2272 lines
843 KiB
Plaintext
2272 lines
843 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## SimCAD Application Notebook\n",
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"## Experiment Type 2"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Name of Config File or System Description\n",
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"#### 100 MonteCarlo Runs \n",
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"#### Behaviors: EMHers, Herders, HODLers, EIUers, and Human EIUers"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Simulation Run 1\n",
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"single_proc: [<SimCAD.Configuration object at 0x0000021299EA8748>]\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 config6a #, 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>Price_Signal_2</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>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>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>100</td>\n",
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" <td>5249999.999999999999999999999</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",
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|
" <td>0</td>\n",
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|
" <td>25067.68105681930173034288600</td>\n",
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" <td>99.75000000000000000000000000</td>\n",
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" <td>100.00</td>\n",
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" <td>100.00000</td>\n",
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" <td>5249999.999999999999999999999</td>\n",
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" <td>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>0</td>\n",
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|
" <td>25042.19120625054858919611433</td>\n",
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|
" <td>99.75000000000000000000000000</td>\n",
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" <td>100.00</td>\n",
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" <td>100.00000</td>\n",
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" <td>5249999.999999999999999999999</td>\n",
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" <td>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>2</td>\n",
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" <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 99.75000000000000000000000000 \n",
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"4 0 25042.19120625054858919611433 99.75000000000000000000000000 \n",
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"\n",
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" Price_Signal Price_Signal_2 Sell_Log Trans Z \\\n",
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"0 100 100 0 0 21000000 \n",
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"1 100 100 0 0 21000000 \n",
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"2 100 100 5249999.999999999999999999999 0 21000000 \n",
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"3 100.00 100.00000 5249999.999999999999999999999 0 21000000 \n",
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"4 100.00 100.00000 5249999.999999999999999999999 0 21000000 \n",
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"\n",
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" mech_step run time_step timestamp \n",
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"0 0 1 0 2018-10-01 15:16:24 \n",
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"1 1 1 1 2018-10-01 15:16:25 \n",
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"2 2 1 1 2018-10-01 15:16:25 \n",
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"3 3 1 1 2018-10-01 15:16:25 \n",
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"4 1 1 2 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": [
|
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"#Convert data type of output to float. MPL works OK with strings, seaborn does not\n",
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"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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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
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" <th>P_Ext_Markets</th>\n",
|
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" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
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" <th>Price_Signal_2</th>\n",
|
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" <th>Sell_Log</th>\n",
|
|
" <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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" <th>0</th>\n",
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" <td>0.0</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",
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" <td>2018-10-01 15:16:25</td>\n",
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" <tr>\n",
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" <th>2</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>100.00</td>\n",
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" <td>2.0</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>0.0</td>\n",
|
|
" <td>25067.681057</td>\n",
|
|
" <td>99.75</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
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|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25042.191206</td>\n",
|
|
" <td>99.75</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2018-10-01 15:16:26</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25042.191206</td>\n",
|
|
" <td>99.75</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2018-10-01 15:16:26</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25042.191206</td>\n",
|
|
" <td>99.25</td>\n",
|
|
" <td>99.832500</td>\n",
|
|
" <td>99.992188</td>\n",
|
|
" <td>10500000.0</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>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>99.25</td>\n",
|
|
" <td>99.832500</td>\n",
|
|
" <td>99.992188</td>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>2018-10-01 15:16:27</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25020.184050</td>\n",
|
|
" <td>99.25</td>\n",
|
|
" <td>99.832500</td>\n",
|
|
" <td>99.992188</td>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>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>98.75</td>\n",
|
|
" <td>99.442225</td>\n",
|
|
" <td>99.968994</td>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>2018-10-01 15:16:27</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 Sell_Log \\\n",
|
|
"0 0.0 25000.000000 100.00 100.000000 100.000000 0.0 \n",
|
|
"1 0.0 25067.681057 100.00 100.000000 100.000000 0.0 \n",
|
|
"2 0.0 25067.681057 100.00 100.000000 100.000000 5250000.0 \n",
|
|
"3 0.0 25067.681057 99.75 100.000000 100.000000 5250000.0 \n",
|
|
"4 0.0 25042.191206 99.75 100.000000 100.000000 5250000.0 \n",
|
|
"5 0.0 25042.191206 99.75 100.000000 100.000000 10500000.0 \n",
|
|
"6 0.0 25042.191206 99.25 99.832500 99.992188 10500000.0 \n",
|
|
"7 0.0 25020.184050 99.25 99.832500 99.992188 10500000.0 \n",
|
|
"8 0.0 25020.184050 99.25 99.832500 99.992188 10500000.0 \n",
|
|
"9 0.0 25020.184050 98.75 99.442225 99.968994 10500000.0 \n",
|
|
"\n",
|
|
" Trans Z mech_step run time_step timestamp \n",
|
|
"0 0.0 21000000.0 0.0 1 0 2018-10-01 15:16:24 \n",
|
|
"1 0.0 21000000.0 1.0 1 1 2018-10-01 15:16:25 \n",
|
|
"2 0.0 21000000.0 2.0 1 1 2018-10-01 15:16:25 \n",
|
|
"3 0.0 21000000.0 3.0 1 1 2018-10-01 15:16:25 \n",
|
|
"4 0.0 21000000.0 1.0 1 2 2018-10-01 15:16:26 \n",
|
|
"5 0.0 21000000.0 2.0 1 2 2018-10-01 15:16:26 \n",
|
|
"6 0.0 21000000.0 3.0 1 2 2018-10-01 15:16:26 \n",
|
|
"7 0.0 21000000.0 1.0 1 3 2018-10-01 15:16:27 \n",
|
|
"8 0.0 21000000.0 2.0 1 3 2018-10-01 15:16:27 \n",
|
|
"9 0.0 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": [
|
|
{
|
|
"data": {
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"text/html": [
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"<style scoped>\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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|
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" <th>Price</th>\n",
|
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" <th>Price_Signal</th>\n",
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|
|
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|
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" <th>Trans</th>\n",
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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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"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n",
|
|
"2995 0.0 26228.247568 -857.00 -855.749044 -826.162632 \n",
|
|
"2996 0.0 26228.247568 -857.00 -855.749044 -826.162632 \n",
|
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"2997 0.0 26228.247568 -858.25 -856.587185 -827.126299 \n",
|
|
"2998 0.0 26214.746221 -858.25 -856.587185 -827.126299 \n",
|
|
"2999 0.0 26214.746221 -858.25 -856.587185 -827.126299 \n",
|
|
"3000 0.0 26214.746221 -859.25 -857.701271 -828.098915 \n",
|
|
"\n",
|
|
" Sell_Log Trans Z mech_step run time_step \\\n",
|
|
"2995 21000000.0 0.0 21000000.0 1.0 1 999 \n",
|
|
"2996 26250000.0 0.0 21000000.0 2.0 1 999 \n",
|
|
"2997 26250000.0 0.0 21000000.0 3.0 1 999 \n",
|
|
"2998 26250000.0 0.0 21000000.0 1.0 1 1000 \n",
|
|
"2999 21000000.0 0.0 21000000.0 2.0 1 1000 \n",
|
|
"3000 21000000.0 0.0 21000000.0 3.0 1 1000 \n",
|
|
"\n",
|
|
" timestamp \n",
|
|
"2995 2018-10-01 15:33:03 \n",
|
|
"2996 2018-10-01 15:33:03 \n",
|
|
"2997 2018-10-01 15:33:03 \n",
|
|
"2998 2018-10-01 15:33:04 \n",
|
|
"2999 2018-10-01 15:33:04 \n",
|
|
"3000 2018-10-01 15:33:04 "
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
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],
|
|
"source": [
|
|
"df.iloc[2995:3005]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
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|
"metadata": {},
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"outputs": [
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{
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"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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|
|
" <th>Price_Signal</th>\n",
|
|
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|
|
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|
|
" <th>Trans</th>\n",
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
" </tr>\n",
|
|
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|
|
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|
|
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|
|
" <th>2991</th>\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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|
|
" <td>2018-10-01 15:33:01</td>\n",
|
|
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|
|
" <tr>\n",
|
|
" <th>2992</th>\n",
|
|
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|
|
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|
|
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|
|
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|
|
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|
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|
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|
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|
|
" <td>1.0</td>\n",
|
|
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|
|
" <td>998</td>\n",
|
|
" <td>2018-10-01 15:33:02</td>\n",
|
|
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|
|
" <tr>\n",
|
|
" <th>2993</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>26207.081554</td>\n",
|
|
" <td>-856.25</td>\n",
|
|
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|
|
" <td>-825.192071</td>\n",
|
|
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|
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|
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|
|
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|
|
" <td>1</td>\n",
|
|
" <td>998</td>\n",
|
|
" <td>2018-10-01 15:33:02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2994</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>26207.081554</td>\n",
|
|
" <td>-857.00</td>\n",
|
|
" <td>-855.749044</td>\n",
|
|
" <td>-826.162632</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
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|
|
" <td>998</td>\n",
|
|
" <td>2018-10-01 15:33:02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2995</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>26228.247568</td>\n",
|
|
" <td>-857.00</td>\n",
|
|
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|
|
" <td>-826.162632</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>999</td>\n",
|
|
" <td>2018-10-01 15:33:03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2996</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>26228.247568</td>\n",
|
|
" <td>-857.00</td>\n",
|
|
" <td>-855.749044</td>\n",
|
|
" <td>-826.162632</td>\n",
|
|
" <td>26250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>999</td>\n",
|
|
" <td>2018-10-01 15:33:03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2997</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>26228.247568</td>\n",
|
|
" <td>-858.25</td>\n",
|
|
" <td>-856.587185</td>\n",
|
|
" <td>-827.126299</td>\n",
|
|
" <td>26250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>999</td>\n",
|
|
" <td>2018-10-01 15:33:03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2998</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>26214.746221</td>\n",
|
|
" <td>-858.25</td>\n",
|
|
" <td>-856.587185</td>\n",
|
|
" <td>-827.126299</td>\n",
|
|
" <td>26250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2999</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>26214.746221</td>\n",
|
|
" <td>-858.25</td>\n",
|
|
" <td>-856.587185</td>\n",
|
|
" <td>-827.126299</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3000</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>26214.746221</td>\n",
|
|
" <td>-859.25</td>\n",
|
|
" <td>-857.701271</td>\n",
|
|
" <td>-828.098915</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n",
|
|
"2991 0.0 26308.436075 -856.25 -854.731952 -825.192071 \n",
|
|
"2992 5250000.0 26207.081554 -856.25 -854.731952 -825.192071 \n",
|
|
"2993 5250000.0 26207.081554 -856.25 -854.731952 -825.192071 \n",
|
|
"2994 5250000.0 26207.081554 -857.00 -855.749044 -826.162632 \n",
|
|
"2995 0.0 26228.247568 -857.00 -855.749044 -826.162632 \n",
|
|
"2996 0.0 26228.247568 -857.00 -855.749044 -826.162632 \n",
|
|
"2997 0.0 26228.247568 -858.25 -856.587185 -827.126299 \n",
|
|
"2998 0.0 26214.746221 -858.25 -856.587185 -827.126299 \n",
|
|
"2999 0.0 26214.746221 -858.25 -856.587185 -827.126299 \n",
|
|
"3000 0.0 26214.746221 -859.25 -857.701271 -828.098915 \n",
|
|
"\n",
|
|
" Sell_Log Trans Z mech_step run time_step \\\n",
|
|
"2991 21000000.0 0.0 21000000.0 3.0 1 997 \n",
|
|
"2992 21000000.0 0.0 21000000.0 1.0 1 998 \n",
|
|
"2993 21000000.0 0.0 21000000.0 2.0 1 998 \n",
|
|
"2994 21000000.0 0.0 21000000.0 3.0 1 998 \n",
|
|
"2995 21000000.0 0.0 21000000.0 1.0 1 999 \n",
|
|
"2996 26250000.0 0.0 21000000.0 2.0 1 999 \n",
|
|
"2997 26250000.0 0.0 21000000.0 3.0 1 999 \n",
|
|
"2998 26250000.0 0.0 21000000.0 1.0 1 1000 \n",
|
|
"2999 21000000.0 0.0 21000000.0 2.0 1 1000 \n",
|
|
"3000 21000000.0 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,
|
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"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
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|
|
"source": [
|
|
"df.tail(10)"
|
|
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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>-0.002693</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>-0.999745</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
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|
|
" <td>-0.747378</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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|
|
" <tr>\n",
|
|
" <th>Sell_Log</th>\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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|
|
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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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|
" <tr>\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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|
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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>NaN</td>\n",
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|
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|
" <td>NaN</td>\n",
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|
" <td>NaN</td>\n",
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|
" <td>NaN</td>\n",
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|
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|
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|
" <tr>\n",
|
|
" <th>time_step</th>\n",
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|
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|
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|
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|
|
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|
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|
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|
|
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|
|
" <td>NaN</td>\n",
|
|
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|
|
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|
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|
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|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal \\\n",
|
|
"Buy_Log 1.000000 0.052516 -0.117135 -0.117385 \n",
|
|
"P_Ext_Markets 0.052516 1.000000 -0.753636 -0.753479 \n",
|
|
"Price -0.117135 -0.753636 1.000000 1.000000 \n",
|
|
"Price_Signal -0.117385 -0.753479 1.000000 1.000000 \n",
|
|
"Price_Signal_2 -0.118788 -0.747378 0.999867 0.999874 \n",
|
|
"Sell_Log -0.032037 0.475050 -0.415502 -0.415057 \n",
|
|
"Trans NaN NaN NaN NaN \n",
|
|
"Z NaN NaN NaN NaN \n",
|
|
"mech_step 0.000612 0.001710 -0.002699 -0.002693 \n",
|
|
"run NaN NaN NaN NaN \n",
|
|
"time_step 0.114926 0.761785 -0.999754 -0.999745 \n",
|
|
"\n",
|
|
" Price_Signal_2 Sell_Log Trans Z mech_step run time_step \n",
|
|
"Buy_Log -0.118788 -0.032037 NaN NaN 0.000612 NaN 0.114926 \n",
|
|
"P_Ext_Markets -0.747378 0.475050 NaN NaN 0.001710 NaN 0.761785 \n",
|
|
"Price 0.999867 -0.415502 NaN NaN -0.002699 NaN -0.999754 \n",
|
|
"Price_Signal 0.999874 -0.415057 NaN NaN -0.002693 NaN -0.999745 \n",
|
|
"Price_Signal_2 1.000000 -0.408139 NaN NaN -0.002597 NaN -0.999307 \n",
|
|
"Sell_Log -0.408139 1.000000 NaN NaN 0.008091 NaN 0.423775 \n",
|
|
"Trans NaN NaN NaN NaN NaN NaN NaN \n",
|
|
"Z NaN NaN NaN NaN NaN NaN NaN \n",
|
|
"mech_step -0.002597 0.008091 NaN NaN 1.000000 NaN 0.001413 \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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|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Buy_Log 0\n",
|
|
"P_Ext_Markets 24740.8\n",
|
|
"Price -859.25\n",
|
|
"Price_Signal -857.701\n",
|
|
"Price_Signal_2 -828.099\n",
|
|
"Sell_Log 0\n",
|
|
"Trans 0\n",
|
|
"Z 2.1e+07\n",
|
|
"mech_step 0\n",
|
|
"run 1\n",
|
|
"time_step 0\n",
|
|
"timestamp 2018-10-01 15:16:24\n",
|
|
"dtype: object"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
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|
|
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|
|
"source": [
|
|
"df.min()"
|
|
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|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"aggregate_dimension = 'time_step'\n",
|
|
"\n",
|
|
"mean_df = df.groupby(aggregate_dimension).mean().reset_index()\n",
|
|
"median_df = df.groupby(aggregate_dimension).median().reset_index()\n",
|
|
"std_df = df.groupby(aggregate_dimension).std().reset_index()\n",
|
|
"min_df = df.groupby(aggregate_dimension).min().reset_index()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
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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>99.287628</td>\n",
|
|
" <td>99.956296</td>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>5</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25011.535675</td>\n",
|
|
" <td>98.000000</td>\n",
|
|
" <td>98.815751</td>\n",
|
|
" <td>99.913391</td>\n",
|
|
" <td>14000000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>6</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>24915.638230</td>\n",
|
|
" <td>97.250000</td>\n",
|
|
" <td>98.269198</td>\n",
|
|
" <td>99.853598</td>\n",
|
|
" <td>15750000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>7</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>24988.338720</td>\n",
|
|
" <td>96.500000</td>\n",
|
|
" <td>97.586335</td>\n",
|
|
" <td>99.772235</td>\n",
|
|
" <td>15750000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>8</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>24956.621765</td>\n",
|
|
" <td>95.833333</td>\n",
|
|
" <td>96.858491</td>\n",
|
|
" <td>99.669978</td>\n",
|
|
" <td>15750000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>9</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>24969.915061</td>\n",
|
|
" <td>95.333333</td>\n",
|
|
" <td>96.171635</td>\n",
|
|
" <td>99.550083</td>\n",
|
|
" <td>15750000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" time_step Buy_Log P_Ext_Markets Price Price_Signal \\\n",
|
|
"0 0 0.0 25000.000000 100.000000 100.000000 \n",
|
|
"1 1 0.0 25067.681057 99.916667 100.000000 \n",
|
|
"2 2 0.0 25042.191206 99.583333 99.944167 \n",
|
|
"3 3 0.0 25020.184050 99.083333 99.702408 \n",
|
|
"4 4 0.0 24975.477024 98.583333 99.287628 \n",
|
|
"5 5 0.0 25011.535675 98.000000 98.815751 \n",
|
|
"6 6 0.0 24915.638230 97.250000 98.269198 \n",
|
|
"7 7 0.0 24988.338720 96.500000 97.586335 \n",
|
|
"8 8 5250000.0 24956.621765 95.833333 96.858491 \n",
|
|
"9 9 5250000.0 24969.915061 95.333333 96.171635 \n",
|
|
"\n",
|
|
" Price_Signal_2 Sell_Log Trans Z mech_step run \n",
|
|
"0 100.000000 0.0 0.0 21000000.0 0.0 1 \n",
|
|
"1 100.000000 3500000.0 0.0 21000000.0 2.0 1 \n",
|
|
"2 99.997396 8750000.0 0.0 21000000.0 2.0 1 \n",
|
|
"3 99.984456 10500000.0 0.0 21000000.0 2.0 1 \n",
|
|
"4 99.956296 10500000.0 0.0 21000000.0 2.0 1 \n",
|
|
"5 99.913391 14000000.0 0.0 21000000.0 2.0 1 \n",
|
|
"6 99.853598 15750000.0 0.0 21000000.0 2.0 1 \n",
|
|
"7 99.772235 15750000.0 0.0 21000000.0 2.0 1 \n",
|
|
"8 99.669978 15750000.0 0.0 21000000.0 2.0 1 \n",
|
|
"9 99.550083 15750000.0 0.0 21000000.0 2.0 1 "
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"mean_df.head(10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"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>time_step</th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <th>run</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>991</th>\n",
|
|
" <td>991</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>26410.506385</td>\n",
|
|
" <td>-849.166667</td>\n",
|
|
" <td>-847.684058</td>\n",
|
|
" <td>-818.784434</td>\n",
|
|
" <td>24500000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>992</th>\n",
|
|
" <td>992</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>26405.654546</td>\n",
|
|
" <td>-850.416667</td>\n",
|
|
" <td>-848.677406</td>\n",
|
|
" <td>-819.733879</td>\n",
|
|
" <td>26250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>993</th>\n",
|
|
" <td>993</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>26310.767129</td>\n",
|
|
" <td>-851.500000</td>\n",
|
|
" <td>-849.842711</td>\n",
|
|
" <td>-820.692716</td>\n",
|
|
" <td>22750000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>994</th>\n",
|
|
" <td>994</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>26307.866107</td>\n",
|
|
" <td>-852.333333</td>\n",
|
|
" <td>-850.953095</td>\n",
|
|
" <td>-821.655444</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>995</th>\n",
|
|
" <td>995</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>26322.610708</td>\n",
|
|
" <td>-853.416667</td>\n",
|
|
" <td>-851.877855</td>\n",
|
|
" <td>-822.614128</td>\n",
|
|
" <td>24500000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>996</th>\n",
|
|
" <td>996</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>26314.820915</td>\n",
|
|
" <td>-854.583333</td>\n",
|
|
" <td>-852.908859</td>\n",
|
|
" <td>-823.576707</td>\n",
|
|
" <td>26250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>997</th>\n",
|
|
" <td>997</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>26308.436075</td>\n",
|
|
" <td>-855.583333</td>\n",
|
|
" <td>-854.030757</td>\n",
|
|
" <td>-824.545664</td>\n",
|
|
" <td>22750000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>998</th>\n",
|
|
" <td>998</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>26207.081554</td>\n",
|
|
" <td>-856.500000</td>\n",
|
|
" <td>-855.070983</td>\n",
|
|
" <td>-825.515591</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>999</th>\n",
|
|
" <td>999</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>26228.247568</td>\n",
|
|
" <td>-857.416667</td>\n",
|
|
" <td>-856.028424</td>\n",
|
|
" <td>-826.483854</td>\n",
|
|
" <td>24500000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1000</th>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>26214.746221</td>\n",
|
|
" <td>-858.583333</td>\n",
|
|
" <td>-856.958547</td>\n",
|
|
" <td>-827.450504</td>\n",
|
|
" <td>22750000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" time_step Buy_Log P_Ext_Markets Price Price_Signal \\\n",
|
|
"991 991 0.0 26410.506385 -849.166667 -847.684058 \n",
|
|
"992 992 0.0 26405.654546 -850.416667 -848.677406 \n",
|
|
"993 993 5250000.0 26310.767129 -851.500000 -849.842711 \n",
|
|
"994 994 0.0 26307.866107 -852.333333 -850.953095 \n",
|
|
"995 995 0.0 26322.610708 -853.416667 -851.877855 \n",
|
|
"996 996 5250000.0 26314.820915 -854.583333 -852.908859 \n",
|
|
"997 997 0.0 26308.436075 -855.583333 -854.030757 \n",
|
|
"998 998 5250000.0 26207.081554 -856.500000 -855.070983 \n",
|
|
"999 999 0.0 26228.247568 -857.416667 -856.028424 \n",
|
|
"1000 1000 0.0 26214.746221 -858.583333 -856.958547 \n",
|
|
"\n",
|
|
" Price_Signal_2 Sell_Log Trans Z mech_step run \n",
|
|
"991 -818.784434 24500000.0 0.0 21000000.0 2.0 1 \n",
|
|
"992 -819.733879 26250000.0 0.0 21000000.0 2.0 1 \n",
|
|
"993 -820.692716 22750000.0 0.0 21000000.0 2.0 1 \n",
|
|
"994 -821.655444 21000000.0 0.0 21000000.0 2.0 1 \n",
|
|
"995 -822.614128 24500000.0 0.0 21000000.0 2.0 1 \n",
|
|
"996 -823.576707 26250000.0 0.0 21000000.0 2.0 1 \n",
|
|
"997 -824.545664 22750000.0 0.0 21000000.0 2.0 1 \n",
|
|
"998 -825.515591 21000000.0 0.0 21000000.0 2.0 1 \n",
|
|
"999 -826.483854 24500000.0 0.0 21000000.0 2.0 1 \n",
|
|
"1000 -827.450504 22750000.0 0.0 21000000.0 2.0 1 "
|
|
]
|
|
},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"mean_df.tail(10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def dist_plot(x, y,lx=False,ly=False, suppMin=False): \n",
|
|
" plt.figure(figsize=(12,8))\n",
|
|
" if not(suppMin):\n",
|
|
" plt.plot(mean_df[x].values, mean_df[y].values,\n",
|
|
" mean_df[x].values,median_df[y].values,\n",
|
|
" mean_df[x].values,mean_df[y].values+std_df[y].values,\n",
|
|
" mean_df[x].values,min_df[y].values)\n",
|
|
" plt.legend(['mean', 'median', 'mean+ 1*std', 'min'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
|
|
" \n",
|
|
" else:\n",
|
|
" plt.plot(mean_df[x].values, mean_df[y].values,\n",
|
|
" mean_df[x].values,median_df[y].values,\n",
|
|
" mean_df[x].values,mean_df[y].values+std_df[y].values,\n",
|
|
" mean_df[x].values,mean_df[y].values-std_df[y].values)\n",
|
|
" plt.legend(['mean', 'median', 'mean+ 1*std', 'mean - 1*std'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
|
|
"\n",
|
|
" plt.xlabel(x)\n",
|
|
" plt.ylabel(y)\n",
|
|
" if lx:\n",
|
|
" plt.xscale('log')\n",
|
|
" \n",
|
|
" if ly:\n",
|
|
" plt.yscale('log')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dist_plot('time_step', 'P_Ext_Markets',suppMin=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dist_plot('time_step', 'Price',suppMin=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x2129caf00f0>"
|
|
]
|
|
},
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(mean_df['time_step'][1:],mean_df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"plt.plot(mean_df['time_step'][1:],(1/250)*mean_df['P_Ext_Markets'][1:])\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"time_step 2.889637e+02\n",
|
|
"Buy_Log 2.519449e+06\n",
|
|
"P_Ext_Markets 4.009858e+02\n",
|
|
"Price 2.854861e+02\n",
|
|
"Price_Signal 2.854072e+02\n",
|
|
"Price_Signal_2 2.823793e+02\n",
|
|
"Sell_Log 2.888285e+06\n",
|
|
"Trans 0.000000e+00\n",
|
|
"Z 0.000000e+00\n",
|
|
"mech_step 6.318237e-02\n",
|
|
"run 0.000000e+00\n",
|
|
"dtype: float64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(np.std(mean_df))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x2129cbb2668>"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 864x576 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
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"output_type": "display_data"
|
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}
|
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],
|
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"source": [
|
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"plt.figure(figsize=(12,8))\n",
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"plt.plot(mean_df['time_step'][1:],mean_df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
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"plt.plot(mean_df['time_step'][1:],mean_df['Sell_Log'][1:])\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0 NaN\n",
|
|
"1 3500000.0\n",
|
|
"2 5250000.0\n",
|
|
"3 1750000.0\n",
|
|
"4 0.0\n",
|
|
"5 3500000.0\n",
|
|
"6 1750000.0\n",
|
|
"7 0.0\n",
|
|
"8 0.0\n",
|
|
"9 0.0\n",
|
|
"10 0.0\n",
|
|
"11 3500000.0\n",
|
|
"12 1750000.0\n",
|
|
"13 0.0\n",
|
|
"14 -3500000.0\n",
|
|
"15 -1750000.0\n",
|
|
"16 0.0\n",
|
|
"17 0.0\n",
|
|
"18 0.0\n",
|
|
"19 0.0\n",
|
|
"Name: Sell_Log, dtype: float64"
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"buy_delta = mean_df['Buy_Log'].diff()\n",
|
|
"sell_delta = mean_df['Sell_Log'].diff()\n",
|
|
"ext_delta = mean_df['P_Ext_Markets'].diff()\n",
|
|
"# df_delta['Buy_Log'] = buy_delta\n",
|
|
"# df_delta['Sell_Log'] = sell_delta\n",
|
|
"# df_delta = df_delta.append(ext_delta)\n",
|
|
"# df_delta.head()\n",
|
|
"sell_delta.head(20)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x2129cc2c4a8>"
|
|
]
|
|
},
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(mean_df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"plt.plot(mean_df['time_step'][1:],sell_delta[1:])\n",
|
|
"plt.plot(mean_df['time_step'][1:],ext_delta[1:])\n",
|
|
"plt.ylim(-400,400)\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.PairGrid at 0x2129ce5cac8>"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"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(mean_df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Z per External Stock Market Price')"
|
|
]
|
|
},
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(mean_df['time_step'],mean_df['Z']/mean_df['P_Ext_Markets'])\n",
|
|
"plt.title('Z per External Stock Market Price')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# plt.figure(figsize=(12,8))\n",
|
|
"# plt.plot(df['time_step'],(df['TDR_Int']-df['TDR_Ext'])/df['TDR_Ext'])\n",
|
|
"# plt.title('Availability of TDR arbitrage opportunity')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# plt.figure(figsize=(12,8))\n",
|
|
"# plt.plot(df['time_step'],(df['Zeus_LT']/df['Zeus_ST']-1))\n",
|
|
"# plt.title('Availability of LT vs ST arbitrage opportunity')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>63</th>\n",
|
|
" <td>2.083333e+06</td>\n",
|
|
" <td>24911.742439</td>\n",
|
|
" <td>80.100529</td>\n",
|
|
" <td>81.089937</td>\n",
|
|
" <td>91.849622</td>\n",
|
|
" <td>1.616667e+07</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>2.166667e+06</td>\n",
|
|
" <td>24912.741288</td>\n",
|
|
" <td>79.421958</td>\n",
|
|
" <td>80.427034</td>\n",
|
|
" <td>91.482463</td>\n",
|
|
" <td>1.647222e+07</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>2.166667e+06</td>\n",
|
|
" <td>24912.468684</td>\n",
|
|
" <td>78.732804</td>\n",
|
|
" <td>79.753633</td>\n",
|
|
" <td>91.105572</td>\n",
|
|
" <td>1.669444e+07</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>2.250000e+06</td>\n",
|
|
" <td>24912.923774</td>\n",
|
|
" <td>78.037037</td>\n",
|
|
" <td>79.069678</td>\n",
|
|
" <td>90.718923</td>\n",
|
|
" <td>1.686111e+07</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>2.250000e+06</td>\n",
|
|
" <td>24913.678203</td>\n",
|
|
" <td>77.335979</td>\n",
|
|
" <td>78.377808</td>\n",
|
|
" <td>90.322614</td>\n",
|
|
" <td>1.702778e+07</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 2.083333e+06 24911.742439 80.100529 81.089937 91.849622 \n",
|
|
"64 2.166667e+06 24912.741288 79.421958 80.427034 91.482463 \n",
|
|
"65 2.166667e+06 24912.468684 78.732804 79.753633 91.105572 \n",
|
|
"66 2.250000e+06 24912.923774 78.037037 79.069678 90.718923 \n",
|
|
"67 2.250000e+06 24913.678203 77.335979 78.377808 90.322614 \n",
|
|
"\n",
|
|
" Sell_Log Trans Z mech_step \n",
|
|
"63 1.616667e+07 0.0 21000000.0 1.968254 \n",
|
|
"64 1.647222e+07 0.0 21000000.0 2.000000 \n",
|
|
"65 1.669444e+07 0.0 21000000.0 2.000000 \n",
|
|
"66 1.686111e+07 0.0 21000000.0 2.000000 \n",
|
|
"67 1.702778e+07 0.0 21000000.0 2.000000 "
|
|
]
|
|
},
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# vol_df = df.rolling(window = 21).mean()\n",
|
|
"vol_df = pd.DataFrame()\n",
|
|
"rolling_days = 63 # days = number * mechanisms\n",
|
|
"for n in names:\n",
|
|
" vol_df[n] = mean_df[n].rolling(rolling_days).mean().shift()\n",
|
|
" \n",
|
|
"vol_df = vol_df.dropna() #(vol_df.iloc[0:rolling_days])\n",
|
|
"# vol_df[n].iloc[:rolling_days], axis=1)\n",
|
|
"vol_df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of Z')"
|
|
]
|
|
},
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsIAAAHbCAYAAADBI/wXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAGgJJREFUeJzt3Xu05Wdd3/HPhAmJCQMNKigYTZfId02rRhm6uJhAaEEgeEPrjRUvgFqQ2IhtRdMEW1dcFQqytBiF4KxwMdYmNDVQgVAMSoKUcgBFPfnGWK14LUbIpcMQkkz/2Ht0M8wtczuTfF+vtWbN7N/vt3/nmdnPmvOeZ559zqZdu3YFAACmOWGjBwAAABtBCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAI23e6AEAHC1VtSvJ7yW5O8muJKckuS3JC7v7Awd47p8k+edJHpTk1d395VX1k0lu7u43HMExfl6Sjya5vLtfeKTuu5Gq6vQkb0tyVxZ/1r+9cu7Xkzxi5fLPSfLoJGd39/XHdKDAeEIYuL97Snf/ze4HVfWvk/ynJE+4tzfq7pceyYEtPT/JryV5TlX92+7+26PwMY61pyT5q+5+6p4nuvvc3b+uqgdk8Xv/SJIbjt3wABaEMDBGVW1O8sVJ/nb5+MQkP5Pkn2Wxavw/k7y4u2/fx/MvT/J73f2KqtqZ5KeTfG2SL0zy8u7+hWXc/cck35Dk1uU9/1F3n7OX+52Q5F8k+cEsVp5/YHnPVNV7k7yyu9+8fPyyJOnul1TV85fPOSHJLUnO7+4bl+N7aJIvTfLWJL+U5OeTbFmO8cNJvr27d1bVuUletvx9fzjJU5Oc1d1/sq/772X8P5DkXy7v8ddJzk/yyCSXJHlIVV3X3U/Z64ux8MosVofP6m7f3Qk45uwRBu7vrquq362qv0hy0/LYc5c/X5RFiJ25/HFCFhF7ME5K8jfd/cQstlC8qqpOTvJ9SbYl+fIsVp2/dD/3eEYW2zX+R5LXJzl/GetJctnucS7j+rwkr6uqJyf5niy2Enx1kpcnuXrlnqd09z/u7pck+f4kr+/uxyd5VJJ/mORZVfW5Sd6Y5Lzu/qok12URsDmI+2d53T9N8qNZrLifmeSKJP8tybuTvDTJe/YXwVX1vCTfnuQbu3vHfv6MAI6aDQ/hqnpcVb17P+efUVXvXv74zaq6u6q2HsMhAvdtT+nur0zydVlE53Xd/X+X556Z5Be7+9PdfU8WWyaeeS/u/WvLnz+YRRifmuTcJG/o7p3dfWeS1+zn+S9M8svdfVeSa5bj+9bluV9N8oSq+oIkT09yU3f/YZJnZRG1762qD2cRqqdV1UOXz1vdZ/uSJB+rqh9N8gtZRP+DkjwpyR909+8kSXe/Pou90zmI++/2jCS/2t0fW97j8ixi+oz9/H6TJFX1xCSvSvLs7v7oga4HOFo2NISXfzm/LsnJ+7qmu9/e3ecs/1vxrUle1t3rx2iIwP1Ed38wyYuTXF5VZywPPyCLN9HtdkKSE+/FbT+5vPfue2zK4g1im1auuXtvT6yqL8kimr9j+ca8zmK72ouX99yR5Mokz8liZfh1K2N+Y3d/1XI19zFJHpvk48vzd6x8mF/JYrvF/8kiPD+4jzEmyT0Hef+sXLfndoZNOcCfX1V9cZL/muRF3f2+/V0LcLRt9IrwHyX55t0Pquorquq65ervm6vqISvnvijJdyX59xswTuB+oLt/Jcn7s4jCJHl7khdW1YnL/bovSvLOw/ww/z3JeVV10nKbw/fms4MxWewNvr67H9ndZ3T3GVlsqXjMcsU0WWyP+J4kX5Pkzctj70jynVX1hcvHL0jyrn2M5elJfrK7f3X5+HFZBOwNSR5dVV+ZJFX1LUn+wXKcB3v/t2cR8Z+/vMdzs9hPfPM+xpKqOiWL7RPbu/tN+7oO4FjZ0BBevgnk0yuHLstileCcJL+exf6z3X4kyau6+1PHboTA/dD5Sc6tqqdn8aauv8rizWLrWaxmXnCY9788izfIfSjJe5PcmeQz9sBW1QOz+GoRL189vtz68Cv5+1XhtSxWlK/q7p3LY9dm8Sa3d1bV72axYvzN+3iz2YVJrq6qj2SxReM3kzxq+ZUpvjPJG6rqg1kE811Jdhzs/bv7nVn8g+I3qur3swj2r1tuMdmXb0ny1VnsU/7wHj+evZ/nARwVm3bt2tg36i7/i/I/d/fjq+rWLD55JItPSDd193OXKzU3Jjmzuz+5QUMFOKCq+tokD9u94llVP5tk5/LNa8eFqnpwFm8U/HfdvaOqHpPFSvYjfPUGYJLj7cundZLv7u4/raqvyeLL/SSLd1/fKIKB+4DfT/Jvlu+BeECS38niTXHHje6+raruTPK/qurTWfzP3LeJYGCa4y2EX5jFf9U9YPn4+cufK8n/3pghARy87v7zJE/b6HEcSHdflMWqMMBYG741AgAANsJGf9UIAADYEBu2NWJtbc1SNAAAx8S2bdv2/PrpG7tHeNu2bRv54TmK1tfXs3WrbwA4nXlAYh5gDrCwkfNgbW1tr8dtjQAAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYKTN+ztZVScm2Z7kjCQnJbmku69ZOf+dSX44yd1JfjfJDy5PXZrkzCSfSvJ93X3zER85AAAchgOtCJ+X5JbuPjvJM5O8eveJqvqcJJckeUp3PzHJQ5J8XZJvSnJydz8hyY8leeXRGDgAAByOA4XwlUkuXnl818qvP5Xkid29Y/l4c5KdSc5K8vYk6e73JXnskRkqAAAcOfvdGtHddyRJVW1JclWSi1bO3ZPkr5fnfyjJg5K8M8m3Jbl15TZ3V9Xm7l6N6CTJ+vr64Y6f49TOnTu9vpgHJDEPMAdYOB7nwX5DOEmq6vQkVye5tLuv2OPcCUlenuTRSb6lu3dV1W1JtqxcdsLeIjhJtm7desgD5/i2vr7u9cU8IIl5gDnAwkbOg7W1tb0e3+/WiKp6eJJrk7yku7fv5ZLXJDk5yTetbJG4Icm5y+c/PslHDnHMAABw1BxoRfjCJKclubiqdu8VvizJqUk+kOT5Sd6T5DeqKkl+NovV46dV1XuTbEry3KMwbgAAOCwH2iN8QZIL9nPJvlaUX3DIIwIAgGPAN9QAAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMtHl/J6vqxCTbk5yR5KQkl3T3NXtcc0qSdyZ5fnffuDz2oSS3Li/54+5+7hEeNwAAHJb9hnCS85Lc0t3fVVWfm+RDSf4uhKvqsUl+MckXrRw7OUm6+5wjPloAADhCDhTCVya5auXxXXucPynJs5O8ceXYmUlOqaprl/e/sLvfd7gDBQCAI2nTrl27DnhRVW3JYiX4su6+Yi/n353kBd19Y1V9RZLHJ3ldki9L8rYk1d2fEdFra2u7TjnllMP/HXBc2rlzZ04++eSNHgYbzDwgMQ8wB1jYyHmwY8eObNu2bdOexw+0IpyqOj3J1Uku3VsE78VNSW7u7l1JbqqqW5J8YZKP7nnh1q1bD+J23Betr697fTEPSGIeYA6wsJHzYG1tba/HD/RmuYcnuTbJ+d39roP8WM9L8hVJfrCqHpHkwUn+8uCHCgAAR9+BVoQvTHJakour6uLlscuSnNrdr93Hc34pyeVVdX2SXUmet+e2CAAA2Gj7DeHuviDJBQe6yepXiOjuO5M857BHBgAAR5FvqAEAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhp8/5OVtWJSbYnOSPJSUku6e5r9rjmlCTvTPL87r6xqk5IcmmSM5N8Ksn3dffNR2HsAABwyA60Inxeklu6++wkz0zy6tWTVfXYJL+V5EtXDn9TkpO7+wlJfizJK4/ccAEA4MjY74pwkiuTXLXy+K49zp+U5NlJ3rhy7Kwkb0+S7n7fMpaPG29e+7P8lw98dKOHcb+3Y8eOnPJbn9joYbDBzAMS8wBzgIWzHvmAbN260aP4TPsN4e6+I0mqaksWQXzRHudvWJ5fPfzgJLeuPL67qjZ3954RnfX19UMb9WH4i7+8PTt27DjmH3eae+65x58z5gFJzAPMARY+fefJG9J++3OgFeFU1elJrk5yaXdfcRD3vC3JlpXHJ+wtgpNk6wb8s2Dr1uSHjvlHnWd9fX1DXl+OL+YBiXmAOcDCRs6DtbW1vR7f7x7hqnp4kmuTvKS7tx/kx7ohybnL5z8+yUcOfpgAAHBsHGhF+MIkpyW5uKouXh67LMmp3f3afTzn6iRPq6r3JtmU5LlHZKQAAHAEHWiP8AVJLjjQTbr7nJVf35PkBYc9MgAAOIp8Qw0AAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBImw90QVWdmGR7kjOSnJTkku6+ZuX81yd5aZK7kmzv7suqalOSP0vyh8vLfru7f/wIjx0AAA7ZAUM4yXlJbunu76qqz03yoSTXJH8Xya9K8k+S/L8kN1TVW5I8KMkHu/vrj86wAQDg8BxMCF+Z5KqVx3et/Hprkpu7++NJUlXXJzk7iy0Xj6yq65J8MsmLu7uPzJABAODwHTCEu/uOJKmqLVkE8UUrpx+c5NaVx7cneUiSm5L8h+6+sqrOSvKmLFaNP8P6+vqhj5zj2s6dO72+mAckMQ8wB1g4HufBwawIp6pOT3J1kku7+4qVU7cl2bLyeEuSTyT5QJYrx919fVU9sqo2dfeu1ftu3br1cMbOcWx9fd3ri3lAEvMAc4CFjZwHa2trez1+MG+We3iSa5Oc393v2uP0epIvq6qHJrkjyZOSvCLJTyS5JcnLq+rMJH+6ZwQDAMBGOpgV4QuTnJbk4qq6eHnssiSndvdrq+pHkrwji33B27v7z6vqp5O8qaqelcXK8Pce+aEDAMChO5g9whckuWA/59+S5C17HPt4kmcd9ugAAOAo8Q01AAAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAI20+0AVVdWKS7UnOSHJSkku6+5qV81+f5KVJ7kqyvbsvq6rPSfKmJA9LcnuS7+nujx354QMAwKE5mBXh85Lc0t1nJ3lmklfvPrGM5Fcl+dokT07yA1X1BUlemOQjy+e8IclFR3rgAABwOA4mhK9McvHK47tWfr01yc3d/fHuvjPJ9UnOTnJWkrcvr3lbkqcegbECAMARc8CtEd19R5JU1ZYkV+UzV3cfnOTWlce3J3nIHsd3H/ss6+vr937E3Cfs3LnT64t5QBLzAHOAheNxHhwwhJOkqk5PcnWSS7v7ipVTtyXZsvJ4S5JP7HF897HPsnXr1ns7Xu4j1tfXvb6YByQxDzAHWNjIebC2trbX4wfzZrmHJ7k2yfnd/a49Tq8n+bKqemiSO5I8KckrknxJknOTvD+LfcXvOeSRAwDAUXAwK8IXJjktycVVtXuv8GVJTu3u11bVjyR5Rxb7jbd3959X1S8keX1VXZ/kziTPOQpjBwCAQ3Ywe4QvSHLBfs6/Jclb9ji2I8m3HvboAADgKPENNQAAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIy0adeuXRvygdfW1jbmAwMAMM62bds27Xlsw0IYAAA2kq0RAACMJIQBABhJCAMAMNLmjR4A901VdWKS7UnOSHJSkkuS/EGSy5PsSvJ7SV7U3fdU1U8keVaSu5L8cHe/fyPGzNFRVQ9LspbkaVm8xpfHHBinqn48yTckeWCSS5P8ZsyFMZafE16fxeeEu5N8f/x9MEpVPS7Jy7r7nKp6VA7ytd/Xtcdq3FaEOVTnJbmlu89O8swkr07yM0kuWh7blOQbq+oxSZ6c5HFJviPJz2/QeDkKlp/8XpPkk8tD5sBAVXVOkicm+ZosXuvTYy5Mc26Szd39xCQ/meSnYg6MUVU/muR1SU5eHro3r/1nXXssxy6EOVRXJrl45fFdSbZlsQqUJG9L8tQkZyW5trt3dfefJtlcVZ9/TEfK0fSKJL+Y5C+Wj82BmZ6e5CNJrk7yliRvjbkwzU1ZvJ4nJHlwkk/HHJjkj5J888rje/Pa7+3aY0YIc0i6+47uvr2qtiS5KslFSTZ19+6vx3d7kodk8RfirStP3X2c+7iq+t4kH+vud6wcNgdm+rwkj03yrUlekOSXk5xgLoxyRxbbIm5MclmSn4u/D8bo7jdn8Y+f3e7Na7+3a48ZIcwhq6rTk1yX5I3dfUWS1T09W5J8Islty1/veZz7vucleVpVvTvJVyV5Q5KHrZw3B+a4Jck7uvvO7u4kO/OZn8zMhfu/F2cxBx6d5Mws9gs/cOW8OTDLvemBvV17zAhhDklVPTzJtUle0t3bl4c/tNwrmCz2Db8nyQ1Jnl5VJ1TVF2exSvQ3x3zAHHHd/aTufnJ3n5Pkw0m+O8nbzIGRrk/yjKraVFWPSHJqkneZC6N8PH+/2ve3SU6MzwmT3ZvXfm/XHjO+agSH6sIkpyW5uKp27xW+IMnPVdUDk6wnuaq7766q9yT57Sz+4fWiDRktx8q/SnKZOTBLd7+1qp6U5P35+9f4j2MuTPKqJNuXr+8Ds/gc8YGYA1Pdm88Fn3XtsRyob7EMAMBItkYAADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACM9P8Bmn7sGmBrQCQAAAAASUVORK5CYII=\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(vol_df['Z'])\n",
|
|
"plt.title('Rolling Average of Z')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of External Stock Market Price')"
|
|
]
|
|
},
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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zCVANfFNj+RHAt96fvwHGAmlAlrW2wFpbDswDRp7aboiIiIhIffty1R6iwkMYmxacLRhwjDYMa+1BAGNMHPARnpHkN4ACa+1YY8wk4H5jzGRgInAJnvaKw+KBQu/PB4CEI+6reX+tMjMzT2R/xE+UlpbqvRUdBwLoOBAPHQe+p6razRcrdjKwdTTbN29slG364nFw1GIZwBjTFvgU+Le19l1jzFPA596HvwCeAKKAVGAGnv7mcmPMVqAIiPMuGwfsP+K+mvfXKi0t7bh3RvxHZmam3lvRcSCAjgPx0HHge+Zn5bG/dAsTRxjS0hqnDcOp4yAjI6POx451gl8K8B1wh7V2uvfuecB44C1gFLDWWvubGs95FMi21n5rjOnhXXYxnp7nuUAm0NUYkwQc9K7jbye1ZyIiIiLSIP67fBexkWGM6Z7sdBRHHWtk+UE8s148Yow53Lt8LfCyMeZ2PO0UE4/y/OeBN4wx84ByYKK1tsIYcy8wBU/P9KvW2l2nshMiIiIiUn9KK6r4dk02Z/dsSVR4qNNxHHWsnuW7gLtqeWjcUZ7zaI2fi4FLa1nmCzwtHCIiIiLiY6Zn5nCgrJIL+6Y6HcVxuiiJiIiIiPyPdxZto2V8FEM6NXM6iuNULIuIiIjID5ZtL+D7TfncOKIjoSEup+M4TsWyiIiIiPzgmekbSWwSzsTB7ZyO4hNULIuIiIgIAN+uyWamzeXWUZ2JiTzmDMNBQcWyiIiIiFBYUsEjn60hvVU8N43s6HQcn6GPDCIiIiLC01M3kH+wjNeuG0h4qMZTD9MrISIiIhLk1mcX8dbCbUwc3I6eqQlOx/EpKpZFREREglhpRRV3v7+ChOhw7htnnI7jc9SGISIiIhLE/vR1JuuzD/DadQNpGhPhdByfo5FlERERkSC1Zlchby7cxnXDOjCme7LTcXySimURERGRIOR2u3n087UkNYngnnHdnI7js1Qsi4iIiAShL1btYem2An59liEhOtzpOD5LxbKIiIhIkNlZUMzvPltDz9R4Lh3Q1uk4Pk3FsoiIiEgQKa2o4ra3M6iscvOvy/sSGuJyOpJP02wYIiIiIkHkia8yWbOriFeuHUCnFrFOx/F5GlkWERERCRJb8g7x7uLtXDO0PT9JS3E6jl9QsSwiIiISJP45bQPhoS7uOKOL01H8hoplERERkSCwbHsBn63czbXDOpAcF+V0HL+hYllEREQkwFVUVfPgJ6tJiYvil2d0dTqOX9EJfiIiIiIB7l/TN7I++wAvXt2f2EiVfydCI8siIiIiAez7rDyenZnFpf3bcFaPlk7H8TsqlkVEREQCVN7BMu76YAWdmsfw+wk9nI7jlzQOLyIiIhKA3G43v/pwJYUlFbx5wyCaRKjsOxkaWRYREREJQB8u3cksm8uD53QnrVW803H8loplERERkQCTU1TKH75ax+COSVwztIPTcfyaimURERGRAPPXKZayimr+fHFvQkJcTsfxayqWRURERALIqp37+ShjJ9eP6EDH5jFOx/F7KpZFREREAsjTUzeQFBPBHWN0Sev6oGJZREREJECs3V3ITJvLDcM7EBcV7nScgKBiWURERCRA/HvmJmIjw7haJ/XVGxXLIiIiIgFg2fYCvlq9h+uHdyAhWqPK9UXFsoiIiIifc7vd/OHLdSTHRXLb6M5OxwkoKpZFRERE/NznK3ezfPt+fnWWISZSV+qrTyqWRURERPzY3qJSHvtiHT1T47mkXxun4wQcFcsiIiIifqqq2s2d7y2nuLyKf/ysjy5A0gA0Ti8iIiLip16bv4VFW/bx5CW96ZIc53ScgKSRZRERERE/tDn3IE9OsYxNS+aS/mq/aCgqlkVERET8TEVVNXd/sIKo8FCeuLAXLpfaLxqK2jBERERE/MzfvrOs2lnI81f2IyU+yuk4AU0jyyIiIiJ+5MtVu3lx9mYmDm7HOb1aOR0n4KlYFhEREfET67OL+PWHq+jfvim/Oz/d6ThBQcWyiIiIiJ/4w5friIkM5fkr+xEZFup0nKCgYllERETED9jsA8zPyufGEZ1IVp9yoznqCX7GmHDgVaADEAk8DiwEXgKaAqHANdbaTcaYe4DLvU/92lr7e2NMNPA2kAwcAK611uYaY84HJgGVwKvW2pfqfc9EREREAsjkpTsID3Xxs4FtnY4SVI41snwVkG+tHQmcAzwL/BV4x1o7CngY6G6M6QRcCQwDhgJnGmN6A7cDq73PfxN42FuAPw2cCYwGbjHGtKz/XRMREREJDOWV1Xy6fBfj0lNIiolwOk5QOVax/CHwSI3blcBwoI0xZhqeAnkWsAM421pbZa2tBsKBUmAE8K33ud8AY4E0IMtaW2CtLQfmASPrZ3dEREREAs+M9TnsO1TOpf01qtzYjtqGYa09CGCMiQM+wjOS/AZQYK0da4yZBNxvrZ0E5BljXMCTwHJr7QZjTDxQ6F3dASABqHlfzftrlZmZeVI7Jr6ttLRU763oOBBAx4F46Dg4uldm7qFZdCgtqvLIzMx3Ok6D8cXj4JgXJTHGtAU+Bf5trX3XGPMU8Ln34S+AJ7zLReHpbz4A/Nz7eBFw+ELlccD+I+6reX+t0tLSjndfxI9kZmbqvRUdBwI03nFQXF5JdHiornTmo/T7oG6795eQsXszPz+9Cz17GKfjNCinjoOMjIw6HzvWCX4pwHfAHdba6d675wHjgbeAUcBa74jyZ8AMa+1faqxivnfZxXh6nucCmUBXY0wScNC7jr+d+G6JiIjUrqyyipfmbObr1dnkHyojPiqcjTkHSWwSTuuEaEJC4I4xXTm7p06ZEd/34dKdVLvRiX0OOdbI8oN4Zr14xBhzuHf5WuBlY8zteNopJgIX4DlZL9IYc453uQeA54E3jDHzgHJgorW2whhzLzAFT8/0q9baXfW5UyIiErxKK6q4+c2lzN2Yx6AOSaS1iqeguJwz0pIpKqlgZ0EJewpLuf2dDB6/oCdXDm4PgNvt5pNlu3hxzia25hdzfu/WTDo/nYTocIf3SIJZVbWbyUt3MLJrc9omNXE6TlA6Vs/yXcBdtTw07ojbnwJ1Tfh3aS3r/QJPC4eIiEi9Ka2o4qY3ljJ/Ux5/vaQ3lw2ofSSutKKK29/OYNJna+ncIpb01vHcN3klU9ftJa1VPBf0ac0ny3axfd8h3rt5CGGhuiyBOGNeVh679pfwwPjuTkcJWsfsWRYREfEHB8squf3tDOZvyuPJS07jkv5t6lw2KjyUf1zelwuem8/l/1lIbGQYpRVVPHJeOjcM74DL5WJY5+bc/cEK3lywjRtGdGzEPRH5f5OX7qBpk3DGpac4HSVo6aOyiIj4vYxtBZz+5CzmZeXx14t7H7VQPiwhOpz//nw4F/RpTXrreN6/ZQg3juj4wwmAE/q0ZmTX5vxj2gb2HSpv6F0Q+ZHC4gqmrtvLhD6purS1g1Qsi4iIX9uxr5ib31xKbGQon9w+jEvraL2oTUKTcP5xeV8m3zqUAR2S/ucxl8vFI+elc6i8iqenbqjv2CLH9MWq3ZRXVh/Xhz9pOCqWRUTEby3bXsAFz82noqqal68dQN92Tet1/d1S4rhycDveWbSN9dlF9bpukaNxuz0n9pmUOHq0jnc6TlBTsSwiIn5p2fYCrn55EbFRYXz68+F0SY479pNOwj1juxEXFc7vP1+H2+1ukG2IHGnJ1gJW7SzkqqHtNTe4w1Qsi4iI31m9s5BrX11M87hIPrhlKF2SYxtsW01jIvjVWYYFm/N5Zd6WBtuOyGFut5s/f5NJ89hILu6X6nScoKdiWURE/Mq3a7K56pVFxEeF8+7NQ2iZUNfMpfXnykHtGJeewuNfZfLPaRs1wiwNasGmfJZt38+947rRJEITlzlNxbKIiPiNxVv28Yt3l9E6MZr3bh5CamJ0o2w3JMTFv6/sx0X9Unl62gZe/35ro2xXgtObC7aREB3ORRpV9gn6uCIiIn5hf3E5v3xvGe2SmjD51iHERTXulfXCQ0P42yWnUVhcwZ++WU+v1IQfzaAhcqo27D3AlHXZ/Pz0zkSFa7o4X6CRZRER8Qt/+daSd7CcZ67o2+iF8mEhIS7+eklvUhOjuf2dZZp/Werdv6ZvpEl4KDeN6OR0FPFSsSwiIj5v2rq9vLd4OzcM70DP1ARHszSLjeS5if3YX1zOg5+sVv+y1Jtl2wv4avUerhnWgaYxEU7HES8VyyIi4tN27Cvm1x+tJL1VPL86yzgdB4D01vHcd6bh27XZfLxsl9NxJEA88VUmKXFR/GJMF6ejSA0qlkVExGcdKK3gpjeWUlnt5pmJfX3qkr83j+zEwA5NeeKrdewvVjuGnJpl2wvI2FbAraM7ERupU8p8iYplERHxWX/4ch1ZuQd5/sr+dG7RcHMpn4zQEBePTehJYUmFLoctp+yVeVuIiwo7ocu1S+NQsSwiIj5p3sY8Ji/dyc0jOzGia3On49QqrVU8Vw1pz5sLt/Fxxk6n44if2rGvmG9W72HioHYaVfZBKpZFRMTnHCqr5LefrKJT8xjuHtvV6ThH9eD4NIZ2asZ9H67kySnrqa7WCX9yYt74fisul4trh3VwOorUQsWyiIj4nCenWHbtL+Gvl/T2+blmo8JDef36QVw+sC3PzdzEne8vp7Kq2ulY4icOlFbw/pIdnNurFa0b6SI7cmI01i8iIj5l0eZ8Xv9+K9cN6+A3F/2ICAvhTxf1on2zGP7y7XoA7jvT0KFZE1wul8PpxJd9sGQHB8squWlkR6ejSB1ULIuIiE/IP1jGv2dt4u2F22ibFM2vfWSauOPlcrm4/fTOVLvdPDnF8uWqPaQmRjOhT2su7t/G505QFOdVV7t5/futDOqQRO82iU7HkTqoWBYRkQazYsd+pq3bS7/2iYzulkxoyP+OslZXu5m26QC/+HoWm3MP4XLBxf3a8OuzDDF+eqLTL8Z0Ia1VHFvzipm9IZcXZm/i37M2MahDEk9e2pv2zWKcjig+YsHmfHYWlPjdB8Ng45+/iURExOfN25jHjW8soazS07/bKiGKCX1SuWFEB/IOlPPt2mzeW7yd3ANl9G6TwAPndGd4l+aOX6GvPpzRPQWAG0Z0JKeolP+u2MVzMzcx7uk5jDEtuG10Z3q3SSTEhdo0gthHGTuJiwrjrB4tnY4iR6FiWURE6t3eolJufWspHZvH8MYNg1i+vYDJS3fy4pxNvDB70w/LjTEtGJzi4pazBxASEphFY3J8FLeM6sx5vVvzwuxNfLFyN1PW7sXlgmYxEYwxyQzt3Ix9h8qJjgildWI0HZrF0Cw2gojQEJ8/wVFOTlFpBd+s2cPF/droPfZxKpZFRKReud1ufvfZWiqq3Lx4dX9S4qM4u2crzu7ZilU797Nwcz4tE6LplZpAx+YxZGZmBmyhXFPrxGgem9CT35zdnU+X72JXQQnZhSV8vnI3H9YxR3NoiIvTu7XgN2d3x7SMa+TE0pC+WrWH0opqXYTED6hYFhGRevXy3C18uzabB87p/qP+3N5tEoP+RKbYyDCuHtL+h9uPFpdTUFxBXFQYJeVVrNlVSHF5FfsOlZNdVMqny3cx4bl5/OXi3kzok+pgcqlPH2fspGtyLKe18f+2o0CnYllEROrNyh37+fO36zmnZ0tuGdXJ6Th+IbFJBIlNIn643Tapyf88fuuoTtzx7nLuen8FFVVuLunfprEjSj3LO1hGxvYC7hnbTT3rfkAXJRERkXpRWlHFPZNXkBwXyZ8v6q0ioJ4kx0fx9k2DGda5GQ98sopp6/Y6HUlO0ZwNubjdcEb3ZKejyHFQsSwiIvXi7YXb2Jx7iL9e0puEJuFOxwkoEWEhPH9Vf9JbxXP7OxlMWZvtdCQ5BTNtLi3iIklvFe90FDkOKpZFROSUlVVW8dLczQzplMTIri2cjhOQEqLDeeumwfRoncCd7y1nS94hpyPJSaisqmbOhlxO79YiKE5sDQQqlkVE5JR9sGQHe4vKuGNMV6ejBLT4qHBevLo/EWEhPPDJKtxut9OR5ASt2LGfwpIKTjdqwfAXKpZFROSU5BSV8uQUy5BOSQzv0szpOAEvJT6KB8ensXDzPv41PcvpOHKCZtocQkNcjOja3Okocpw0G4aIiJySR79YS1numwTRAAAgAElEQVRlNX/SSX2N5vKBbVmyZR9PT9tAfHQY1w3roNfeT8xcn0v/9k1JiFZfv79QsSwiEiQOlVXy7qLtzN+UR1xUOO2Sormwbypdkk/+YhffrtnD16uz+fVZho7NY479BKkXLpeLP13ci/0lFfz+i3V8sXI3Vw1pzxiTTHlVNUu3FjBlbTYbcw6S1iqO357dneT4KKdjB73swlLW7Sni/rO7Ox1FToCKZRGRAOd2u3l70Xb+/p1lf3EF3VJiKa04xDer9/DSnC28fv1AhnU58a+Es3IO8KsPV9G7TYLmVHZAZFgor1w7gPcW7+DFOZu4d/LK/3m8eWwkaa3i+Hr1HpZtK+DD24bRIi7SobQCMMvmADCmu06C9ScqlkVEAlhpRRVPTrG8Mm8LI7o0574zu9G3XVPAc2GEiS8t5M73VzDr16cTG3n8fxIKSyq4+c0MosJDeOGq/oSH6hQYJ7hcLiYObsflA9uyeOs+1u4uwu1207tNIn3bJRIeGsKy7QVc+dIirnl1Me/fMkRf/ztops2hVUIUJkWXLvcn+u0mIhKACksqeOKrdfR9bCqvzNvCtUPb89aNg34olMEz8viXi3uTd7CMP36deULrf+yLdezYV8zzV/WndWJ0fceXExQS4mJIp2bcOKIjN43sxKCOST98gOnXrikvXt2frJwD3Pj6EkorqhxOG5zKK6uZtzGP002y+sv9jIplEREHuN1uJi/dwW1vZfDIf9eQf7Cs3ta9a38JFz//Pa/M28JZPVJ47bqB/H5Cz1r/QPdt15RbR3Xi3UXbf/iK+Fg+ytjJx8t2ctvozgzskFRvuaXhjOrWgqd/1oel2wp4ZsZGp+MEpeXbCzhUXsXobmrB8DdqwxARccCzM7L4+9QNpCZGs7eolK9X7+GusV05t1crmsWefF9p5p4irnttMcXlVbx78xCGdDr2VG73ntmNqev28rvP1zLl7mZEhYfWuezLczfzxNeZDOvcjLvGak5lf3Je79bMWJ/Di7M389PTUjEt1QrQmOZn5RHigqGdNb2iv9HIsohII/tsxS7+PnUDF/VNZe5vxvDVnSNpnRjNpM/WcvqTs3hl3hYqqqpPeL0LN+dz2QsLcOHio9uGHVehDJ4TxR6b0JNt+cW8OHtzrcu43W7++HUmj3+Vydk9WvLqdQPVp+yHHj43nbioMB78dDXV1bqgSWOavymfXm0S1TPuh/SbTkSkEZWUV/Ho52vp374pf764NyEhLkzLOD77xXA+v2M4fds35Q9fruPMp+fwp68zmbcx77iu0ransITb3s4gJSGKT34+7IRHDUd0bc75p7XmuVlZbMv/38sou91unvgqk//M2cw1Q9vz3MR+Rx19Ft+VFBPBQ+emk7GtgPeWbHc6TtA4UFrBih37GaGL9vglFcsiIo3oo4wdFBRX8NtzuhMR9v+/gkNCXPRuk8gb1w/k5WsG0CI2ktfmb+WqVxZx3WtLyDlQWuc6yyqruOv9FZRXVvPSNQNO+oS7h89NIyI0hJ+/s+yH7ZWUV/GrD1fx8rwtXDesA7//aQ9CQnRykj+7uF8qwzo348/frCenqO7jSurPos37qKp2M7yzrtrnj1Qsi4g0kqpqN6/M20KftokMaN+01mVcLhdj01OYfNtQVj16Jo+en87iLfu4+uXF7C8u/9Hy5ZXV/OKdZSzeso8/XtjrlC4MkhIfxTNX9GVz7iEufO57PliynetfX8wny3dy5xld+N356TqLPwC4XC6euLAXZRXV/HO6TvZrDPM35REZFkK/Ov7di29TsSwi0kimZe5la34xN4/sdFxFZ1R4KNcN78jL1w5gS94hrn99CcXllT88XlFVzS/fW8a0zBz+MKEHF/RNPeWMY7onM/nWoZRXVXP/x6tZvbOQv1zUm3vPNCqUA0jH5jFc3D+VjzJ2klePM7FI7eZn5TGoY5Lal/yUimURkUby1oJtpCZGc1aPlBN63vAuzfnXFX1YuWM/1766mJnrc8g5UMrd769gytq9TDovnauHdqi3nL3aJDDn12OYes8oljw8lssGtq23dYvvuGlkJ8qrqnnj+61ORwloOQdK2bD3IMPUguG3jjl1nDEmHHgV6ABEAo8DC4GXgKZAKHCNtXaTMeZm4FagEnjcWvulMaY58C4QDewGrrfWFte2bH3vnIiIrygsrmDB5nxuHdWJsJOYReLsnq3426Wn8ejna7n+9SU/3P/g+O7cMKJjfUYFIDoilK66ylhA69wilrN7tOT1+Vu5fnhHkmIinI4UkL7PygdgxElcUl58w/H8xr4KyLfWjgTOAZ4F/gq8Y60dBTwMdDfGtATuBIYDZwF/MsZEApOAd73PXw7cepRlRUQC0qwNOVRVuxmbfmKjyjVd1K8NSx4ey2vXD+Sh8Wl8dNtQbhnVuR5TSrC578xuHCqv5LmZWU5HCVjzs/JIbBJOeut4p6PISTqeYvlD4JEatyvxFLltjDHTgCuBWcAgYL61tsxaWwhkAb2BEcC33ud+A4w9yrIiIgFp6rq9NI+NpE+bxFNaT2RYKGNMMjeP6sQAXT1PTlGX5Dgu7d+WtxZsY8e+YqfjBJyqajczbQ4jujQnVLPI+K1jtmFYaw8CGGPigI/wjCS/ARRYa8caYyYB9wMbgMIaTz0AJADxNe6v7b6a9/9IZmbmCeyO+IvS0lK9txI0x0FFlZsZmdmM6hCLteudjuNzguU48FXndnDx6XI3j360hF+NTHYsRyAeB2tzSsk7WE6PxKqA27eG4ovHwXFd7toY0xb4FPi3tfZdY8xTwOfeh78AngCWAjUb3OKA/UCR9+eSWu47ctkfSUtLO959ET+SmZmp91aC5jiYuzGX4ootXDLUkJZ28m0YgSpYjgNflQZcuzeUV+Zt4YEL+tEl2Zle9UA8Dj7dkkl4qIurzuhDXJSu3Hc8nDoOMjIy6nzsmG0YxpgU4Dvgfmvtq9675wHjvT+PAtYCi4GRxpgoY0wCnn9/a4D5NZY9B5h7lGVFRALOtHV7iQoPYURXneAjvum20Z2JiQjj91+sO64rRsqxud1upqzNZljn5iqU/dzx9Cw/iGfWi0eMMbOMMbOA+4BrjDHfA2cDf7TWZgP/wlMMzwAestaW4pk943JjzHxgKPDsUZYVEQkobrebqev2MrJrC82xKj6rWWwk957Zjbkb8/hmTbbTcQLC5rxDbMsvPqWTesU3HE/P8l3AXbU8NK6WZV/CM6Vczfv24imoj7msiEigWbeniN2Fpdw9rpvTUUSO6uoh7Zm8dCd//mY949JTCD+JKQ7l/822uQCc3q2Fw0nkVOlfgohIA5q6bi8uF5zR3bkTp0SOR1hoCL85y7B9XzEfLt3pdBy/N3tDLp1axNA2qYnTUeQUqVgWCUCbcg+yZleheg99wLTMvfRv15TmsZpKXnzf6aYF/dol8q/pGymtqHI6jt8qrahi4eZ8RmtUOSCoWBYJMC/P3cxP/j6b856Zx61vZegPnoN27y9hza4i9SyK33C5XNx3piG7qJT3Fm93Oo7fWrRlH2WV1SqWA4SKZZEAkrGtgCe+zmRsWgr3juvG1My9XPfaYvIPljkdLShNz9wLwFhNFyd+ZFjnZgzumMRzMzdRUq4P2ydjts0lMiyEIZ2aOR1F6oGKZZEAUVZZxf0fr6J1QjT/uLwPd/6kK09ddhrLtu/np8/OZ82uwmOvROrV1MwcOjWPoUtyrNNRRI7b4dHlvINlvL1wm9Nx/NLsDTkM6pikGXAChIplkQDx7IwssnIO8sSFPYmN9Ex0c2HfNnx82zDcbjdXvLSQVTtrvfaPNIADpRUs2JSnFgzxS4M6JjGya3NenLOJskqNLp+IHfuK2ZR7SC0YAUTFskgAWLe7iOdnbeKifqmcbv531oVebRL48PZhJDYJ58qXFjFnQ65DKYPLnA15VFS5GadiWfzUTSM7kXewnClr9zodxa/M2eidMs6oWA4UKpZF/FxlVTX3f7yKxCbhTDovvdZlUhOj+eCWoaQ2jeb615fw3VpddKChTV2XTVJMBP3aNXU6ishJGdmlOW2Tonl3kVoxTsTM9bmkJkbTuYXarwKFimURP/fyvC2s3lXIYxN6ktgkos7lWidG89Htw+iZmsCd7y9nxQ61ZDSU0ooqZqzPYYxJJjTE5XQckZMSEuLiikHtWLh5Hxv2HnA6jl8oKa9iXlYuY9OScbn0bz9QqFgW8WObcw/y9NQNnN2jJeN7tTrm8rGRYbxy7QBaxEVy0xtL2LGvuBFSBp8pa7MpKq3kwr6pTkcROSWXD2xHTEQo/5i2wekofmHuxlxKK6oZl97S6ShSj1Qsi/ip6mo3v/14NZFhITw2ocdxP695bCSvXTeIiio31762mIJD5Q2YMjhNXrqDNk2jGdZZ00aJf0uKieDGER35enW2ZtQ5DtMy9xIXFcbgTklOR5F6pGJZxE/9fapl8dZ9PHJeOsnxUSf03C7Jsfzn6v7s3FfCOf+c+8N8wHLqduwrZn5WPpf2b0uIWjAkANw4shMJ0eE8PVWjy0dTXe1mxvocTjfJhIeqvAokejdF/ND8rDyem7mJnw1oyyX925zUOgZ3asbk24aS2CScG99YyqOfr6WiqrqekwafDzN24nLBJQNO7n0R8TUJ0eHcMqoT09fnaHT5KNbtKSLvYDljNAtGwFGxLOJn/rt8F9e/voROLWKYdH76KZ1E0qdtIp/dMZwbhnfk9e+3cvvbujz2qSivrObDpTsY0aU5qYnRTscRqTdXD21Pk4hQXv9+q9NRfNbhKeNGdG3ucBKpbyqWRfyE2+3mqe8sd3+wgr5tE/n4tmHEeC8+cioiw0KZdH46f5jQg+nrc7j21cUcKK2oh8TB5/OVu9lTWMoNwzs6HUWkXsVHhXNRv1Q+X7mbfTrPoVZzNuSS1iqe5LgTa4sT36diWcRPvDJvC/+akcVlA9rw1o2DaRpT9zRxJ+PqoR34x8/6kLGtgIkvLdKJfyeoutrNC7M30b1lnC5GIAHp2qEdKK+s5qOMHU5H8TmHyirJ2FbAKI0qByQVyyJ+YNf+Ep6cYjkzPYW/XNybiLCG+ac7oU8q/7mmPzb7AHe+v5yqaneDbCcQzd6YS1bOQW4/vbPmV5WA1DUljtPaJvLZit1OR/E5CzfnU1HlZpQucR2QVCyL+IGnvtuAG/jdT3s0eCF2RvcUfj+hB3M35vHMjI0Nuq1A8vaCbbSIi+Scnsee71rEX/30tNas3V3EptyDTkfxKXM35hEVHkL/9rpiZyBSsSzi42z2AT5ZvpPrhnVotJPGLh/Ylgv7pvLMjCzW7S5qlG36sx37iplhc7hiYNsGG/UX8QXn9W6FywVfrNTock1zNuYypFMzosJDnY4iDUC/1UV83D+nbyA2IozbR3dutG26XC4ePb8HTSJC+ed0za16LO8u3o4LuHxQO6ejiDSolPgoBndM4vOVu3G71aYFsLOgmM25hxjZVS0YgUrFsogPyykqZcravUwc3K7eT+g7loQm4dw4oiNT1u5lls1p1G37k9KKKiYv2cHYtBRaa7o4CQI/PS2VzbmHWLdH3zqBpwUDYHQ3ndwXqFQsi/iwf0zfSLXb7diI5W2jO9MtJZa73l/Bjn3FjmTwda/N30r+oXJuGKHp4iQ4nNOzJWEhLj5XKwbgmTKuVUIUnVvEOh1FGoiKZREfNWdDLu8u2s4tIzvRsXmMIxmiwkN5+ZqBVFZV88hna/S16xFyDpTy7IyNjEtPYUinZk7HEWkUTWMiGNm1OV+u3EN1kM+YU1lVzfysPEZ2ba5ZcAKYimURH1RwqJzffryKzi1iuGdcN0eztGvWhHvPNMyyuXyzJtvRLL7m3zM3UVZZzYPj05yOItKoLuibyq79JT9ctS5YLd+xn6LSSk0ZF+BULIv4mJ0FxUx4bj65B8v426Wn+cTZ1dcObU96q3h+/8VaXd3Pq7CkgveXbGdCn1THRv5FnHJOz1Ykx0Xy2vytTkdx1LdrsokIDWG0iuWApmJZxIfs2l/CFS8tZH9xOe/fMpS+7Xxjzs6w0BD+eFEvcg6U8ffvNDsGwNR1eymtqOaqIZoBQ4JPRFgIVw1pz+wNnovxBCO3282UtdmM6NqcuKhwp+NIA1KxLOIjdu8v4Yr/LGR/cQVv3TjY5ya379M2kasGt+fNBVtZvbPQ6TiO+2rVblITo+nTNtHpKCKOuHJwO5pEhPLnbzKD8nyGtbuL2FlQwtk9WjodRRqYimWRelZWWUXGtgImfbaG33+xlq9W7WF+Vh5zNuTWOqNEdbWbjG37uOKlhRQcKuetGwdzmo8WYL8+29AsNpKH/rs6qC+FXVhcwdyNed4LNOikHglOzWIjuWdsN6Zl5gRlO8aUtdmEuGBseorTUaSBhTkdQCSQTFmbzUOfriHvYBkuF4SHhPzoj8gY04LHL+xFs5gInpxi+e/yXeQfKqdZTARv3jjIp0cq46PCeeS8dO58bzlvL9zGtcM6OB3JEVPWZVNZ7ebc3rq0tQS3G0d0ZMnWfTzxdSa92yQwoEOS05EazTdrshncsRlJjTwHvjQ+Fcsi9aC62s0/p2/kn9M30is1gccm9GBQxyRiI8PYlHuQwpIKwkJCWLJ1H/+avpHTn5xJQnQ4eQfLObd3K84wyYxNSyGhie/3vZ3fuxUfLt3Bk1MsZ/dsSUp8lNORGt1Xq/bQNimaXqkJTkcRcVRIiIunftaHs56ew/0fr+Lru0YSGeb8SckNLSvnAFk5B7lmaHuno0gjULEsUg/+MmU9L87ezCX92/D4BT3/ZwaLHq3/v6Aa1DGJC/um8p85m9mWf4jrhnf0u7OoXS4Xj1/QkzOfnuMZYb5pMOGhwdPRVXConPlZedw0spNaMESA2MgwnriwJ9e9toSX527hF2O6OB2pwX3rnUbzLPUrB4Xg+Qsn0kBmrs/hxdmbmTi4HU9e0vuYU721Tozm0Z/24LXrB/ldoXxY+2Yx/PniXizaso/Hv1zndJxG9Z23BeM8tWCI/OB0k8zobi14c8FWKquqnY7T4Kas3Uu/dolB+c1aMFKxLHIK9hSWcO/kFXRvGcek89KDaqTxwr5tuHlkR95YsI3/Lt/ldJxG8+WqPbRv1oQereOdjiLiUyYObsfeojJm2cC+UMmewhJW7ypkXLpGlYOFimWRk1RcXsnNby6lvLKa567s5xMXD2lsvz0njdPaJPCnbzIpLq90Ok6DKzhUzveb8hnfS7NgiBzpjO7JNI+N5P0l252O0qCmZ+YAMC492eEk0lhULIuchOpqN/d8sIJ1u4t4ZmJfOreIdTqSI0JDXEw6P529RWW8MHuz03Ea3NTMvVRVuxnfUy0YIkcKDw3h0gFtmLE+h+zCUqfjNJjpmXtp36xJ0P7eD0YqlkVOwotzNjNl7V4ePjedM7oH9xyb/dsncf5prXlx9iZ27S9xOk6D+mb1Hto0jaZnqlowRGpz+cC2VLvho4wdTkdpEMXllczflM9Puqfo26UgomJZgl5hSQXfb8qjqLSCvINlLNycz5pddV+hLnNPEU9NtYzv1ZLrh3dovKA+7P6zDSEuFw98sjpgr+SVc6CUeVl5asEQOYr2zWIY1rkZHyzdQXUAXrho7sY8yiurGasWjKCiqeMkaG3NO8STUywz1udQUlH1o8fP7dWK352fTnKNs53LKqu454MVJERH8PgFvVQ0ebVp2oQHxndn0mdreX/JDq4Y1M7pSPXunYXbqax2B+S+idSnywe14873lvP9pnxGdG3udJx6NW3dXuKiwhgYRBdfERXLEqR27Cvm0hcXUFJexQV9WzOkUzP2FJZSXllNv3ZNWba9gGdnZjEvK4/fnZ/OhD6phIa4+Me0jazPPsDL1wzQVZuOcNXg9ny9eg9/+jqTcekpNI+NdDpSvSmrrOKdRdsZY5Lp2DzG6TgiPu3M9BTiosL4KGNHQBXLVdVuZqzPYYxJDqq55UXFsgShwuIKrn11MeWV1Xzy82F0S4n70TIjujbn3N6t+MU7y7h38kreXbSdpJgIvlu3l8sGtGFsenD3KdcmJMRzsZLx/5rHfZNX8tp1AwkJCYyR9/cWbSfvYBnXBenlvUVORFR4KBf1TeXdxdu5Z1w32jcLjA+YK3bsJ/9QOT9JUwtGsNFHIwk6T363nq35h3jpmgG1FsqHdW4Ry9d3juSPF/ZiZ0EJK3fu5+end+aJC3s1Ylr/0iU5jkfOS2f2hlxemLPJ6Tj1orC4gr9P3cDIrs0ZGUCjZCIN6RdjuhAa4gqoWXK+Wb2H8FAXpxsVy8FGI8sSVN5euI23F27nhuEdGdTx2D1nISEuJg5ux8TB6lM9XlcNbsfCzfn8/bsNDOyQ5Pe9fS/N3cyB0koeHJ+mHnWR45QcH8X4Xq34cuVuJp2XTnSEf89DX13t5qvVexjVtQUJ0eFOx5FGppFlCRoLNuXzu8/XMsa04MHx3Z2OE7BcLhd/vqgXbZpGc/f7Kyit5eRJf7HvUDmvzd/Ceb1bkdZK08WJnIjLBrTlQFkl367d43SUU7ZsewF7Cks57zTNsR6MjjmybIwJB14FOgCRwOPATuALYKN3seettR8YY54CRgDVwH3W2vnGmObAu0A0sBu43lpbbIy5GbgVqAQet9Z+Wa97JlLDvkPl/PK9ZXRo1oR/XtGXMJ2c0aDiosL544W9uPLlRbyzaDs3jujodKST8uLsTZRUVHH32G5ORxHxO4M7JtG+WRMmL9nJhX3bOB3nlHy5ag+RYSGMTdP5KsHoeCqGq4B8a+1I4BzgWaAf8JS19nTvfx8YY04DhgGDgauBf3mfPwl41/v85cCtxpiWwJ3AcOAs4E/GmMA5dV58zqTP1lBYUsGzE/sRH6Wv0BrD8C7NGd6lGc/NzOJgmf9dCjsr5wCvzd/KBX1T6ZKsK3WJnCiXy8Wl/duwYHM+2/OLnY5z0txuzywYI7o0J05/P4LS8fQsfwh8VON2JdAfMMaYCXhGl+8GdgHFeEaf44EK7/IjgD96f/7G+/MmYL61tgwoM8ZkAb2BJUduPDMz8wR3SfxBaWlpo72387Yd5MtVOVzTpyns30Xm/l2Nsl2Bi7pGcl9WPi9+m8H4bj9uY2jM4+BEPTJtDxGhcGmXMJ/NGCh8+TiQU9M7vhIX8PyU5VzT9+jnL/jqcbCzsJzt+4o5v2sTn8wXaHzxODhmsWytPQhgjInDUzQ/jKcgftlam2GMeQj4HZ72jGpgPZAA3OxdRTxw+HJoB7yP1byv5v0/kpaWdmJ7JH4hMzOzUd7b/INlvPDRHHqmxvPIpUM0N2Yj697dzUvLDzBjWzn3/rT7j06Qa6zj4EQt3rKPpbs288A53Rnar7PTcQKerx4HcurSgJGrSpi97QCPX96d0KNMJ+mrx8H387YAcPnoXrRNauJwmsDn1HGQkZFR52PHVTkYY9oCM4G3rLXvAp9aaw+v9VOgL3ANkA10BjoCjxpjUoEi4PD8XHHA/iPuq3m/SL16coqlqLSCv1/aR4WyA1wuF9cN68Da3UXM2pDrdJzj9tRUS4u4SK4Z2sHpKCJ+77IBbdhdWMr3m/KcjnJSZtkcOreIUaEcxI5ZPRhjUoDvgPutta96755ijBnk/fknQAZQABy01lbhGSkuA2KB+cB477LnAHOBxcBIY0yUMSYBz4fPNfWzSyIe67OLmLx0B9cM7YBpWfd8ytKwLurXhpbxUbw2f6vTUY7L6p2FLNy8j1tHdfL76a5EfMG49BQSm4QzeelOp6OcsOLyShZt3scYza0c1I5nqO1BoCnwiDFmljFmFnAv8A/vz8PxtGC8C2CM+R74HnjHWmu9j11ujJkPDAWetdZm4zkBcC4wA3jIWltanzsm8uS3ltjIMH55RhenowS1iLAQLh/UljkbctmWf8jpOMf06vwtxESEctnAtk5HEQkIkWGhTDitNVPWZlNYXHHsJ/iQBZvyKa+q1oVIgtzx9CzfBdxVy0PDarnvtlqevxc4u5b7XwJeOo6MIidsfXYR09fncN+4biQ2iXA6TtC7fGA7npmRxbuLt/PAOb7Xk3jY3qJSvli5m6uHttesKSL16NIBbXljwTY+X7mLq/2ovWmWzaVJRCgDOzZ1Ooo4SE2cEpBenL2ZJhGhXD20vdNRBGiZEMUZ3ZP5ZNkuqqrdTsep05sLtlLldnPdsA5ORxEJKD1TE0hvFe9XrRhut5uZNodhnZsRGaaWrGCmYlkCTk5RKZ+v3M3lA9tpVNmHTOjTmtwDZSzaku90lFoVllTw5oJtnJmeQvtmMU7HEQk4lw1ow+pdhazbXeR0lOOyKfcQOwtKGK0WjKCnYlkCzifLPaOXVw1p53QUqeGM7sk0iQjly1W+eenbtxdu40BpJXf+pKvTUUQC0oQ+qUSEhvBhxg6noxyX+Vme2TtGd23hcBJxmoplCShut5sPl+6gf/umdGqhq675kiYRYfwkLYVvVu+hoqra6Tj/o6razTsLtzG8SzN6tK51yncROUVNYyI4o3syX67aQ7UPt2MdtmBTPqmJ0bRNinY6ijhMxbIElBU79rMp9xCX9m/jdBSpxfm9W1FQXPHDiI2vmLE+h92FpVw9RD3uIg1pfO9W5B4oY+m2AqejHFV1tZuFW/IZ1rnZjy6mJMFHxbIElBnrcwgNcXFOr1ZOR5FajDYtiIsK87lWjLcXbiMlPpKxaSlORxEJaGd0TyYiLISvV/vW74Aj/V97dx5eZXnnf/ydhYQtbLIvAorcBBRltQIurbtWHe2mVq3WWtvp/KrjdPTXVmtn6ozT38xYR21ttW610tq61GrrhkVFQFEEFQg3m4DsJGwhkD2/P3LsUCUSIMlzTvJ+XReXJ8+5c8738dwX+fDk+9x30YYdbNtVxXGHH5J0KUoDhmW1KjOWFnP0wK507eCyX+koPzeH00b25fmFG6iorkm6HABWlZTxypLNXDTxUAnlwnEAACAASURBVHLd5VFqVp3zczlpeC+eXZDerRizl9ffiGxYFhiW1YpsLavk3TXbmOLNGGntnKP7UVpezatL0qMV46FZq8jNzuKiid4QKrWEs0f3Y+OOCt5enb6tGK8tK+awnp3o19V+ZRmW1Yq8vGQTtXVw8giX+Ulnk4f1pHvHdjz9zrqkS2FHeRWPvrmac47uT58u7ZMuR2oTPmzF+FOatmJUVNfw+ooSjj+iZ9KlKE0YltVqTFu0iV4F+Rw1wNUM0lm7nGzOOLIf04o2UlqRbCvGb95YTVllDVdOGZpoHVJbUtC+HScc0Ytn39uQlq0Yc1dupbyqlhOG+1tK1TMsq1WorK7llSWbOaWwN9nZ3rmc7i47bjC7q2r43XvbEqthw/Zy7pq+jOOP6MmR/gNLalFnj+7Lhh3lzPsg/VoxXl1aTLucLD51mP3KqmdYVqvwxvsl7Kyo5uQRrmaQCQr7deGCMQN5qmgHq0rKWvz9q2tq+fZv51FdU8ePzjuyxd9fautOKexDfm42T81Pvh3ro2Ys3czYQ7vTKT836VKUJgzLahWmLdpI+3bZTB5mj1mm+M7pw8nPzeJLv3id7z35Hi8VbaS6hTYruX3aUua8v4V/v+BIhvR0a2uppRW0b8cpI/vwzLvptUlR8c4KFq7bYQuG/oZhWRmvrq6OaUWbmDKsJx3ycpIuR43Ur2sHbjmlLwO7d+CP89dx5UNv8dWH3mr2JeVeWbKZn768jC+NH8T5Y9y8RkrK+ccMYEtZJTOWbk66lL/6cMMkb+7TngzLyniLN5SydttuN5TIQKFXex775iTm/eBUfnjOSF5dsplvPTKPyurmudK0YXs5//jofIb3LuCH545qlveQ1DgnDO9F947tePzttUmX8lcvLtrIIZ3y3PZef8OwrIw3bdFGoH45ImWmdjnZXD55KD86bxTTijZyyS/fYOnGUv6yeCML121vkvdYsrGUL90zm92VNfz0y2P8LYSUsLzcbM47ZgAvLtzI1rLKpMthd2UNLxVt4vQj+5LjjeLag93rynjTFm/i6EHd6O06uRnv0uOG0Ll9Ljc+uYBTf/IqAFlZ8K/nHcmlnxp8wK87a1kxX394Lu3b5fDrr01kWO+CpipZ0kH40oRBPDhrJU/OW8txCS8+8XLcxO6qGs4+ql+yhSjtGJaV0TbtKOedD7bxT6cOT7oUNZHzxwxk4tBDePa99Qzq0ZFH3/yAHzy1gMK+BYwf0mO/X29lcRnf+PVc+nVtz0NfnUj/bu7IJaWLwn5dOHpgVx55YxUTzkj2t4N/em89PTrlcezQ/f97Rq2bbRjKaK8urb8Z49O2YLQqA7p14GvHH8bpo/py50VjGNCtA/8wdR5rtu7ar9dZt203Vzz4JtnZWdx/+QSDspSGvnnSMJZvLuOJhU3TcnUgNpdW8MLCjZwzuh+5OUYj/S1nhDLaa0s3c0inPEb265J0KWomnfJzufey8ZRVVnPZfXMo2VnRqO9bVVLGF34+m+LSCu77yngG9ejYzJVKOhBnHNmXM4/sy6/nb2X55p2J1PDIG6uorKnlK5OGJPL+Sm+GZWWsuro6XltWwuRhPd21r5Ur7NeF+y+fwLrtu/nGr+fucz3mNVt3ceE9r7OrspqpV32KcYP9taqUzv7lvFHk52bx3cffo66uZbfArqiu4devr+LkEb05rFfnFn1vZQbDsjJW3FhK8c4KprgeZpswYUgP/uOC0by5civ/MHUeuyqr9zpuc2kFl943h7KKah752qc4aqBLQEnprndBe746rgdzVm7h6XfXt+h7P/3Oeop3VvLVKUNb9H2VOQzLylivpfqVp7hrX5vxd2MGcNNnR/LCog188RezmbW8mJ0V/xuaF6zdzhd+PosN28t54IoJjOxve46UKU4bVsCRA7pw65+LGvzHcFOrq6vj/tfeJ/QpYNLhCS/HobTlahjKWK8tK+awXp28aauNuXLKUIb27Mi1v53Pxfe+QbucLD512CH069qeJ95eS8/O+Tx85URbL6QMk5Odxb+cO4rP3T2b/3h2Mf9y7iiyspq3xW72ihIWrd/Bjz93VLO/lzKXYVkZqaK6hjdWbOGL492uuC36zIg+vHr9p5nz/hbeWrWVaUUbmbmsmC9NOJR/Pj3Qo1Ne0iVKOgDjBvfgislDeGDmStq3y+GGM0Y02wYhNbV1/PjZxfTpks95xwxolvdQ62BYVkZ6e9U2dlfVMOWIXkmXooR065jHaaP6ctqovnzvrEIqq2vJy7WzTMp0N509kpraOu55dQWvryjhzovGMPiQTk3+Pj+bvox31mznfy48hvbt3NFTDfMnizLSzGXF5GRncexh/qpd9QzKUuuQnWrHuPOiMazesouL7nmdD7bs3xrr+7K1rJK7X1nOWUf19aqy9smfLspIM5YVc8ygbnRp3y7pUiRJTSwrK4tzju7PI187lrLKGi6693XWbdvdZK//wMz32VVZw7WnuPur9s2wrIyzubSCd9ds48ThtmBIUms2qn9XHr5yItt3VXHRva+zYXv5Qb/m5tIKHpi1kjNG9WV4n4ImqFKtnWFZGWf64k3U1cEphX2SLkWS1MxGD+zGQ1dOpLi0grPumMH0uOmAX6uqppbv/P4dKqpq+c7poQmrVGtmWFbGmVa0kf5d21PYzysCktQWjD20O0/8/WT6dGnPVx98kx/+cSEvLtrIrOXF1NQ2fse/e15dwStLNvPDc0cxrLe79alxXA1DGaW8qoYZS4v5/LiBrokpSW1I6FvAE9+cxL8+s5BfzV7Jg7NW1h/vU8Dlk4dwwdgB5Oc2vKrF9MWb+J9pSzltZB8uPvbQlilarYJhWRll9vISdlfVcHJh76RLkSS1sA55Odx6wWiuP30EH2zdxYrNZdzxl6V894n3uPvl5Xx2dD/OHt2PlcW7eHbBej7YsovinZX06JRH0fodjOhXwP/7/OikT0MZxrCsjDKtaCMd83L41GFuSypJbVX3Tnl075TH6IHdOO+Y/sxYWsx/v7iEe15dwc9eXg5Ar4J8Cvt1YWjPThTvrOTCiYP459NG0LWjqyhp/xiWlTEqq2t5bsEGThzeywXkJUlA/TJzJwzvxQnDe1G8s4IXFm7k8F6dGDe4O7k53pqlg2dYVsZ4fuEGSsoquXCivWaSpI/r2TnffmQ1Of/JpYzxyBurGNSjA8cP65l0KZIkqY0wLCsjvPPBNl5fsYWLJh5KdrarYEiSpJZhWFbaq6ur40fPLKJn5zwuO25I0uVIkqQ2xLCstPfsgg28tWor/3RaoHO+bfaSJKnlGJaV1iqqa7j12SJG9C3gi+MHJV2OJElqYwzLSmsPzVrJB1t2c+PZI8mxV1mSJLWwff5OO4TQDrgfGALkA7cAa4CngaWpYXfHGB8NIVwOfBPIAZ6KMf4ohNATmAp0ANYBV8QYd4UQrgKuBqqBW2KMzzTliSnzlVfV8ItXVnDC8F5MOcIVMCRJUstrzJXlS4CSGOPxwJnAXcBY4LYY40mpP4+GEA6nPiifBEwE8lJB+wfA1NT3zwOuDiH0Bb4NTAZOB24NIeQ38bkpw/3+rQ8oKavkWycdnnQpkiSpjWpMWP49cNMeX1cD44CzQwivhhDuCyEUAKcAbwEPAa8AM2OMVcAU4LnU9z6bGjcx9XxFjHE7sAxws3b9VVVNLffMWMExg7oxcWiPpMuRJElt1D7bMGKMOwFSgfgx4Ebq2zF+GWOcG0L4PnAzsBU4AZhEfcvFzBDCBKALsD31cqVA148c2/P4xxQVFe3/WSntlZeXf+Jn++e4gw+27ObKY7qwePHiFqxMLWlf80Btg/NA4DxQvXScB41ahyuEMAh4EvhZjHFqCKFbjHFb6ukngTupvwL9coyxFCgNISwChgM7gAJgd+q/2/Y49qEPj39MYWHhfp+U0l9RUVGDn+3uyhoefWI64wd35yunjiMryxv7WqtPmgdqO5wHAueB6iU1D+bOndvgc/tswwgh9AFeAG6IMd6fOvx8CGFi6vHJwFxgJnBSCKF9CKETMJL69oqZwFmpsWcCM4A5wPGpsV2BQmDB/p6YWqcHZr3PptIKbjhzhEFZkiQlqjFXlr8HdAduCiF82Lt8HXB7CKES2AB8Pca4I4RwH/XhOAv4UYxxSwjhFuCh1OoXxcDFMcayEMId1AfnbOD7Mcbypj01ZaJdldX84pUVfGZEbyYMsVdZkiQlqzE9y9cA1+zlqUl7GXs7cPtHjm0EztjL2HuBextdqdqEP8xbx/bdVXzTFTAkSVIacFMSpY26ujoemrWSkf26MH5w96TLkSRJMiwrfcxcVkLcWMrlk4bYqyxJktKCYVlp446XltK3S3vOPaZ/0qVIkiQBhmWliaL1O5izcgtXThlK+3Y5SZcjSZIEGJaVJn47ZzV5Odl8ftzApEuRJEn6K8OyEre7soYn5q3lzKP60r1TXtLlSJIk/ZVhWYmbtbyY0vJqrypLkqS0Y1hW4mYuKyE/N9tNSCRJUtoxLCtxs5YXM35Id2/skyRJacewrESV7Kxg8YZSJh3eM+lSJEmSPsawrETNXlECwHGHH5JwJZIkSR9nWFaiZi0voXN+LqMHdE26FEmSpI8xLCtRs5eXcOzQHuTmOBUlSVL6MaEoMeu27eb94jImDbNfWZIkpSfDshIza3l9v/Ik+5UlSVKaMiwrMbOWFdOjUx6hT0HSpUiSJO2VYVmJqKurY9byEo47/BCys7OSLkeSJGmvDMtKxNodVWzYUW4LhiRJSmuGZSVi/vpyACa7GYkkSUpjhmUl4p0Nu+nftT2DD+mYdCmSJEkNMiyrxdXW1vHuht1MGtaTrCz7lSVJUvoyLKvFLVi3nR0VtUweZr+yJElKb4ZltbjpizeTBZxwRK+kS5EkSfpEhmW1uOlxE8N75nNI5/ykS5EkSfpEhmW1qJKdFbyzZhsTB3pjnyRJSn+GZbWoV5Zspq4OJhiWJUlSBjAsq0VNj5vp2Tmfw3vkJV2KJEnSPhmW1WKqa2p5JW7ipNCLbJeMkyRJGcCwrBYz74Nt7Civ5jMjeiddiiRJUqMYltVipi/eRE52FlOOcItrSZKUGQzLajEvFW1iwpDudGnfLulSJEmSGsWwrBaxumQXcWMpp47sm3QpkiRJjWZYVot4YdEGAE4b2SfhSiRJkhrPsKwW8eKijYzoW8CgHq6vLEmSModhWc1ua1klb67cwqleVZYkSRnGsKxm95fFm6itw7AsSZIyjmFZze7P762nb5f2HNm/a9KlSJIk7RfDsprVph3lvLxkM+ePHUB2trv2SZKkzGJYVrN6/O211NTW8cXxg5IuRZIkab8ZltVsamrrePTN1Uwc0oOhPTslXY4kSdJ+Myyr2fzxnbWsLNnF5ZOHJF2KJEnSATEsq1lU1dTyP9OWUtivC2eMctc+SZKUmQzLahZ/fm89K0t28Y+nHOGNfZIkKWPl7mtACKEdcD8wBMgHbgHWAE8DS1PD7o4xPpoa3xGYBfzfGONzIYSewFSgA7AOuCLGuCuEcBVwNVAN3BJjfKYpT0zJ+vXrqxh8SEdOKXRtZUmSlLkac2X5EqAkxng8cCZwFzAWuC3GeFLqz6N7jP8pULfH1z8Apqa+fx5wdQihL/BtYDJwOnBrCCH/4E9H6aBo/Q7eXLmVS44d7FVlSZKU0fZ5ZRn4PfDYHl9XA+OAEEI4j/qry9fGGEtDCN+h/qrynglpCvDvqcfPph4vB2bGGCuAihDCMmA08ObBnIzSw32vvU9+bjZfGD8w6VIkSZIOyj7DcoxxJ0AIoYD60Hwj9e0Yv4wxzg0hfB+4OYTwLHBEjPHqEMLkPV6iC7A99bgU6PqRY3se/5iioqL9OyMlakNpFU+8vYZzR3Rh/arlrG9gXHl5uZ+tnAcCnAeq5zwQpOc8aMyVZUIIg4AngZ/FGKeGELrFGLelnn4SuBPoDwwOIbwMjADGhhA2ADuAAmB36r/b9jj2oQ+Pf0xhYeH+npMS9MfnFgNw/Xnj6d+tQ4PjioqK/GzlPBDgPFA954EguXkwd+7cBp/bZ89yCKEP8AJwQ4zx/tTh50MIE1OPTwbmxhgvjjFOjjGeBDwHXB9jnA/MBM5KjT0TmAHMAY4PIbQPIXQFCoEF+31mSiuV1bX8/q0P+MyI3p8YlCVJkjJFY64sfw/oDtwUQrgpdew64PYQQiWwAfj6J3z/LcBDqdUvioGLY4xlIYQ7qA/O2cD3Y4zlB3oSSg8vLtpI8c5KLj720KRLkSRJahKN6Vm+BrhmL09N+oTvuXyPxxuBM/Yy5l7g3kZVqYwwdc4qBnTrwInDeyddiiRJUpNwUxI1iZXFZcxcVsKXJgwix+XiJElSK2FYVpP4zZurycnO4ksTBiVdiiRJUpMxLOugVVbX8thbazh5RG/6dGmfdDmSJElNxrCsg/b8wg2UlHljnyRJan0MyzpoU99YzcDuHTjhiF5JlyJJktSkDMs6KCs272T2ihIumngo2d7YJ0mSWhnDsg7Kb+asJjc7iy+MH5h0KZIkSU3OsKwDVl5Vw2Nz13DqyD70LvDGPkmS1PoYlnXAnnl3PVt3VXljnyRJarUMyzogldW13D5tCaP6d2Hy4T2TLkeSJKlZGJZ1QH4zZzVrtu7m+jNGeGOfJElqtQzL2m9lFdXc+ZdlfOqwHpxwhFeVJUlS62VY1n57YOb7FO+s4PozRpCV5VVlSZLUehmWtV9Kdlbwi1dWcEphH8Ye2j3pciRJkpqVYVn75fZpS9lVVcP/PTMkXYokSVKzMyyr0eau2srUOav58rGHMqx3QdLlSJIkNbvcpAtQ+qutrePeGSu47cUlDOzegWtPGZ50SZIkSS3CsKxPVFdXx+3TlnDHX5Zx6sg+/Nv5R9KjU17SZUmSJLUIw7L2qra2jqffXcdDs1by9uptXDB2AP/9haNd/UKSJLUphmV9zMJ127nxDwuYt3obh/fqxA/PGcmlxw0xKEuSpDbHsKy/8eibq7npDwvp0iGX//rC0VwwZoA79EmSpDbLsKy/evj1Vdz0hwUcf0RP7rhwDN3tTZYkSW2cYVkAvLBwAz94agGnFPbm7kvG0S7HVQUlSZJMRGL55p1c97t3GD2gK3ddPNagLEmSlGIqauO276riql+9RV5uNndfMo727XKSLkmSJCltGJbbsLKKar7+8Fus2bKbn18yjv7dOiRdkiRJUlqxZ7mN2lJWyRUPvsl7a7bxky8dw8ShPZIuSZIkKe0YltugiuoaLr73dd4vLuPnl4zjtFF9ky5JkiQpLRmW26C7X17O4g2l3PeV8Zxc2CfpciRJktKWPcttzOINO/jZ9OWce3R/g7IkSdI+GJbbkO27q7j64bl069iOmz47MulyJEmS0p5tGG1EbW0d1z06n7Vbd/Po1Z+iV0F+0iVJkiSlPa8stxF3TV/GS4s3cdNnRzJusCtfSJIkNYZhuQ14bsF6bntxCeePGcBlxw1OuhxJkqSMYVhu5aYt2sg/PvoOxwzqxq0XHEVWVlbSJUmSJGUMw3Ir9ts5q7nq4bcY1rsz91423q2sJUmS9pM3+LVST81fy3effI8TjujFzy8ZR4c8g7IkSdL+Miy3MqXlVfzX85Ffv7GaiUN68ItLx3lFWZIk6QAZlluRjTvKuey+OSzdVMrfjRnAv5w7yqAsSZJ0EAzLrcDCddt5Y8UWfjljBdt3V/Grrx7LlCN6Jl2WJElSxjMsZ7g/zFvLdb+bT20dHNarE7+4dDxHDeyadFmSJEmtgmE5gxWt38ENj7/LhCE9uOOiMfQuyHdpOEmSpCZkWM5QldW1/J/fzKNrh3b89Mtj6dnZ7aslSZKa2j7DcgihHXA/MATIB24B1gBPA0tTw+6OMT4aQvhPYErqde+JMd4bQugJTAU6AOuAK2KMu0IIVwFXA9XALTHGZ5r0zFq5+157n2WbdvLA5RMMypIkSc2kMZuSXAKUxBiPB84E7gLGArfFGE9K/Xk0hPBpYFiM8TjqA/MNIYTuwA+AqanvnwdcHULoC3wbmAycDtwaQjDxNdLSjaXc+ZelnFLYh0+P6J10OZIkSa1WY9owfg88tsfX1cA4IIQQzqP+6vK1wGxgfmpMHZADVFEfnP89dfzZ1OPlwMwYYwVQEUJYBowG3vzomxcVFe3nKbVum8uque7Pa8nPgUtH5mfs/5/y8vKMrV1Nx3kgcB6onvNAkJ7zYJ9hOca4EyCEUEB9aL6R+naMX8YY54YQvg/cHGP8DlCeatt4iPo2jJ0hhC7A9tTLlQJdgT2P7Xn8YwoLCw/oxFqr2x9+i13V8Ng3JjGyf5ekyzlgRUVFfrZyHghwHqie80CQ3DyYO3dug881pg2DEMIgYDrwcIxxKvBkjPHDV30SGJMa1x14DlgUY7w19fwOoCD1uADY9pFjex7XJ3ho1kqeX7iRvz/p8IwOypIkSZlin2E5hNAHeAG4IcZ4f+rw8yGEianHJwNzQwgdgJeA+2OMP9rjJWYCZ6UenwnMAOYAx4cQ2ocQugKFwIKDPptW7LkF67n5jws5bWQfvnHi4UmXI0mS1CY0pmf5e0B34KYQwk2pY9cBt4cQKoENwNeBbwCHAVelVroAuIL61TMeSh0rBi6OMZaFEO6gPjhnA9+PMZY31Um1NptLK/juE+8xemBX7rx4DLk5jfqFgCRJkg5SY3qWrwGu2ctTkz7y9U9Sf/bmjL287r3Avft6/7aurq6O7z/5HmWVNdz2xaPJz81JuiRJkqQ2w0uUae6p+et4YdFGvnPacIb1Ltj3N0iSJKnJGJbT2NaySm7+40LGDe7OlVMOS7ocSZKkNsewnMbumr6M0vIq/v38o8jJzkq6HEmSpDbHsJymPtiyi1/NXskXxg0i9LX9QpIkKQmG5TT1n89HcrKzuO604UmXIkmS1GYZltPQu2u28cd31nHV8YfRp0v7pMuRJElqswzLaaauro5/+1MRh3TK4+sneFOfJElSkgzLaWZ63MQb72/h2lOOoKB9u6TLkSRJatMMy2mkuqaWW/+8mKE9O3HhxEOTLkeSJKnNMyynkSfeXsvSTTu54YxAO7e0liRJSpyJLI088sYqCvt14fRRfZMuRZIkSRiW08ayTaW8s2Y7nx83kKwsNyCRJElKB4blNPHE22vJyc7i3KP7J12KJEmSUgzLaaC2to4n563lxOG96FWQn3Q5kiRJSjEsp4HXV5Swfns5F4wdkHQpkiRJ2oNhOQ08NX8dnfNzOaWwT9KlSJIkaQ+G5YRV19TywqINnFLYm/btcpIuR5IkSXswLCfsjfe3sHVXFWce1S/pUiRJkvQRhuWE/fm99XTMy+HE4b2SLkWSJEkfYVhOUHVNLc8t2MCnR9iCIUmSlI4MywmavaKEkrJKzhnt2sqSJEnpyLCcoKffqV8F46RgC4YkSVI6MiwnpKK6hucWbOC0UX1swZAkSUpThuWEzFhSzI7yas5xe2tJkqS0ZVhOyNPvrqNbx3ZMGdYz6VIkSZLUAMNyAsqrapi2aCNnjOpLuxw/AkmSpHRlUkvAK0s2U1ZZw1luRCJJkpTWDMsJ+PN76+nWsR3HHX5I0qVIkiTpExiWW1h5VQ0vFW3i9JG2YEiSJKU701oLm7G0mJ0V1Zw12hYMSZKkdGdYbmF/encdXTu0Y5ItGJIkSWnPsNyCyiqqeX7hRs46yhYMSZKkTGBia0HPL9zA7qoazh8zMOlSJEmS1AiG5Rb05Ly1DOrRgfGDuyddiiRJkhrBsNxCNmwv57VlxZx/zACys7OSLkeSJEmNYFhuIU/NX0tdHZw/1hYMSZKkTGFYbgG1tXVMnbOacYO7M7Rnp6TLkSRJUiMZllvAXxZvYlXJLi6fNCTpUiRJkrQfDMst4P6Z79Ova3vOOLJv0qVIkiRpPxiWm1nR+h3MWl7CZccNcW1lSZKkDGN6a2YPzHyf9u2yuWjioKRLkSRJ0n4yLDejkp0V/GH+Oj43diDdOuYlXY4kSZL2U+6+BoQQ2gH3A0OAfOAWYA3wNLA0NezuGOOjIYSbgbOBauDaGOOcEMIw4EGgDlgAfCvGWLu3sU15Yulg6hurqayu5YrJQ5IuRZIkSQdgn2EZuAQoiTFeGkI4BJgH/CtwW4zxvz8cFEIYC5wIHAsMAh4HJgC3ATfGGF8OIfwcOC+EsKqBsa1GZXUtv3p9FScM78Ww3gVJlyNJkqQD0Jiw/HvgsT2+rgbGASGEcB71V5evBaYAL8QY64DVIYTcEEKv1NhXUt/7LHAaEPc2Nsa4uUnOKg088+46NpdW8J+fH5J0KZIkSTpA+wzLMcadACGEAupD843Ut2P8MsY4N4TwfeBmYBtQsse3lgJdgaxUKN7zWJcGxn4sLBcVFe3nKSWvvKqW//jTGoZ2z6NXTTFFRSX7/qY2pry8PCM/WzUt54HAeaB6zgNBes6DxlxZJoQwCHgS+FmMcWoIoVuMcVvq6SeBO4GngD37DQqoD9C1ezm2o4GxH1NYWNiYEtNGXV0d1/x2Ppt3VXPXJccxamiPpEtKS0VFRRn32arpOQ8EzgPVcx4IkpsHc+fObfC5fa6GEULoA7wA3BBjvD91+PkQwsTU45OBucBM4PQQQnYI4VAgO8ZYDMwLIZyUGnsmMOMTxma8B2et5I/vrOM7pwUmGpQlSZIyWmOuLH8P6A7cFEK4KXXsOuD2EEIlsAH4eoxxRwhhBjCb+hD+rdTYfwLuDSHkAUXAYzHGmgbGZrSlG0u59dnFfGZEb/7+pMOTLkeSJEkHqTE9y9cA1+zlqUl7GftD4IcfObaE+pUv9jk2k9XV1XH94+/SOT+XH39uNFlZWUmXJEmSpIPkpiRN5MVFG5m3ehs3nBHoVZCfdDmSJElqAoblJlBTW8d/v7CEoT078bmxA5MuR5IkSU3EsNwEfvfWB8SNpVx36nByc/xfKkmS1FqY7A7S9t1V/OfzMHjKdwAABUVJREFUkQlDuvPZ0f2SLkeSJElNyLB8kP5n2lK27qrk5nNGeVOfJElSK2NYPgjLNpXyq9kruXDCoRw5oGvS5UiSJKmJGZYPUHlVDdc/9i4d83L4zmnDky5HkiRJzaBR213rb9XV1XHD4+/y9upt/OzLYzmks0vFSZIktUZeWT4Ad7y0jKfmr+OfTw+cdZQ39UmSJLVWhuX9NH3xJn4ybQkXjB3gltaSJEmtnGF5P6wu2cUNj7/L8D6dufWCo1z9QpIkqZUzLDfSB1t2ceE9s6msqeWOi8aQn5uTdEmSJElqZoblRti+q4ov//INyipreORrxzKib5ekS5IkSVILMCzvQ21tHdf9bj7rt+/m/ssnMKq/6ylLkiS1FYblfXhh0QZeWryJ751VyLjB3ZMuR5IkSS3IsPwJtu2q5CcvLuXQHh257LghSZcjSZKkFuamJB+xbVclT7+7nm1llfxh/lo+2Lqbey4dR062K19IkiS1NYblj/jxc5HfzFkNwBG9O/PA5ROYPKxnwlVJkiQpCYblj7j+9MDXTziMnp3zKGjfLulyJEmSlCDD8kd075RH9055SZchSZKkNOANfpIkSVIDDMuSJElSAwzLkiRJUgMMy5IkSVIDDMuSJElSAwzLkiRJUgMMy5IkSVIDDMuSJElSAwzLkiRJUgMMy5IkSVIDDMuSJElSAwzLkiRJUgMMy5IkSVIDDMuSJElSAwzLkiRJUgMMy5IkSVIDDMuSJElSA7Lq6uqSrqFBc+fOTd/iJEmS1GqMGzcua2/H0zosS5IkSUmyDUOSJElqgGFZkiRJaoBhWZIkSWpAbtIFqHUKIbQD7geGAPnALcAi4EGgDlgAfCvGWBtCuBk4G6gGro0xzkmiZjWfEEJvYC5wKvWf84M4D9qUEMJ3gXOBPOBnwCs4D9qU1M+Fh6j/uVADXIV/H7QpIYRjgR/HGE8KIQyjkZ99Q2Nbqm6vLKu5XAKUxBiPB84E7gJuA25MHcsCzgshjAVOBI4FLgR+mlC9aiapH5C/AHanDjkP2pgQwknAJGAy9Z/zIJwHbdFZQG6McRLwr8C/4TxoM0II1wO/BNqnDu3PZ/+xsS1Zu2FZzeX3wE17fF0NjKP+ahLAs8ApwBTghRhjXYxxNZAbQujVopWquf0X8HNgXepr50HbczrwHvAk8DTwDM6DtmgJ9Z9pNtAFqMJ50JYsBy7Y4+v9+ez3NrbFGJbVLGKMO2OMpSGEAuAx4EYgK8b44VqFpUBX6v/C3L7Ht354XK1ACOFyYHOM8fk9DjsP2p6ewHjgC8A3gEeAbOdBm7OT+haMxcC9wB3490GbEWN8nPp/IH1ofz77vY1tMYZlNZsQwiBgOvBwjHEqsGd/UQGwDdiRevzR42odvgqcGkJ4GTgG+BXQe4/nnQdtQwnwfIyxMsYYgXL+9oed86Bt+Efq58Fw4Gjq+5fz9njeedC27E8m2NvYFmNYVrMIIfQBXgBuiDHenzo8L9W7CPV9zDOAmcDpIYTsEMKh1F9tKm7xgtUsYownxBhPjDGeBMwHLgOedR60Oa8BZ4QQskII/YFOwEvOgzZnK/971XAL0A5/LrRl+/PZ721si3E1DDWX7wHdgZtCCB/2Ll8D3BFCyAOKgMdijDUhhBnAbOr/8fatRKpVS/on4F7nQdsRY3wmhHACMIf//Xzfx3nQ1vwEuD/1GedR/3PiLZwHbdX+/Cz42NiWLNTtriVJkqQG2IYhSZIkNcCwLEmSJDXAsCxJkiQ1wLAsSZIkNcCwLEmSJDXAsCxJkiQ1wLAsSZIkNeD/A9s4vFirb8X9AAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(vol_df['P_Ext_Markets'])\n",
|
|
"plt.title('Rolling Average of External Stock Market Price')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of Zeus Price')"
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(vol_df['Price'])\n",
|
|
"plt.plot(vol_df['P_Ext_Markets']/250)\n",
|
|
"plt.legend()\n",
|
|
"plt.title('Rolling Average of Zeus Price')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"-859.25"
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[\"Price\"].min()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"100.0"
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[\"Price\"].max()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|