2194 lines
1.1 MiB
2194 lines
1.1 MiB
{
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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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"#### 20 MonteCarlo Runs \n",
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"#### Behaviors: EMHers, Herders, HODLers, and 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 0x000002229C7C6748>]\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"from tabulate import tabulate\n",
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"\n",
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"from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
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"from sandboxUX import config5 #, config2\n",
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"from SimCAD import configs\n",
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"\n",
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"# ToDo: pass ExecutionContext with execution method as ExecutionContext input\n",
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"\n",
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"exec_mode = ExecutionMode()\n",
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"\n",
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"print(\"Simulation Run 1\")\n",
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"# print()\n",
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"single_config = [configs[0]]\n",
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"single_proc_ctx = ExecutionContext(exec_mode.single_proc)\n",
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"run1 = Executor(single_proc_ctx, single_config)\n",
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"run1_raw_result = run1.main()\n",
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"df = pd.DataFrame(run1_raw_result)\n",
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"# print(tabulate(result, headers='keys', tablefmt='psql'))\n",
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"# print()\n",
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"\n",
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"# print(\"Simulation Run 2: Pairwise Execution\")\n",
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"# print()\n",
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"# multi_proc_ctx = ExecutionContext(exec_mode.multi_proc)\n",
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"# run2 = Executor(multi_proc_ctx, configs)\n",
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"# run2_raw_results = run2.main()\n",
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"# for raw_result in run2_raw_results:\n",
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"# result = pd.DataFrame(raw_result)\n",
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"# print(tabulate(result, headers='keys', tablefmt='psql'))\n",
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"# print()"
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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": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"#df = pd.DataFrame(run1_raw_result)"
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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": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\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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"\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",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Buy_Log</th>\n",
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" <th>P_Ext_Markets</th>\n",
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" <th>Price</th>\n",
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" <th>Price_Signal</th>\n",
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" <th>Sell_Log</th>\n",
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" <th>Trans</th>\n",
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" <th>Z</th>\n",
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" <th>mech_step</th>\n",
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" <th>run</th>\n",
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" <th>time_step</th>\n",
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" <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>0</td>\n",
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" <td>25000</td>\n",
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" <td>100</td>\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>25067.68105681930173034288600</td>\n",
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" <td>100</td>\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>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>25067.68105681930173034288600</td>\n",
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" <td>100</td>\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>2</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>3</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>25067.68105681930173034288600</td>\n",
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|
" <td>100</td>\n",
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|
" <td>100.00</td>\n",
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|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
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|
" <td>21000000</td>\n",
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" <td>3</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>4</th>\n",
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" <td>5250000.000000000000000000000</td>\n",
|
|
" <td>25042.19120625054858919611433</td>\n",
|
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" <td>100</td>\n",
|
|
" <td>100.00</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
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|
" <td>21000000</td>\n",
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|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2018-10-01 15:16:26</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Buy_Log P_Ext_Markets Price \\\n",
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"0 0 25000 100 \n",
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"1 0 25067.68105681930173034288600 100 \n",
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"2 0 25067.68105681930173034288600 100 \n",
|
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"3 0 25067.68105681930173034288600 100 \n",
|
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"4 5250000.000000000000000000000 25042.19120625054858919611433 100 \n",
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"\n",
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" Price_Signal Sell_Log Trans Z mech_step run time_step \\\n",
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"0 100 0 0 21000000 0 1 0 \n",
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"1 100 0 0 21000000 1 1 1 \n",
|
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"2 100 0 0 21000000 2 1 1 \n",
|
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"3 100.00 0 0 21000000 3 1 1 \n",
|
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"4 100.00 0 0 21000000 1 1 2 \n",
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"\n",
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" timestamp \n",
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"0 2018-10-01 15:16:24 \n",
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"1 2018-10-01 15:16:25 \n",
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"2 2018-10-01 15:16:25 \n",
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"3 2018-10-01 15:16:25 \n",
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"4 2018-10-01 15:16:26 "
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]
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|
},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df.head()"
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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": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Standard Library Imports\n",
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"#import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib as mpl\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"#from tabulate import tabulate\n",
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"\n",
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"sns.set_style('whitegrid')\n",
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"\n",
|
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"%matplotlib inline"
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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": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"# SimCAD Specific\n",
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"# from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
|
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"# from sandboxUX import config1 , config2\n",
|
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"# from SimCAD import configs"
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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": 6,
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"metadata": {},
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"outputs": [],
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"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",
|
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"for n in names:\n",
|
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" df[n]=df[n].apply(float)"
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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": 7,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<style scoped>\n",
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"\n",
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" .dataframe tbody tr th {\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>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>0.0</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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" <th>1</th>\n",
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" <td>0.0</td>\n",
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" <td>25067.681057</td>\n",
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" <td>100.000</td>\n",
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" <td>1.0</td>\n",
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" <td>1</td>\n",
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|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
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" <tr>\n",
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|
" <th>2</th>\n",
|
|
" <td>0.0</td>\n",
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" <td>25067.681057</td>\n",
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" <td>100.000</td>\n",
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" <td>100.00000</td>\n",
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" <td>0.0</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>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
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|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25067.681057</td>\n",
|
|
" <td>100.000</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</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>100.000</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</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>100.000</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</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>100.025</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</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>0.0</td>\n",
|
|
" <td>25020.184050</td>\n",
|
|
" <td>100.025</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</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>0.0</td>\n",
|
|
" <td>25020.184050</td>\n",
|
|
" <td>100.025</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</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>0.0</td>\n",
|
|
" <td>25020.184050</td>\n",
|
|
" <td>100.025</td>\n",
|
|
" <td>100.01675</td>\n",
|
|
" <td>0.0</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>"
|
|
],
|
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"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Sell_Log Trans \\\n",
|
|
"0 0.0 25000.000000 100.000 100.00000 0.0 0.0 \n",
|
|
"1 0.0 25067.681057 100.000 100.00000 0.0 0.0 \n",
|
|
"2 0.0 25067.681057 100.000 100.00000 0.0 0.0 \n",
|
|
"3 0.0 25067.681057 100.000 100.00000 0.0 0.0 \n",
|
|
"4 5250000.0 25042.191206 100.000 100.00000 0.0 0.0 \n",
|
|
"5 5250000.0 25042.191206 100.000 100.00000 0.0 0.0 \n",
|
|
"6 5250000.0 25042.191206 100.025 100.00000 0.0 0.0 \n",
|
|
"7 0.0 25020.184050 100.025 100.00000 0.0 0.0 \n",
|
|
"8 0.0 25020.184050 100.025 100.00000 0.0 0.0 \n",
|
|
"9 0.0 25020.184050 100.025 100.01675 0.0 0.0 \n",
|
|
"\n",
|
|
" Z mech_step run time_step timestamp \n",
|
|
"0 21000000.0 0.0 1 0 2018-10-01 15:16:24 \n",
|
|
"1 21000000.0 1.0 1 1 2018-10-01 15:16:25 \n",
|
|
"2 21000000.0 2.0 1 1 2018-10-01 15:16:25 \n",
|
|
"3 21000000.0 3.0 1 1 2018-10-01 15:16:25 \n",
|
|
"4 21000000.0 1.0 1 2 2018-10-01 15:16:26 \n",
|
|
"5 21000000.0 2.0 1 2 2018-10-01 15:16:26 \n",
|
|
"6 21000000.0 3.0 1 2 2018-10-01 15:16:26 \n",
|
|
"7 21000000.0 1.0 1 3 2018-10-01 15:16:27 \n",
|
|
"8 21000000.0 2.0 1 3 2018-10-01 15:16:27 \n",
|
|
"9 21000000.0 3.0 1 3 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,
|
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"metadata": {},
|
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"outputs": [
|
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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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|
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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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|
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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 15:33:04</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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|
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|
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|
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|
|
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|
|
" <tr>\n",
|
|
" <th>3004</th>\n",
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|
" <td>0.0</td>\n",
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|
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|
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|
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|
" <td>0.0</td>\n",
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|
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|
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|
|
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|
|
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|
|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
|
|
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|
|
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|
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|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Sell_Log Trans \\\n",
|
|
"2995 0.0 26228.247568 100.025782 100.026078 5250000.0 0.0 \n",
|
|
"2996 0.0 26228.247568 100.025782 100.026078 0.0 0.0 \n",
|
|
"2997 0.0 26228.247568 100.025782 100.025879 0.0 0.0 \n",
|
|
"2998 0.0 26214.746221 100.025782 100.025879 0.0 0.0 \n",
|
|
"2999 0.0 26214.746221 100.025782 100.025879 5250000.0 0.0 \n",
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|
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|
|
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|
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|
|
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|
|
"3004 0.0 24937.038475 100.000000 100.000000 0.0 0.0 \n",
|
|
"\n",
|
|
" Z mech_step run time_step timestamp \n",
|
|
"2995 21000000.0 1.0 1 999 2018-10-01 15:33:03 \n",
|
|
"2996 21000000.0 2.0 1 999 2018-10-01 15:33:03 \n",
|
|
"2997 21000000.0 3.0 1 999 2018-10-01 15:33:03 \n",
|
|
"2998 21000000.0 1.0 1 1000 2018-10-01 15:33:04 \n",
|
|
"2999 21000000.0 2.0 1 1000 2018-10-01 15:33:04 \n",
|
|
"3000 21000000.0 3.0 1 1000 2018-10-01 15:33:04 \n",
|
|
"3001 21000000.0 0.0 2 0 2018-10-01 15:16:24 \n",
|
|
"3002 21000000.0 1.0 2 1 2018-10-01 15:16:25 \n",
|
|
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|
|
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|
|
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|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.iloc[2995:3005]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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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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|
|
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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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|
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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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|
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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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|
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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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|
|
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|
|
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|
|
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|
|
" <td>99.700875</td>\n",
|
|
" <td>99.678213</td>\n",
|
|
" <td>0.0</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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|
|
" <tr>\n",
|
|
" <th>300094</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27806.450573</td>\n",
|
|
" <td>99.700875</td>\n",
|
|
" <td>99.678213</td>\n",
|
|
" <td>0.0</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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|
|
" <tr>\n",
|
|
" <th>300095</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27806.450573</td>\n",
|
|
" <td>99.700875</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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|
|
" <td>2018-10-01 15:33:03</td>\n",
|
|
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|
|
" <tr>\n",
|
|
" <th>300096</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27806.450573</td>\n",
|
|
" <td>99.725950</td>\n",
|
|
" <td>99.693397</td>\n",
|
|
" <td>0.0</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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|
|
" <tr>\n",
|
|
" <th>300097</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27847.328313</td>\n",
|
|
" <td>99.725950</td>\n",
|
|
" <td>99.693397</td>\n",
|
|
" <td>0.0</td>\n",
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
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|
|
" <tr>\n",
|
|
" <th>300098</th>\n",
|
|
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|
|
" <td>27847.328313</td>\n",
|
|
" <td>99.725950</td>\n",
|
|
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|
|
" <td>5250000.0</td>\n",
|
|
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|
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|
|
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|
|
" <td>100</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
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|
|
" <tr>\n",
|
|
" <th>300099</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27847.328313</td>\n",
|
|
" <td>99.725950</td>\n",
|
|
" <td>99.715207</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Sell_Log Trans \\\n",
|
|
"300090 0.0 27862.744659 99.675794 99.683124 0.0 0.0 \n",
|
|
"300091 5250000.0 27771.944412 99.675794 99.683124 0.0 0.0 \n",
|
|
"300092 5250000.0 27771.944412 99.675794 99.683124 0.0 0.0 \n",
|
|
"300093 5250000.0 27771.944412 99.700875 99.678213 0.0 0.0 \n",
|
|
"300094 5250000.0 27806.450573 99.700875 99.678213 0.0 0.0 \n",
|
|
"300095 5250000.0 27806.450573 99.700875 99.678213 0.0 0.0 \n",
|
|
"300096 5250000.0 27806.450573 99.725950 99.693397 0.0 0.0 \n",
|
|
"300097 5250000.0 27847.328313 99.725950 99.693397 0.0 0.0 \n",
|
|
"300098 5250000.0 27847.328313 99.725950 99.693397 5250000.0 0.0 \n",
|
|
"300099 5250000.0 27847.328313 99.725950 99.715207 5250000.0 0.0 \n",
|
|
"\n",
|
|
" Z mech_step run time_step timestamp \n",
|
|
"300090 21000000.0 3.0 100 997 2018-10-01 15:33:01 \n",
|
|
"300091 21000000.0 1.0 100 998 2018-10-01 15:33:02 \n",
|
|
"300092 21000000.0 2.0 100 998 2018-10-01 15:33:02 \n",
|
|
"300093 21000000.0 3.0 100 998 2018-10-01 15:33:02 \n",
|
|
"300094 21000000.0 1.0 100 999 2018-10-01 15:33:03 \n",
|
|
"300095 21000000.0 2.0 100 999 2018-10-01 15:33:03 \n",
|
|
"300096 21000000.0 3.0 100 999 2018-10-01 15:33:03 \n",
|
|
"300097 21000000.0 1.0 100 1000 2018-10-01 15:33:04 \n",
|
|
"300098 21000000.0 2.0 100 1000 2018-10-01 15:33:04 \n",
|
|
"300099 21000000.0 3.0 100 1000 2018-10-01 15:33:04 "
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.tail(10)"
|
|
]
|
|
},
|
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{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
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"metadata": {},
|
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"outputs": [
|
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{
|
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"data": {
|
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"text/html": [
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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>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
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|
|
" <th>time_step</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.036324</td>\n",
|
|
" <td>-0.262522</td>\n",
|
|
" <td>-0.277074</td>\n",
|
|
" <td>-0.019858</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>4.954695e-04</td>\n",
|
|
" <td>4.712999e-03</td>\n",
|
|
" <td>-3.570172e-02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <td>0.036324</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>-0.117104</td>\n",
|
|
" <td>-0.116993</td>\n",
|
|
" <td>0.042629</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>-0.262522</td>\n",
|
|
" <td>-0.117104</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.998660</td>\n",
|
|
" <td>-0.288128</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>3.915390e-05</td>\n",
|
|
" <td>2.184386e-03</td>\n",
|
|
" <td>8.069863e-02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <td>-0.277074</td>\n",
|
|
" <td>-0.116993</td>\n",
|
|
" <td>0.998660</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>-0.266050</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>4.061200e-05</td>\n",
|
|
" <td>1.936288e-03</td>\n",
|
|
" <td>8.044309e-02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <td>-0.019858</td>\n",
|
|
" <td>0.042629</td>\n",
|
|
" <td>-0.288128</td>\n",
|
|
" <td>-0.266050</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>7.235705e-04</td>\n",
|
|
" <td>-3.815897e-04</td>\n",
|
|
" <td>-4.290779e-02</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",
|
|
" </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",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <td>0.000495</td>\n",
|
|
" <td>0.000125</td>\n",
|
|
" <td>0.000039</td>\n",
|
|
" <td>0.000041</td>\n",
|
|
" <td>0.000724</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>0.004713</td>\n",
|
|
" <td>0.050844</td>\n",
|
|
" <td>0.002184</td>\n",
|
|
" <td>0.001936</td>\n",
|
|
" <td>-0.000382</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>-0.035702</td>\n",
|
|
" <td>0.045983</td>\n",
|
|
" <td>0.080699</td>\n",
|
|
" <td>0.080443</td>\n",
|
|
" <td>-0.042908</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 Sell_Log \\\n",
|
|
"Buy_Log 1.000000 0.036324 -0.262522 -0.277074 -0.019858 \n",
|
|
"P_Ext_Markets 0.036324 1.000000 -0.117104 -0.116993 0.042629 \n",
|
|
"Price -0.262522 -0.117104 1.000000 0.998660 -0.288128 \n",
|
|
"Price_Signal -0.277074 -0.116993 0.998660 1.000000 -0.266050 \n",
|
|
"Sell_Log -0.019858 0.042629 -0.288128 -0.266050 1.000000 \n",
|
|
"Trans NaN NaN NaN NaN NaN \n",
|
|
"Z NaN NaN NaN NaN NaN \n",
|
|
"mech_step 0.000495 0.000125 0.000039 0.000041 0.000724 \n",
|
|
"run 0.004713 0.050844 0.002184 0.001936 -0.000382 \n",
|
|
"time_step -0.035702 0.045983 0.080699 0.080443 -0.042908 \n",
|
|
"\n",
|
|
" Trans Z mech_step run time_step \n",
|
|
"Buy_Log NaN NaN 4.954695e-04 4.712999e-03 -3.570172e-02 \n",
|
|
"P_Ext_Markets NaN NaN 1.247637e-04 5.084417e-02 4.598328e-02 \n",
|
|
"Price NaN NaN 3.915390e-05 2.184386e-03 8.069863e-02 \n",
|
|
"Price_Signal NaN NaN 4.061200e-05 1.936288e-03 8.044309e-02 \n",
|
|
"Sell_Log NaN NaN 7.235705e-04 -3.815897e-04 -4.290779e-02 \n",
|
|
"Trans NaN NaN NaN NaN NaN \n",
|
|
"Z NaN NaN NaN NaN NaN \n",
|
|
"mech_step NaN NaN 1.000000e+00 -4.014956e-21 1.413037e-03 \n",
|
|
"run NaN NaN -4.014956e-21 1.000000e+00 3.603741e-18 \n",
|
|
"time_step NaN NaN 1.413037e-03 3.603741e-18 1.000000e+00 "
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
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|
|
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|
|
],
|
|
"source": [
|
|
"df.corr()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"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": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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|
"text/html": [
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|
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|
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|
|
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|
|
" <th>time_step</th>\n",
|
|
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|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</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>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>99.997333</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>1120000.0</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>1155000.0</td>\n",
|
|
" <td>25003.095097</td>\n",
|
|
" <td>99.990583</td>\n",
|
|
" <td>99.998213</td>\n",
|
|
" <td>1925000.0</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>1417500.0</td>\n",
|
|
" <td>24998.719588</td>\n",
|
|
" <td>99.986750</td>\n",
|
|
" <td>99.993101</td>\n",
|
|
" <td>2047500.0</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>1522500.0</td>\n",
|
|
" <td>24998.345191</td>\n",
|
|
" <td>99.983666</td>\n",
|
|
" <td>99.988846</td>\n",
|
|
" <td>2152500.0</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>945000.0</td>\n",
|
|
" <td>24999.839608</td>\n",
|
|
" <td>99.979415</td>\n",
|
|
" <td>99.985375</td>\n",
|
|
" <td>2240000.0</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>1470000.0</td>\n",
|
|
" <td>24992.728616</td>\n",
|
|
" <td>99.973830</td>\n",
|
|
" <td>99.981382</td>\n",
|
|
" <td>2327500.0</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>1627500.0</td>\n",
|
|
" <td>24998.457691</td>\n",
|
|
" <td>99.969995</td>\n",
|
|
" <td>99.976322</td>\n",
|
|
" <td>2292500.0</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>1680000.0</td>\n",
|
|
" <td>25000.307133</td>\n",
|
|
" <td>99.966244</td>\n",
|
|
" <td>99.972083</td>\n",
|
|
" <td>2607500.0</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>1365000.0</td>\n",
|
|
" <td>25003.009089</td>\n",
|
|
" <td>99.961242</td>\n",
|
|
" <td>99.968171</td>\n",
|
|
" <td>2467500.0</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 Sell_Log \\\n",
|
|
"0 0 0.0 25000.000000 100.000000 100.000000 0.0 \n",
|
|
"1 1 0.0 25001.664782 99.997333 100.000000 1120000.0 \n",
|
|
"2 2 1155000.0 25003.095097 99.990583 99.998213 1925000.0 \n",
|
|
"3 3 1417500.0 24998.719588 99.986750 99.993101 2047500.0 \n",
|
|
"4 4 1522500.0 24998.345191 99.983666 99.988846 2152500.0 \n",
|
|
"5 5 945000.0 24999.839608 99.979415 99.985375 2240000.0 \n",
|
|
"6 6 1470000.0 24992.728616 99.973830 99.981382 2327500.0 \n",
|
|
"7 7 1627500.0 24998.457691 99.969995 99.976322 2292500.0 \n",
|
|
"8 8 1680000.0 25000.307133 99.966244 99.972083 2607500.0 \n",
|
|
"9 9 1365000.0 25003.009089 99.961242 99.968171 2467500.0 \n",
|
|
"\n",
|
|
" Trans Z mech_step run \n",
|
|
"0 0.0 21000000.0 0.0 50.5 \n",
|
|
"1 0.0 21000000.0 2.0 50.5 \n",
|
|
"2 0.0 21000000.0 2.0 50.5 \n",
|
|
"3 0.0 21000000.0 2.0 50.5 \n",
|
|
"4 0.0 21000000.0 2.0 50.5 \n",
|
|
"5 0.0 21000000.0 2.0 50.5 \n",
|
|
"6 0.0 21000000.0 2.0 50.5 \n",
|
|
"7 0.0 21000000.0 2.0 50.5 \n",
|
|
"8 0.0 21000000.0 2.0 50.5 \n",
|
|
"9 0.0 21000000.0 2.0 50.5 "
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"mean_df.head(10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
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" }\n",
|
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"\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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"\n",
|
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" .dataframe thead th {\n",
|
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" text-align: right;\n",
|
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" }\n",
|
|
"</style>\n",
|
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"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <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>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>1522500.0</td>\n",
|
|
" <td>25205.595381</td>\n",
|
|
" <td>100.042007</td>\n",
|
|
" <td>100.040683</td>\n",
|
|
" <td>1137500.0</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>992</th>\n",
|
|
" <td>992</td>\n",
|
|
" <td>1260000.0</td>\n",
|
|
" <td>25206.680224</td>\n",
|
|
" <td>100.042836</td>\n",
|
|
" <td>100.041571</td>\n",
|
|
" <td>1260000.0</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>993</th>\n",
|
|
" <td>993</td>\n",
|
|
" <td>1417500.0</td>\n",
|
|
" <td>25207.803715</td>\n",
|
|
" <td>100.043494</td>\n",
|
|
" <td>100.042418</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>994</th>\n",
|
|
" <td>994</td>\n",
|
|
" <td>1470000.0</td>\n",
|
|
" <td>25210.846477</td>\n",
|
|
" <td>100.044485</td>\n",
|
|
" <td>100.043139</td>\n",
|
|
" <td>1452500.0</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>1102500.0</td>\n",
|
|
" <td>25216.197721</td>\n",
|
|
" <td>100.043647</td>\n",
|
|
" <td>100.044041</td>\n",
|
|
" <td>1365000.0</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>1312500.0</td>\n",
|
|
" <td>25210.647595</td>\n",
|
|
" <td>100.043225</td>\n",
|
|
" <td>100.043777</td>\n",
|
|
" <td>1312500.0</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>735000.0</td>\n",
|
|
" <td>25217.300375</td>\n",
|
|
" <td>100.041973</td>\n",
|
|
" <td>100.043407</td>\n",
|
|
" <td>1400000.0</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>998</th>\n",
|
|
" <td>998</td>\n",
|
|
" <td>1260000.0</td>\n",
|
|
" <td>25212.886930</td>\n",
|
|
" <td>100.039803</td>\n",
|
|
" <td>100.042446</td>\n",
|
|
" <td>1312500.0</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>999</th>\n",
|
|
" <td>999</td>\n",
|
|
" <td>1627500.0</td>\n",
|
|
" <td>25213.735162</td>\n",
|
|
" <td>100.040214</td>\n",
|
|
" <td>100.040675</td>\n",
|
|
" <td>1330000.0</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>1000</th>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>997500.0</td>\n",
|
|
" <td>25218.726805</td>\n",
|
|
" <td>100.040538</td>\n",
|
|
" <td>100.040366</td>\n",
|
|
" <td>1330000.0</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 1522500.0 25205.595381 100.042007 100.040683 \n",
|
|
"992 992 1260000.0 25206.680224 100.042836 100.041571 \n",
|
|
"993 993 1417500.0 25207.803715 100.043494 100.042418 \n",
|
|
"994 994 1470000.0 25210.846477 100.044485 100.043139 \n",
|
|
"995 995 1102500.0 25216.197721 100.043647 100.044041 \n",
|
|
"996 996 1312500.0 25210.647595 100.043225 100.043777 \n",
|
|
"997 997 735000.0 25217.300375 100.041973 100.043407 \n",
|
|
"998 998 1260000.0 25212.886930 100.039803 100.042446 \n",
|
|
"999 999 1627500.0 25213.735162 100.040214 100.040675 \n",
|
|
"1000 1000 997500.0 25218.726805 100.040538 100.040366 \n",
|
|
"\n",
|
|
" Sell_Log Trans Z mech_step run \n",
|
|
"991 1137500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"992 1260000.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"993 1085000.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"994 1452500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"995 1365000.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"996 1312500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"997 1400000.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"998 1312500.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"999 1330000.0 0.0 21000000.0 2.0 50.5 \n",
|
|
"1000 1330000.0 0.0 21000000.0 2.0 50.5 "
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"mean_df.tail(10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"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": 15,
|
|
"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": 16,
|
|
"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)\n",
|
|
"#plt.ylim(99.9,100.1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x222ad38ac18>"
|
|
]
|
|
},
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"<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": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"time_step 288.963666\n",
|
|
"Buy_Log 259782.379010\n",
|
|
"P_Ext_Markets 51.794520\n",
|
|
"Price 0.028006\n",
|
|
"Price_Signal 0.027938\n",
|
|
"Sell_Log 220944.775274\n",
|
|
"Trans 0.000000\n",
|
|
"Z 0.000000\n",
|
|
"mech_step 0.063182\n",
|
|
"run 0.000000\n",
|
|
"dtype: float64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(np.std(mean_df))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x222ad4614e0>"
|
|
]
|
|
},
|
|
"execution_count": 19,
|
|
"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": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0 NaN\n",
|
|
"1 1120000.0\n",
|
|
"2 805000.0\n",
|
|
"3 122500.0\n",
|
|
"4 105000.0\n",
|
|
"5 87500.0\n",
|
|
"6 87500.0\n",
|
|
"7 -35000.0\n",
|
|
"8 315000.0\n",
|
|
"9 -140000.0\n",
|
|
"10 -437500.0\n",
|
|
"11 175000.0\n",
|
|
"12 -297500.0\n",
|
|
"13 122500.0\n",
|
|
"14 -210000.0\n",
|
|
"15 -227500.0\n",
|
|
"16 437500.0\n",
|
|
"17 192500.0\n",
|
|
"18 -297500.0\n",
|
|
"19 -140000.0\n",
|
|
"Name: Sell_Log, dtype: float64"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"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": 21,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x222ae6b4550>"
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"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": 22,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.PairGrid at 0x222ad49dcf8>"
|
|
]
|
|
},
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1800x1800 with 110 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.pairplot(mean_df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Z per External Stock Market Price')"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"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": 24,
|
|
"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": 25,
|
|
"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": 26,
|
|
"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>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>1.573333e+06</td>\n",
|
|
" <td>25002.712463</td>\n",
|
|
" <td>99.953178</td>\n",
|
|
" <td>99.954401</td>\n",
|
|
" <td>1.733333e+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>1.595000e+06</td>\n",
|
|
" <td>25003.135461</td>\n",
|
|
" <td>99.952361</td>\n",
|
|
" <td>99.953582</td>\n",
|
|
" <td>1.761389e+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>1.620000e+06</td>\n",
|
|
" <td>25003.534582</td>\n",
|
|
" <td>99.951567</td>\n",
|
|
" <td>99.952764</td>\n",
|
|
" <td>1.769167e+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>1.627500e+06</td>\n",
|
|
" <td>25004.002806</td>\n",
|
|
" <td>99.950882</td>\n",
|
|
" <td>99.951962</td>\n",
|
|
" <td>1.764444e+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>1.629167e+06</td>\n",
|
|
" <td>25004.526055</td>\n",
|
|
" <td>99.950253</td>\n",
|
|
" <td>99.951238</td>\n",
|
|
" <td>1.757500e+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 Sell_Log Trans \\\n",
|
|
"63 1.573333e+06 25002.712463 99.953178 99.954401 1.733333e+06 0.0 \n",
|
|
"64 1.595000e+06 25003.135461 99.952361 99.953582 1.761389e+06 0.0 \n",
|
|
"65 1.620000e+06 25003.534582 99.951567 99.952764 1.769167e+06 0.0 \n",
|
|
"66 1.627500e+06 25004.002806 99.950882 99.951962 1.764444e+06 0.0 \n",
|
|
"67 1.629167e+06 25004.526055 99.950253 99.951238 1.757500e+06 0.0 \n",
|
|
"\n",
|
|
" Z mech_step \n",
|
|
"63 21000000.0 1.968254 \n",
|
|
"64 21000000.0 2.000000 \n",
|
|
"65 21000000.0 2.000000 \n",
|
|
"66 21000000.0 2.000000 \n",
|
|
"67 21000000.0 2.000000 "
|
|
]
|
|
},
|
|
"execution_count": 26,
|
|
"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": 27,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of Z')"
|
|
]
|
|
},
|
|
"execution_count": 27,
|
|
"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": 28,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of External Stock Market Price')"
|
|
]
|
|
},
|
|
"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['P_Ext_Markets'])\n",
|
|
"plt.title('Rolling Average of External Stock Market Price')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of Zeus 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['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": 30,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"98.59147257546257"
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[\"Price\"].min()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"101.16909956068541"
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"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
|
|
}
|