cadCAD/notebooks/barlin/App1_Config6b.ipynb

1936 lines
995 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## SimCAD Application Notebook\n",
"## Experiment Type 1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Name of Config File or System Description\n",
"#### EMH, Herders, HODLers, and EIU Bot and EIU Human"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Simulation Run 1\n",
"\n",
"single_proc: [<SimCAD.Configuration object at 0x0000018BD0C65748>]\n"
]
}
],
"source": [
"import pandas as pd\n",
"from tabulate import tabulate\n",
"\n",
"from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
"from sandboxUX import config6b #, 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": [
{
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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",
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"text/plain": [
" Buy_Log P_Ext_Markets Price \\\n",
"0 0 25000 100 \n",
"1 0 25067.68105681930173034288600 100 \n",
"2 0 25067.68105681930173034288600 100 \n",
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"4 0 25042.19120625054858919611433 99.90909090909090909090909091 \n",
"\n",
" Price_Signal Price_Signal_2 Sell_Log Trans Z \\\n",
"0 100 100 0 0 21000000 \n",
"1 100 100 0 0 21000000 \n",
"2 100 100 2099999.999999999999999999999 0 21000000 \n",
"3 100.00 100.00000 2099999.999999999999999999999 0 21000000 \n",
"4 100.00 100.00000 2099999.999999999999999999999 0 21000000 \n",
"\n",
" mech_step run time_step timestamp \n",
"0 0 1 0 2018-10-01 15:16:24 \n",
"1 1 1 1 2018-10-01 15:16:25 \n",
"2 2 1 1 2018-10-01 15:16:25 \n",
"3 3 1 1 2018-10-01 15:16:25 \n",
"4 1 1 2 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": [
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" 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 99.909091 100.000000 100.000000 \n",
"4 0.0 25042.191206 99.909091 100.000000 100.000000 \n",
"5 0.0 25042.191206 99.909091 100.000000 100.000000 \n",
"6 0.0 25042.191206 99.818182 99.939091 99.997159 \n",
"7 0.0 25020.184050 99.818182 99.939091 99.997159 \n",
"8 0.0 25020.184050 99.818182 99.939091 99.997159 \n",
"9 0.0 25020.184050 99.727273 99.858082 99.991566 \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 2100000.0 0.0 21000000.0 2.0 1 1 \n",
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"6 2100000.0 0.0 21000000.0 3.0 1 2 \n",
"7 2100000.0 0.0 21000000.0 1.0 1 3 \n",
"8 2100000.0 0.0 21000000.0 2.0 1 3 \n",
"9 2100000.0 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 "
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},
"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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" <td>1</td>\n",
" <td>167</td>\n",
" <td>2018-10-01 15:19:11</td>\n",
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" <tr>\n",
" <th>502</th>\n",
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"text/plain": [
" Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n",
"495 2100000.0 25361.934597 98.814685 98.852264 98.965520 \n",
"496 2100000.0 25354.655299 98.814685 98.852264 98.965520 \n",
"497 2100000.0 25354.655299 98.814685 98.852264 98.965520 \n",
"498 2100000.0 25354.655299 98.905594 98.827086 98.960807 \n",
"499 0.0 25395.752598 98.905594 98.827086 98.960807 \n",
"500 0.0 25395.752598 98.905594 98.827086 98.960807 \n",
"501 0.0 25395.752598 98.814685 98.879687 98.959081 \n",
"502 2100000.0 25404.649844 98.814685 98.879687 98.959081 \n",
"503 2100000.0 25404.649844 98.814685 98.879687 98.959081 \n",
"504 2100000.0 25404.649844 98.905594 98.836136 98.954569 \n",
"\n",
" Sell_Log Trans Z mech_step run time_step \\\n",
"495 2100000.0 0.0 21000000.0 3.0 1 165 \n",
"496 2100000.0 0.0 21000000.0 1.0 1 166 \n",
"497 0.0 0.0 21000000.0 2.0 1 166 \n",
"498 0.0 0.0 21000000.0 3.0 1 166 \n",
"499 0.0 0.0 21000000.0 1.0 1 167 \n",
"500 2100000.0 0.0 21000000.0 2.0 1 167 \n",
"501 2100000.0 0.0 21000000.0 3.0 1 167 \n",
"502 2100000.0 0.0 21000000.0 1.0 1 168 \n",
"503 0.0 0.0 21000000.0 2.0 1 168 \n",
"504 0.0 0.0 21000000.0 3.0 1 168 \n",
"\n",
" timestamp \n",
"495 2018-10-01 15:19:09 \n",
"496 2018-10-01 15:19:10 \n",
"497 2018-10-01 15:19:10 \n",
"498 2018-10-01 15:19:10 \n",
"499 2018-10-01 15:19:11 \n",
"500 2018-10-01 15:19:11 \n",
"501 2018-10-01 15:19:11 \n",
"502 2018-10-01 15:19:12 \n",
"503 2018-10-01 15:19:12 \n",
"504 2018-10-01 15:19:12 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.iloc[495:505]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
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"text/plain": [
" Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n",
"2991 0.0 26308.436075 94.473193 94.560862 94.094620 \n",
"2992 0.0 26207.081554 94.473193 94.560862 94.094620 \n",
"2993 0.0 26207.081554 94.473193 94.560862 94.094620 \n",
"2994 0.0 26207.081554 94.473193 94.502124 94.106450 \n",
"2995 0.0 26228.247568 94.473193 94.502124 94.106450 \n",
"2996 0.0 26228.247568 94.473193 94.502124 94.106450 \n",
"2997 0.0 26228.247568 94.473193 94.482741 94.117911 \n",
"2998 2100000.0 26214.746221 94.473193 94.482741 94.117911 \n",
"2999 2100000.0 26214.746221 94.473193 94.482741 94.117911 \n",
"3000 2100000.0 26214.746221 94.473193 94.476344 94.129014 \n",
"\n",
" Sell_Log Trans Z mech_step run time_step \\\n",
"2991 2100000.0 0.0 21000000.0 3.0 1 997 \n",
"2992 2100000.0 0.0 21000000.0 1.0 1 998 \n",
"2993 0.0 0.0 21000000.0 2.0 1 998 \n",
"2994 0.0 0.0 21000000.0 3.0 1 998 \n",
"2995 0.0 0.0 21000000.0 1.0 1 999 \n",
"2996 0.0 0.0 21000000.0 2.0 1 999 \n",
"2997 0.0 0.0 21000000.0 3.0 1 999 \n",
"2998 0.0 0.0 21000000.0 1.0 1 1000 \n",
"2999 2100000.0 0.0 21000000.0 2.0 1 1000 \n",
"3000 2100000.0 0.0 21000000.0 3.0 1 1000 \n",
"\n",
" timestamp \n",
"2991 2018-10-01 15:33:01 \n",
"2992 2018-10-01 15:33:02 \n",
"2993 2018-10-01 15:33:02 \n",
"2994 2018-10-01 15:33:02 \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 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.tail(10)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
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"text/plain": [
" Buy_Log P_Ext_Markets Price Price_Signal \\\n",
"Buy_Log 1.000000 0.005607 -0.051573 -0.074149 \n",
"P_Ext_Markets 0.005607 1.000000 -0.614952 -0.611703 \n",
"Price -0.051573 -0.614952 1.000000 0.998921 \n",
"Price_Signal -0.074149 -0.611703 0.998921 1.000000 \n",
"Price_Signal_2 -0.129382 -0.595095 0.932311 0.939014 \n",
"Sell_Log -0.247981 0.061724 0.007152 0.036944 \n",
"Trans NaN NaN NaN NaN \n",
"Z NaN NaN NaN NaN \n",
"mech_step 0.000767 0.001710 -0.002448 -0.002440 \n",
"run NaN NaN NaN NaN \n",
"time_step 0.045757 0.761785 -0.778279 -0.779922 \n",
"\n",
" Price_Signal_2 Sell_Log Trans Z mech_step run time_step \n",
"Buy_Log -0.129382 -0.247981 NaN NaN 0.000767 NaN 0.045757 \n",
"P_Ext_Markets -0.595095 0.061724 NaN NaN 0.001710 NaN 0.761785 \n",
"Price 0.932311 0.007152 NaN NaN -0.002448 NaN -0.778279 \n",
"Price_Signal 0.939014 0.036944 NaN NaN -0.002440 NaN -0.779922 \n",
"Price_Signal_2 1.000000 0.114785 NaN NaN -0.002517 NaN -0.850554 \n",
"Sell_Log 0.114785 1.000000 NaN NaN 0.001459 NaN -0.039067 \n",
"Trans NaN NaN NaN NaN NaN NaN NaN \n",
"Z NaN NaN NaN NaN NaN NaN NaN \n",
"mech_step -0.002517 0.001459 NaN NaN 1.000000 NaN 0.001413 \n",
"run NaN NaN NaN NaN NaN NaN NaN \n",
"time_step -0.850554 -0.039067 NaN NaN 0.001413 NaN 1.000000 "
]
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]
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{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
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"output_type": "stream",
"text": [
"Buy_Log 1.305991e+06\n",
"P_Ext_Markets 4.005335e+02\n",
"Price 2.283484e+00\n",
"Price_Signal 2.287441e+00\n",
"Price_Signal_2 2.216141e+00\n",
"Sell_Log 1.347770e+06\n",
"Trans 0.000000e+00\n",
"Z 0.000000e+00\n",
"mech_step 8.171762e-01\n",
"run 0.000000e+00\n",
"time_step 2.887714e+02\n",
"dtype: float64\n"
]
}
],
"source": [
"print(np.std(df))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x18bd3759748>"
]
},
"execution_count": 12,
"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(df['time_step'],df['P_Ext_Markets'], color = 'orange') #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
"#plt.plot(df['mech_step'],df['Zeus_ST'])\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x18bd3a01f98>"
]
},
"execution_count": 13,
"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(df['time_step'],df['Z']) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
"#plt.plot(df['mech_step'],df['Zeus_ST'])\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x18bd3969ac8>"
]
},
"execution_count": 14,
"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(df['time_step'],df['Z']) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
"# plt.plot(df['time_step'],df['Demand'])\n",
"plt.plot(df['time_step'],df['Price']) #, logy=True)\n",
"#plt.plot(df['time_step'],df['TDR_Ext'])\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x18bd3ba7cf8>"
]
},
"execution_count": 15,
"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(df['time_step'][1:],df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
"plt.plot(df['time_step'][1:],(1/250)*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": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x18bd3c74a90>]"
]
},
"execution_count": 16,
"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(df['time_step'][1:],df['Price'][1:]-df['Price_Signal'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
"#plt.plot(df['time_step'][1:],df['Price_Signal'][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": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x18bd3ccfd30>"
]
},
"execution_count": 17,
"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(df['time_step'][1:],df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
"plt.plot(df['time_step'][1:],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": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 NaN\n",
"1 0.0\n",
"2 2100000.0\n",
"3 0.0\n",
"4 0.0\n",
"5 0.0\n",
"6 0.0\n",
"7 0.0\n",
"8 0.0\n",
"9 0.0\n",
"10 0.0\n",
"11 2100000.0\n",
"12 0.0\n",
"13 0.0\n",
"14 0.0\n",
"15 0.0\n",
"16 0.0\n",
"17 0.0\n",
"18 0.0\n",
"19 0.0\n",
"Name: Sell_Log, dtype: float64"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"buy_delta = df['Buy_Log'].diff()\n",
"sell_delta = df['Sell_Log'].diff()\n",
"ext_delta = 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": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x18bd3d4a208>"
]
},
"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(df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
"plt.plot(df['time_step'][1:],sell_delta[1:])\n",
"plt.plot(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": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x18bd3d18630>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1980x1980 with 132 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(df)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Z per External Stock Market Price')"
]
},
"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(df['time_step'],df['Z']/df['P_Ext_Markets'])\n",
"plt.title('Z per External Stock Market Price')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"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": 23,
"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": 24,
"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>800000.0</td>\n",
" <td>24950.404281</td>\n",
" <td>99.086303</td>\n",
" <td>99.176395</td>\n",
" <td>99.822615</td>\n",
" <td>2.333333e+06</td>\n",
" <td>0.0</td>\n",
" <td>21000000.0</td>\n",
" <td>1.952381</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>800000.0</td>\n",
" <td>24947.912275</td>\n",
" <td>99.064861</td>\n",
" <td>99.156275</td>\n",
" <td>99.814945</td>\n",
" <td>2.366667e+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>800000.0</td>\n",
" <td>24945.103060</td>\n",
" <td>99.043420</td>\n",
" <td>99.136154</td>\n",
" <td>99.807275</td>\n",
" <td>2.400000e+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>800000.0</td>\n",
" <td>24942.293845</td>\n",
" <td>99.021978</td>\n",
" <td>99.116033</td>\n",
" <td>99.799605</td>\n",
" <td>2.366667e+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>800000.0</td>\n",
" <td>24939.484629</td>\n",
" <td>99.001980</td>\n",
" <td>99.095028</td>\n",
" <td>99.791505</td>\n",
" <td>2.333333e+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 800000.0 24950.404281 99.086303 99.176395 99.822615 \n",
"64 800000.0 24947.912275 99.064861 99.156275 99.814945 \n",
"65 800000.0 24945.103060 99.043420 99.136154 99.807275 \n",
"66 800000.0 24942.293845 99.021978 99.116033 99.799605 \n",
"67 800000.0 24939.484629 99.001980 99.095028 99.791505 \n",
"\n",
" Sell_Log Trans Z mech_step \n",
"63 2.333333e+06 0.0 21000000.0 1.952381 \n",
"64 2.366667e+06 0.0 21000000.0 2.000000 \n",
"65 2.400000e+06 0.0 21000000.0 2.000000 \n",
"66 2.366667e+06 0.0 21000000.0 2.000000 \n",
"67 2.333333e+06 0.0 21000000.0 2.000000 "
]
},
"execution_count": 24,
"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] = 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": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Rolling Average of Z')"
]
},
"execution_count": 25,
"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": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Rolling Average of External Stock Market Price')"
]
},
"execution_count": 26,
"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": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Rolling Average of Zeus Price')"
]
},
"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['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": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"91.83100233100232"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Price\"].min()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"100.0"
]
},
"execution_count": 29,
"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",
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"file_extension": ".py",
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