	2	purple	true	3,674	10	11	4,134	3,552	3,615	false	false	69	-1	0	100	2	2	5,702,437	false	false	null	false	false	null	260.000031	8	false	true	1	null	null	null	null	null	null	null	null	true	255	false	TSpawn	true	false	false	0	false	false	false	false	false	false	false	44	1	false	0	2,300	200	TERRORIST	false	false	false	true	false	false	false	false	false	false	false	false	5.799072	null	-1,666.272339	18.845673	null	Player_2	null	480.882385	null	767	null	false	null	null	-63.96875	null	null	null	null	null	null	null	true	null	Negev	null	83.9375	1	Player_2
[ "knife", "USP-S" ]	[]	[ 42, 61 ]	[]	[ -23, 0, 0 ]	[ 0, 0, 0 ]	11	61	4	1	0	0	0	true	8	0.269093	0	false	0.074823	5	2	1	0.032941	1	false	false	true	0	false	true	73.09375	3	16,777,215	83.850342	0	0	false	10,754	0.301875	10,754	0.301875	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	14,300	14,300	1,700	1,700	0	1	0	null	null	null	null	38	false	3	orange	true	7,666	60	11	8,025	7,314	7,716	false	false	66	-1	0	14	2	3	13,615,946	false	false	null	false	false	null	260.000031	8	false	true	66,049	null	null	null	null	null	null	null	null	true	0	false	Apartments	false	false	false	76.09375	true	false	false	false	false	false	false	1	1	false	0	200	200	CT	false	false	false	true	true	false	false	false	false	false	true	false	7.591217	null	1,066.822998	-175.489777	null	Player_6	null	28.896843	null	772	null	false	null	null	256.03125	null	null	null	null	null	null	null	true	null	USP-S	null	83.9375	1	Player_6
[ "knife", "USP-S", "AWP" ]	[]	[ 42, 61, 9 ]	[]	[ 0, 0, 0 ]	[ -0.4844871461391449, 0, 0 ]	3	9	4	1	9	448,734,607	45	true	294	0	0	false	0.027571	2	2	1	0.002	0	false	false	false	41.65625	false	false	45.063541	3	8,651,534	31.085693	1	0	false	5,768	0.066666	7,872	0.981251	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	5,500	8,950	10,500	10,500	1	1	0	null	null	null	null	52	false	3	yellow	true	9,513	85	11	9,889	9,394	9,570	false	false	32	-1	2	100	2	3	1,557,280	false	false	null	true	true	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	0	false	TopofMid	false	false	false	0	false	false	true	false	false	false	false	0	1	false	100	6,350	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	-1.270981	null	1,373.45459	-1.100693	null	Player_10	null	302.632935	null	777	null	false	null	null	128.03125	null	null	null	null	null	null	null	true	null	AWP	null	83.9375	1	Player_9
[ "knife", "USP-S" ]	[]	[ 42, 61 ]	[]	[ 0, 0, 0 ]	[ 0, 0, 0 ]	12	61	4	1	0	0	0	true	8	0.269093	0	false	0	0	2	1	0.0049	0	false	false	false	0	false	true	80.84375	3	16,777,215	0	0	0	false	10,348	0	10,348	0	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	9,550	9,550	6,450	6,450	3	1	1	null	null	null	null	45	false	3	blue	true	7,220	19	11	7,588	6,757	7,274	false	false	79	-1	6	100	2	3	4,473,740	false	false	null	false	false	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	false	255	false	CTSpawn	true	false	false	0	false	false	false	false	false	false	false	0	1	false	0	200	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	1.791809	null	2,472.349854	145.293152	null	Player_10	null	2,005.969971	null	782	null	false	null	null	134.505051	null	null	null	null	null	null	null	true	null	USP-S	null	83.9375	1	Player_10
[ "knife_t", "Glock-18" ]	[]	[ 59, 4 ]	[]	[ 0, 0, 0 ]	[ 0.4633645713329315, 0.0008254560525529087, 0 ]	11	4	4	1	9	1,536,256,261	7	true	75	795,700,305,619,461,500,000,000	0	false	0.073917	9	2	0	0.005602	0	false	false	false	0	false	false	84.195831	2	16,777,215	27.080322	0	0	false	10,776	0.533333	10,776	0.533333	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	16,000	16,000	0	0	0	0	0	null	null	null	null	49	false	2	green	true	0	1	11	0	0	0	false	false	-1	-1	0	100	2	2	13,370,134	false	false	null	false	false	null	260.000031	8	false	true	8	null	null	null	null	null	null	null	null	true	255	false	LowerMid	false	false	false	0	false	false	false	false	false	false	false	0	1	false	0	200	200	TERRORIST	false	false	false	false	false	false	false	false	false	true	false	false	-1.364014	null	-782.499146	-94.534607	null	Player_3	null	446.640533	null	787	null	false	null	null	-25.459961	null	null	null	null	null	null	null	true	null	Glock-18	null	83.9375	1	Player_3
[ "knife_t", "Glock-18", "AWP" ]	[]	[ 59, 4, 9 ]	[ "Player_6" ]	[ -30.7405948638916, 10.063196182250977, 0 ]	[ -4.33606481552124, 0.7621201276779175, 6.708993964821275e-7 ]	0	9	4	1	9	1,437,166,356	27	true	125	0	0	false	0.028983	5	2	0	0.092088	1	false	false	false	76.740967	false	false	80.532295	3	8,651,534	83.710938	0	0	false	10,900	0.620003	10,900	0.620003	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	13,650	13,650	2,350	2,350	1	1	1	null	null	null	null	80	false	2	blue	true	7,288	74	11	7,608	6,884	7,228	false	false	67	-1	2	30	2	2	14,877,464	false	false	null	false	false	null	260.000031	8	false	false	0	null	null	null	null	null	null	null	null	true	255	false	LowerMid	false	false	false	83.850342	false	true	false	false	false	false	false	0	0.311154	false	0	4,950	200	TERRORIST	false	false	false	false	false	false	false	false	false	false	false	false	2.442047	null	-878.517639	71.032104	null	Player_9	null	-118.597107	null	818	null	false	null	null	4.504953	null	null	null	null	null	null	null	true	null	AWP	null	83.9375	1	Player_5
[ "knife", "USP-S" ]	[]	[ 42, 61 ]	[]	[ 0, 0, 0 ]	[ 0, 0, 0 ]	12	61	4	1	0	0	0	true	8	0.269093	0	false	0	0	2	1	0.0049	0	false	false	false	0	false	true	69.9375	3	16,777,215	0	0	0	false	8,952	0	8,952	0	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	16,000	16,000	0	0	0	0	0	null	null	null	null	44	false	3	green	true	5,000	32	11	5,374	4,875	5,000	false	false	-1	-1	0	100	2	3	9,667,409	false	false	null	false	false	null	260.000031	8	false	false	1,040	null	null	null	null	null	null	null	null	true	0	false	CTSpawn	true	false	false	0	false	false	false	false	false	false	false	0	1	false	0	200	200	CT	false	false	false	false	false	true	false	true	false	false	false	false	2.428665	null	2,528.803467	-135.920792	null	Player_8	null	2,240.233398	null	846	null	false	null	null	133.95517	null	null	null	null	null	null	null	true	null	USP-S	null	83.9375	1	Player_8
[ "knife", "USP-S" ]	[ { "player_tick_count": 5373, "player_tick_fraction": 0.6030415296554565, "render_tick_count": 5369, "render_tick_fraction": 0.07778830081224442, "x": 0, "y": 135, "z": 0 }, { "player_tick_count": 5373, "player_tick_fraction": 0.88980633020401, "render_tick_count": 5369, "render_tick_fraction": 0.3655327260494232, "x": 0, "y": 135, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.1764688491821289, "render_tick_count": 5369, "render_tick_fraction": 0.6531671285629272, "x": 0, "y": 135, "z": 0 } ]	[ 42, 61 ]	[]	[ 0, 0, 0 ]	[ 0, 0, 0 ]	12	61	4	1	9	384,210,161	6	true	8	0.269093	0	false	0	0	2	1	0.0049	0	false	false	false	0	false	true	6.5625	3	16,777,215	0	0	0	false	840	0	840	0	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	16,000	16,000	0	0	0	0	0	null	null	null	null	34	false	3	purple	true	7,624	55	11	7,975	7,315	7,679	false	false	-1	-1	0	100	2	3	7,160,563	false	false	null	false	false	null	260.000031	8	false	false	0	null	null	null	null	null	null	null	null	false	0	false	CTSpawn	true	false	false	0	false	false	false	false	false	false	false	0	1	false	0	200	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	0	135	2,397	135	0	Player_7	null	2,079	0	752	null	false	0	0	132.767548	0	0	null	0	0	0	0	true	null	USP-S	0	83.96875	3	Player_7
[ "knife_t", "Glock-18", "Negev", "Molotov" ]	[ { "player_tick_count": 5373, "player_tick_fraction": 0.7447688579559326, "render_tick_count": 5370, "render_tick_fraction": 0.7430236339569092, "x": 15.84006118774414, "y": -105.98196411132812, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.023578796535730362, "render_tick_count": 5371, "render_tick_fraction": 0.02270011231303215, "x": 15.82422161102295, "y": -106.27327728271484, "z": 0 } ]	[ 59, 4, 28, 46 ]	[]	[ 0, 0, 0 ]	[ -53.669944763183594, -0.002484742319211364, -40.25170135498047 ]	0	59	0	1	0	0	0	true	null	null	null	null	0	0	2	0	0	0	false	false	false	0	false	false	76.15625	2	16,777,215	0	null	null	null	9,748	0	9,748	0	1	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	12,600	16,000	3,400	3,400	0	1	0	null	null	null	null	12	false	2	orange	true	9,074	97	11	9,547	8,967	9,024	false	false	30	-1	0	17	2	2	3,261,222	false	false	null	false	false	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	255	false	TSpawn	true	false	false	65.685547	false	false	false	false	false	false	false	0	1	false	0	2,600	200	TERRORIST	false	false	false	false	false	false	false	false	false	false	false	false	15.808289	-107.251259	-1,498.594727	-107.251282	0	Player_1	null	493.420898	8	757	null	false	0	0	-63.96875	0	0	null	15.808382	0	1	0	true	null	knife_t	11	83.96875	3	Player_1
[ "knife_t", "Desert Eagle" ]	[ { "player_tick_count": 5373, "player_tick_fraction": 0.5787479877471924, "render_tick_count": 5368, "render_tick_fraction": 0.4495146572589874, "x": -1.5288587808609009, "y": -18.208236694335938, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.06273937970399857, "render_tick_count": 5368, "render_tick_fraction": 0.9335018396377563, "x": -1.5288587808609009, "y": -18.208236694335938, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.3285335898399353, "render_tick_count": 5369, "render_tick_fraction": 0.19929388165473938, "x": -1.5288587808609009, "y": -18.208236694335938, "z": 0 } ]	[ 59, 1 ]	[]	[ -45.42603302001953, 30.746166229248047, 0 ]	[ -0.05662425979971886, 0.01646176166832447, 1.8792247757914993e-9 ]	5	1	4	1	9	1,828,522,431	29	true	75	938,893,156,491,631,900,000,000	0	false	0.058666	6	2	0	0.0042	0	false	false	true	0	false	false	40.34375	2	16,777,215	76.09375	0	0	false	9,768	0.4	9,768	0.4	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	12,600	14,300	3,400	3,400	2	1	1	null	null	null	null	40	false	2	yellow	true	7,444	42	11	7,789	7,061	7,389	false	false	34	-1	4	23	2	2	1,295,151	false	false	null	false	true	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	0	false	Middle	false	false	false	63.587891	false	false	false	false	false	false	false	0	1	false	99	1,700	200	TERRORIST	false	false	false	false	false	false	false	false	false	false	false	false	-1.528809	-18.208237	181.650543	-18.20813	0	Player_4	null	634.895386	0	762	null	false	0	0	81.245216	0	0	null	-1.528859	0	0	0	true	null	Desert Eagle	0	83.96875	3	Player_4
[ "knife_t", "R8 Revolver", "Negev" ]	[ { "player_tick_count": 5373, "player_tick_fraction": 0.9420984387397766, "render_tick_count": 5368, "render_tick_fraction": 0.8137533068656921, "x": 5.9074907302856445, "y": 17.13138198852539, "z": 0 } ]	[ 59, 64, 28 ]	[]	[ -70.1326904296875, 0, 0 ]	[ -5.0930094718933105, 0, 0 ]	81	28	4	1	0	0	0	true	null	null	null	null	0.032006	369	2	0	0.015786	48.777382	false	false	false	66.765625	false	false	77.053123	2	10,748,671	83.898338	0	0	false	10,748	0.293758	10,748	0.293758	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	13,100	13,700	2,900	2,900	0	1	0	null	null	null	null	14	false	2	purple	true	3,674	10	11	4,134	3,552	3,615	false	false	69	-1	0	100	2	2	5,702,437	false	false	null	false	false	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	255	false	TSpawn	true	false	false	0	false	false	false	false	false	false	false	0	1	false	0	2,300	200	TERRORIST	false	false	false	false	false	false	false	false	false	false	false	false	5.880432	16.62722	-1,666.272339	16.627121	-1	Player_2	null	480.882385	1	767	null	false	0	0	-63.96875	0	0	null	5.880392	0	0	0	true	null	Negev	22	83.96875	3	Player_2
[ "knife", "USP-S" ]	[ { "player_tick_count": 5373, "player_tick_fraction": 0.8427517414093018, "render_tick_count": 5368, "render_tick_fraction": 0.8823341131210327, "x": 7.635613918304443, "y": -175.4897003173828, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.03354213014245033, "render_tick_count": 5369, "render_tick_fraction": 0.07324200123548508, "x": 7.680006980895996, "y": -175.4897003173828, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.351532518863678, "render_tick_count": 5369, "render_tick_fraction": 0.3914264142513275, "x": 7.680006980895996, "y": -175.4897003173828, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.5622076988220215, "render_tick_count": 5369, "render_tick_fraction": 0.6022303104400635, "x": 7.724400043487549, "y": -175.4897003173828, "z": 0 } ]	[ 42, 61 ]	[]	[ -23, 0, 0 ]	[ 0, 0, 0 ]	11	61	4	1	0	0	0	true	8	0.269093	0	false	0.074823	5	2	1	0.027723	1	false	false	true	0	false	true	73.09375	3	16,777,215	83.850342	0	0	false	10,754	0.301875	10,754	0.301875	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	14,300	14,300	1,700	1,700	0	1	0	null	null	null	null	38	false	3	orange	true	7,666	60	11	8,025	7,314	7,716	false	false	66	-1	0	14	2	3	13,615,946	false	false	null	false	false	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	0	false	Apartments	false	false	false	76.09375	false	false	false	false	false	false	false	0	1	false	0	200	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	7.724426	-175.4897	1,066.831421	-175.489777	0	Player_6	null	28.788868	66,049	772	null	false	0	0	256.03125	0	0	null	7.7244	1	0	0	true	null	USP-S	0	83.96875	3	Player_6
[ "knife", "USP-S", "AWP" ]	[ { "player_tick_count": 5032, "player_tick_fraction": 0.473684698343277, "render_tick_count": 5027, "render_tick_fraction": 0.16729091107845306, "x": 0, "y": 0, "z": 0 } ]	[ 42, 61, 9 ]	[]	[ 0, 0, 0 ]	[ -0.4844871461391449, 0, 0 ]	3	9	4	1	9	448,734,607	45	true	294	0	0	false	0.027571	2	2	1	0.002	0	false	false	false	41.65625	false	false	45.063541	3	8,651,534	31.085693	1	0	false	5,768	0.066666	7,872	0.981251	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	5,500	8,950	10,500	10,500	1	1	0	null	null	null	null	52	false	3	yellow	true	9,513	85	11	9,889	9,394	9,570	false	false	32	-1	2	100	2	3	1,557,280	false	false	null	true	true	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	0	false	TopofMid	false	false	false	0	false	false	true	false	false	false	false	0	1	false	100	6,350	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	-1.270981	-1.10056	1,373.45459	-1.100693	0	Player_10	null	302.632935	0	777	null	false	0	0	128.03125	0	0	null	-1.271123	0	0	0	true	null	AWP	0	83.96875	3	Player_9
[ "knife", "USP-S" ]	[ { "player_tick_count": 5373, "player_tick_fraction": 0.3802526593208313, "render_tick_count": 5367, "render_tick_fraction": 0.9095070362091064, "x": 1.7918741703033447, "y": 145.2930450439453, "z": 0 }, { "player_tick_count": 5373, "player_tick_fraction": 0.6377142071723938, "render_tick_count": 5368, "render_tick_fraction": 0.16720792651176453, "x": 1.7918741703033447, "y": 145.2592315673828, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.3272312879562378, "render_tick_count": 5368, "render_tick_fraction": 0.8573938608169556, "x": 1.8256831169128418, "y": 145.2592315673828, "z": 0 } ]	[ 42, 61 ]	[]	[ 0, 0, 0 ]	[ 0, 0, 0 ]	12	61	4	1	0	0	0	true	8	0.269093	0	false	0	0	2	1	0.0049	0	false	false	false	0	false	true	80.84375	3	16,777,215	0	0	0	false	10,348	0	10,348	0	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	9,550	9,550	6,450	6,450	3	1	1	null	null	null	null	45	false	3	blue	true	7,220	19	11	7,588	6,757	7,274	false	false	79	-1	6	100	2	3	4,473,740	false	false	null	false	false	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	false	255	false	CTSpawn	true	false	false	0	false	false	false	false	false	false	false	0	1	false	0	200	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	1.859436	145.191605	2,472.349854	145.191528	1	Player_10	null	2,005.969971	0	782	null	false	0	0	134.505051	0	0	null	1.859492	0	0	0	true	null	USP-S	1	83.96875	3	Player_10
[ "knife_t", "Glock-18" ]	[ { "player_tick_count": 5373, "player_tick_fraction": 0.6817297339439392, "render_tick_count": 5367, "render_tick_fraction": 0.4840331971645355, "x": -1.29580819606781, "y": -94.67097473144531, "z": 0 }, { "player_tick_count": 5373, "player_tick_fraction": 0.9005725383758545, "render_tick_count": 5367, "render_tick_fraction": 0.7028639316558838, "x": -1.29580819606781, "y": -94.705078125, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.11703046411275864, "render_tick_count": 5367, "render_tick_fraction": 0.9193118810653687, "x": -1.26170814037323, "y": -94.77327728271484, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.40450888872146606, "render_tick_count": 5368, "render_tick_fraction": 0.20677904784679413, "x": -1.26170814037323, "y": -94.87557983398438, "z": 0 } ]	[ 59, 4 ]	[]	[ 0, 0, 0 ]	[ 0.4633645713329315, 0.0008254560525529087, 0 ]	11	4	4	1	9	1,536,256,261	7	true	75	795,700,305,619,461,500,000,000	0	false	0.073917	9	2	0	0.005601	0	false	false	false	0	false	false	84.195831	2	16,777,215	27.080322	0	0	false	10,776	0.533333	10,776	0.533333	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	16,000	16,000	0	0	0	0	0	null	null	null	null	49	false	2	green	true	0	1	11	0	0	0	false	false	-1	-1	0	100	2	2	13,370,134	false	false	null	false	false	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	255	false	LowerMid	false	false	false	0	false	false	false	false	false	false	false	0	1	false	0	200	200	TERRORIST	false	false	false	false	false	false	false	false	false	false	false	false	-1.19339	-95.080185	-780.585388	-95.080147	1	Player_3	null	441.183655	8	787	null	false	0	0	-24.592407	0	0	null	-1.193508	0	1	0	true	null	Glock-18	4	83.96875	3	Player_3
[ "knife_t", "Glock-18", "AWP" ]	[ { "player_tick_count": 5306, "player_tick_fraction": 0.3558068573474884, "render_tick_count": 5298, "render_tick_fraction": 0.30039820075035095, "x": 0.3520069122314453, "y": 73.98005676269531, "z": 0 } ]	[ 59, 4, 9 ]	[ "Player_6" ]	[ -30.7405948638916, 10.063196182250977, 0 ]	[ -4.33606481552124, 0.7621201276779175, 6.708993964821275e-7 ]	0	9	4	1	9	1,437,166,356	27	true	125	0	0	false	0.028983	5	2	0	0.089965	1	false	false	false	76.740967	false	false	80.532295	3	8,651,534	83.710938	0	0	false	10,900	0.620003	10,900	0.620003	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	13,650	13,650	2,350	2,350	1	1	1	null	null	null	null	80	false	2	blue	true	7,288	74	11	7,608	6,884	7,228	false	false	67	-1	2	30	2	2	14,877,464	false	false	null	false	false	null	260.000031	8	false	false	0	null	null	null	null	null	null	null	null	true	255	false	LowerMid	false	false	false	83.850342	false	true	false	false	false	false	false	0	0.323654	false	0	4,950	200	TERRORIST	false	false	false	false	false	false	false	false	false	false	false	false	2.442047	71.032043	-878.240295	71.032104	0	Player_9	null	-117.981995	0	818	null	false	0	0	4.504953	0	0	null	2.442007	0	0	0	true	null	AWP	0	83.96875	3	Player_5
[ "knife", "USP-S" ]	[ { "player_tick_count": 5350, "player_tick_fraction": 0.4799260199069977, "render_tick_count": 5344, "render_tick_fraction": 0.49466225504875183, "x": 2.4640002250671387, "y": -136.0615692138672, "z": 0 } ]	[ 42, 61 ]	[]	[ 0, 0, 0 ]	[ 0, 0, 0 ]	12	61	4	1	0	0	0	true	8	0.269093	0	false	0	0	2	1	0.0049	0	false	false	false	0	false	true	69.9375	3	16,777,215	0	0	0	false	8,952	0	8,952	0	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	16,000	16,000	0	0	0	0	0	null	null	null	null	44	false	3	green	true	5,000	32	11	5,374	4,875	5,000	false	false	-1	-1	0	100	2	3	9,667,409	false	false	null	false	false	null	260.000031	8	false	false	0	null	null	null	null	null	null	null	null	true	0	false	CTSpawn	true	false	false	0	false	false	false	false	false	false	false	0	1	false	0	200	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	2.46402	-136.061569	2,529.285645	-136.061554	1	Player_8	null	2,246.826416	1,040	846	null	false	0	0	133.687592	0	0	null	2.464	-1	-1	0	true	null	USP-S	6	83.96875	3	Player_8
[ "knife", "USP-S" ]	[ { "player_tick_count": 5374, "player_tick_fraction": 0.4586960971355438, "render_tick_count": 5369, "render_tick_fraction": 0.9363585114479065, "x": 0, "y": 135, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.7426705956459045, "render_tick_count": 5370, "render_tick_fraction": 0.22129596769809723, "x": 0, "y": 135, "z": 0 }, { "player_tick_count": 5375, "player_tick_fraction": 0.35502907633781433, "render_tick_count": 5370, "render_tick_fraction": 0.8356748819351196, "x": 0, "y": 135, "z": 0 } ]	[ 42, 61 ]	[]	[ 0, 0, 0 ]	[ 0, 0, 0 ]	12	61	4	1	9	384,210,161	6	true	8	0.269093	0	false	0	0	2	1	0.0049	0	false	false	false	0	false	true	6.5625	3	16,777,215	0	0	0	false	840	0	840	0	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	16,000	16,000	0	0	0	0	0	null	null	null	null	34	false	3	purple	true	7,624	55	11	7,975	7,315	7,679	false	false	-1	-1	0	100	2	3	7,160,563	false	false	null	false	false	null	260.000031	8	false	false	0	null	null	null	null	null	null	null	null	false	0	false	CTSpawn	true	false	false	0	false	false	false	false	false	false	false	0	1	false	0	200	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	0	135	2,397	135	0	Player_7	0	2,079	0	752	0	false	0	0	132.767548	0	0	0	0	0	0	0	true	0	USP-S	0	83.984375	4	Player_7
[ "knife_t", "Glock-18", "Negev", "Molotov" ]	[ { "player_tick_count": 5373, "player_tick_fraction": 0.7447688579559326, "render_tick_count": 5370, "render_tick_fraction": 0.7430236339569092, "x": 15.84006118774414, "y": -105.98196411132812, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.023578796535730362, "render_tick_count": 5371, "render_tick_fraction": 0.02270011231303215, "x": 15.82422161102295, "y": -106.27327728271484, "z": 0 } ]	[ 59, 4, 28, 46 ]	[]	[ 0, 0, 0 ]	[ -53.669944763183594, -0.002484742319211364, -40.25170135498047 ]	0	59	0	1	0	0	0	true	null	null	null	null	0	0	2	0	0	0	false	false	false	0	false	false	76.15625	2	16,777,215	0	null	null	null	9,748	0	9,748	0	1	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	12,600	16,000	3,400	3,400	0	1	0	null	null	null	null	12	false	2	orange	true	9,074	97	11	9,547	8,967	9,024	false	false	30	-1	0	17	2	2	3,261,222	false	false	null	false	false	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	255	false	TSpawn	true	false	false	65.685547	false	false	false	false	false	false	false	0	1	false	0	2,600	200	TERRORIST	false	false	false	false	false	false	false	false	false	false	false	false	15.808289	-107.251259	-1,498.784668	-107.251282	0	Player_1	440.719666	490.397491	8	757	-27.617188	false	0	0	-63.96875	0	0	-439.853516	15.808382	0	1	0	true	0	knife_t	11	83.984375	4	Player_1
[ "knife_t", "Desert Eagle" ]	[ { "player_tick_count": 5374, "player_tick_fraction": 0.6323313117027283, "render_tick_count": 5369, "render_tick_fraction": 0.5030890703201294, "x": -1.5288587808609009, "y": -18.208236694335938, "z": 0 }, { "player_tick_count": 5375, "player_tick_fraction": 0.11595132201910019, "render_tick_count": 5369, "render_tick_fraction": 0.9867050647735596, "x": -1.5288587808609009, "y": -18.208236694335938, "z": 0 } ]	[ 59, 1 ]	[]	[ -45.42603302001953, 30.746166229248047, 0 ]	[ -0.05662425979971886, 0.01646176166832447, 1.8792247757914993e-9 ]	5	1	4	1	9	1,828,522,431	29	true	75	938,893,156,491,631,900,000,000	0	false	0.058666	6	2	0	0.0042	0	false	false	true	0	false	false	40.34375	2	16,777,215	76.09375	0	0	false	9,768	0.4	9,768	0.4	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	12,600	14,300	3,400	3,400	2	1	1	null	null	null	null	40	false	2	yellow	true	7,444	42	11	7,789	7,061	7,389	false	false	34	-1	4	23	2	2	1,295,151	false	false	null	false	true	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	0	false	Middle	false	false	false	63.587891	false	false	false	false	false	false	false	0	1	false	99	1,700	200	TERRORIST	false	false	false	false	false	false	false	false	false	false	false	false	-1.528809	-18.208237	181.650543	-18.20813	0	Player_4	0	634.895386	0	762	0	false	0	0	81.245216	0	0	0	-1.528859	0	0	0	true	0	Desert Eagle	0	83.984375	4	Player_4
[ "knife_t", "R8 Revolver", "Negev" ]	[ { "player_tick_count": 5373, "player_tick_fraction": 0.9420984387397766, "render_tick_count": 5368, "render_tick_fraction": 0.8137533068656921, "x": 5.9074907302856445, "y": 17.13138198852539, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.347848504781723, "render_tick_count": 5369, "render_tick_fraction": 0.22110708057880402, "x": 5.880392074584961, "y": 16.627220153808594, "z": 0 }, { "player_tick_count": 5375, "player_tick_fraction": 0.003195098601281643, "render_tick_count": 5369, "render_tick_fraction": 0.8789102435112, "x": 5.79909610748291, "y": 15.981893539428711, "z": 0 } ]	[ 59, 64, 28 ]	[]	[ -70.1326904296875, 0, 0 ]	[ -5.0930094718933105, 0, 0 ]	81	28	4	1	0	0	0	true	null	null	null	null	0.032006	369	2	0	0.012905	48.777382	false	false	false	66.765625	false	false	77.053123	2	10,748,671	83.898338	0	0	false	10,748	0.293758	10,748	0.293758	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	13,100	13,700	2,900	2,900	0	1	0	null	null	null	null	14	false	2	purple	true	3,674	10	11	4,134	3,552	3,615	false	false	69	-1	0	100	2	2	5,702,437	false	false	null	false	false	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	255	false	TSpawn	true	false	false	0	false	false	false	false	false	false	false	0	1	false	0	2,300	200	TERRORIST	false	false	false	false	false	false	false	false	false	false	false	false	5.799072	15.679397	-1,666.272339	15.67955	0	Player_2	0	480.882385	1	767	0	false	0	0	-63.96875	0	0	0	5.799096	0	0	0	true	0	Negev	13	83.984375	4	Player_2
[ "knife", "USP-S" ]	[ { "player_tick_count": 5374, "player_tick_fraction": 0.9384252429008484, "render_tick_count": 5369, "render_tick_fraction": 0.9786760210990906, "x": 7.724400043487549, "y": -175.4897003173828, "z": 0 }, { "player_tick_count": 5375, "player_tick_fraction": 0.13722839951515198, "render_tick_count": 5370, "render_tick_fraction": 0.17759886384010315, "x": 7.724400043487549, "y": -175.4897003173828, "z": 0 }, { "player_tick_count": 5375, "player_tick_fraction": 0.49354836344718933, "render_tick_count": 5370, "render_tick_fraction": 0.5341160297393799, "x": 7.724400043487549, "y": -175.4897003173828, "z": 0 } ]	[ 42, 61 ]	[]	[ -23, 0, 0 ]	[ 0, 0, 0 ]	11	61	4	1	0	0	0	true	8	0.269093	0	false	0.074823	5	2	1	0.025491	1	false	false	true	0	false	true	73.09375	3	16,777,215	83.850342	0	0	false	10,754	0.301875	10,754	0.301875	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	14,300	14,300	1,700	1,700	0	1	0	null	null	null	null	38	false	3	orange	true	7,666	60	11	8,025	7,314	7,716	false	false	66	-1	0	14	2	3	13,615,946	false	false	null	false	false	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	0	false	Apartments	false	false	false	76.09375	false	false	false	false	false	false	false	0	1	false	0	200	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	7.768707	-175.534088	1,066.831421	-175.534058	0	Player_6	6.931394	28.788868	66,048	772	0.539063	false	0	0	256.03125	1	0	-6.9104	7.768793	1	0	0	true	0	USP-S	0	83.984375	4	Player_6
[ "knife", "USP-S", "AWP" ]	[ { "player_tick_count": 5032, "player_tick_fraction": 0.473684698343277, "render_tick_count": 5027, "render_tick_fraction": 0.16729091107845306, "x": 0, "y": 0, "z": 0 } ]	[ 42, 61, 9 ]	[]	[ 0, 0, 0 ]	[ -0.4844871461391449, 0, 0 ]	3	9	4	1	9	448,734,607	45	true	294	0	0	false	0.027571	2	2	1	0.002	0	false	false	false	41.65625	false	false	45.063541	3	8,651,534	31.085693	1	0	false	5,768	0.066666	7,872	0.981251	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	5,500	8,950	10,500	10,500	1	1	0	null	null	null	null	52	false	3	yellow	true	9,513	85	11	9,889	9,394	9,570	false	false	32	-1	2	100	2	3	1,557,280	false	false	null	true	true	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	0	false	TopofMid	false	false	false	0	false	false	true	false	false	false	false	0	1	false	100	6,350	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	-1.270981	-1.10056	1,373.45459	-1.100693	0	Player_10	0	302.632935	0	777	0	false	0	0	128.03125	0	0	0	-1.271123	0	0	0	true	0	AWP	0	83.984375	4	Player_9
[ "knife", "USP-S" ]	[ { "player_tick_count": 5373, "player_tick_fraction": 0.3802526593208313, "render_tick_count": 5367, "render_tick_fraction": 0.9095070362091064, "x": 1.7918741703033447, "y": 145.2930450439453, "z": 0 }, { "player_tick_count": 5373, "player_tick_fraction": 0.6377142071723938, "render_tick_count": 5368, "render_tick_fraction": 0.16720792651176453, "x": 1.7918741703033447, "y": 145.2592315673828, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.3272312879562378, "render_tick_count": 5368, "render_tick_fraction": 0.8573938608169556, "x": 1.8256831169128418, "y": 145.2592315673828, "z": 0 } ]	[ 42, 61 ]	[]	[ 0, 0, 0 ]	[ 0, 0, 0 ]	12	61	4	1	0	0	0	true	8	0.269093	0	false	0	0	2	1	0.0049	0	false	false	false	0	false	true	80.84375	3	16,777,215	0	0	0	false	10,348	0	10,348	0	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	9,550	9,550	6,450	6,450	3	1	1	null	null	null	null	45	false	3	blue	true	7,220	19	11	7,588	6,757	7,274	false	false	79	-1	6	100	2	3	4,473,740	false	false	null	false	false	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	false	255	false	CTSpawn	true	false	false	0	false	false	false	false	false	false	false	0	1	false	0	200	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	1.859436	145.191605	2,472.349854	145.191528	1	Player_10	0	2,005.969971	0	782	0	false	0	0	134.505051	0	0	0	1.859492	0	0	0	true	0	USP-S	1	83.984375	4	Player_10
[ "knife_t", "Glock-18" ]	[ { "player_tick_count": 5374, "player_tick_fraction": 0.7176273465156555, "render_tick_count": 5368, "render_tick_fraction": 0.5198900699615479, "x": -1.22760808467865, "y": -94.9778823852539, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.9354470372200012, "render_tick_count": 5368, "render_tick_fraction": 0.7377036213874817, "x": -1.1935080289840698, "y": -95.08018493652344, "z": 0 }, { "player_tick_count": 5375, "player_tick_fraction": 0.151963472366333, "render_tick_count": 5368, "render_tick_fraction": 0.9542166590690613, "x": -1.1935080289840698, "y": -95.14838409423828, "z": 0 } ]	[ 59, 4 ]	[]	[ 0, 0, 0 ]	[ 0.4633645713329315, 0.0008254560525529087, 0 ]	11	4	4	1	9	1,536,256,261	7	true	75	795,700,305,619,461,500,000,000	0	false	0.073917	9	2	0	0.005601	0	false	false	false	0	false	false	84.195831	2	16,777,215	27.080322	0	0	false	10,776	0.533333	10,776	0.533333	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	16,000	16,000	0	0	0	0	0	null	null	null	null	49	false	2	green	true	0	1	11	0	0	0	false	false	-1	-1	0	100	2	2	13,370,134	false	false	null	false	false	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	255	false	LowerMid	false	false	false	0	false	false	false	false	false	false	false	0	1	false	0	200	200	TERRORIST	false	false	false	false	false	false	false	false	false	false	false	false	-1.159393	-95.455284	-779.743591	-95.455399	0	Player_3	370.094849	438.782928	8	787	122.480469	false	0	0	-24.210754	0	0	-349.240234	-1.159408	0	1	0	true	55.523438	Glock-18	7	83.984375	4	Player_3
[ "knife_t", "Glock-18", "AWP" ]	[ { "player_tick_count": 5306, "player_tick_fraction": 0.3558068573474884, "render_tick_count": 5298, "render_tick_fraction": 0.30039820075035095, "x": 0.3520069122314453, "y": 73.98005676269531, "z": 0 } ]	[ 59, 4, 9 ]	[]	[ -30.7405948638916, 10.063196182250977, 0 ]	[ -4.33606481552124, 0.7621201276779175, 6.708993964821275e-7 ]	0	9	4	1	9	1,437,166,356	27	true	125	0	0	false	0.028983	5	2	0	0.089058	1	false	false	false	76.740967	false	false	80.532295	3	8,651,534	83.710938	0	0	false	10,900	0.620003	10,900	0.620003	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	13,650	13,650	2,350	2,350	1	1	1	null	null	null	null	80	false	2	blue	true	7,288	74	11	7,608	6,884	7,228	false	false	67	-1	2	30	2	2	14,877,464	false	false	null	false	false	null	260.000031	8	false	false	0	null	null	null	null	null	null	null	null	true	255	false	LowerMid	false	false	false	83.850342	false	false	false	false	false	false	false	0	0.329904	false	0	4,950	200	TERRORIST	false	false	false	false	false	false	false	false	false	false	false	false	2.442047	71.032043	-878.164185	71.032104	0	Player_9	43.183769	-117.813538	0	818	17.75	false	0	0	4.504957	0	0	39.367188	2.442007	0	0	0	true	0	AWP	0	83.984375	4	Player_5
[ "knife", "USP-S" ]	[ { "player_tick_count": 5350, "player_tick_fraction": 0.4799260199069977, "render_tick_count": 5344, "render_tick_fraction": 0.49466225504875183, "x": 2.4640002250671387, "y": -136.0615692138672, "z": 0 } ]	[ 42, 61 ]	[]	[ 0, 0, 0 ]	[ 0, 0, 0 ]	12	61	4	1	0	0	0	true	8	0.269093	0	false	0	0	2	1	0.0049	0	false	false	false	0	false	true	69.9375	3	16,777,215	0	0	0	false	8,952	0	8,952	0	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	16,000	16,000	0	0	0	0	0	null	null	null	null	44	false	3	green	true	5,000	32	11	5,374	4,875	5,000	false	false	-1	-1	0	100	2	3	9,667,409	false	false	null	false	false	null	260.000031	8	false	false	0	null	null	null	null	null	null	null	null	true	0	false	CTSpawn	true	false	false	0	false	false	false	false	false	false	false	0	1	false	0	200	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	2.46402	-136.061569	2,529.497559	-136.061554	1	Player_8	423.080048	2,249.726807	1,040	846	30.859375	false	0	0	133.56601	0	0	421.953125	2.464	-1	-1	0	true	-17.125	USP-S	6	83.984375	4	Player_8
[ "knife", "USP-S" ]	[ { "player_tick_count": 5375, "player_tick_fraction": 0.6370067000389099, "render_tick_count": 5371, "render_tick_fraction": 0.11857206374406815, "x": 0, "y": 135, "z": 0 }, { "player_tick_count": 5375, "player_tick_fraction": 0.9208980202674866, "render_tick_count": 5371, "render_tick_fraction": 0.4033846855163574, "x": 0, "y": 135, "z": 0 }, { "player_tick_count": 5376, "player_tick_fraction": 0.20413726568222046, "render_tick_count": 5371, "render_tick_fraction": 0.688383162021637, "x": 0, "y": 135, "z": 0 } ]	[ 42, 61 ]	[]	[ 0, 0, 0 ]	[ 0, 0, 0 ]	12	61	4	1	9	384,210,161	6	true	8	0.269093	0	false	0	0	2	1	0.0049	0	false	false	false	0	false	true	6.5625	3	16,777,215	0	0	0	false	840	0	840	0	0	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	16,000	16,000	0	0	0	0	0	null	null	null	null	34	false	3	purple	true	7,624	55	11	7,975	7,315	7,679	false	false	-1	-1	0	100	2	3	7,160,563	false	false	null	false	false	null	260.000031	8	false	false	0	null	null	null	null	null	null	null	null	false	0	false	CTSpawn	true	false	false	0	false	false	false	false	false	false	false	0	1	false	0	200	200	CT	false	false	false	false	false	false	false	false	false	false	false	false	0	135	2,397	135	0	Player_7	0	2,079	0	752	0	false	0	0	132.767548	0	0	0	0	0	0	0	true	0	USP-S	0	84	5	Player_7
[ "knife_t", "Glock-18", "Negev", "Molotov" ]	[ { "player_tick_count": 5374, "player_tick_fraction": 0.4902801811695099, "render_tick_count": 5371, "render_tick_fraction": 0.49080690741539, "x": 15.808382034301758, "y": -106.91832733154297, "z": 0 }, { "player_tick_count": 5374, "player_tick_fraction": 0.7806549668312073, "render_tick_count": 5371, "render_tick_fraction": 0.7820475101470947, "x": 15.808382034301758, "y": -107.25125885009766, "z": 0 }, { "player_tick_count": 5375, "player_tick_fraction": 0.0057368227280676365, "render_tick_count": 5372, "render_tick_fraction": 0.0077960598282516, "x": 15.808382034301758, "y": -107.5009536743164, "z": 0 }, { "player_tick_count": 5375, "player_tick_fraction": 0.40651172399520874, "render_tick_count": 5372, "render_tick_fraction": 0.4097788631916046, "x": 15.82422161102295, "y": -108.0003433227539, "z": 0 } ]	[ 59, 4, 28, 46 ]	[]	[ 0, 0, 0 ]	[ -53.669944763183594, -0.002484742319211364, -40.25170135498047 ]	0	59	0	1	0	0	0	true	null	null	null	null	0	0	2	0	0	0	false	false	false	0	false	false	76.15625	2	16,777,215	0	null	null	null	9,748	0	9,748	0	1	false	true	83.9375	68.9375	false	false	31	31	3	3	false	false	1	4	84.9375	2	2	false	true	false	true	true	1	true	2	false	false	false	false	false	1	1	false	12,600	16,000	3,400	3,400	0	1	0	null	null	null	null	12	false	2	orange	true	9,074	97	11	9,547	8,967	9,024	false	false	30	-1	0	17	2	2	3,261,222	false	false	null	false	false	null	260.000031	8	false	true	0	null	null	null	null	null	null	null	null	true	255	false	TSpawn	true	false	false	65.685547	false	false	false	false	false	false	false	0	1	false	0	2,600	200	TERRORIST	false	false	false	false	false	false	false	false	false	false	false	false	15.840225	-108.541351	-1,498.959351	-108.541489	0	Player_1	193.879517	487.619934	8	757	-12.15625	false	0	0	-63.96875	0	0	-193.498047	15.840061	0	1	0	true	0	knife_t	10	84	5	Player_1

End of preview. Expand in Data Studio

Counter Strike 2 Cheat Detection Dataset

Overview

The CS2CD (Counter-Strike 2 Cheat Detection) dataset is an anonymised dataset comprised of Counter-Strike 2(CS2) gameplay at a variety of skill-levels with cheater annotations. This dataset contains 478 CS2 matches with no cheater present, and 317 matches CS2 matches with at least one cheater present.

Dataset structure

The dataset is partitioned into data with at least one cheater present, and data with no cheaters present.

⚠️ Warning: Data containing no cheaters has not been verified

Only files, containing at least one VAC(Valve Anti-cheat)-banned player, have been manually labelled and verified. Hence, cheaters may be present in the data without cheaters.

When examining a subset containing 50 data points (demos) with no VAC-banned players, it was discovered that in 97.2% of players in these matches were not presenting any cheater-like behaviour. When examining a subset of 50 data points (demos) in the set of matches with with at least one VAC-banned player, it was discovered that the label precission of the "not cheater" label was 55.6%. This is possibly due to CS2 using trust factor match making.

Hence, it was decided, that resources were best spent with labeling data containing at least one VAC-banned player.

For more information regarding the data collection see Counter-Strike 2 Game data collection with cheat labelling by Mille Mei Zhen Loo & Gert Lužkov.

Root folder

no_cheater_present : Folder containing data where no cheaters are present.
with_cheater_present : Folder containing data with at least one cheater present.
README.md: This documentation file

Data files

Each data point(counter strike match) is captured in 2 files:

Filetype	Sorting	Data Description
`.csv`	Ticks	The data is contained as a series of events, also known as ticks. Each tick has 10 rows containing data on the 10 players.
`.json`	Events	The data is stored by the event type. Each occurrence of an event consequently stores the tick, in which the event occurred. Note, that this file also contains general game information, such as the cheater labeling, map, and server settings.

Loading dataset

The following piece of code loads a single data point in the dataset. The resulting types are the same as if they were a demo parsed by demoparser2.

import pandas as pd
import json

filepath = "Data/no_cheater_present/0"

# Loading csv tick data as a pd.DataFrame
match_0_ticks = pd.read_csv(filepath_or_buffer=filepath+".csv.gz", compression="gzip")

# Loading json event data a list of tuples (str, pd.Dataframe)
def json_2_eventlist(filepath:str) -> list[tuple[str, pd.DataFrame]]: 
    with open(filepath, "r") as f:
        json_data = json.load(f)

    data = []       

    for key, value in json_data.items():
        if isinstance(value, list):
            df = pd.DataFrame(value)
            data.append((key, df))

    return data

match_0_events = json_2_eventlist(filepath=filepath+".json")

Data source

The data is scraped from the website csstats.gg using the ALL MATCHES page as an entry point for scraping. This resulted in NUMBER .dem files.

Data processing

Due to .dem files containing sensitive information regarding the users. the data required anonymisation before publishing. This meant extracting the data from the .dem files and censoring sensitive data.

In order to extract the data from these files the python library demoparser2 was used[github][pypi]. The demoparser parses events and ticks as two separate data types:

events : list[tuple[str, pd.DataFrame]] with the string describing the event type.
tick : pd.DataFrame

Loading of the data as recommended in the section "Loading dataset" returns these types as well.

Data anonymisation

The following is the complete list of data removed from the dataset:

crosshair_code
player_name
player_steamid
music_kit_id
leader_honors
teacher_honors
friendly_honors
agent_skin
user_id
active_weapon_skin
custom_name
orig_owner_xuid_low
orig_owner_xuid_high
fall_back_paint_kit
fall_back_seed
fall_back_wear
fall_back_stat_track
weapon_float
weapon_paint_seed
weapon_stickers
xuid
networkid
PlayerID
address
name
user_name
victim_name
attacker_name
assister_name
chat_message

The following data is the complete list of altered data in the dataset:

steamid
user_steamid
attacker_steamid
victim_steamid
active_weapon_original_owner
assister_steamid
approximate_spotted_by

Data added from scraping process:

map
avg_rank
server
match_making_type
cheater

Usage notes

The dataset is formated in UTF-8 encoding.
Researchers should cite this dataset appropriately in publications
In the case that all players from a single team quits the match, a single bot is spawned to fill the empty team. This may result in kills where no steamid is present. This is due to the bot not having a steamid.

Applications

CS2CD is well suited for the following tasks

Cheat detection
Player performance prediction
Match outcome prediction
Player behaviour clustering
Weapon effectiveness analysis
Strategy analysis

Acknowledgements

A big heartfelt thanks to Paolo Burelli for supervising the project.

Downloads last month: 101

Size of downloaded dataset files:

50.7 GB

Size of the auto-converted Parquet files:

50.7 GB

Number of rows:

734,975,247