2397 lines
978 KiB
Plaintext
2397 lines
978 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## SimCAD Application Notebook\n",
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"## Experiment Type 2"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Name of Config File or System Description\n",
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"#### 100 MonteCarlo Runs \n",
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"#### Behaviors: EMHers, Herders, HODLers, EIUers, and Human EIUers"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Simulation Run 1\n",
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"single_proc: [<SimCAD.Configuration object at 0x00000203A86087B8>]\n"
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]
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},
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{
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"ename": "InvalidOperation",
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"evalue": "[<class 'decimal.DivisionUndefined'>]",
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"output_type": "error",
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"traceback": [
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"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[1;31mInvalidOperation\u001b[0m Traceback (most recent call last)",
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"\u001b[1;32m<ipython-input-1-64d0a60bc24a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[0msingle_proc_ctx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mExecutionContext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexec_mode\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msingle_proc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 16\u001b[0m \u001b[0mrun1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mExecutor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msingle_proc_ctx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msingle_config\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 17\u001b[1;33m \u001b[0mrun1_raw_result\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrun1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmain\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 18\u001b[0m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrun1_raw_result\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 19\u001b[0m \u001b[1;31m# print(tabulate(result, headers='keys', tablefmt='psql'))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
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"\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\__init__.py\u001b[0m in \u001b[0;36mexecute\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 72\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexec_context\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mExecutionMode\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msingle_proc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 73\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0msingle_proc_exec\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msimulation_execs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstates_lists\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfigs_structs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mTs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mNs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 74\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexec_context\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mExecutionMode\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmulti_proc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 75\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfigs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
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"\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\__init__.py\u001b[0m in \u001b[0;36msingle_proc_exec\u001b[1;34m(simulation_execs, states_lists, configs_structs, env_processes_list, Ts, Ns)\u001b[0m\n\u001b[0;32m 67\u001b[0m \u001b[0msimulation\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mN\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ml\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[1;31m# print(states_list)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 69\u001b[1;33m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msimulation\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstates_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mN\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 70\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mflatten\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
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"\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36msimulation\u001b[1;34m(self, states_list, configs, env_processes, time_seq, runs)\u001b[0m\n\u001b[0;32m 100\u001b[0m \u001b[1;31m# print(\"Run: \"+str(run))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 101\u001b[0m \u001b[0mstates_list_copy\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstates_list\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# WHY ???\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 102\u001b[1;33m \u001b[0mhead\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0mtail\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpipe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstates_list_copy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 103\u001b[0m \u001b[0mgenesis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mhead\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 104\u001b[0m \u001b[0mgenesis\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'mech_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgenesis\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgenesis\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'run'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
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"\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mpipe\u001b[1;34m(self, states_list, configs, env_processes, time_seq, run)\u001b[0m\n\u001b[0;32m 86\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mtime_step\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 87\u001b[0m \u001b[1;31m# print(run)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 88\u001b[1;33m \u001b[0mpipe_run\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mblock_gen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msimulation_list\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtime_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 89\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0mpipe_run\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpipe_run\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 90\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpipe_run\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
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"\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mblock_gen\u001b[1;34m(self, states_list, configs, env_processes, t_step, run)\u001b[0m\n\u001b[0;32m 72\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mconfig\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 73\u001b[0m \u001b[0ms_conf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mb_conf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 74\u001b[1;33m \u001b[0mstates_list\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmech_step\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mm_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms_conf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mb_conf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mt_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 75\u001b[0m \u001b[0mm_step\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 76\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
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"\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mmech_step\u001b[1;34m(self, m_step, sL, state_funcs, behavior_funcs, env_processes, t_step, run)\u001b[0m\n\u001b[0;32m 37\u001b[0m \u001b[0mlast_in_obj\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 38\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 39\u001b[1;33m \u001b[0m_input\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetBehaviorInput\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mm_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlast_in_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbehavior_funcs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 40\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 41\u001b[0m \u001b[1;31m# print(sL)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
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"\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mgetBehaviorInput\u001b[1;34m(self, step, sL, s, funcs)\u001b[0m\n\u001b[0;32m 16\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 17\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 18\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfoldr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcall\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgetColResults\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mops\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 19\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 20\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
|
|
"\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mgetColResults\u001b[1;34m(step, sL, s, funcs)\u001b[0m\n\u001b[0;32m 14\u001b[0m \u001b[0mops\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbehavior_ops\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mgetColResults\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 16\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 17\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 18\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mfoldr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcall\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgetColResults\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mops\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
|
|
"\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36m<lambda>\u001b[1;34m(f)\u001b[0m\n\u001b[0;32m 14\u001b[0m \u001b[0mops\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbehavior_ops\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mgetColResults\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 16\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 17\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 18\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mfoldr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcall\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgetColResults\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mops\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
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"\u001b[1;32m~\\staging\\21f1155\\sandboxUX\\config6.py\u001b[0m in \u001b[0;36mb3m2\u001b[1;34m(step, sL, s)\u001b[0m\n\u001b[0;32m 75\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Price'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Price_Signal'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m<\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mHerd_LB\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 76\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 77\u001b[1;33m \u001b[0msell\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbeta\u001b[0m \u001b[1;33m*\u001b[0m \u001b[0mtheta\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mHerd_Ext_Hold\u001b[0m \u001b[1;33m*\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'P_Ext_Markets'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Price'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mHerd_portion\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mtheta\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 78\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;34m'herd_sell'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0msell\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'herd_buy'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 79\u001b[0m \u001b[1;31m# elif s['Price'] > Herd_UB - (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)):\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
|
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"\u001b[1;31mInvalidOperation\u001b[0m: [<class 'decimal.DivisionUndefined'>]"
|
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]
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}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"from tabulate import tabulate\n",
|
|
"\n",
|
|
"from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
|
|
"from sandboxUX import config6 #, config2\n",
|
|
"from SimCAD import configs\n",
|
|
"\n",
|
|
"# ToDo: pass ExecutionContext with execution method as ExecutionContext input\n",
|
|
"\n",
|
|
"exec_mode = ExecutionMode()\n",
|
|
"\n",
|
|
"print(\"Simulation Run 1\")\n",
|
|
"# print()\n",
|
|
"single_config = [configs[0]]\n",
|
|
"single_proc_ctx = ExecutionContext(exec_mode.single_proc)\n",
|
|
"run1 = Executor(single_proc_ctx, single_config)\n",
|
|
"run1_raw_result = run1.main()\n",
|
|
"df = pd.DataFrame(run1_raw_result)\n",
|
|
"# print(tabulate(result, headers='keys', tablefmt='psql'))\n",
|
|
"# print()\n",
|
|
"\n",
|
|
"# print(\"Simulation Run 2: Pairwise Execution\")\n",
|
|
"# print()\n",
|
|
"# multi_proc_ctx = ExecutionContext(exec_mode.multi_proc)\n",
|
|
"# run2 = Executor(multi_proc_ctx, configs)\n",
|
|
"# run2_raw_results = run2.main()\n",
|
|
"# for raw_result in run2_raw_results:\n",
|
|
"# result = pd.DataFrame(raw_result)\n",
|
|
"# print(tabulate(result, headers='keys', tablefmt='psql'))\n",
|
|
"# print()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#df = pd.DataFrame(run1_raw_result)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" vertical-align: middle;\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
|
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" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <th>run</th>\n",
|
|
" <th>time_step</th>\n",
|
|
" <th>timestamp</th>\n",
|
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>100</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>21000000</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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|
" <td>2018-10-01 15:16:24</td>\n",
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" </tr>\n",
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|
" <tr>\n",
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" <th>1</th>\n",
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" <td>0</td>\n",
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" <td>100</td>\n",
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" <td>100</td>\n",
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" <td>21000000</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>2018-10-01 15:16:25</td>\n",
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|
" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>2018-10-01 15:16:25</td>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>0</td>\n",
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" <td>99.88095238095238095238095238</td>\n",
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" <td>100.00</td>\n",
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" <td>100.00000</td>\n",
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" <td>5249999.999999999999999999999</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
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" <tr>\n",
|
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" <th>4</th>\n",
|
|
" <td>5249999.999999999999999999997</td>\n",
|
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" <td>25042.19120625054858919611433</td>\n",
|
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" <td>99.88095238095238095238095238</td>\n",
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" <td>100.00</td>\n",
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" <td>100.00000</td>\n",
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" <td>5249999.999999999999999999999</td>\n",
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" <td>2</td>\n",
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" <td>2018-10-01 15:16:26</td>\n",
|
|
" </tr>\n",
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" </tbody>\n",
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|
"</table>\n",
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"</div>"
|
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],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets \\\n",
|
|
"0 0 25000 \n",
|
|
"1 0 25067.68105681930173034288600 \n",
|
|
"2 0 25067.68105681930173034288600 \n",
|
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"3 0 25067.68105681930173034288600 \n",
|
|
"4 5249999.999999999999999999997 25042.19120625054858919611433 \n",
|
|
"\n",
|
|
" Price Price_Signal Price_Signal_2 \\\n",
|
|
"0 100 100 100 \n",
|
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"1 100 100 100 \n",
|
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"2 100 100 100 \n",
|
|
"3 99.88095238095238095238095238 100.00 100.00000 \n",
|
|
"4 99.88095238095238095238095238 100.00 100.00000 \n",
|
|
"\n",
|
|
" Sell_Log Trans Z mech_step run time_step \\\n",
|
|
"0 0 0 21000000 0 1 0 \n",
|
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"1 0 0 21000000 1 1 1 \n",
|
|
"2 5249999.999999999999999999999 0 21000000 2 1 1 \n",
|
|
"3 5249999.999999999999999999999 0 21000000 3 1 1 \n",
|
|
"4 5249999.999999999999999999999 0 21000000 1 1 2 \n",
|
|
"\n",
|
|
" timestamp \n",
|
|
"0 2018-10-01 15:16:24 \n",
|
|
"1 2018-10-01 15:16:25 \n",
|
|
"2 2018-10-01 15:16:25 \n",
|
|
"3 2018-10-01 15:16:25 \n",
|
|
"4 2018-10-01 15:16:26 "
|
|
]
|
|
},
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Standard Library Imports\n",
|
|
"#import pandas as pd\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib as mpl\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns\n",
|
|
"#from tabulate import tabulate\n",
|
|
"\n",
|
|
"sns.set_style('whitegrid')\n",
|
|
"\n",
|
|
"%matplotlib inline"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# SimCAD Specific\n",
|
|
"# from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
|
|
"# from sandboxUX import config1 , config2\n",
|
|
"# from SimCAD import configs"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#Convert data type of output to float. MPL works OK with strings, seaborn does not\n",
|
|
"names = df.keys()[:-3] # [:-3] only affects state variables\n",
|
|
"for n in names:\n",
|
|
" df[n]=df[n].apply(float)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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"text/html": [
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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"\n",
|
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" .dataframe tbody tr th {\n",
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"\n",
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" .dataframe thead th {\n",
|
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" text-align: right;\n",
|
|
" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <th>run</th>\n",
|
|
" <th>time_step</th>\n",
|
|
" <th>timestamp</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
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|
" <tr>\n",
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|
" <th>0</th>\n",
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" <td>0.0</td>\n",
|
|
" <td>25000.000000</td>\n",
|
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" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>2018-10-01 15:16:24</td>\n",
|
|
" </tr>\n",
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|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25067.681057</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
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|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25067.681057</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
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|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
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|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25067.681057</td>\n",
|
|
" <td>99.880952</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>25042.191206</td>\n",
|
|
" <td>99.880952</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2018-10-01 15:16:26</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>25042.191206</td>\n",
|
|
" <td>99.880952</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2018-10-01 15:16:26</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>25042.191206</td>\n",
|
|
" <td>99.767857</td>\n",
|
|
" <td>99.920238</td>\n",
|
|
" <td>99.996280</td>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2018-10-01 15:16:26</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>25020.184050</td>\n",
|
|
" <td>99.767857</td>\n",
|
|
" <td>99.920238</td>\n",
|
|
" <td>99.996280</td>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>2018-10-01 15:16:27</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>25020.184050</td>\n",
|
|
" <td>99.767857</td>\n",
|
|
" <td>99.920238</td>\n",
|
|
" <td>99.996280</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>2018-10-01 15:16:27</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>25020.184050</td>\n",
|
|
" <td>99.773810</td>\n",
|
|
" <td>99.818143</td>\n",
|
|
" <td>99.989142</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>2018-10-01 15:16:27</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n",
|
|
"0 0.0 25000.000000 100.000000 100.000000 100.000000 \n",
|
|
"1 0.0 25067.681057 100.000000 100.000000 100.000000 \n",
|
|
"2 0.0 25067.681057 100.000000 100.000000 100.000000 \n",
|
|
"3 0.0 25067.681057 99.880952 100.000000 100.000000 \n",
|
|
"4 5250000.0 25042.191206 99.880952 100.000000 100.000000 \n",
|
|
"5 5250000.0 25042.191206 99.880952 100.000000 100.000000 \n",
|
|
"6 5250000.0 25042.191206 99.767857 99.920238 99.996280 \n",
|
|
"7 5250000.0 25020.184050 99.767857 99.920238 99.996280 \n",
|
|
"8 5250000.0 25020.184050 99.767857 99.920238 99.996280 \n",
|
|
"9 5250000.0 25020.184050 99.773810 99.818143 99.989142 \n",
|
|
"\n",
|
|
" Sell_Log Trans Z mech_step run time_step \\\n",
|
|
"0 0.0 0.0 21000000.0 0.0 1 0 \n",
|
|
"1 0.0 0.0 21000000.0 1.0 1 1 \n",
|
|
"2 5250000.0 0.0 21000000.0 2.0 1 1 \n",
|
|
"3 5250000.0 0.0 21000000.0 3.0 1 1 \n",
|
|
"4 5250000.0 0.0 21000000.0 1.0 1 2 \n",
|
|
"5 10500000.0 0.0 21000000.0 2.0 1 2 \n",
|
|
"6 10500000.0 0.0 21000000.0 3.0 1 2 \n",
|
|
"7 10500000.0 0.0 21000000.0 1.0 1 3 \n",
|
|
"8 5250000.0 0.0 21000000.0 2.0 1 3 \n",
|
|
"9 5250000.0 0.0 21000000.0 3.0 1 3 \n",
|
|
"\n",
|
|
" timestamp \n",
|
|
"0 2018-10-01 15:16:24 \n",
|
|
"1 2018-10-01 15:16:25 \n",
|
|
"2 2018-10-01 15:16:25 \n",
|
|
"3 2018-10-01 15:16:25 \n",
|
|
"4 2018-10-01 15:16:26 \n",
|
|
"5 2018-10-01 15:16:26 \n",
|
|
"6 2018-10-01 15:16:26 \n",
|
|
"7 2018-10-01 15:16:27 \n",
|
|
"8 2018-10-01 15:16:27 \n",
|
|
"9 2018-10-01 15:16:27 "
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"#Check\n",
|
|
"df.head(10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
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|
|
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|
|
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|
|
" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
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|
|
" <th>run</th>\n",
|
|
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|
|
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|
|
" </tr>\n",
|
|
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|
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|
|
" <tr>\n",
|
|
" <th>2995</th>\n",
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|
" <td>10500000.0</td>\n",
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|
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|
|
" <td>999</td>\n",
|
|
" <td>2018-10-01 15:33:03</td>\n",
|
|
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|
|
" <tr>\n",
|
|
" <th>2996</th>\n",
|
|
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|
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|
|
" <td>451.767857</td>\n",
|
|
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|
|
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|
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|
|
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|
|
" <td>2018-10-01 15:33:03</td>\n",
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|
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|
|
" <tr>\n",
|
|
" <th>2997</th>\n",
|
|
" <td>10500000.0</td>\n",
|
|
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|
|
" <td>451.898810</td>\n",
|
|
" <td>451.640930</td>\n",
|
|
" <td>440.964240</td>\n",
|
|
" <td>5250000.0</td>\n",
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|
" <td>0.0</td>\n",
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|
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|
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|
|
" <td>1</td>\n",
|
|
" <td>999</td>\n",
|
|
" <td>2018-10-01 15:33:03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2998</th>\n",
|
|
" <td>15750000.0</td>\n",
|
|
" <td>26214.746221</td>\n",
|
|
" <td>451.898810</td>\n",
|
|
" <td>451.640930</td>\n",
|
|
" <td>440.964240</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2999</th>\n",
|
|
" <td>15750000.0</td>\n",
|
|
" <td>26214.746221</td>\n",
|
|
" <td>451.898810</td>\n",
|
|
" <td>451.640930</td>\n",
|
|
" <td>440.964240</td>\n",
|
|
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|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3000</th>\n",
|
|
" <td>15750000.0</td>\n",
|
|
" <td>26214.746221</td>\n",
|
|
" <td>452.154762</td>\n",
|
|
" <td>451.813709</td>\n",
|
|
" <td>441.305945</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
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|
|
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|
|
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|
|
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|
|
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|
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|
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|
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|
|
" <td>2018-10-01 15:16:24</td>\n",
|
|
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|
|
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|
|
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|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
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|
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|
" <td>100.000000</td>\n",
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|
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|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
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|
|
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|
|
" <th>3004</th>\n",
|
|
" <td>0.0</td>\n",
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|
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|
|
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|
|
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|
|
" Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n",
|
|
"2995 10500000.0 26228.247568 451.767857 451.383231 440.615736 \n",
|
|
"2996 10500000.0 26228.247568 451.767857 451.383231 440.615736 \n",
|
|
"2997 10500000.0 26228.247568 451.898810 451.640930 440.964240 \n",
|
|
"2998 15750000.0 26214.746221 451.898810 451.640930 440.964240 \n",
|
|
"2999 15750000.0 26214.746221 451.898810 451.640930 440.964240 \n",
|
|
"3000 15750000.0 26214.746221 452.154762 451.813709 441.305945 \n",
|
|
"3001 0.0 25000.000000 100.000000 100.000000 100.000000 \n",
|
|
"3002 0.0 24937.038475 100.000000 100.000000 100.000000 \n",
|
|
"3003 0.0 24937.038475 100.000000 100.000000 100.000000 \n",
|
|
"3004 0.0 24937.038475 100.000000 100.000000 100.000000 \n",
|
|
"\n",
|
|
" Sell_Log Trans Z mech_step run time_step \\\n",
|
|
"2995 0.0 0.0 21000000.0 1.0 1 999 \n",
|
|
"2996 5250000.0 0.0 21000000.0 2.0 1 999 \n",
|
|
"2997 5250000.0 0.0 21000000.0 3.0 1 999 \n",
|
|
"2998 5250000.0 0.0 21000000.0 1.0 1 1000 \n",
|
|
"2999 5250000.0 0.0 21000000.0 2.0 1 1000 \n",
|
|
"3000 5250000.0 0.0 21000000.0 3.0 1 1000 \n",
|
|
"3001 0.0 0.0 21000000.0 0.0 2 0 \n",
|
|
"3002 0.0 0.0 21000000.0 1.0 2 1 \n",
|
|
"3003 0.0 0.0 21000000.0 2.0 2 1 \n",
|
|
"3004 0.0 0.0 21000000.0 3.0 2 1 \n",
|
|
"\n",
|
|
" timestamp \n",
|
|
"2995 2018-10-01 15:33:03 \n",
|
|
"2996 2018-10-01 15:33:03 \n",
|
|
"2997 2018-10-01 15:33:03 \n",
|
|
"2998 2018-10-01 15:33:04 \n",
|
|
"2999 2018-10-01 15:33:04 \n",
|
|
"3000 2018-10-01 15:33:04 \n",
|
|
"3001 2018-10-01 15:16:24 \n",
|
|
"3002 2018-10-01 15:16:25 \n",
|
|
"3003 2018-10-01 15:16:25 \n",
|
|
"3004 2018-10-01 15:16:25 "
|
|
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|
|
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|
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|
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"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n",
|
|
"300090 5250000.0 27862.744659 -267.375000 -266.829070 -252.303863 \n",
|
|
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|
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|
|
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|
|
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|
|
"300098 0.0 27847.328313 -268.321429 -267.634596 -253.245972 \n",
|
|
"300099 0.0 27847.328313 -268.797619 -268.094774 -253.717080 \n",
|
|
"\n",
|
|
" Sell_Log Trans Z mech_step run time_step \\\n",
|
|
"300090 21000000.0 0.0 21000000.0 3.0 100 997 \n",
|
|
"300091 21000000.0 0.0 21000000.0 1.0 100 998 \n",
|
|
"300092 21000000.0 0.0 21000000.0 2.0 100 998 \n",
|
|
"300093 21000000.0 0.0 21000000.0 3.0 100 998 \n",
|
|
"300094 21000000.0 0.0 21000000.0 1.0 100 999 \n",
|
|
"300095 26250000.0 0.0 21000000.0 2.0 100 999 \n",
|
|
"300096 26250000.0 0.0 21000000.0 3.0 100 999 \n",
|
|
"300097 26250000.0 0.0 21000000.0 1.0 100 1000 \n",
|
|
"300098 21000000.0 0.0 21000000.0 2.0 100 1000 \n",
|
|
"300099 21000000.0 0.0 21000000.0 3.0 100 1000 \n",
|
|
"\n",
|
|
" timestamp \n",
|
|
"300090 2018-10-01 15:33:01 \n",
|
|
"300091 2018-10-01 15:33:02 \n",
|
|
"300092 2018-10-01 15:33:02 \n",
|
|
"300093 2018-10-01 15:33:02 \n",
|
|
"300094 2018-10-01 15:33:03 \n",
|
|
"300095 2018-10-01 15:33:03 \n",
|
|
"300096 2018-10-01 15:33:03 \n",
|
|
"300097 2018-10-01 15:33:04 \n",
|
|
"300098 2018-10-01 15:33:04 \n",
|
|
"300099 2018-10-01 15:33:04 "
|
|
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|
|
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|
|
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|
|
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|
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|
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|
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"df.tail(10)"
|
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|
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|
|
" <td>-3.082369e-02</td>\n",
|
|
" <td>2.699011e-02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <td>-0.092199</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>-0.074196</td>\n",
|
|
" <td>-0.074045</td>\n",
|
|
" <td>-0.071027</td>\n",
|
|
" <td>0.118029</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>1.247637e-04</td>\n",
|
|
" <td>5.084417e-02</td>\n",
|
|
" <td>4.598328e-02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Price</th>\n",
|
|
" <td>0.710857</td>\n",
|
|
" <td>-0.074196</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.999999</td>\n",
|
|
" <td>0.999534</td>\n",
|
|
" <td>-0.794528</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>6.975749e-04</td>\n",
|
|
" <td>-2.973660e-02</td>\n",
|
|
" <td>2.427146e-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <td>0.709892</td>\n",
|
|
" <td>-0.074045</td>\n",
|
|
" <td>0.999999</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.999577</td>\n",
|
|
" <td>-0.793678</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>6.978929e-04</td>\n",
|
|
" <td>-2.970354e-02</td>\n",
|
|
" <td>2.434846e-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <td>0.696014</td>\n",
|
|
" <td>-0.071027</td>\n",
|
|
" <td>0.999534</td>\n",
|
|
" <td>0.999577</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>-0.779450</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>7.034925e-04</td>\n",
|
|
" <td>-2.908907e-02</td>\n",
|
|
" <td>2.581845e-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <td>-0.799244</td>\n",
|
|
" <td>0.118029</td>\n",
|
|
" <td>-0.794528</td>\n",
|
|
" <td>-0.793678</td>\n",
|
|
" <td>-0.779450</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>9.562029e-04</td>\n",
|
|
" <td>3.566879e-02</td>\n",
|
|
" <td>1.603812e-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Trans</th>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Z</th>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <td>0.001316</td>\n",
|
|
" <td>0.000125</td>\n",
|
|
" <td>0.000698</td>\n",
|
|
" <td>0.000698</td>\n",
|
|
" <td>0.000703</td>\n",
|
|
" <td>0.000956</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>1.000000e+00</td>\n",
|
|
" <td>-4.014956e-21</td>\n",
|
|
" <td>1.413037e-03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>run</th>\n",
|
|
" <td>-0.030824</td>\n",
|
|
" <td>0.050844</td>\n",
|
|
" <td>-0.029737</td>\n",
|
|
" <td>-0.029704</td>\n",
|
|
" <td>-0.029089</td>\n",
|
|
" <td>0.035669</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>-4.014956e-21</td>\n",
|
|
" <td>1.000000e+00</td>\n",
|
|
" <td>3.603741e-18</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>time_step</th>\n",
|
|
" <td>0.026990</td>\n",
|
|
" <td>0.045983</td>\n",
|
|
" <td>0.242715</td>\n",
|
|
" <td>0.243485</td>\n",
|
|
" <td>0.258184</td>\n",
|
|
" <td>0.160381</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>1.413037e-03</td>\n",
|
|
" <td>3.603741e-18</td>\n",
|
|
" <td>1.000000e+00</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal \\\n",
|
|
"Buy_Log 1.000000 -0.092199 0.710857 0.709892 \n",
|
|
"P_Ext_Markets -0.092199 1.000000 -0.074196 -0.074045 \n",
|
|
"Price 0.710857 -0.074196 1.000000 0.999999 \n",
|
|
"Price_Signal 0.709892 -0.074045 0.999999 1.000000 \n",
|
|
"Price_Signal_2 0.696014 -0.071027 0.999534 0.999577 \n",
|
|
"Sell_Log -0.799244 0.118029 -0.794528 -0.793678 \n",
|
|
"Trans NaN NaN NaN NaN \n",
|
|
"Z NaN NaN NaN NaN \n",
|
|
"mech_step 0.001316 0.000125 0.000698 0.000698 \n",
|
|
"run -0.030824 0.050844 -0.029737 -0.029704 \n",
|
|
"time_step 0.026990 0.045983 0.242715 0.243485 \n",
|
|
"\n",
|
|
" Price_Signal_2 Sell_Log Trans Z mech_step \\\n",
|
|
"Buy_Log 0.696014 -0.799244 NaN NaN 1.316366e-03 \n",
|
|
"P_Ext_Markets -0.071027 0.118029 NaN NaN 1.247637e-04 \n",
|
|
"Price 0.999534 -0.794528 NaN NaN 6.975749e-04 \n",
|
|
"Price_Signal 0.999577 -0.793678 NaN NaN 6.978929e-04 \n",
|
|
"Price_Signal_2 1.000000 -0.779450 NaN NaN 7.034925e-04 \n",
|
|
"Sell_Log -0.779450 1.000000 NaN NaN 9.562029e-04 \n",
|
|
"Trans NaN NaN NaN NaN NaN \n",
|
|
"Z NaN NaN NaN NaN NaN \n",
|
|
"mech_step 0.000703 0.000956 NaN NaN 1.000000e+00 \n",
|
|
"run -0.029089 0.035669 NaN NaN -4.014956e-21 \n",
|
|
"time_step 0.258184 0.160381 NaN NaN 1.413037e-03 \n",
|
|
"\n",
|
|
" run time_step \n",
|
|
"Buy_Log -3.082369e-02 2.699011e-02 \n",
|
|
"P_Ext_Markets 5.084417e-02 4.598328e-02 \n",
|
|
"Price -2.973660e-02 2.427146e-01 \n",
|
|
"Price_Signal -2.970354e-02 2.434846e-01 \n",
|
|
"Price_Signal_2 -2.908907e-02 2.581845e-01 \n",
|
|
"Sell_Log 3.566879e-02 1.603812e-01 \n",
|
|
"Trans NaN NaN \n",
|
|
"Z NaN NaN \n",
|
|
"mech_step -4.014956e-21 1.413037e-03 \n",
|
|
"run 1.000000e+00 3.603741e-18 \n",
|
|
"time_step 3.603741e-18 1.000000e+00 "
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.corr()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Buy_Log 0\n",
|
|
"P_Ext_Markets 21362\n",
|
|
"Price -305.018\n",
|
|
"Price_Signal -304.251\n",
|
|
"Price_Signal_2 -289.34\n",
|
|
"Sell_Log 0\n",
|
|
"Trans 0\n",
|
|
"Z 2.1e+07\n",
|
|
"mech_step 0\n",
|
|
"run 1\n",
|
|
"time_step 0\n",
|
|
"timestamp 2018-10-01 15:16:24\n",
|
|
"dtype: object"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.min()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"aggregate_dimension = 'time_step'\n",
|
|
"\n",
|
|
"mean_df = df.groupby(aggregate_dimension).mean().reset_index()\n",
|
|
"median_df = df.groupby(aggregate_dimension).median().reset_index()\n",
|
|
"std_df = df.groupby(aggregate_dimension).std().reset_index()\n",
|
|
"min_df = df.groupby(aggregate_dimension).min().reset_index()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
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|
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|
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|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>time_step</th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <th>run</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25000.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25001.664782</td>\n",
|
|
" <td>99.987698</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>1085000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>1575000.0</td>\n",
|
|
" <td>25003.095097</td>\n",
|
|
" <td>99.945833</td>\n",
|
|
" <td>99.991758</td>\n",
|
|
" <td>99.999616</td>\n",
|
|
" <td>3167500.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>3</td>\n",
|
|
" <td>2625000.0</td>\n",
|
|
" <td>24998.719588</td>\n",
|
|
" <td>99.900794</td>\n",
|
|
" <td>99.960988</td>\n",
|
|
" <td>99.997935</td>\n",
|
|
" <td>4077500.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>4</td>\n",
|
|
" <td>3097500.0</td>\n",
|
|
" <td>24998.345191</td>\n",
|
|
" <td>99.873790</td>\n",
|
|
" <td>99.920658</td>\n",
|
|
" <td>99.994899</td>\n",
|
|
" <td>4077500.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>5</td>\n",
|
|
" <td>3517500.0</td>\n",
|
|
" <td>24999.839608</td>\n",
|
|
" <td>99.861984</td>\n",
|
|
" <td>99.889256</td>\n",
|
|
" <td>99.991115</td>\n",
|
|
" <td>3797500.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>6</td>\n",
|
|
" <td>3570000.0</td>\n",
|
|
" <td>24992.728616</td>\n",
|
|
" <td>99.863611</td>\n",
|
|
" <td>99.870984</td>\n",
|
|
" <td>99.987079</td>\n",
|
|
" <td>3605000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>7</td>\n",
|
|
" <td>4147500.0</td>\n",
|
|
" <td>24998.457691</td>\n",
|
|
" <td>99.874226</td>\n",
|
|
" <td>99.866044</td>\n",
|
|
" <td>99.983221</td>\n",
|
|
" <td>3395000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>8</td>\n",
|
|
" <td>4042500.0</td>\n",
|
|
" <td>25000.307133</td>\n",
|
|
" <td>99.899127</td>\n",
|
|
" <td>99.871526</td>\n",
|
|
" <td>99.979815</td>\n",
|
|
" <td>3132500.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>9</td>\n",
|
|
" <td>4672500.0</td>\n",
|
|
" <td>25003.009089</td>\n",
|
|
" <td>99.931726</td>\n",
|
|
" <td>99.890019</td>\n",
|
|
" <td>99.977293</td>\n",
|
|
" <td>3010000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" time_step Buy_Log P_Ext_Markets Price Price_Signal \\\n",
|
|
"0 0 0.0 25000.000000 100.000000 100.000000 \n",
|
|
"1 1 0.0 25001.664782 99.987698 100.000000 \n",
|
|
"2 2 1575000.0 25003.095097 99.945833 99.991758 \n",
|
|
"3 3 2625000.0 24998.719588 99.900794 99.960988 \n",
|
|
"4 4 3097500.0 24998.345191 99.873790 99.920658 \n",
|
|
"5 5 3517500.0 24999.839608 99.861984 99.889256 \n",
|
|
"6 6 3570000.0 24992.728616 99.863611 99.870984 \n",
|
|
"7 7 4147500.0 24998.457691 99.874226 99.866044 \n",
|
|
"8 8 4042500.0 25000.307133 99.899127 99.871526 \n",
|
|
"9 9 4672500.0 25003.009089 99.931726 99.890019 \n",
|
|
"\n",
|
|
" Price_Signal_2 Sell_Log Trans Z mech_step run \n",
|
|
"0 100.000000 0.0 0.0 21000000.0 0.0 50.5 \n",
|
|
"1 100.000000 1085000.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"2 99.999616 3167500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"3 99.997935 4077500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"4 99.994899 4077500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"5 99.991115 3797500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"6 99.987079 3605000.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"7 99.983221 3395000.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"8 99.979815 3132500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"9 99.977293 3010000.0 0.0 21000000.0 2.0 50.5 "
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"mean_df.head(10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
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"data": {
|
|
"text/html": [
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|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>time_step</th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <th>run</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>991</th>\n",
|
|
" <td>991</td>\n",
|
|
" <td>11812500.0</td>\n",
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" <td>25205.595381</td>\n",
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" <td>7367500.0</td>\n",
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" <td>0.0</td>\n",
|
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" <td>21000000.0</td>\n",
|
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" <td>2.0</td>\n",
|
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" <td>50.5</td>\n",
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" <tr>\n",
|
|
" <th>992</th>\n",
|
|
" <td>992</td>\n",
|
|
" <td>11655000.0</td>\n",
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" <td>25206.680224</td>\n",
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|
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|
" <tr>\n",
|
|
" <th>993</th>\n",
|
|
" <td>993</td>\n",
|
|
" <td>11917500.0</td>\n",
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" <td>242.300298</td>\n",
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" <td>7192500.0</td>\n",
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|
|
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|
|
" <tr>\n",
|
|
" <th>994</th>\n",
|
|
" <td>994</td>\n",
|
|
" <td>12022500.0</td>\n",
|
|
" <td>25210.846477</td>\n",
|
|
" <td>245.924385</td>\n",
|
|
" <td>245.748381</td>\n",
|
|
" <td>242.409828</td>\n",
|
|
" <td>7402500.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>995</th>\n",
|
|
" <td>995</td>\n",
|
|
" <td>11445000.0</td>\n",
|
|
" <td>25216.197721</td>\n",
|
|
" <td>246.031448</td>\n",
|
|
" <td>245.866304</td>\n",
|
|
" <td>242.519658</td>\n",
|
|
" <td>7892500.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>996</th>\n",
|
|
" <td>996</td>\n",
|
|
" <td>11235000.0</td>\n",
|
|
" <td>25210.647595</td>\n",
|
|
" <td>246.122520</td>\n",
|
|
" <td>245.976951</td>\n",
|
|
" <td>242.629402</td>\n",
|
|
" <td>7770000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>997</th>\n",
|
|
" <td>997</td>\n",
|
|
" <td>11287500.0</td>\n",
|
|
" <td>25217.300375</td>\n",
|
|
" <td>246.215437</td>\n",
|
|
" <td>246.074482</td>\n",
|
|
" <td>242.738562</td>\n",
|
|
" <td>7822500.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
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|
|
" <td>50.5</td>\n",
|
|
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|
|
" <tr>\n",
|
|
" <th>998</th>\n",
|
|
" <td>998</td>\n",
|
|
" <td>11182500.0</td>\n",
|
|
" <td>25212.886930</td>\n",
|
|
" <td>246.300417</td>\n",
|
|
" <td>246.168922</td>\n",
|
|
" <td>242.847214</td>\n",
|
|
" <td>8207500.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
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|
|
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|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>999</th>\n",
|
|
" <td>999</td>\n",
|
|
" <td>11077500.0</td>\n",
|
|
" <td>25213.735162</td>\n",
|
|
" <td>246.380913</td>\n",
|
|
" <td>246.257023</td>\n",
|
|
" <td>242.955127</td>\n",
|
|
" <td>7962500.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
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|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1000</th>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>11182500.0</td>\n",
|
|
" <td>25218.726805</td>\n",
|
|
" <td>246.468115</td>\n",
|
|
" <td>246.340029</td>\n",
|
|
" <td>243.062182</td>\n",
|
|
" <td>7875000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>50.5</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" time_step Buy_Log P_Ext_Markets Price Price_Signal \\\n",
|
|
"991 991 11812500.0 25205.595381 245.573472 245.409361 \n",
|
|
"992 992 11655000.0 25206.680224 245.688790 245.519315 \n",
|
|
"993 993 11917500.0 25207.803715 245.805278 245.632863 \n",
|
|
"994 994 12022500.0 25210.846477 245.924385 245.748381 \n",
|
|
"995 995 11445000.0 25216.197721 246.031448 245.866304 \n",
|
|
"996 996 11235000.0 25210.647595 246.122520 245.976951 \n",
|
|
"997 997 11287500.0 25217.300375 246.215437 246.074482 \n",
|
|
"998 998 11182500.0 25212.886930 246.300417 246.168922 \n",
|
|
"999 999 11077500.0 25213.735162 246.380913 246.257023 \n",
|
|
"1000 1000 11182500.0 25218.726805 246.468115 246.340029 \n",
|
|
"\n",
|
|
" Price_Signal_2 Sell_Log Trans Z mech_step run \n",
|
|
"991 242.081879 7367500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"992 242.190992 7227500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"993 242.300298 7192500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"994 242.409828 7402500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"995 242.519658 7892500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"996 242.629402 7770000.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"997 242.738562 7822500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"998 242.847214 8207500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"999 242.955127 7962500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"1000 243.062182 7875000.0 0.0 21000000.0 2.0 50.5 "
|
|
]
|
|
},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"mean_df.tail(10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def dist_plot(x, y,lx=False,ly=False, suppMin=False): \n",
|
|
" plt.figure(figsize=(12,8))\n",
|
|
" if not(suppMin):\n",
|
|
" plt.plot(mean_df[x].values, mean_df[y].values,\n",
|
|
" mean_df[x].values,median_df[y].values,\n",
|
|
" mean_df[x].values,mean_df[y].values+std_df[y].values,\n",
|
|
" mean_df[x].values,min_df[y].values)\n",
|
|
" plt.legend(['mean', 'median', 'mean+ 1*std', 'min'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
|
|
" \n",
|
|
" else:\n",
|
|
" plt.plot(mean_df[x].values, mean_df[y].values,\n",
|
|
" mean_df[x].values,median_df[y].values,\n",
|
|
" mean_df[x].values,mean_df[y].values+std_df[y].values,\n",
|
|
" mean_df[x].values,mean_df[y].values-std_df[y].values)\n",
|
|
" plt.legend(['mean', 'median', 'mean+ 1*std', 'mean - 1*std'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
|
|
"\n",
|
|
" plt.xlabel(x)\n",
|
|
" plt.ylabel(y)\n",
|
|
" if lx:\n",
|
|
" plt.xscale('log')\n",
|
|
" \n",
|
|
" if ly:\n",
|
|
" plt.yscale('log')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dist_plot('time_step', 'P_Ext_Markets',suppMin=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dist_plot('time_step', 'Price',suppMin=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x23dcb1e6860>"
|
|
]
|
|
},
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(mean_df['time_step'][1:],mean_df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"plt.plot(mean_df['time_step'][1:],(1/250)*mean_df['P_Ext_Markets'][1:])\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"time_step 2.889637e+02\n",
|
|
"Buy_Log 1.449694e+06\n",
|
|
"P_Ext_Markets 5.179452e+01\n",
|
|
"Price 4.405590e+01\n",
|
|
"Price_Signal 4.409223e+01\n",
|
|
"Price_Signal_2 4.451075e+01\n",
|
|
"Sell_Log 1.525531e+06\n",
|
|
"Trans 0.000000e+00\n",
|
|
"Z 0.000000e+00\n",
|
|
"mech_step 6.318237e-02\n",
|
|
"run 0.000000e+00\n",
|
|
"dtype: float64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(np.std(mean_df))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x23dc71a52b0>"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(mean_df['time_step'][1:],mean_df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"plt.plot(mean_df['time_step'][1:],mean_df['Sell_Log'][1:])\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0 NaN\n",
|
|
"1 1085000.0\n",
|
|
"2 2082500.0\n",
|
|
"3 910000.0\n",
|
|
"4 0.0\n",
|
|
"5 -280000.0\n",
|
|
"6 -192500.0\n",
|
|
"7 -210000.0\n",
|
|
"8 -262500.0\n",
|
|
"9 -122500.0\n",
|
|
"10 -542500.0\n",
|
|
"11 -297500.0\n",
|
|
"12 87500.0\n",
|
|
"13 297500.0\n",
|
|
"14 -262500.0\n",
|
|
"15 -157500.0\n",
|
|
"16 297500.0\n",
|
|
"17 140000.0\n",
|
|
"18 210000.0\n",
|
|
"19 35000.0\n",
|
|
"Name: Sell_Log, dtype: float64"
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"buy_delta = mean_df['Buy_Log'].diff()\n",
|
|
"sell_delta = mean_df['Sell_Log'].diff()\n",
|
|
"ext_delta = mean_df['P_Ext_Markets'].diff()\n",
|
|
"# df_delta['Buy_Log'] = buy_delta\n",
|
|
"# df_delta['Sell_Log'] = sell_delta\n",
|
|
"# df_delta = df_delta.append(ext_delta)\n",
|
|
"# df_delta.head()\n",
|
|
"sell_delta.head(20)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x23dc7445e10>"
|
|
]
|
|
},
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(mean_df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"plt.plot(mean_df['time_step'][1:],sell_delta[1:])\n",
|
|
"plt.plot(mean_df['time_step'][1:],ext_delta[1:])\n",
|
|
"plt.ylim(-400,400)\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.PairGrid at 0x23dcb8efc88>"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1980x1980 with 132 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.pairplot(mean_df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Z per External Stock Market Price')"
|
|
]
|
|
},
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(mean_df['time_step'],mean_df['Z']/mean_df['P_Ext_Markets'])\n",
|
|
"plt.title('Z per External Stock Market Price')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# plt.figure(figsize=(12,8))\n",
|
|
"# plt.plot(df['time_step'],(df['TDR_Int']-df['TDR_Ext'])/df['TDR_Ext'])\n",
|
|
"# plt.title('Availability of TDR arbitrage opportunity')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# plt.figure(figsize=(12,8))\n",
|
|
"# plt.plot(df['time_step'],(df['Zeus_LT']/df['Zeus_ST']-1))\n",
|
|
"# plt.title('Availability of LT vs ST arbitrage opportunity')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>63</th>\n",
|
|
" <td>7.669167e+06</td>\n",
|
|
" <td>25002.712463</td>\n",
|
|
" <td>102.141876</td>\n",
|
|
" <td>101.992868</td>\n",
|
|
" <td>100.704190</td>\n",
|
|
" <td>3.467778e+06</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.968254</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>64</th>\n",
|
|
" <td>7.860833e+06</td>\n",
|
|
" <td>25003.135461</td>\n",
|
|
" <td>102.246443</td>\n",
|
|
" <td>102.092704</td>\n",
|
|
" <td>100.749118</td>\n",
|
|
" <td>3.529167e+06</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>65</th>\n",
|
|
" <td>8.044167e+06</td>\n",
|
|
" <td>25003.534582</td>\n",
|
|
" <td>102.354316</td>\n",
|
|
" <td>102.195709</td>\n",
|
|
" <td>100.795909</td>\n",
|
|
" <td>3.571667e+06</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>66</th>\n",
|
|
" <td>8.208333e+06</td>\n",
|
|
" <td>25004.002806</td>\n",
|
|
" <td>102.465911</td>\n",
|
|
" <td>102.301976</td>\n",
|
|
" <td>100.844609</td>\n",
|
|
" <td>3.582500e+06</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>67</th>\n",
|
|
" <td>8.350833e+06</td>\n",
|
|
" <td>25004.526055</td>\n",
|
|
" <td>102.581293</td>\n",
|
|
" <td>102.411812</td>\n",
|
|
" <td>100.895275</td>\n",
|
|
" <td>3.578056e+06</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.000000</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n",
|
|
"63 7.669167e+06 25002.712463 102.141876 101.992868 100.704190 \n",
|
|
"64 7.860833e+06 25003.135461 102.246443 102.092704 100.749118 \n",
|
|
"65 8.044167e+06 25003.534582 102.354316 102.195709 100.795909 \n",
|
|
"66 8.208333e+06 25004.002806 102.465911 102.301976 100.844609 \n",
|
|
"67 8.350833e+06 25004.526055 102.581293 102.411812 100.895275 \n",
|
|
"\n",
|
|
" Sell_Log Trans Z mech_step \n",
|
|
"63 3.467778e+06 0.0 21000000.0 1.968254 \n",
|
|
"64 3.529167e+06 0.0 21000000.0 2.000000 \n",
|
|
"65 3.571667e+06 0.0 21000000.0 2.000000 \n",
|
|
"66 3.582500e+06 0.0 21000000.0 2.000000 \n",
|
|
"67 3.578056e+06 0.0 21000000.0 2.000000 "
|
|
]
|
|
},
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# vol_df = df.rolling(window = 21).mean()\n",
|
|
"vol_df = pd.DataFrame()\n",
|
|
"rolling_days = 63 # days = number * mechanisms\n",
|
|
"for n in names:\n",
|
|
" vol_df[n] = mean_df[n].rolling(rolling_days).mean().shift()\n",
|
|
" \n",
|
|
"vol_df = vol_df.dropna() #(vol_df.iloc[0:rolling_days])\n",
|
|
"# vol_df[n].iloc[:rolling_days], axis=1)\n",
|
|
"vol_df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of Z')"
|
|
]
|
|
},
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(vol_df['Z'])\n",
|
|
"plt.title('Rolling Average of Z')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of External Stock Market Price')"
|
|
]
|
|
},
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(vol_df['P_Ext_Markets'])\n",
|
|
"plt.title('Rolling Average of External Stock Market Price')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of Zeus Price')"
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(vol_df['Price'])\n",
|
|
"plt.plot(vol_df['P_Ext_Markets']/250)\n",
|
|
"plt.legend()\n",
|
|
"plt.title('Rolling Average of Zeus Price')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"-305.01785714285717"
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[\"Price\"].min()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"456.7142857142857"
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[\"Price\"].max()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|