1956 lines
918 KiB
Plaintext
1956 lines
918 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## SimCAD Application Notebook\n",
|
|
"## Experiment Type 1"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Name of Config File or System Description\n",
|
|
"#### EMH, Herders, HODLers, and EIU"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Simulation Run 1\n",
|
|
"\n",
|
|
"single_proc: [<SimCAD.Configuration object at 0x00000207D0365F98>]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"from tabulate import tabulate\n",
|
|
"\n",
|
|
"from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
|
|
"from sandboxUX import config5 #, config2\n",
|
|
"from SimCAD import configs\n",
|
|
"\n",
|
|
"# ToDo: pass ExecutionContext with execution method as ExecutionContext input\n",
|
|
"\n",
|
|
"exec_mode = ExecutionMode()\n",
|
|
"\n",
|
|
"print(\"Simulation Run 1\")\n",
|
|
"print()\n",
|
|
"single_config = [configs[0]]\n",
|
|
"single_proc_ctx = ExecutionContext(exec_mode.single_proc)\n",
|
|
"run1 = Executor(single_proc_ctx, single_config)\n",
|
|
"run1_raw_result = run1.main()\n",
|
|
"df = pd.DataFrame(run1_raw_result)\n",
|
|
"# print(tabulate(result, headers='keys', tablefmt='psql'))\n",
|
|
"# print()\n",
|
|
"\n",
|
|
"# print(\"Simulation Run 2: Pairwise Execution\")\n",
|
|
"# print()\n",
|
|
"# multi_proc_ctx = ExecutionContext(exec_mode.multi_proc)\n",
|
|
"# run2 = Executor(multi_proc_ctx, configs)\n",
|
|
"# run2_raw_results = run2.main()\n",
|
|
"# for raw_result in run2_raw_results:\n",
|
|
"# result = pd.DataFrame(raw_result)\n",
|
|
"# print(tabulate(result, headers='keys', tablefmt='psql'))\n",
|
|
"# print()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#df = pd.DataFrame(run1_raw_result)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <th>run</th>\n",
|
|
" <th>time_step</th>\n",
|
|
" <th>timestamp</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>25000</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>21000000</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>2018-10-01 15:16:24</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>25067.68105681930173034288600</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>21000000</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>25067.68105681930173034288600</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>21000000</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>25067.68105681930173034288600</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>100.00</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>21000000</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>5250000.000000000000000000000</td>\n",
|
|
" <td>25042.19120625054858919611433</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>100.00</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>21000000</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2018-10-01 15:16:26</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price \\\n",
|
|
"0 0 25000 100 \n",
|
|
"1 0 25067.68105681930173034288600 100 \n",
|
|
"2 0 25067.68105681930173034288600 100 \n",
|
|
"3 0 25067.68105681930173034288600 100 \n",
|
|
"4 5250000.000000000000000000000 25042.19120625054858919611433 100 \n",
|
|
"\n",
|
|
" Price_Signal Sell_Log Trans Z mech_step run time_step \\\n",
|
|
"0 100 0 0 21000000 0 1 0 \n",
|
|
"1 100 0 0 21000000 1 1 1 \n",
|
|
"2 100 0 0 21000000 2 1 1 \n",
|
|
"3 100.00 0 0 21000000 3 1 1 \n",
|
|
"4 100.00 0 0 21000000 1 1 2 \n",
|
|
"\n",
|
|
" timestamp \n",
|
|
"0 2018-10-01 15:16:24 \n",
|
|
"1 2018-10-01 15:16:25 \n",
|
|
"2 2018-10-01 15:16:25 \n",
|
|
"3 2018-10-01 15:16:25 \n",
|
|
"4 2018-10-01 15:16:26 "
|
|
]
|
|
},
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Standard Library Imports\n",
|
|
"#import pandas as pd\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib as mpl\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns\n",
|
|
"#from tabulate import tabulate\n",
|
|
"\n",
|
|
"sns.set_style('whitegrid')\n",
|
|
"\n",
|
|
"%matplotlib inline"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# SimCAD Specific\n",
|
|
"# from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
|
|
"# from sandboxUX import config1 , config2\n",
|
|
"# from SimCAD import configs"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#Convert data type of output to float. MPL works OK with strings, seaborn does not\n",
|
|
"names = df.keys()[:-3] # [:-3] only affects state variables\n",
|
|
"for n in names:\n",
|
|
" df[n]=df[n].apply(float)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <th>run</th>\n",
|
|
" <th>time_step</th>\n",
|
|
" <th>timestamp</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25000.000000</td>\n",
|
|
" <td>100.000</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>2018-10-01 15:16:24</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25067.681057</td>\n",
|
|
" <td>100.000</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25067.681057</td>\n",
|
|
" <td>100.000</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25067.681057</td>\n",
|
|
" <td>100.000</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>25042.191206</td>\n",
|
|
" <td>100.000</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2018-10-01 15:16:26</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>25042.191206</td>\n",
|
|
" <td>100.000</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2018-10-01 15:16:26</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>25042.191206</td>\n",
|
|
" <td>100.025</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2018-10-01 15:16:26</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25020.184050</td>\n",
|
|
" <td>100.025</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>2018-10-01 15:16:27</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25020.184050</td>\n",
|
|
" <td>100.025</td>\n",
|
|
" <td>100.00000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>2018-10-01 15:16:27</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25020.184050</td>\n",
|
|
" <td>100.025</td>\n",
|
|
" <td>100.01675</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>2018-10-01 15:16:27</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Sell_Log Trans \\\n",
|
|
"0 0.0 25000.000000 100.000 100.00000 0.0 0.0 \n",
|
|
"1 0.0 25067.681057 100.000 100.00000 0.0 0.0 \n",
|
|
"2 0.0 25067.681057 100.000 100.00000 0.0 0.0 \n",
|
|
"3 0.0 25067.681057 100.000 100.00000 0.0 0.0 \n",
|
|
"4 5250000.0 25042.191206 100.000 100.00000 0.0 0.0 \n",
|
|
"5 5250000.0 25042.191206 100.000 100.00000 0.0 0.0 \n",
|
|
"6 5250000.0 25042.191206 100.025 100.00000 0.0 0.0 \n",
|
|
"7 0.0 25020.184050 100.025 100.00000 0.0 0.0 \n",
|
|
"8 0.0 25020.184050 100.025 100.00000 0.0 0.0 \n",
|
|
"9 0.0 25020.184050 100.025 100.01675 0.0 0.0 \n",
|
|
"\n",
|
|
" Z mech_step run time_step timestamp \n",
|
|
"0 21000000.0 0.0 1 0 2018-10-01 15:16:24 \n",
|
|
"1 21000000.0 1.0 1 1 2018-10-01 15:16:25 \n",
|
|
"2 21000000.0 2.0 1 1 2018-10-01 15:16:25 \n",
|
|
"3 21000000.0 3.0 1 1 2018-10-01 15:16:25 \n",
|
|
"4 21000000.0 1.0 1 2 2018-10-01 15:16:26 \n",
|
|
"5 21000000.0 2.0 1 2 2018-10-01 15:16:26 \n",
|
|
"6 21000000.0 3.0 1 2 2018-10-01 15:16:26 \n",
|
|
"7 21000000.0 1.0 1 3 2018-10-01 15:16:27 \n",
|
|
"8 21000000.0 2.0 1 3 2018-10-01 15:16:27 \n",
|
|
"9 21000000.0 3.0 1 3 2018-10-01 15:16:27 "
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"#Check\n",
|
|
"df.head(10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <th>run</th>\n",
|
|
" <th>time_step</th>\n",
|
|
" <th>timestamp</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>495</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25361.934597</td>\n",
|
|
" <td>100.150012</td>\n",
|
|
" <td>100.139053</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>165</td>\n",
|
|
" <td>2018-10-01 15:19:09</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>496</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25354.655299</td>\n",
|
|
" <td>100.150012</td>\n",
|
|
" <td>100.139053</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>166</td>\n",
|
|
" <td>2018-10-01 15:19:10</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>497</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25354.655299</td>\n",
|
|
" <td>100.150012</td>\n",
|
|
" <td>100.139053</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>166</td>\n",
|
|
" <td>2018-10-01 15:19:10</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>498</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25354.655299</td>\n",
|
|
" <td>100.150012</td>\n",
|
|
" <td>100.146396</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>166</td>\n",
|
|
" <td>2018-10-01 15:19:10</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>499</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25395.752598</td>\n",
|
|
" <td>100.150012</td>\n",
|
|
" <td>100.146396</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>167</td>\n",
|
|
" <td>2018-10-01 15:19:11</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>500</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25395.752598</td>\n",
|
|
" <td>100.150012</td>\n",
|
|
" <td>100.146396</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>167</td>\n",
|
|
" <td>2018-10-01 15:19:11</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>501</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>25395.752598</td>\n",
|
|
" <td>100.150012</td>\n",
|
|
" <td>100.148819</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>167</td>\n",
|
|
" <td>2018-10-01 15:19:11</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>502</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>25404.649844</td>\n",
|
|
" <td>100.150012</td>\n",
|
|
" <td>100.148819</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>168</td>\n",
|
|
" <td>2018-10-01 15:19:12</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>503</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>25404.649844</td>\n",
|
|
" <td>100.150012</td>\n",
|
|
" <td>100.148819</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>168</td>\n",
|
|
" <td>2018-10-01 15:19:12</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>504</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>25404.649844</td>\n",
|
|
" <td>100.174975</td>\n",
|
|
" <td>100.149618</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>168</td>\n",
|
|
" <td>2018-10-01 15:19:12</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Sell_Log Trans \\\n",
|
|
"495 0.0 25361.934597 100.150012 100.139053 0.0 0.0 \n",
|
|
"496 0.0 25354.655299 100.150012 100.139053 0.0 0.0 \n",
|
|
"497 0.0 25354.655299 100.150012 100.139053 0.0 0.0 \n",
|
|
"498 0.0 25354.655299 100.150012 100.146396 0.0 0.0 \n",
|
|
"499 0.0 25395.752598 100.150012 100.146396 0.0 0.0 \n",
|
|
"500 0.0 25395.752598 100.150012 100.146396 0.0 0.0 \n",
|
|
"501 0.0 25395.752598 100.150012 100.148819 0.0 0.0 \n",
|
|
"502 5250000.0 25404.649844 100.150012 100.148819 0.0 0.0 \n",
|
|
"503 5250000.0 25404.649844 100.150012 100.148819 0.0 0.0 \n",
|
|
"504 5250000.0 25404.649844 100.174975 100.149618 0.0 0.0 \n",
|
|
"\n",
|
|
" Z mech_step run time_step timestamp \n",
|
|
"495 21000000.0 3.0 1 165 2018-10-01 15:19:09 \n",
|
|
"496 21000000.0 1.0 1 166 2018-10-01 15:19:10 \n",
|
|
"497 21000000.0 2.0 1 166 2018-10-01 15:19:10 \n",
|
|
"498 21000000.0 3.0 1 166 2018-10-01 15:19:10 \n",
|
|
"499 21000000.0 1.0 1 167 2018-10-01 15:19:11 \n",
|
|
"500 21000000.0 2.0 1 167 2018-10-01 15:19:11 \n",
|
|
"501 21000000.0 3.0 1 167 2018-10-01 15:19:11 \n",
|
|
"502 21000000.0 1.0 1 168 2018-10-01 15:19:12 \n",
|
|
"503 21000000.0 2.0 1 168 2018-10-01 15:19:12 \n",
|
|
"504 21000000.0 3.0 1 168 2018-10-01 15:19:12 "
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.iloc[495:505]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <th>run</th>\n",
|
|
" <th>time_step</th>\n",
|
|
" <th>timestamp</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>300090</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>27862.744659</td>\n",
|
|
" <td>99.675794</td>\n",
|
|
" <td>99.683124</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>997</td>\n",
|
|
" <td>2018-10-01 15:33:01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>300091</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27771.944412</td>\n",
|
|
" <td>99.675794</td>\n",
|
|
" <td>99.683124</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>998</td>\n",
|
|
" <td>2018-10-01 15:33:02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>300092</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27771.944412</td>\n",
|
|
" <td>99.675794</td>\n",
|
|
" <td>99.683124</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>998</td>\n",
|
|
" <td>2018-10-01 15:33:02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>300093</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27771.944412</td>\n",
|
|
" <td>99.700875</td>\n",
|
|
" <td>99.678213</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>998</td>\n",
|
|
" <td>2018-10-01 15:33:02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>300094</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27806.450573</td>\n",
|
|
" <td>99.700875</td>\n",
|
|
" <td>99.678213</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>999</td>\n",
|
|
" <td>2018-10-01 15:33:03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>300095</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27806.450573</td>\n",
|
|
" <td>99.700875</td>\n",
|
|
" <td>99.678213</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>999</td>\n",
|
|
" <td>2018-10-01 15:33:03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>300096</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27806.450573</td>\n",
|
|
" <td>99.725950</td>\n",
|
|
" <td>99.693397</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>999</td>\n",
|
|
" <td>2018-10-01 15:33:03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>300097</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27847.328313</td>\n",
|
|
" <td>99.725950</td>\n",
|
|
" <td>99.693397</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>300098</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27847.328313</td>\n",
|
|
" <td>99.725950</td>\n",
|
|
" <td>99.693397</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>300099</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>27847.328313</td>\n",
|
|
" <td>99.725950</td>\n",
|
|
" <td>99.715207</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>100</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Sell_Log Trans \\\n",
|
|
"300090 0.0 27862.744659 99.675794 99.683124 0.0 0.0 \n",
|
|
"300091 5250000.0 27771.944412 99.675794 99.683124 0.0 0.0 \n",
|
|
"300092 5250000.0 27771.944412 99.675794 99.683124 0.0 0.0 \n",
|
|
"300093 5250000.0 27771.944412 99.700875 99.678213 0.0 0.0 \n",
|
|
"300094 5250000.0 27806.450573 99.700875 99.678213 0.0 0.0 \n",
|
|
"300095 5250000.0 27806.450573 99.700875 99.678213 0.0 0.0 \n",
|
|
"300096 5250000.0 27806.450573 99.725950 99.693397 0.0 0.0 \n",
|
|
"300097 5250000.0 27847.328313 99.725950 99.693397 0.0 0.0 \n",
|
|
"300098 5250000.0 27847.328313 99.725950 99.693397 5250000.0 0.0 \n",
|
|
"300099 5250000.0 27847.328313 99.725950 99.715207 5250000.0 0.0 \n",
|
|
"\n",
|
|
" Z mech_step run time_step timestamp \n",
|
|
"300090 21000000.0 3.0 100 997 2018-10-01 15:33:01 \n",
|
|
"300091 21000000.0 1.0 100 998 2018-10-01 15:33:02 \n",
|
|
"300092 21000000.0 2.0 100 998 2018-10-01 15:33:02 \n",
|
|
"300093 21000000.0 3.0 100 998 2018-10-01 15:33:02 \n",
|
|
"300094 21000000.0 1.0 100 999 2018-10-01 15:33:03 \n",
|
|
"300095 21000000.0 2.0 100 999 2018-10-01 15:33:03 \n",
|
|
"300096 21000000.0 3.0 100 999 2018-10-01 15:33:03 \n",
|
|
"300097 21000000.0 1.0 100 1000 2018-10-01 15:33:04 \n",
|
|
"300098 21000000.0 2.0 100 1000 2018-10-01 15:33:04 \n",
|
|
"300099 21000000.0 3.0 100 1000 2018-10-01 15:33:04 "
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.tail(10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <th>run</th>\n",
|
|
" <th>time_step</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.036324</td>\n",
|
|
" <td>-0.262522</td>\n",
|
|
" <td>-0.277074</td>\n",
|
|
" <td>-0.019858</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>4.954695e-04</td>\n",
|
|
" <td>4.712999e-03</td>\n",
|
|
" <td>-3.570172e-02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <td>0.036324</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>-0.117104</td>\n",
|
|
" <td>-0.116993</td>\n",
|
|
" <td>0.042629</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>1.247637e-04</td>\n",
|
|
" <td>5.084417e-02</td>\n",
|
|
" <td>4.598328e-02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Price</th>\n",
|
|
" <td>-0.262522</td>\n",
|
|
" <td>-0.117104</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.998660</td>\n",
|
|
" <td>-0.288128</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>3.915390e-05</td>\n",
|
|
" <td>2.184386e-03</td>\n",
|
|
" <td>8.069863e-02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <td>-0.277074</td>\n",
|
|
" <td>-0.116993</td>\n",
|
|
" <td>0.998660</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>-0.266050</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>4.061200e-05</td>\n",
|
|
" <td>1.936288e-03</td>\n",
|
|
" <td>8.044309e-02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <td>-0.019858</td>\n",
|
|
" <td>0.042629</td>\n",
|
|
" <td>-0.288128</td>\n",
|
|
" <td>-0.266050</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>7.235705e-04</td>\n",
|
|
" <td>-3.815897e-04</td>\n",
|
|
" <td>-4.290779e-02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Trans</th>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Z</th>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <td>0.000495</td>\n",
|
|
" <td>0.000125</td>\n",
|
|
" <td>0.000039</td>\n",
|
|
" <td>0.000041</td>\n",
|
|
" <td>0.000724</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>1.000000e+00</td>\n",
|
|
" <td>-4.014956e-21</td>\n",
|
|
" <td>1.413037e-03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>run</th>\n",
|
|
" <td>0.004713</td>\n",
|
|
" <td>0.050844</td>\n",
|
|
" <td>0.002184</td>\n",
|
|
" <td>0.001936</td>\n",
|
|
" <td>-0.000382</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>-4.014956e-21</td>\n",
|
|
" <td>1.000000e+00</td>\n",
|
|
" <td>3.603741e-18</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>time_step</th>\n",
|
|
" <td>-0.035702</td>\n",
|
|
" <td>0.045983</td>\n",
|
|
" <td>0.080699</td>\n",
|
|
" <td>0.080443</td>\n",
|
|
" <td>-0.042908</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>1.413037e-03</td>\n",
|
|
" <td>3.603741e-18</td>\n",
|
|
" <td>1.000000e+00</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Sell_Log \\\n",
|
|
"Buy_Log 1.000000 0.036324 -0.262522 -0.277074 -0.019858 \n",
|
|
"P_Ext_Markets 0.036324 1.000000 -0.117104 -0.116993 0.042629 \n",
|
|
"Price -0.262522 -0.117104 1.000000 0.998660 -0.288128 \n",
|
|
"Price_Signal -0.277074 -0.116993 0.998660 1.000000 -0.266050 \n",
|
|
"Sell_Log -0.019858 0.042629 -0.288128 -0.266050 1.000000 \n",
|
|
"Trans NaN NaN NaN NaN NaN \n",
|
|
"Z NaN NaN NaN NaN NaN \n",
|
|
"mech_step 0.000495 0.000125 0.000039 0.000041 0.000724 \n",
|
|
"run 0.004713 0.050844 0.002184 0.001936 -0.000382 \n",
|
|
"time_step -0.035702 0.045983 0.080699 0.080443 -0.042908 \n",
|
|
"\n",
|
|
" Trans Z mech_step run time_step \n",
|
|
"Buy_Log NaN NaN 4.954695e-04 4.712999e-03 -3.570172e-02 \n",
|
|
"P_Ext_Markets NaN NaN 1.247637e-04 5.084417e-02 4.598328e-02 \n",
|
|
"Price NaN NaN 3.915390e-05 2.184386e-03 8.069863e-02 \n",
|
|
"Price_Signal NaN NaN 4.061200e-05 1.936288e-03 8.044309e-02 \n",
|
|
"Sell_Log NaN NaN 7.235705e-04 -3.815897e-04 -4.290779e-02 \n",
|
|
"Trans NaN NaN NaN NaN NaN \n",
|
|
"Z NaN NaN NaN NaN NaN \n",
|
|
"mech_step NaN NaN 1.000000e+00 -4.014956e-21 1.413037e-03 \n",
|
|
"run NaN NaN -4.014956e-21 1.000000e+00 3.603741e-18 \n",
|
|
"time_step NaN NaN 1.413037e-03 3.603741e-18 1.000000e+00 "
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.corr()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Buy_Log 2.329671e+06\n",
|
|
"P_Ext_Markets 8.591588e+02\n",
|
|
"Price 3.221821e-01\n",
|
|
"Price_Signal 3.216262e-01\n",
|
|
"Sell_Log 2.325145e+06\n",
|
|
"Trans 0.000000e+00\n",
|
|
"Z 0.000000e+00\n",
|
|
"mech_step 8.171762e-01\n",
|
|
"run 2.886607e+01\n",
|
|
"time_step 2.887714e+02\n",
|
|
"dtype: float64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(np.std(df))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Animation\n",
|
|
"from matplotlib import animation, rc\n",
|
|
"from IPython.display import HTML"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 90,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots()\n",
|
|
"\n",
|
|
"ax.set_xlim(( 0, 1000))\n",
|
|
"ax.set_ylim((0, 20000000))\n",
|
|
"\n",
|
|
"test, = ax.plot([], lw=2)\n",
|
|
"#line"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 91,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# def init():\n",
|
|
"# line.set_data([], [])\n",
|
|
"# return (line,)\n",
|
|
"\n",
|
|
"def init():\n",
|
|
" test.set_data([])\n",
|
|
" return (test,)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 92,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# def animate(i):\n",
|
|
"# x = np.linspace(0, 2, 1000)\n",
|
|
"# y = np.sin(2 * np.pi * (x - 0.01 * i))\n",
|
|
"# line.set_data(x, y)\n",
|
|
"# return (line,)\n",
|
|
"\n",
|
|
"def animate(i):\n",
|
|
" x = df['time_step'][i]\n",
|
|
" y = df['Buy_Log'][i]\n",
|
|
" test.set_data(y)\n",
|
|
" \n",
|
|
" return plt.bar(test)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 93,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Traceback (most recent call last):\n",
|
|
" File \"C:\\Users\\mbarl\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\cbook\\__init__.py\", line 388, in process\n",
|
|
" proxy(*args, **kwargs)\n",
|
|
" File \"C:\\Users\\mbarl\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\cbook\\__init__.py\", line 228, in __call__\n",
|
|
" return mtd(*args, **kwargs)\n",
|
|
" File \"C:\\Users\\mbarl\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\animation.py\", line 1026, in _start\n",
|
|
" self._init_draw()\n",
|
|
" File \"C:\\Users\\mbarl\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\animation.py\", line 1753, in _init_draw\n",
|
|
" self._drawn_artists = self._init_func()\n",
|
|
" File \"<ipython-input-91-62cf7443769d>\", line 6, in init\n",
|
|
" test.set_data([])\n",
|
|
" File \"C:\\Users\\mbarl\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\lines.py\", line 639, in set_data\n",
|
|
" x, y = args[0]\n",
|
|
"ValueError: not enough values to unpack (expected 2, got 0)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"anim = animation.FuncAnimation(fig, animate, init_func=init,\n",
|
|
" frames=100, interval=20, \n",
|
|
" blit=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 80,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "NameError",
|
|
"evalue": "name 'test' is not defined",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
|
|
"\u001b[1;32m<ipython-input-80-3115c674a9d7>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mHTML\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0manim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_jshtml\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
|
|
"\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\animation.py\u001b[0m in \u001b[0;36mto_jshtml\u001b[1;34m(self, fps, embed_frames, default_mode)\u001b[0m\n\u001b[0;32m 1406\u001b[0m self.save(f.name, writer=HTMLWriter(fps=fps,\n\u001b[0;32m 1407\u001b[0m \u001b[0membed_frames\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0membed_frames\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1408\u001b[1;33m default_mode=default_mode))\n\u001b[0m\u001b[0;32m 1409\u001b[0m \u001b[1;31m# Re-open and get content\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1410\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mfobj\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
|
|
"\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\animation.py\u001b[0m in \u001b[0;36msave\u001b[1;34m(self, filename, writer, fps, dpi, codec, bitrate, extra_args, metadata, extra_anim, savefig_kwargs)\u001b[0m\n\u001b[0;32m 1193\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0manim\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mall_anim\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1194\u001b[0m \u001b[1;31m# Clear the initial frame\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1195\u001b[1;33m \u001b[0manim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_init_draw\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1196\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mdata\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnew_saved_frame_seq\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0ma\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mall_anim\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1197\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0manim\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0md\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall_anim\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
|
|
"\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\animation.py\u001b[0m in \u001b[0;36m_init_draw\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1751\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1752\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1753\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_drawn_artists\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_init_func\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1754\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_blit\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1755\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_drawn_artists\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
|
|
"\u001b[1;32m<ipython-input-76-62cf7443769d>\u001b[0m in \u001b[0;36minit\u001b[1;34m()\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0minit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mtest\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_data\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 7\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mtest\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
|
|
"\u001b[1;31mNameError\u001b[0m: name 'test' is not defined"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"HTML(anim.to_jshtml())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x26120d0eb38>"
|
|
]
|
|
},
|
|
"execution_count": 42,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'],df['P_Ext_Markets'], color = 'orange') #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"#plt.plot(df['mech_step'],df['Zeus_ST'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x26120d95898>"
|
|
]
|
|
},
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'],df['Z']) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"#plt.plot(df['mech_step'],df['Zeus_ST'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x26120d67a20>"
|
|
]
|
|
},
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAxwAAAHNCAYAAACU+n2rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xd8XXX9x/HXzd5JM5rONG3TnqZ70EEXpbTQQqWyh4qKIiobFRXhJ05UFBFUEBAQlSV7SRkddO/d9JY2bZN0JG2avcf9/XFuaoGOjHvv94738/HwYXJz7zlv+Kblfu53fBwulwsRERERERFvCDMdQEREREREgpcKDhERERER8RoVHCIiIiIi4jUqOERERERExGtUcIiIiIiIiNdE+PJm69ev15FYIiIiIuIT48aNc5jOID4uOADGjRvn61sCkJeXR25urpF7i+9onIOfxjg0aJxDg8Y5NJga5/Xr1/v8nnJyWlIlIiIiIiJeo4JDRERERES8RgWHiIiIiIh4jc/3cIiIiIiIiG9YljUDeAnYAbiAWODfTqfzkROeMwfIcjqdj3sjgwoOEREREZHgttDpdF4NYFlWNOC0LOufTqezHMDpdL7nzZur4BARERER8YHsH71zHXC9hy/71L7fXPRsB56fCLQAH1qWtRfoBjwPDHI6nT+yLOse4IvYdcKjTqfzb5Zl3QJciz1D8oLT6Xy4IwG1h0NEREREJLjNtCxrsWVZC4F/A7cA1cBzTqdzFnYBgmVZY4C5wERgMjDUsqxhwFXAVPf/vmhZltWRm2uGQ0RERETEB9wzER2ZjfCU40uq2liWdRfg/MzzLGCN0+lsAWqB2yzLuhLoB3zkfk43IOckrz0lFRwiIiIiIqGp9TPf7wS+Y1lWGBAOvAt8H9gOzHU6nS7Lsu4AtnbkJlpSJSIiIiIiOJ3OTcB7wHJgGfZpVpuxZzeWWZa1DhgEHOjIdTXDISIiIiISpJxO52Jg8Uken3HC18+c8PX9wP2fee4DwAOdzaAZDhERERER8RoVHCIiIiIi4jUqOERERERExGtUcIiIiIiIiNeo4BAREREREa9RwSEiIiIiIl6jY3FFQkx9Uwt/WbSb+qYWrjs7m76pcaYjiYiISBBTwSESQnaXVHH9M+soOFYLwAtrC9ny0/NxOByGk4mIiEiw0pIqkRDR2upizkNLKThWS073BACq6ps5VtNoOJmIiIgEMxUcIiHibx/n09zqIi4qnA/umM7P5w8D4Pk1BYaTiYiISDBTwSESIjYUlAHw9i1TcTgcTB+UAcDGgnKTsURERCTIqeAQCQHOw1V8sKOYARnxDMiwl1Nlp8czODOBj3aWsLlQRYeIiIh4hwoOkRCw41AFAFeM6/upx6+dkAXA/L8sp6XV5fNcIiIiEvxUcIiEgJ+8tg2AmUO6f+px+1jcWACeWrbX57lEREQk+KngEAlyFbVN1Da2MCDDXkJ1orAwB2/fPA2At7ceMhFPREREgpwKDpEgd/UTqwCYO7zHSfttJMdFArC5sJySynqfZhMREZHgp4JDJIi9veUgeYcqAfjebOuUz/vpF4YC8PEnR32SS0REREKHCg6RIHW0uoGbn9sIwAvfmkRY2Km7iY/skwzAy+sLfZJNREREQkeE6QDiWyVV9dz7+jbqmloBuG5SP2YNzTScSrxhdf4xAOaP7sWkAWmnfe64fqmM69eNVfnHOFBeR++UWF9EFBERkRCgGY4Qsnz3USb86iMWbC9mzd5SPt51hG8+u44jVQ2mo4kXPLBgJwA3nZvTrucP75UEwJTfLOSjvGKv5RIREZHQooIjRNQ1tvClJ1cDcOmY3my893wuGtkTgG/+Y63JaOIlh90bwPulxbXr+T+5aChXjOsDwDf+sY6KuiavZRMREZHQoYIjRNzy/AYAxmSl8OBVo4mNCueBy0cCUFhWZzKaeMELawqob2rlhmn9iY4Ib9droiLCeOCKUcywMgD4yt9X09Dc4s2YIiIiEgJUcISAD3cU82FeCQBPf2388cfjoiK4dExvjtU08vrGA6biiRcs31MKwJcm9uvwax+5ZgwAW4oqyL33PZpbWj2aTUREREKLCo4gV9fYwjefXQfA418ZR0pc1Kd+/u0ZAwFYquNQg8bOw5W8tfkgANnp8R1+fWJMJB/cMZ3eKbG0uuDyx1aqP4eIiIh0mgqOIPfo4t0ATOyfyvnDenzu5/3db0hf2VDEniPVPs0m3vGjV7YC8P3zB3f6GoMyE3nvdrsD+abCcr7z7w0eySYiIiKhRwVHEHO5XPxnfREA/7h+wkmfExkexh2z7Dem5/1hidbsB4HwMAfd4iL57oz2nU51Kokxkaz88UzGZ3dj/f4yKmq1iVxEREQ6TgVHENtXWsuhCnspTEzkqTcO33peDsmxkQD84u0dPskm3lFW08j6/WUM7ZV02kZ/7dUzOZYB6QkAvLnlYJevJyIiIqFHBUcQe3frIQAeumr0aZ/ncDiOL595a/Mhr+cS71m40z4cICMh2mPX/NHcIQA88XG+x64pIiIioUMFRxD7YIfdvC23Z9IZn9szOZZrJmRRUdfE5sJyb0cTL/nLInvPzvfOtzx2zYSYCAAKjtVS16gldyIiItIxKjiC1K7iKjYVljM1Jx2rR2K7XnPO4HQAPlSX6YC0YPth8o/WANA9yXMzHJHhYcdnOd7crOOTRUREpGNUcASpTQX2LMXknLR2v2bO8J54YNm/GLJk1xEAXvvu5HY3+2uv6YPsZoDLd5d69LoiIiIS/FRwBKm7XtkCwCVjenfoda0ueGThbmobm70RS7ykpKqe51YXkBQTwZisbh6//tBeSfTpFsubmw+yv7TG49cXERGR4KWCIwi1tLoASE+IpkdSTIdee/YAe0akpLLB47nEew67TyM7Wa8VT7lwRE8APilWvxYRERFpPxUcQejBD5wAfH1KNg5Hx9ZIXT2hLwD3vbXd47nEe0prGgGYO9z7BcePXt3qtXuIiIhI8FHBEWRcLhfvbj0MwJcn9evw6y9wf0K+YncpTS2tHs0m3vNLd/+UuKgIr91jZO9k0hOiOFrdoCV3IiIi0m4qOILMruJq9h6tITYy/Hgzv46IiQxnVN8UGltaWeI84oWE4g1REeFkJkUzsX+q1+4RFuZg7nB7luOGZ9d57T4iIiISXFRwBJm2xm+/vnR4p6/x84uHAfD6Jh2BGghKqxvIO1TJiN4pHukufjo/uSgXsE+rqqht8uq9REREJDio4AgyL68vBGBoz+ROXyMrNQ6A/2477JFM4l1t49Qj2XO9N04lJjKcuy+0e3Is233U6/cTERGRwKeCI4jkH6lmz5Eazh+a2e5mfyfTLT6Kb0ztT0uri/X7yzyYULzhkYWfAHDHrME+ud/ovvaxu69uKPLJ/URERCSwqeAIEi6Xi4seXgbgkT4Mbcfjvrv1UJevJd7T0NxCsfsI487s2emMCf1Tye2ZxEc7SzhUUeeTe4qIiEjgUsERJJ5duZ+6phYiwhzcOH1Al683a2gmURFh/H3ZXqobdCKRv3ppnT3L8IMLLCLCfffHeUTvJAC2H6j02T1FREQkMKngCAKFx2r56Zt234wFd0z32Mbh0X1SADhUrk+x/dXq/FIALhiW6dP7Xnd2NgA/eV09OUREROT0VHAEgd0ldufnr0/JZmBGgseue91ku49Ho/px+KWdhyt5e8sheiTFkNO983t2OqNtj1BxZQMul8un9xYREZHAooIjCPzwlS0AfGFUL49eN8q9ROf/3lDXcX/T0upizkNLAfjypCyf3z8yPIyvT8kG4JkV+3x+fxEREQkcKjgCXH1TCyVVDSTHRjLKvQTKU86xMgBYv7+MxmbNcviTu1+1lzKlJ0TznRk5RjJ8Z8ZAAD7MKzZyfxEREQkMKjgC3PNrCgC4aGRPwj3c9C06Ipxpg9IBWLBdPTn8xc7Dlby4zu638t7t0zw+7u3VPTEGsJsAHqlqMJJBRERE/J8KjgD34lr7jeeP5g7xyvX/b95QAOqaWrxyfemYRc6S40up/m/eUNITvN/s73TummMBsGbvMaM5RERExH+p4AhgH+woZufhKgDioyK8co/YqHAAXnIXNmLO3qM1fP3ptQBMGpDK9VP7G04EY909X/65ap/ZICIiIuK3vPMuVXzixbX2cqrnvjnRa8tqUuOjAFinjuNGvbftMN/+13oAfnbxMK47u5/hRLZJA9IY3TeFVfnHKK6sJzMpxnQkERER8TPtmuGwLGuiZVmLP/PYtZZlrTzh+xssy1pnWdYqy7LmeTinnITD4SC3ZxKTc9K9do+4qAhumWlvSl60s8Rr95FTKyqrPV5szB3eg69OzsbhMLNv42SsTPuI3NVaViUiIiInccaCw7Ksu4AngZgTHhsNfANwuL/vAdwKTAEuAO63LMvs4vIgV3islg92FPukB8L0wfZpVe/v0GlEJlz1t1UAfG1yNo9+eZzhNJ93g7uz/f3v5hlOIiIiIv6oPTMce4BL276xLCsN+A1w+wnPmQAsdzqdDU6nswLYDYz0ZFD5tF3F9t6Nif1TvX6v8dmppMRF8vyaAp1G5GOvbijigLvT+90X5hpOc3L90uIAKNHvhoiIiJzEGfdwOJ3OVyzLygawLCsc+DtwB1B3wtOSgIoTvq8Ckk92vbw8M5+C1tfXG7u3N+zZZ3cXH5va7JN/rtGZUSze28SSDTsY1t1/1+kH0ziX1TVz50v2Pp1HL+7Dnk+chhOd2uXDk3l5WwUPvLaKeUNO+kffY4JpjOXUNM6hQeMcGjTO0tFN4+OAQcCj2EushlqW9RCwEEg84XmJQPnJLpCba+ZT2ry8PGP39oZLn3sPgME5A8jtmeT1+30jIp3Ff1/D39ZX8sGdY7x+v84KpnG+4rEVAFw+rg9zJ48ynOb0bsus5eVti3BWRvADL//7D6YxllPTOIcGjXNoMDXO69ev9/k95eQ6VHA4nc41wDAA96zHC06n83b3Ho5fWZYVA0QDucA2D2cVt7rGFuqaWuieGM2QHolnfoEHTOyfRniYg09KqmlsbiUqQicqe1NTSysbC+ya/ZdfHG44zZn1TY3D4bC7jh+qqKNncqzpSCIiIuInPPKu0el0HgYeBpZiz3b8xOl01nvi2vJ5T6/YC8AlY3v77LSiqIgw5gzrAcCPX93qk3uGsve3F9Pc6mJKThoxkeGm47TLbecNAqCqvtlwEhEREfEn7ZrhcDqd+4BJp3vM6XQ+ATzhwWxyCnWNdtfvO2cP9ul9fz5/GO9sPcQrG4r41vQBWD6aXQlFtY32m/Z73Z3eA8Gg7vbvw6aCcgZn6ndDREREbFoXE2BcLhf/XLUfgOgI337ynZYQza8usZf3XPDQx9Q3tfj0/qHklQ1FgPc6yHtDzxT7MIG2308RERERUMERcA5V1FNe22Ts/l+a2I8B6fEA3PO6tul4y6p8u4leW6f3QDA2qxsT+6d6reu9iIiIBCYVHAGm1d3o73eXm2tz8twN9kq6l9cXse1AxRmeLR21ZNcRAG4+N4f46MCZ4QB7r8+mwnL2Hq0xHUVERET8hAqOAPPPleaXq/RIjuHBK+1jWuc9sozmllbDiYLLgu2HAZg6KN1wko4bm9UNgDV7Sw0nEREREX+hgiPAbD9YCcDZA9KM5rhkTG8yEqMBnUrkSUerG3hudQEpcZFMMjzGnXHV+L6mI4iIiIifUcERQDYVlrNs91FG9U2hb2qc0SwOh4NbZ+YA8NCHu4xmCSYFx2oBmDww8IoN4Pj+jR++oqOTRURExKaCI4BsLbIbwV11ln98ijx3RE8A1uwrM5wkeNzt7nFy9fgsw0k6p3tiNL2S7dOqmrTUTkRERFDBEVDufWM7ANP8ZG1/ekI0A9LjyTtUyfr9x0zHCXhNLa3sPFwFwMQBqYbTdI7D4eDLZ/cD4PfvOw2nEREREX+ggiNAlNU0AjCyT7Lx5VQnum2W3V165R5tEu6qe93HDM8d3sPnPVY86bqzswF4e/MhXO5T1URERCR0qeAIEI8vzQfggmE9DCf5tNF9UwB4bEm+4SSBbXdJFS+sLQTgZ/OHGU7TNQnREcRHhXOgvI68Q1Wm44iIiIhhKjgCQGuri6eX7wXgO+cMNJzm0/qlxTMrtzvREfpV6oq/Lt4DwE+/MJTuiTGG03Tdb919Yt7fcdhwEhERETFN7xIDQP7RGuqbWomNDCfMD7s4ZyTGUFrTyK5ifZrdGTUNzby64QDpCVF8fUp/03E8YkiPRAAe+vATCt0nb4mIiEhoUsERAF5aZy+1eeAKc93FT+esfnazt7c2HzScJDBtdXdr793Nf/bmdFVO90TumDUYgA/zig2nEREREZNUcASAtfvsE6BG9E42nOTkLhvXBz+ceAkYf1m0G4AfzrEMJ/Gsr062T6v61Tt52jwuIiISwlRw+LnNheVsLChnSk4a/dLiTcc5pVYXPLJwN/VNLaajBJz9pfaSo2E9/bOg7Kzk2EiiI8JobnVR36SeHCIiIqFKBYefa1tuc6G7yZ6/apt9OVLVYDhJYHlnyyEKjtUyf3QvkuMiTcfxKIfDwR2z7WVVLjTDISIiEqpUcPi5e9y9GWbnZhpOcnrXT80G4Bdv7zAbJIBUNzRz03MbAIJms/hnRbjX2v3h/V2Gk4iIiIgpKjj8WG1jMwCDuifQPcm/j0qdPdTuD7KhoIzWVn2afSYul4tL/7ocgFm5mcf7mQSby8b2AeDjXUe0j0NERCREqeDwYw+6PxW+bFwfw0nOLCE6gpF9kjla3chjH+8xHcfv/Wt1AbuKqwF45JoxhtN4T7f4KDKTovmkpJotRRWm44iIiIgBKjj8WI17huNrk7PNBmmn+y8dAcDv3nMaTuLfjlY3cK97qdyL35pEbFS44UTedfeFuQAs/eSI4SQiIiJiggoOP9Xc0sqLawtJT4giJjIw3pAO65XMRSPtze37jtYYTuOfXC4Xl7iXUl0zoS8TB6QZTuR9w90HCjy7cr/hJCIiImKCCg4/teNQJa0u+6SfQDI1Jx2A59YUGE7in/6zrojCY3UA/PqSEYbT+MbAjAQuGJZJZLj+uhEREQlFegfgp9r2Xf/uMv/sLn4q10zIIjoijMc/zqexWb0XTlRcWc9dr2wB4PWbpgRcMdkV8VERHCivI+9QpekoIiIi4mMqOPzUk0vzTUfotEz3iVr7S7Ws6kRfenI1AFed1TdoT6U6lUkD7aVjC3eWGE4iIiIivqaCw0/tLrFPMGpb/x5I7ppjAfDXxTqtCux+Gxf/ednxMf3Z/GGGE/ne/NG9AHhggZOmFs18iYiIhBIVHH6qsbmV84dmkpEYbTpKh03sb3+avau4ynAS/3DTvzewpaiCpJgI3rp5asAcAuBJ0RHhZKXGAVBR12Q4jYiIiPiSCg4/9MGOYvKP1hCobdIyEqOZPDCN7QcrWb77qOk4Ri3Yfpglu+zjYJfeNZMRfQJvxspTbjxnAAC/e2+n4SQiIiLiSyo4/NDq/FIAbpg2wHCSzmvrHbJuX5nZIAbVN7Vw4z/XA/CP6yeQHBdpOJFZ80bYy6qO1WiGQ0REJJSo4PAzTS2tPLlsLwDDeiUZTtN54/p1A+CPH+4ynMQMl8vFNU+sAmDywDTOGZxhOJF5yXGR5PZMYu2+Y7S0Bur8nYiIiHSUCg4/0/ZG7OJRvYiPjjCcpvPSEqI51wrdN9lvbj7IxoJyAP7+1fGG0/iPppZWKuqaWOWexRMREZHgp4LDz7RttM7tGbizG23aTtjKP1JtOIlvHatp5LYXNgH2UqrYqNDbJH4qP3ef0PXO1kOGk4iIiIivqODwM0+5l1Nlp8UZTtJ12WnxADy1fK/hJL51rXsp1RdG9dJSqs8YmJEAwFubDhpOIiIiIr6igsOPVNY38fqmg/TpFsvcET1Nx+myy8b1IT0hilBqu/BRXjE7D9uzVH+4YpThNP4nMymGayZkUdXQzLYDFabjiIiIiA+o4PAjbW/A+nSLNZzEc1wueH5NAVX1wX8yUVlNI9/4xzoAXvzWJKIi9MfrZKbmpAPw321aViUiIhIK9I7Ij/zxA/tEp9tnDTacxHMGZNjLqvKP1BhO4n1O9/6b84Z0Z+KANMNp/NdFI+3Zu78s2kN9U4vhNCIiIuJtKjj8SFFZHfC/zdbB4LszcgC4/795hpN438/f2gHANwO4f4qvDOmRCMCRqgbDSURERMTbVHD4ibe3HORQRT2XjulNQgAfh/tZZ2Xb/ThCYYaj8FgtAKP7phhO4v++Nd0uyn79bvAXoiIiIqFOBYefaOtLcP3U/oaTeFZiTCTnD82kpKqBd7YE75r9l9cXUdXQzKVjeusY3HaYNTQTsA9KEBERkeCmgsMP1DY2869VBQBY7qUmweTmmfayqo93HTGcxHsWOUsAuMn9zyqnlxQTybh+3diwv5zmUDrGTEREJASp4PADnxTbjfGuHt+XyPDgG5Kc7nbvhRfXFdIUhG8unYerjs/eZKUGfv8UX2lpdVHX1MJiZ/AWoiIiIqKCwy/8edFuAKYNCs4mcXFREXxpYhbwv07qweQP7zsBuOei3KAsGL3lp18YCtj7l0RERCR46d2Rn+ieGH38uNBgdPZA+5jYvy8Nzq7jGYnROp2qg9o60b+xWQWHiIhIMFPBYVhZTSMf7CgmNT7KdBSvmjeyFz2TY3h144GgagJYXtvI+zuKSQvy8fOGbvFRfH1KNi4XbCosNx1HREREvEQFh2EbCsoA6NMt+Nf+t3VQ33ag0nASz9lYYL9R7p0SPN3hfWmSu0HiG5sOGE4iIiIi3qKCw7Dfv293F7/1vOA/3ejO2RYAf/pol+EknvN79/6NW84bZDhJYLpgWA9iI8N5evk+qhuaTccRERERL1DBYdjhCru7+KDuwXcc7mcN650EwKr8Y8ePkQ10xZX1AFiZwT9+3jK0l/17UVRWaziJiIiIeIMKDsNqGlq4dmJWSDSLS4qJ5IVvTQLg60+v5Z7XtxpO1HVV9c1cM6FvSIyft9zg3mz/y7fVdVxERCQYqeAw6J8r99HY0kpUCB2lOmlAGg9eOQqAf60qYOkngduD4V+r9tPQ3KqjcLto6qB0APIOVeJyuQynEREREU/TOyWDFrkbnt14Tmgdp3rp2D7Hi44bnl1nOE3nLXYvC/vOjIGGkwS2hOgIpg1Kp7SmkQXbD5uOIyIiIh6mgsOQ0uoGFu6037D2TA69E44uGdObgRnx1De1UlEbeMfkHqtp5MO80B0/T7tj9mCA438mREREJHio4DBkg/s41dtC9HQjh8PB3OF2o8N/rtpnNkwn1DW1AHBriI6fpw3MSADgpXVFhpOIiIiIp6ngMOSpZXbH7Qn9Uw0nMedO96faTy/fF3Br99fuPQZAH/Xf8Ijk2Ei+MqkfADsPB0+fFhEREVHBYcSRqgZW5pcyrFcSU3LSTccxJizMAUBpTSP/Wl1gOE3HvLSuEID+GfGGkwSPiQPs4vsfK/YbTiIiIiKepILDgFX5pQAMVu8G3r5lKgD3vr6Ng+V1htO0z8HyOlbsKWVMVgrjs0N3hsrT5o3sRXpCNM+vKVATQBERkSCigsOABxbY3alvOlenGw3vncyXJ2UBcM0TqwynaZ8NBWUADO2ZZDhJ8MlKtZeofVJcZTiJiIiIeIoKDgMOV9jdqbNStRwH4N55QwHYX1rLm5sPGk5zZve9uR2Ar0/JNhskCLVtwv/9+07DSURERMRTVHAY0NjSyjen9icqQv/6AaIjwnnnVntpVdtyM392tLoRgOw0FYyeNrZfNwD2Ha01nEREREQ8Re94fezJpfkARKg79acM65VMeJiD51YXcLS6wXScU/q7+3SxG6cP0Bh6QVJMJHOG9eBAeR3vbTtkOo6IiIh4gN4x+VhbYzMtx/m8K8/qC8DukmrDSU5tkXv8rp/a33CS4PWtcwYAsGKP/892iYiIyJmp4PChorLa42+iMpNiDKfxP+cPywTg6sdXUe9urOdPDpbXsWz3UUDj501Detintz27cj+Nza2G04iIiEhXqeDwobX77GZxP547xHAS/3TOoAzSE6IBuPu1rYbTfF7b+P1wjsbPm+KiIrhiXB8A9hzx39kuERERaR8VHD5SVtPIHS9uBmCce2OsfFpYmIMFt08D4NUNB/zuaNS27vBnZWv8vG3qILsh5t+W7DGcRERERLpKBYePfO2ZtQDMGdaDs9Qs7pTSEqL53WUjAZj9x495e4t/HJNbUlnP5qIKNfvzkfmje5OeEM3rmw5SoyaAIiIiAU0Fh49sLiwH4KGrRxtO4v+uHN+X+aN7AXDzcxv9YhP5kl1HABjWS83+fKWvuwng5qJyw0lERESkK1Rw+MB72w4DcOvMHGIiww2nCQx/unrM8b0uFz28FJfLZTTPb9+zG9F9+xx1h/eVH7n3yvxl0W7DSURERKQr2lVwWJY10bKsxe6vR1uWtdSyrMWWZS2wLCvT/fgNlmWtsyxrlWVZ87yYOeAs2WUfpTozN9NwksByw7QBRIWH0dDcyjMr9hnL8eqGouO9QXrodCqfGdLDnk1SE0AREZHAdsaCw7Ksu4AngbZ3Wn8CbnE6nTOAV4EfWpbVA7gVmAJcANxvWVa0VxIHmOLKep5fU0hKXCSj+6aYjhNQwsIcvOfeRP6zt3aw72iNzzOUVNVz50v2Zv8Ft09Xsz8fSo6L5NKxvTlQXseC7YdNxxEREZFOas+7pz3ApSd8f7XT6dzk/joCqAcmAMudTmeD0+msAHYDIz2aNEDtdb9JPn+oZjc6Y0BGAjdOtxvBzf7jEp8vrWr7dP2ysX2w3P0hxHeuOzsbgLV7j5kNIiIiIp0WcaYnOJ3OVyzLyj7h+0MAlmVNBm4GpmPPalSc8LIqIPlk18vLy+tC3M6rr683cu/vv1YIwJjUFmP/7IFuXj8Xz4Q7aGhx8cN/r+Dr4059SpSnx/l7r9vjNy6tWeNnQESrXWA+uWwvF2W5iIkMM/ZnWXxL4xwaNM6hQeMsZyw4TsayrKuAnwAXOZ3OI5ZlVQInfvybCJz0aJnc3NzO3LLL8vLyfH7v+qYWiirziY0M54pzRms5Thcs/EF/pvxmIS9tK+e7c0aTnR5/0ud+yz0gAAAgAElEQVR5cpzrm1oorMgnJjKMK2aMIVLjZ8S8kfW8veUQMRl9ye2ZZOTPsviexjk0aJxDg6lxXr9+vc/vKSfX4XdQlmV9GXtmY4bT6cx3P7wGmGZZVoxlWclALrDNczED0+sbDwAwa2imio0u6p0Sy83n5gAw8w+LaWxu9fo939hkj995QzJVbBg0270c8cKHl9LQ3GI4jYiIiHRUh95FWZYVDjyMPYPxqvukqp85nc7D7seXAguBnzidznqPpw0wL66zl+Pcc5E+vfGE750/mLiocFpdsHpvqdfv99K6IgDumafxM+niUb1IiI7A5YJfvaMpeRERkUDTriVVTqdzHzDJ/e1JF9A7nc4ngCc8Eyvw1Te1sLHAXlWWEhdpOE1wcDgc/PMbE7ns0RW8uLaQaYMyvHavhuYW1u8vAyA1Pspr95EzczgcvH/HdCb/ZiHPrtzPlO59UAkoIiISOLROxEvaOlPfNcciOkLN/jylX1ocAMt3H/XqfdoOw/rBBRo/f9ArJZbfXWYffHfjG0W0tJptBCkiIiLtp4LDS97ZcgiAs/qd+kQl6bj0hGiumZBFWW0Tq/O9t6zqv9vs8XM4vHYL6aArx/elm3u28MEPnIbTiIiISHup4PCCwxX1vLn5IH1TY5nQXwWHp10wzN5EvMyLsxxLnPYM1bQc7y3bko577btTANhUeNJD8ERERMQPqeDwgmufXAXAxP5phpMEpxlWdwAeWbib2sZmj1+/qKyW1zcdpHdKLCP6nLSdjBiSnR7PkIxolu8uZduBijO/QERERIxTweFhz60uIP+I3V38l18cbjhN8JqQbc8cHalq8Pi197jHb1Zud49fW7puRv8EALYfVMEhIiISCFRweFBdYwt3v7YVgAW3TycmUpuNveVLk7IA+Omb2z1+7R++vAWAi0f38vi1pesm9rEPDvjhK1sNJxEREZH2UMHhQUVltQDMGdYDq0fiGZ4tXXH+0B4ArM4/RnOL55oA1je1cLiynsSYCEb37eax64rnZCZEkNPdnuWoqm8ynEZERETORAWHB/3+ffvknAuGZxpOEvxio8IZ1TeFuqYW/vDBLo9d94U1BQDMG9mT8DAdUeWPHA4H80fZs0+zH/yYVzcUeWUvj4iIiHiGCg4PqWtsYcH2YmIiw5g/qrfpOCHhoatGA/Do4j0UHqv1yDVfdHcX/9EctZbzZ9+eMZDIcAeHK+u586XN3PHiJtORRERE5BRUcHjIqr12T4jBmYmE6ZNxn+ifHs8PLrAAmPXgki43g6uoayLvUCUACTERXc4n3hMZHsaWn17Ah3dOB2DB9mKdWiUiIuKnVHB4yD9W7APgF/N1MpUv3XRuDnFR4TQ0t/LwR5906Vof5RUD8H/zhmo5VQCIjQonp3sif/3SWADmPbKMl9YVGk4lIiIin6WCw0M2uxuR9UuLM5wk9Lx581QA/vTRJxRVNHb6Ov/ddhiA0VkpHsklvnHhiJ5cO9E+teyul7ccn6USERER/6CCwwOW7DpCWW0T107MIiUuynSckJPTPYE7Zg0G4LZ3DnT6Og5gSI9ExmbpdKpA8+tLRvALd9+buX9aSmsXl9eJiIiI56jg8IDV+fb+jS+O1mZxU26emUOYA2qbXDy3uqDDr88/Us37O4ppdemNaqD68sQsEt17bxqaPXdUsoiIiHSNCo4uqqpv4q+L9wAwoX+q4TShKzzMwYd3ngPA3a9t7fCpVc7DVQDMytWRxoHK4XBw68xBADyysGv7eURERMRzVHB00aGKegDOG9LdcBIZkJHAF3OTADjvwSW42jlb0dLq4jv/3gDAvJHqLh7I5o+xx2/5nlLDSURERKSNCo4uyD9SzbyHlwFwyVgtp/IH149LIzLcQWNzK799z9mu13z/P5sB6JsayxB1iA9o3RNj6JEUw+bCch2TKyIi4idUcHRSaXUDM/+whMaWVhJjIjh/aA/TkQSIDHfw0Z0zAHhsyZkbAm4sKOO1jfZG87dvnqYeKkHgztn2AQKr8jXLISIi4g9UcHSCy+Xi4j8vB2D20EyW3TWTqAj9q/QXWWlx3DIzB4Bpv1vEytMsr3lggT0L8ov5w0iOi/RJPvGuMe5jjf/2cb7hJCIiIgIqODrl2ZX7OVBeB8DjXxmnN6p+6M7Zg48vj7rmiVXHx+tEFbVNrNhTSt/UWL5ydraPE4q3DMpMZNqgdI5UNVBU1rHDA0RERMTzVHB0wisbigB46+apOBxaguOPHA4H7946jZvOHQjAvIeXfm4T+bf/tR4AKzPJ5/nEu6bkpAMw9beLWOwsMZxGREQktEWYDhBo9h6tYUtRBdMGpTOiT7LpOHIaYWEOvjfb4i+L9lBW28TFf15OygmzUSvda/z/eNUoUxHFS26cPoAVe0r5eNcRvvb0WtbcfR7dk2JMxxIREQlJmuHogHe2HOLc3y8GYIy6UQeEsDAH79w6lQnZqYSHOahuaD7+v7FZKfzj+gkkxmhJXLBxOBw8e/0ELhljnx731afXGk4kIiISujTD0U5Hqhq46Tm7V8O1E7O47bxBhhNJew3rlcxL3z7bdAwx4NeXjOC1jQfIO1TJe9sOM2e4TpMTERHxNc1wtEN9UwuXP7YCgPmje/HrS0YQruNTRfxebFQ4b908FbD37FTUNRlOJCIiEnpUcJxBfVMLQ+59j/2l9mk3v7l0pOFEItIRI/okM3toJgBXPrbScBoREZHQo4LjDH7+9g4AcronsOj7M4iNCjecSEQ66qGrRgPgLK7iX6v2G04jIiISWlRwnEZLq4sF2w4D8ObNU+ifHm84kYh0Rnx0BC+79/Hc8/o2w2lERERCiwqO09hUWE5pTSOZSdHERWl/vUggOys7lXMGZwBw8CSNIEVERMQ7VHCcxrtbDwFw/6UjDCcREU8417ILjmdW7DMbREREJISo4DiNtoJjUPdEw0lExBO+NqU/AI9/nE9TS6vhNCIiIqFBBccpbD9YwaGKei4Z05u+qXGm44iIh3RPjAZg79Eaw0lERERCgwqOU1jsPALA5IFphpOIiCfdd/EwAJ5attdwEhERkdCgguMkmlpaeWCBE4CLR/cynEZEPGlsVjcAXlhbyObCcsNpREREgp8KjpNo60bcPz2e6Aj13RAJJj2SY/jdZXYDz/l/WW44jYiISPBTwXESv/3vTgBumDbAcBIR8YYrzupD75RYAP7vDfXlEBER8SYVHJ/hcrlYmV8KwEUjexpOIyLe4HA4eP2mKQA8u3I/6/YdM5xIREQkeKng+IzVe49RVFbHgIx4kmMjTccRES/JSIzmZ+4N5Jc/tpK6xhbDiURERIKTCo7PWOQsAeDuubmGk4iIt31lUj8GZMQDcNsLGw2nERERCU4qOD7juVUFAAzpqWZ/IsEuLMzBG+6lVe/vKObhjz6hvkkzHSIiIp6kguMEu0uqqGpo5ouje9Gnm5r9iYSCxJhIHr5mDAAPfrCLn721w3AiERGR4KKC4wRvbDoIwOScdMNJRMSXLh7Vi5U/ngnA82sKyDtUaTiRiIhI8FDB4dbY3MojC3cDcOVZfQ2nERFf65kcy+8ut/tzzP3TUlpaXYYTiYiIBAcVHG7FlfUA9E2NNZxEREy5YlwfUuOjAPjTh7sMpxEREQkOKjjcHvrwEwBuP2+w4SQiYorD8b9N5A8v3M22AxWGE4mIiAQ+FRxuWw+UA3DukO6Gk4iISX1T47hrjgXAvEeW8bclewwnEhERCWwqOIAVu4+yq7iaUX1Tji+nEJHQ9e3pA/n1JSMAuP+/Oyk8Vms4kYiISOBSwQGsyi8F4LszBhpOIiL+ICzMwbUTs7h+Sn8A7np5i+FEIiIigUsFB/ZabYDRfVMMJxERf3L3hUOICg9jZX6pGgKKiIh0UsgXHG1LJeYM60FmUozhNCLiTyLCwxiTZX8QsWhnieE0IiIigSnkC45nV+4DYOogNfsTkc/7xReHA/DcmgLDSURERAJTSBccjc2tPLF0L1HhYXx5Uj/TcUTED/VItmc+V+wpNZxEREQkMIV0wbGvtAaAjMRow0lExF8lxURyw7T+tLS6WPrJEdNxREREAk5IFxyPuc/Xv/vCXMNJRMSftfXnWah9HCIiIh0W0gXH7pJqAMb372Y4iYj4s8kD04mOCOPp5fsor200HUdERCSghGzBsWL3UbYUVTAlJ43uiTqdSkROb5r7YImisjrDSURERAJLyBYchWX2cbjXnZ1tNoiIBISrxmcBcM/r2wwnERERCSwhW3B8UmwvpxrRO9lwEhEJBG0zHJuLymlqaTWcRkREJHCEbMHx5LK9AMRFhRtOIiKBICYynHMGZ+BywbtbD3X49YudJfxnXSH/WVfIzsOVXkgoIiLinyJMBzBh31H7ONz5o3uREhdlOI2IBIp75+Wy5MEjvLHpIPNH92736z7edYSvPb32U49tuHc2qfH6+0dERIJfSM5wPLksH4CpOeouLiLt1zM5FujY8bgVdU1c99QaAO6/dATnWhkAvL3loOcDioiI+KGQLDhaWl10i4vkirP6mo4iIgEkPjqCm8/NAWDtvmPtes2K3UcBew/INROy+ONVowH466I93gkpIiLiZ0Ku4KhuaOb5NYWEhzlMRxGRADS+fyoAr6wvatfz/7J4NwD3XDQUgIRoeyXr4cp6ahubvZBQRETEv4RcwdHW7K9fWrzhJCISiM4ZnEF6QhQvrC2krObMTQD3lNh7xrJS4wCICA/jx3OHAO0vWkRERAJZyBUcv3tvJwA3z8wxnEREAlXbcdr7SmtO+7y3Nh+krqmF66f0J/aEE/HOHdIdgDX7yrwXUkRExE+0q+CwLGuiZVmL3V/nWJa1zLKspZZlPWpZVpj78Z9alrXGsqwVlmVN8GLmLtnrPqFqXL9uhpOISKD6+pT+ANz7xumbAK7KLwXg8nF9PvX44MxE+nSL5a3NB8k/Uu2dkCIiIn7ijAWHZVl3AU8CMe6HHgTucTqd0wAHMN+yrLHAOcBE4GrgL96J2zk1Dc3sLWvkwQ92caiinguGZZIUE2k6logEqPHZ9j6OPSU1uFyukz6ntLqBf68uAGBor6TP/fySMfaxuruKq7yUUkRExD+0Z4ZjD3DpCd+PA5a4v/4vMAuYCrzvdDpdTqezAIiwLPfZj37g2/9az3ffLOLhjz4B4NbzBhlOJCKBLDYqnAtH9KCuqYVXNxw46XPK65oAuGbCyU/Dmz00E4CfvHb6WRIREZFAd8bGf06n8xXLsrJPeMjhdDrbPtKrApKBJKD0hOe0PX7ks9fLy8vrdNjOun5ELGdndCMyKpK02AjCKg6SV6Ez8INRfX29kd8x8R1/GeP5AyJ4dyu8umY3Q+M+P0uxpqgWgKzohpPmDXe5yIgPx0GrX/zz+Bt/GWfxLo1zaNA4S2c6jbee8HUiUA5Uur/+7OOfk5ub24lbdk0u0CMvz8i9xbfyNM5Bz1/GuH9TC7xRxPL9NfTPGUxMZPinfv7jhcsBGD44m9xBJ5/wnba1kVc3HiCj7wDSE6K9njmQ+Ms4i3dpnEODqXFev369z+8pJ9eZU6o2WpY1w/31XGApsBy4wLKsMMuysoAwp9N51EMZRUT8TkxkON8+ZyAAW4oqPvWzsppGNhWWMyAjnmmnKDYAeiTbW+N0PK6IiASzzhQc3wN+ZlnWSiAKeNnpdK7HLjxWAq8AN3kuooiIfxqfbZ92d+XfVlLd8L8mfoucJQCMdB+feyq3zbL3k/118Z5Tbj4XEREJdO1aUuV0OvcBk9xf78I+keqzz7kPuM9z0URE/Nt5uZmMz+7G2n1l3PniJh6/7iwAHllodxf/3vnWaV8fFW5/5lNR10RpTaOWVYmISFAKucZ/IiKe9NiXxwGw/WAlAAu2Hz7e76d70ukLCIfDwS/mD/NuQBEREcNUcIiIdEFaQjSXjunNgfI63th0gBv/aW9SfP2mKURHhJ/h1f/z92V7vRVRRETEKBUcIiJddOV4u9fGbS9sAmDOsB6M7pvSrtfOzLX7cWwuPOnBfiIiIgGvM8fiiojICSYNSON3l49kf2kNsZHhfH1K/3a/tndKLIMzE1ixp5QVu48yOSfdi0lFRER8TzMcIiIecOVZffnBBUO4eeYg4qM79lnOjdPt43W/9vRab0QTERExSgWHiIhhl47tTf/0eBpbWqmsbzIdR0RExKNUcIiIGOZwOLhoRE8AZj+4BOfhKsOJREREPEcFh4iIH7hj9mCiwsMormzggoc+1kyHiIgEDRUcIiJ+IDzMwdafnc9Z/ezu5R/vOmI4kYhI1yzcWczP39pBeX2L6ShimAoOERE/ER0Rzm8vHwnAo4v3GE4jItJ5B8rruP6ZdTy1fC+VKjhCno7FFRHxI72SYwG0j0NEAtrVj68E4Ktn9yMrpf1NUCU4aYZDRMSPxEaF863pA2hudfH2loOm44iIdMrB8noAfnLRUMNJxB+o4BAR8TMXj+oFwMo9pYaTiIh0TqvLxY3TBxAVobeaooJDRMTvDO+dTFR4GP9eXcCRqgbTcUREOuTJpfm4XPZhGCKggkNExC9dOrY3APlHqg0nERHpmMVO+5S9r5zdz3AS8RcqOERE/NCc4T0A+MU7OwwnERFpv5V7Slm2+yjhYQ56ug/BEFHBISLih6YNyiAlLpLwMP01LSKB4+dv2x+S/OqLww0nEX+i/5KJiPih8DAHI/uksLmwnPLaRtNxRETaJTLcwYD0eK4a39d0FPEjKjhERPxUWnwUAO/vKDacRETkzIor69lSVEFWWhwOhzaMy/+o4BAR8VN3zbEAdR0XkcCwcGcJANlp8YaTiL9RwSEi4qfS4qMB2Hu0hg80yyEifs7lsv//OzMGmg0ifkcFh4iIn4qKCOPV704G4EMVHCLix1wuF/e9td10DPFTKjhERPzY2KxupMVH8eK6Qoor603HERE5KZcLGptbiY4IIyMh2nQc8TMqOERE/Nys3EwAvvrUGsNJRERO7tEl9l6zW88bRJg6jMtnqOAQEfFzP5s/DIDdJdW0troMpxER+bzFTnvD+BXj+hhOIv5IBYeIiJ+LiQznopE9aW518cqGItNxREQ+5ZPiKtbuKyMpJoLuSTGm44gfUsEhIhIAvn++fURuVX2z4SQiIp+2eu8xAL5/gWU4ifgrFRwiIgEgNc5uAvjO1kOGk4iIfNrjH+cD9iEXIicTYTqAiIicWUyU/fnQ+v1l1De1EBMZbjiRBKP1+8t4e8tBAL4wqpfeQEq7REWEMWlAKsN7J5uOIn5KMxwiIgEgOiL8eOfxVpc2jovnVdQ2cdmjK3h6+T6eXr6PS/+6goq6JtOxxM/lH6lmd0k1qfFRpqOIH1PBISISIMId9lGT7207bDiJBKPNReUATBuUztScdAC2uB8TOZWFO+3TqUb1STGcRPyZCg4RkQBx9sA04H//gRfxpD98sAuA22cN4vZZgwB40P2YyMm0trr45Tt5AFwzMctwGvFn2sMhIhIgRvZJoX96PFpQJd5wqLwOgCE9ko7/jh0qV3f7UOdyuWhbxelwgMPxv6Z+tU0tACTHRpIYrbeUcmr67RARCSCNza28s+UQd86uZmBGguk4EiSeX1NASVUDV4/vS7z7jePl4/po+V6Iq6pvYs5DSzngLkZ7Jcew/Eczjxcdv3pnB2B3Fz+xEBH5LC2pEhEJIJeN7Q2A83CV4SQSLEqrG/jxq1sB+MbU/scfjwx3UN3QzItrC0xFE4P2HKlmxH3vc6C8juiIMGIiwzhYUc/dr9m/K6vzS3l+TSEAF4/qZTKqBAAVHCIiAWTW0EwAvvvvDdS7lzOIdFZLq4sLHloKwGVj+zAoM/H4z747IweAxc4jRrKJWbc8txGAOcN6sPxHM1n2w5kAPL+mkOdWF3DV46sAuP/SEWQkRhvLKYFBBYeISAAZ0TuZwZn2UqrnVuuTZ+max5bs4Wh1AwC/vnT4p37WOyUWgP9uO6zjcUNMXWMLOw5VEhcVzp+vHUN6QjTpCdH87OJhAMdnOXJ7JnH1+L4mo0qA0B4OEZEA4nA4ePk7kxl53/vUNjabjiMB7FBFHQ8scALw7q3TiI74dDPJsDAH35kxkEcX72FLUTnTBmWYiCkG3PHiJgCm5KQTEf6/z6avO7sfZ2V3Oz67OrRnsvZuSLtohkNEJMDEuruMt62fFumoFXuOcvb9CwH4zoyBDO2VdNLnTeifCsDfl+31WTYxq7XVxXvb7cMCfn/FqE/9zOFwMKxXMuP6pTKuXyqxUeEnu4TI56jgEBEJMG0NAA+U13GsptFwGgk0xZX1XPvEagBG9knmh3OGnPK551rdGZyZwGLnEf2uhYh1+8sAuGVmDsmxkYbTSLBQwSEiEmDCwhz8Yr69lvqtzQcNpxF/53K5uO/N7Vz31Bque2oNE3/9EQDXTMjizZunnvH1/dPjAVi775hXc4p/+M86e+b0rOxUw0kkmKjgEBEJQOP62W8GPt6lE4Tk9F7fdIBnVuzj411HqKxrYlTfFM4b0p37Lh7artffep7ddfwP7zu9GVP8SK/kGM4ZrD074jnaNC4iEoCG9kpiSI9EPtpZwp4jagIop7Z8dykA79w6lWG9kjv8+rbfrUMV6joe7Eqq6vnP+iK665hb8TDNcIiIBKjzcrsDsEtNAOUUispqeXl9EekJ0Z0qNgBiIsP52uRsquqbeXl9kYcTij8pPGZ3FJ88MM1wEgk2KjhERALUF9zdfe94aZPhJOKvdpdUAzBvZM8uXecrZ/cD7NOtJHi1HbV9ydg+hpNIsFHBISISoAZ3TyQtPupz/RNE2vzktW0AXNTFgqNtWdWrGw5Q6m4UKMGnraFfTITeHopn6TdKRCRAhYU5mDuiBxV1TeoELZ9T09DMgfI6UuOjGJvVrcvXu35KfwB2HKrs8rXEP0VHhJMSF6kTqsTjVHCIiASwbnFRADyzfJ/ZIOJ3Xtlg77eYldud8LCud4OeNjgdgIc/+qTL1xL/U17byO6SaiYPTPPI74vIiVRwiIgEsNtnDQbg2ZX7cLlcZsOIX2loagXg7gtzPXK9c63u9E2NZe2+MipqNaMWbN7YZPf0SY2PMpxEgpEKDhGRANb2SWRpTSNFZXWG04i/cLlc/H3ZXgAiwj33n/phPe2TrhbvKvHYNcU/NLXYBeoPLjh153mRzlLBISIS4P5wxSgAXt94wHAS8RdVDc0crrT7ZsRGeu5QgR/Otd+MPrp4j8euKea5XC7+5F4q59BqKvECFRwiIgFuVF/7U+cVe0oNJxF/8doGu/i856Jcj67H75kcA4CzWL1fgklNYwtV9faRuAlR6gktnqeCQ0QkwOV0T2Rcv26szC9l52GdICSweq9dfE4blOHR68ZEhnPjOQNwueCNTZpRCzY/uTCXMG0YFy9QwSEiEgRm5WYCsOOgCo5Qt7ukine3HqZ/ejxWj0SPX3/+qN4ArMrXjFqweMy9RE7LqcRbVHCIiASBC0f0AODOlzZzpEqN2UKVy+Vi1oMfAzB/dC+v3GNoryRiIsN4fk0hJe59IhLY2mbE5o30zu+MiAoOEZEgkJUaR//0eADG/+pDzXSEqJ+/vQOAlLhIbpk5yGv3uXxcHwCOVjd67R7iG9sOVLB2Xxm9U2Lp4d6jI+JpKjhERIKAw+Hgte9O5rKx9hvBH7y82XAi8bVdxVU87W4A+f4d073avG1qjr03pLCs1mv3EN9Yt+8YADedm2M4iQQzFRwiIkEiJS6KBy4fSWp8FNsPVlLT0Gw6kvjI6vxSzv+jvZTqe7MH0z3Ru59UJ8dGAvDHD3Z59T7iXWU1jdz3lj0rNj67m+E0EsxUcIiIBJGwMAcTslMBeG/bYcNpxBcKj9Vy1eOrABjaM4mbZ3r/k+qzB6aR0z2BSA82FRTfe2FtIQAXj+rFoEzPHzAg0kZ/U4iIBJl7vzAUgGdW7DMbRLyupdXFrAeXAHDreYN48+YpOHx01FDfbrFsPVDB4QptHA9ELpeLJ5bmA/CHK0cZTiPBTgWHiEiQSYuPAmDrgQrDScTbCo/V0tDcSnxUOHfOHkyED2ccst2HFCxylvjsnuI5R6sbOVZjb/qPUO8N8TIVHCIiQSYmMpzbzrNPKHp/u5ZVBbN/r94PwK8uGeHze3/7nIEAuFw+v7V4gAt74H75xeE+mxWT0KWCQ0QkCM2w7FOEvvXP9ZRWqy9HsNpcaM9ijetnbsPvT9/chktVR8D5h5Zcig+p4BARCUJjsroxd7jdDPBb/1xvOI14w/r9ZazZd4wJ2an0TY3z+f0zEqKJiQyjqcWlWY4AtKXILlbPGZxhOImEAhUcIiJB6vdX2BtB849UG04i3nDZoysAuOKsPkbuHxbmON5c8C+LdhvJIJ2ztaiCpZ8cZUiPRCPFqoSeiM68yLKsSOAfQDbQAtwANAPPAC5gG3CT0+ls9UhKERHpsPjoCC4c0YN3tx7mjU0HmD+6t+lI4iENzS0A9E6JPd7124QrxvXhgQVOFjlLuOU873U2F886WFEHwJcm9TOcREJFZ2c4LgQinE7nZODnwK+AB4F7nE7nNMABzPdMRBER6aybz7XfBC5xHjGcRDzp4Y8+AeDq8X2NbvjtnhRDcmwkGwrK2VVcZSyHdMwe96zn2KwUw0kkVHRqhgPYBURYlhUGJAFNwCRgifvn/wXOB1777Avz8vI6ecuuqa+vN3Zv8R2Nc/DTGHdMY7M90fzqxgN8dVgUUeGBcRqNxvn0Cg4eBWBqRqPxf09fGZXMn1cd5fUV2/nCkOQOvVbjbMaD79v9N0qK9hNWEen1+2mcpbMFRzX2cqqdQDowD5judDrbto1VASf9Wyc3N7eTt+yavLw8Y/cW39E4Bz+Nccd9bbLdBHDQ4MHERXX2r33f0jifWmuri0UvvE9iTARjRg4zHYfW5Ar+vGoZb31Sy12XTOrQazXOvnegvI7m1nxmWBmcO2GkT+5paujqkksAACAASURBVJzXr9eBGf6is0uq7gAWOJ3OwcAo7P0cUSf8PBEo72I2ERHxgJ7JMQBsLNBfy8FgV0kV1Q3NtLT6x9FQw3olM3lgGoXH6jhQXmc6jpxGa6uLOX/8GIDpg3Q6lfhOZwuOMqCthe0xIBLYaFnWDPdjc4GlXYsmIiKeMKRnEgDPrykwnEQ84ZX1RQA8eOVow0n+Z3x2KgD/3XrIcJLQ5Dxcxa3Pb+Sm5zbwwmn+nD++NJ+qhmbCwxxcP7W/DxNKqOvs3Pofgacsy1qKPbNxN7AOeMKyrCggD3jZMxFFRKQrzhmcwYD0eHUTDhIr8/+/vTsPjKo89zj+newkIRBIwhb25RA2EWSXpQIuiHVFW7XWurRebe2qt3a5Wm/rtV4vta0LVnsrdal63QqCiqgg+6qyhcO+bwmQheyZmfvHmQQoUUgyM++Zmd/nnzaTmXN++s7E88x53/c5CkBeh5aGk5x0x9ju/DGwkF3Cy+vzc8kTn9b/PGfdQQZ0asWATqfPbN99tIxH39sMwNx7x4Y1o0iTCg7btk8A1zfwq/HNiyMiIqHg8/uZ/cUBfjklj/aBKVYSedbtK2LD/hK+ZmXTtW2a6Thn+O2cfG4b0524OBW34fLH+VsAaJOWxM8v7cv9b65j6p8Xs/2RKcTHeXhi/hZmf3GA7QVlAHxvfA+s9u4pViU2qPGfiEgMGNI1E4BtR9QEMJJ9sddZhzO5X3vDSU6XnpxAZqqz21F5jddwmtjyRaBj+D/vGcO0C3Jpm+YsqS2rrmXlzmM8MX8r2wvKuHxgB741siv3XWyZjCsxSgWHiEgMuGlEFwD+/c11hpNIU/l8fn79z40AXNK/neE0p/N4PNw9oRfg3E2T8Niwv5iFWwrqO4Z7PB6+f5EzDg+8uZ7rn10GwJM3ns9TNw3hP68aQEK8Lv0k/PSuExGJAQM7qcFXpKsMdBfvkZ1G2/Rkw2nOlBjo8VK3TkBCb/1+5+7GN4Z1rn/sivM6AjAnsIDfateSqYM6hj+cyCkiY0N2ERFplqSEOK4Z0om31u6nssZLSmK86UjSSI+9bwNw4/AuhpM07JqhuTw0exPFFTWmo8SEdfuKeOCt9QCM63Nyi9us9GTe/cGFrN9fTLzHw8UuuxsmsUkFh4hIjEgLNP275+W1/PXWYYbTSGOVVtYCcNOIroaTNCwjJZEeWWkstAuo9fo0dSeEVuw4yg1/WQ7AiO5t6J51+gYCDe1SJWKS/hqIiMSIB6b0BeCjzUcoLte30JGk1utj1hf76dgqhRZJ7r07Ve31caKqljW7j5uOEtUen+fc7frJ5D78/fbh2vJaXE8Fh4hIjEhNSuD+S50daqq9PsNppDHW7y+mxuvH6/IF2Y9eMwjQ+yuUjpdVs2rXcXpkpXHvxN4kJ7i3ABWpo4JDRCSGtExxti5dYB8xnEQaw+tzCo3HrjvPcJKvlpLoXFa8umqv4STR6bM9xxnz+48B6Ncxw3AakXOngkNEJIYMCFykvL/hkOEk0hgvLN0FgNv76dU1I1y965jhJNGnotrL1U8vpbzay+DOrXnsukGmI4mcMxUcIiIx5PwumfTvmIGmfEeWTQdKAFzfITq7ZTLXDc0lIU6XF8H2i7edHan6dcjgnXvGkJqkfX8kcugvgohIjPH6/MzPP6Ku4xFi8dZCdhQ6naJzWqaYjnNO9hdV8PHmw6ZjRJXtBc7n9YXbtMOcRB4VHCIiMWZSnrMv/87CMsNJ5GxqvD5u/usKAK4/pbmbm31zuJNz1S7tVBUsS7cVsm5fMeP6ZEdM0SlyKhUcIiIx5tIB7QHUoC0C1I3RgE4ZjD+luZubDe6cCcAzC7ZTVlVrOE10WLvHKd5uHuHOpo8iZ6OCQ0QkxtTtJPTAW+sMJ5GzeWROPgDfGBY5F5rxcR4uCXS3VsHRfKWVNTw+bwsAw7q1MZxGpGlUcIiIxJie2en0ykmnxutXA0CXq6z1AnDtkFzDSRpnXOBuzP6iCsNJIt/jHzhN/qYMbE9mWpLhNCJNo4JDRCTGeDwepgSmVdVttyruU13rY+76Q/TKSXd1d/GGtEl1Loz/9NFWw0kiW63Xx+ur9wHwxA3nG04j0nQqOEREYtCPJvUB4IWlO/G7vHt1rHpkrjOdKhLH59IB7clKT+YTu4ATmlbVZBsOlFBR4yUrPYmkBF2ySeTSu1dEJAbFBTrIHS+vYd9xTXtxo3fXHQRg5m3DDSdpPI/HQ5926QAs237UcJrI9dZa5+7Gf7u8w7zI2ajgEBGJUf8zzbmIeWvtfsNJpCFJ8R6mDc0lNzPVdJQm+eXleQA8u3C74SSRa/HWQgB65aQbTiLSPCo4RERi1HmdWwGwbEeh4STyr1bsOMqB4krTMZqla9s0AOzDpYaTRKbP9xaxo7CMKQPb07lNZBadInVUcIiIxKheOS25oGsmy3ccI/9giek4corlO44BcPmgDoaTNF16cgK3jOpKaWUt7284ZDpOxFm9y3kP1DXqFIlkKjhERGLYpH7OxcwWfQvtKtVeZzvccb0jo9nfl7luqLOd710vrVGjyUaq9vqAk59RkUimgkNEJIZNDlzMlFRqJyG3KKuq5alPomPdw6Dc1vXvsetnLDOcJnJUVHt57H2n/0a8x2M4jUjzqeAQEYlhyYGtNn/9zgbDSaTOgUCzvEl57ep3E4tkT9wwGHDWciywjxhOExkenOV8Hsf2ziItOcFwGpHmU8EhIhLDcjNT6d8xA0Bdx12gxuvj608uAeCK8yJ3/cap0pIT6rf2XbJNGxScjdfnZ36+U5jNuHmo4TQiwaGCQ0Qkxk0Z6FzYPqPtS41bvK2Qihpn/cblA6Oj4ADqi9rnFu00nMT91u45zrGyajq1bqG7GxI1VHCIiMS4u8b3BODvy3bh80VeV+toMuvzAwC8+W+jSYiPnv9EZ6Unc/X5nQDYUXDCcBp3qwwUnL+7eoDhJCLBEz1/zUREpEni4zy0SIynvNrLdl0MGjV3vdNdvGvb6Ou7MLpnWwBeXL7bcBJ3e/szpxFnuu5uSBRRwSEiIky/3uk67vXrDodJKYnx3Dq6G1npyaajBN20CzrTOjVRd9HOom6di5r9STRRwSEiIvVmLt1lOkLMWrKtMOp7VdR6/cxctpuyKm3D3JDVu45xuKSKa4fk0i4jxXQckaBRwSEiIgzu0hqATQfUcdyUT7cWAHBxFDd665WTDsDuo+WGk7jT0u1HAbhsQHvDSUSCSwWHiIjQoVULxvbO4ot9xSwLXPRI+JRU1vDswh0AjO6VZThN6Nw9wdmg4L/eyzecxH0qa7xM/3ALAF/rm2M4jUhwqeAQEREAbhzeBYBvPrfccJLY84NXPgNgUl50X2iODCwc33pYmxP8q5JKZzrdeZ1bEx8FDR9FTqWCQ0REALhsYAd6ZqeZjhFzfD4/6/YVAfDEN843nCa0MlISmWBlc6ikkvc3HDIdx1VOVDrrWqYNzTWcRCT4VHCIiEi9qYM6AlBUXm04SWworqjh52+t43h5DcO7tYmJrVB/cFEv4OSaFXE8MteZZpaWHG84iUjwqeAQEZF6rVokAvDE/K2Gk0Q/v9/PVU8t4fXV+wD4z6tio9Fbn3YtAXhlxR582oYZgKpaL/PzjwAni36RaKKCQ0RE6n17dDcAXlq+m1qvz2yYKPfyij3sLCwDYMnPL8Jq39JwovBomZLIN4d3Nh3DVZZuczZqGNApg8Qo6jAvUkfvahERqRcf5yErPZlan5+N2iI3pF4KdNx+6+7RdGrdwnCa8Gqf4fzzbi2sMpzEHaoDxf3vrhpoOIlIaKjgEBGR0/z3tEEAvLpqj+Ek0Wv30TI2HyplgpXNkC6ZpuOEXb+OGQDM3VJqOIk7vLBkFwAJ8dqdSqKTCg4RETlN3Rz7VbuOG04SvRZtLQRgUG5rw0nMmNyvHe0ykpm3rZTi8ujurn4uNuwvBqBzm1TDSURCQwWHiIicplPrFlzavz3bjpxgze5jpuNEHb/fz0OzNgJw88guhtOY0zvHKWy//4+1hpOY9VH+YUqrarllVFcyUhJNxxEJCRUcIiJyhqnndQDg2meW4fVpJ6Fgen7RTmp9flKT4slOTzYdx5inbhwCOHd7FthHDKcx40RVLbfPXA3AlYM7GU4jEjoqOERE5AxTB3WkR5bTBPCBt9YZThM91uw+xu8C/Rbe/+E4PJ7YnbPfKjWRRya3B+DWv62iJgZ3RTtUXAnA6J5tGdo19tbySOxQwSEiIg16/a5Rzv+u3sfS7YWG00S+pxds49pnlgFw70W96NJW8/XP75jKeZ2ddSxFMbiW48FZGwC4aURXw0lEQksFh4iINCgrPZlHr3G26fz+K58ZThPZDhZX8Nj7NgCPTzuPeyf2NpzIPaYNzQXgv97LN5wk/OqmK07MyzGcRCS0VHCIiMiXumFYZ7q2TeVYWTXFFbH3DXRz7D5axuur9/L66r2MefRjAL49qivXDc0lQc3d6l0XKDiqamNrSlVljZflO44xvFsbUhLjTccRCSn9xRMRkS/l8XiYnNcOgJufX2E4TeQor65l/H8v4P431nH/G+vw+aFdRjIPXtHfdDTXSUmMp0dWGnPWHaSq1ms6Tth8vNlZKB8fF7vreCR2JJgOICIi7vbzy/ry/OKdrN9fzPGyajLTkkxHcr373nAW2udmtuDV744EnClqcbq4bFDdv5c1u48zumeW4TThUR24o/PwlSpCJfrpDoeIiHylhPg4fvN156Low02HDaeJDB/nO99ez/r+heRmppKbmappM1/hkaudtUKxtAXz35bsBND0OokJepeLiMhZ1e0k9P7GQ4aTuN+KHUepqPFy6+hutNHdoHNSd+PnuUU7zQYJo3WB7uLtMmK3F4vEDhUcIiJyVoM7t6Z/xww+3nyEvcfKTcdxrYpqLzf8ZTkAE6xsw2kiR6+cdAC2HCo1nCQ83t9wCL8fvje+B6lJmt0u0U8Fh4iInJPh3dsAcMOzywwnca+6JokDO7VigqWtTs9V69QkrhuaSzQvcfH7/UybsZTzfjOPu15aA8BlAzoYTiUSHio4RETknPxiSh4AB4ormbl0l9kwLrR4ayHvfH4AgBe+M8xwmsgT53HeW7O+OGA6Skg8s3A7q3Ydp7iihptHduH31w5kcGCqoki0U8EhIiLnJDE+jo9/Oh6AB2dt5FBxpeFE7lHr9XHzX51tg5+6cQht0zUvv7Fuu7A74KyBiUaLthQCsPyBifz2qoHcMKyL4UQi4aOCQ0REzlmP7HRuGuFcKP34tc8Np3GP22euBpypVJcP0jSZpuiT0xKAl1fsobQyuppMbjtSyrIdR2mdmkj7Vimm44iEnQoOERFplLrmdct2HI2pRm1fZmdhGQu3FADwyp0jDKeJXHFxHr45vDMAWw6fMJwmuFbtOg7ADyf2NpxExAwVHCIi0ihJCXEM7+YsIP8k0C05li3Z5kyV+c8r+9MyJdFwmsg2vo+zs9e1zyylsiZ6itmnPtkGwLDA50Yk1qjgEBGRRnv4KucuR1WgW3Ise3HZbuBkrxJpuksHdKBT6xYA/OLt9YbTBMeh4kr2Ha9gWLdMBnRqZTqOiBEqOEREpNGSAt2R6y62Y9W+4+XYh0sZ06stg3JVcATDO/eMAZxeFdHgmqeXACe3lRaJRSo4RESk0dplOAtfP9tbZDiJWQtsZ+2Gio3gyW6ZzC2julJe7WXN7mOm4zTL25/t40BgN7efTLYMpxExRwWHiIg0WlpyAt8d16P+Tkcs8vv9/G5OPgDfGdPNbJgoU7eW48NNkb1GaH4g/z/vGUN8NHc1FDmL2P0vhYiINIsHqKjx8s/P95uOYsRLy3dTUeMlIc5DVpr6bgTTxLx2AMxYuJ2yqlrDaZpm77Fy5qw/SPesNK3vkZingkNERJrkqvM7AbBse3Q2ajubZYEGdfN+PI44fXsddHVrHv7t5bWGkzTNtgJna99xvbMMJxExTwWHiIg0SV6HDJLi43h11V72HC03HSesdhaWMXf9IbLSk+mRnW46TlR67lsXAPDplgKWbi80nKbx7vu/LwC4ekiu4SQi5qngEBGRJvv26K4A3P3KGsNJwqvwRBVAfdd1Cb5WqYnMuHkIAKsDjfMiRVWtl8IT1aQlxTNQW+GKkNDUF1qW9QDwdSAJeBpYCLwA+IENwD22bWuDdhGRKHb/pX2ZuXQ3G/aXUFnjJSUx3nSksNh2xJkuo0ZuoTWkSyYA0z/cwr0R1KX7peV7ALh2aK4Wi4vQxDsclmVNAEYDY4DxQGdgOvAr27bH4qwlvDJIGUVExKUS4+MYG5ij/t6Gg4bThM+THzudo1unqrN4KOVkpDDBcnasOlhcYTjNuXv7s30A/OwSbYUrAk2/w3EJsB54G8gA7gPuxLnLAfAecHHg96fJz89v4imbp7Ky0ti5JXw0ztFPY+w+N/VL5qPN8LeFNn1TSoNyTDeP89HyWvYXVdAvO5n4kgPklxwwHSlincs492vtYwHw2D/X8N1hbcOSqzmKK71s2F8CwN4dW4nz6A6Hmz/PEh5NLTiygK7AVKA7MAuIs23bH/h9KdDgpMW8vLwmnrJ58vPzjZ1bwkfjHP00xu7TrdoLb+1l3aFK+vbtiycIF1huHucxj34MwNcG5JKX19dwmsh2LuOclwczVs7h7U3FPHbTaBJd3vvlzTX7gN08eEU/+vfrbjqOK5j6PK9ZE1try9ysqZ/ao8AHtm1X27ZtA5WcXmC0BGK7/ayISIxokRTPjyY58+sXb4u83YQa4+3P9rG/yJnao87R4VPX2b5u7YybzfrCueOl7vMiJzW14FgMXGpZlseyrI5AGvBRYG0HwGXAoiDkExGRCDCiuzPV5d0vonMdx8qdx7jm6SX8+DVnq9N31Dk6rB68oj8Af12803CSs4vzwKDcVgztmmk6iohrNKngsG37XeAzYCUwG7gH+CnwG8uyluHsXPVGsEKKiIi7jerZlqz0ZF5bvbd+y9hoMWPhdq5/dhlr9xQxrk82/zG1H4PVOTqs6v5924eCs0YoVHYUnOATuwCf33/2J4vEkCZvi2vb9v0NPDy+GVlERCSCjejehjnrD7LnWDlZ6ckNPsfv91NW7a3/OTUx3tVdujcdKOHR9zYDcP+lFndP6GU4UWxq3yqF8X2yWbilgGXbjzKqpzsXj289UtddPNtwEhF3aXLBISIicqppF+QyZ/1BKmu8X/qcb/115WnrPIZ3a8Prd40KR7wm2XTQ2W3ol1PyuHNcD8NpYts3hnVm4ZYCPt9b5NqCo6yqFoDLB3UwnETEXdy91YOIiESM5ASn6d8v3lrf4O8/sY/UFxu/nOLsWLNy1zE+2HgoPAEbqarWy8/+z1mzMTEvx3AaGdnDKTJ+//5mfD53Tlm67411wMnPgog4VHCIiEhQDOuWSVpSPLuOljd4l2PxVqfYePH24dw5rgdvBO5sfLqlIKw5z9Wdf3e21BzQKYPuWWmG00hmWhIjezid3d1ZbkBqUjzd2qbSM1vvF5FTqeAQEZGgSIiPY3K/dgC8uXbfGb+v22GoX4cMAHq3awnAyyv24HfZItsDRRX1hdBr3x0VlN4i0nyjezpd7Q8Uua/reEFpFaWVtYzrk633i8i/UMEhIiJB88vL+wHw+qq9pz2+o8BZTHvN+Z1oG1hQ3qpFIt8c3hmA7QXu6q+wJDD168Er+pGWrOWObtEuw3nvPL1gu+EkZ3px2S7gZM8QETlJBYeIiARNqxaJAHyxr7h+ChXAzKW7AM5Y7Fs3L3/S9E+pqv3yxebh9o+VewA1b3ObG4Z1oUViPP9YuecrNycIN5/Pz4xPdwBw94SehtOIuI8KDhERCZqkhDhevH04ADf/dQUvLNlJZY2Xmct2k5GSwLQLOp/2/CsHd6JHYH3EQ7M2hj1vQ/YXVbB2TxEje7RR8zYX6pTZAoCNB0oMJzlp7/Fyqmt9pCTGaTqVSANUcIiISFCN7Z3N98Y7W8g+NHsTw343H3B6KTTkpTtGAPCPlXvZsL84PCG/woodRwHo2z7DcBJpyH9MdabtPb9oh+EkJ72ywrkj9l/XDDScRMSdVHCIiEjQPXBZHs/dcgFjerVlUG4rJuXl8OLtIxp8bsfWLXg0cKE29c+LjW95+vC7mwD4zphuRnNIw/p1dArB9zYcYtWuY4bTwOZDJTwbmE41tEsbw2lE3EkFh4iIhMTkfu14+Y6RvHzHSJ7/9rCvXEx7w7DOtElLAqDC8Nz8ovIaAHIzU43mkIZlpScz4+YhAEybsYwnP95qNM+G/c7Urn+/tC9d2uo9I9IQFRwiImKcx+Phnq/1AuAPH24xluPxD2wAfnBRL+LjNBffrS4d0KF+atXj87YYnYpX1xxyqrqLi3wpFRwiIuIKVw7uCMChkkoj599fVMGTn2wD4MYRXYxkkHN324Xd6zvWT/3zYmq9PiM54jzQPiOF3MBidhE5kwoOERFxhaz0ZLpnpbFm93F8BhoBbgx8S373hJ50aKWLx0hw+4Xd6dTaGavvvLCKgtKqsJ6/pLIGnx+uPL+jdqcS+QoqOERExDWqarwcLK5k9ubwb3n6+DxnOtXY3tlhP7c0TVychzn3XgjAoq2FjHvsk7D2c3kqcEcsIyUxbOcUiUQqOERExDX+fKOzGPi1dUVhPW9ReTVbDp+ge1YaI3top6FI0jo1ieUPTCQpPo6KGi+/fTc/LOf1+fy8stzZDvd743qE5ZwikUoFh4iIuMbQrplc1DeH45Ve9hwtD9t5564/BMCwbpmaGhOB2rdKYcF9EwB4Y82+sJzzL4t2UFpVS0piHAnxupwS+Sr6hIiIiKuM7tkWgNnrDoTtnN7AmpH7LukbtnNKcHVs3YKbRnShosYbll2rZn/hvD/fuWdMyM8lEulUcIiIiKt8e3Q3APxhWjju9/uZHli/IZFtTK8sAN5ddzCk59l2pJSNB0r4mpWtjvQi50AFh4iIuNLj87ZQE4atTr0+P8cDzf7qmg9KZJoysANJCaG/tFmx0+lwPrx725CfSyQaqOAQERFXSYyPIyctATjZ9TtU/H4/LyzdBcDPLu6jZn9RoLrWx4yF2zlRVRuyc9TdfLt2SKeQnUMkmqjgEBER17lhUGvgZOfvkJ3n2eX8do6zq9EV53UM6bkkPOp2GSsMUU8Ov9/Pr97ZADjb8orI2angEBER1xnTJQ2A1buPhWwtx18+3c7KXc7UmJm3Dadr27SQnEfC64ZhnQEorw5NPw5f4O3YPSuNrPTkkJxDJNqo4BAREddplRJPn3bpbC8oq58vH0yHSyp5ZO5mAOb/ZDzj+6jZX7RokRgPwEOzN4bk+KWVzjS/q8/XdCqRc6WCQ0REXOknky0AlmwrDOpxa70+Jk9fCMC3RnalV056UI8vZk3Ma0d8nIeVO49RWRP8uxzTP9wCQHpyQtCPLRKtVHCIiIgrDejkbDf63KIdQT3unz7aSkmls6D4oa/3D+qxxbzE+DiGd3PWcXyUfySox671+nh11V4AvjWqa1CPLRLNVHCIiIgr5WamcvnADlTW+NhVWBa04760Yg8A838yTrtSRamHr3QKyddW7w3qcf/40Vaqa31kpSeTqO7iIudMnxYREXGtukZub6zZF7RjJsZ7uPr8TvTKaRm0Y4q7tG+VAsCnWwqCety67uKvfW9kUI8rEu1UcIiIiGvdOKILAE9+si0oTQA/31vE4ZIqEuN1ZyOatUxJ5K7xPQFYGqQ1QPkHS9h1tJzLB3agZ7bW/Yg0hgoOERFxtQ6Bb6sPFlU2+1gLbGdO/0V9c5p9LHG3sb2du2M3Pr+ifmeppvL5/Fz2x0UAjOqp7uIijaWCQ0REXO1nF1tBP+Yl/dsH/ZjiLmN6ZdUvHt97rKJZxyqrdjYZyEhJ4KbAXTcROXcqOERExNXqFnb//v3NzTpORbWXJ+ZvDUYkiRB3jusBwMPvNq8nR13ryXsn9sbj0XQ8kcZSwSEiIq72NcuZ/nSsrLpZxzlS6kzJGtWjrS4aY8TowPSnLYdPNKtj/WOBYjdBu5qJNIkKDhERcbVWqYkM65bJhgPFeH1Nu2j0+fxc/+wyAK4flhvMeOJiackJTLCyOVZWzdz1h5p8nONldd3F9d4RaQoVHCIi4npen5/Sylo+3ty0Rm6LtxVyuKQKgMsGdAhmNHG5H0/qA9Dk947X52fR1gJ6ZqfRKjUxmNFEYoYKDhERcb1fXt4PgPLA4t3Gqnvdy3eMICUxPmi5xP165jhb2L65dh++JtwhW7P7OCWVtVTVNn9bZpFYpYJDRERcLzPwzXJd47XGmhOYTtMmLSlomSQypCcncOvobgDkHypp9OvfXee85x65emAwY4nEFBUcIiLiem3TkwGYn9+0aTHzNjoFR07L5KBlksgxvLuzPe7Mpbsa/dq6tR91d0pEpPFUcIiIiOu1apHI98b1ICWx8f/ZWrP7GFW1Pm4d3a2+cJHYMmVgB9pnpPD66n2NagK4YX8xhSequG5oLp1atwhhQpHopoJDREQiRmWNj4/yDzfqNfM2Os+/sFdWKCJJhOjcxikYfvzaF+f8mrqF5nVdy0WkaVRwiIhIRJjcrx0Ai7YWnvNryqpqefbTHXg8MCnweolNz37rAgB2Fp5o9GunDuoY7DgiMUUFh4iIRIQLurWhZXICVbXec37NwWKn2d8FXTNDFUsiRJu0JKYMbM/2gjL++fl+SiprvrKvS2WNl+kfbgljQpHopYJDREQiRpXXxz9W7q3vGn42v5m9EYBbR3cPZSyJEN8e1Q2AH776OYMemsdF/7PgSzuQF55w+rYM7ZpJvDqMizSLCg4REYkY1w11Oj0fK6s+p+dX1jh3QyZY2SHLJJFjRI+2PHPTEH51eR5xHth9tJyH393U4HMfnu08/s3hXcIZUSQqqeAQEZGIMTaw8HvP0fKzPre61seqXccZ1aMtackJoY4mEeKy6Zx8pQAAB2RJREFUgR24Y2wPlj8wEYC/LdnF1sOlpz2n1uurXys0dZA604s0lwoOERGJGK0CDQCfmL/1rM/9cFPjdrOS2JKTkcJPJ/cBYPIfPq2/GwaweFshFTVe8jpkqDO9SBCo4BARkYgxumcWPbLT2HSwhONnmVb11tp9APzmyv7hiCYR6PsX9aJtoPv8Q7M21j8+K9DR/rdX6b0jEgwqOEREJKKc39nZcepsdzA+CvRQ6NAqJeSZJDJ5PB7m/nAsAK+u2suWwNSq9wLdxbu0STOWTSSaqOAQEZGIct8lFgB//uSrp1UlxcfxbxN60jIlMRyxJEK1y0hh+vXnAXDxHz7lN7M3UlHj5ZZRXcluqc70IsGggkNERCJKm8AUmL3HKr50S9OPNx+m2usLZyyJYNcMyeWaIZ0AZxE5wBh1phcJGhUcIiISUZIS4vjRpN4AvLl2f4PP+WRzAQAT++aELZdEtunXD+axawcxtncW3x3Xg0v6tzcdSSRqqOAQEZGIc9kAZ6vSJdsKz/hdQWkVLy7fTXpyAhd0axPuaBLBrh/WmRdvH8EvpuSZjiISVVRwiIhIxLHat6RNWhJvf7afbUdOnPa7q55aAsDkfu1MRBMRkX+hgkNERCLSTSOcDtCTpi9k7Z7jrN1znEfm5rO/qAKAR64eaDKeiIgEqPWqiIhEpB9O7M0/Vu6h8EQ11zy99LTfzb13LC2S1LBNRMQNVHCIiEhESoiPY/5PxvP53qLTHs9KT6ZfxwxDqURE5F+p4BARkYjVOjWJCZZ2ohIRcTOt4RARERERkZBRwSEiIiIiIiGjgkNEREREREJGBYeIiIiIiISMCg4REREREQkZFRwiIiIiIhIyKjhERERERCRkVHCIiIiIiEjINKvxn2VZOcAaYDJQC7wA+IENwD22bfuaG1BERERERCJXk+9wWJaVCDwLVAQemg78yrbtsYAHuLL58UREREREJJI1Z0rV48AM4EDg56HAwsD/fw+Y1Ixji4iIiIhIFGjSlCrLsm4FCmzb/sCyrAcCD3ts2/YH/n8p0Kqh1+bn5zfllM1WWVlp7NwSPhrn6Kcxjg0a59igcY4NGmdp6hqO2wC/ZVmTgMHA34GcU37fEihq6IV5eXlNPGXz5OfnGzu3hI/GOfppjGODxjk2aJxjg6lxXrNmTdjPKQ1r0pQq27bH2bY93rbtCcDnwC3Ae5ZlTQg85TJgUVASioiIiIhIxGrWLlX/4qfAc5ZlJQH5wBtBPLaIiIiIiESgZhccgbscdcY393giIiIiIhI91PhPRERERERCxuP3+8/+rCBZs2ZN+E4mIiIiIjFt6NChHtMZJMwFh4iIiIiIxBZNqRIRERERkZBRwSEiIiIiIiGjgkNEREREREImmH04XMmyrDjgaeA8oAq4w7btbWZTSVNZlpUI/C/QDUgGfgtsAl4A/MAG4B7btn2WZT0IXA7UAj+ybXuliczSNJZl5QBrgMk4Y/gCGuOoYlnWA8DXgSScv9ML0ThHlcDf7Jk4f7O9wJ3o8xxVLMsaAfzetu0JlmX14hzH9suea+KfQUIvFu5wXAWk2LY9Cvg58D+G80jz3AwctW17LE5H+yeB6cCvAo95gCstyxqC0xdmBPAN4ClDeaUJAhcpzwIVgYc0xlHGsqwJwGhgDM44dkbjHI2mAAm2bY8GHgZ+h8Y5aliWdT/wPJASeKgxY3vGc8OZXcIrFgqOC4H3AWzbXg5cYDaONNP/Ab8+5edaYCjON6MA7wGTcMZ9nm3bftu29wAJlmVlhzWpNMfjwAzgQOBnjXH0uQRYD7wNzAbeReMcjbbgjFkckAHUoHGOJtuBa075uTFj29BzJUrFQsGRARSf8rPXsqyon0oWrWzbPmHbdqllWS2BN4BfAR7btuv2dy4FWnHmuNc9Li5nWdatQIFt2x+c8rDGOPpk4XwBNA24C3gZiNM4R50TONOpNgPPAX9Cn+eoYdv2mzhFZJ3GjG1Dz5UoFQsFRwnQ8pSf42zbrjUVRprPsqzOwCfAi7ZtvwKcOuezJVDEmeNe97i4323AZMuyFgCDgb8DOaf8XmMcHY4CH9i2XW3btg1UcvoFh8Y5OvwYZ5z74KylnImzZqeOxjm6NOa/xw09V6JULBQcS3DmkGJZ1kicW/gSoSzLagfMA/7dtu3/DTz8WWA+ODjrOhbhjPsllmXFWZbVBafQLAx7YGk027bH2bY93rbtCcDnwC3AexrjqLMYuNSyLI9lWR2BNOAjjXPUOc7Jb7ePAYnob3Y0a8zYNvRciVKxMLXobZxvS5fiLEr6juE80jy/ADKBX1uWVbeW44fAnyzLSgLygTds2/ZalrUIWIZTWN9jJK0Ey0+B5zTG0cO27XctyxoHrOTk+O1E4xxt/gD8b2AMk3D+hq9G4xytGvO3+oznmggs4eHx+/1nf5aIiIiIiEgTxMKUKhERERERMUQFh4iIiIiIhIwKDhERERERCRkVHCIiIiIiEjIqOEREREREJGRUcIiIiIiISMio4BARERERkZD5f8piG+4gnjlKAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"# plt.plot(df['time_step'],df['Z']) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"# plt.plot(df['time_step'],df['Demand'])\n",
|
|
"plt.plot(df['time_step'],df['Price']) #, logy=True)\n",
|
|
"#plt.plot(df['time_step'],df['TDR_Ext'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x26120e05be0>"
|
|
]
|
|
},
|
|
"execution_count": 45,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'][1:],df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"plt.plot(df['time_step'][1:],(1/250)*df['P_Ext_Markets'][1:])\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<matplotlib.lines.Line2D at 0x26121fdf5c0>]"
|
|
]
|
|
},
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsMAAAHNCAYAAAD7bnavAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XeYG9XZNvBbbXvvXq/X3bLcCxgb2xgHA6YTSoCQNyGhJCFvCqRXkkB4IRA6gXwJNRACoQQwLriDG7bX3dZqvfb23rtW9ftjpPWurd1VmdGMNPfvunKFlUZnHmuk0TNnznmOxu12g4iIiIhIjbRyB0BEREREJBcmw0RERESkWkyGiYiIiEi1mAwTERERkWoxGSYiIiIi1dLLteOioiKWsSAiIiKisFi4cKHG1+OyJcMAsHDhwrDv02w2w2QyhX2/FF48zurA46wOPM7qwOOsDnId56KiomGf4zAJIiIiIlItJsNEREREpFpMhomIiIhItZgMExEREZFqMRkmIiIiItViMkxEREREqsVkmIiIiIhUi8kwEREREakWk2EiIiIiUi0mw0RERESkWkyGiYiIiEi1mAwTERERkWoxGSYiIiIi1WIyTERERESqxWSYiIiIiFSLyTARERERqRaTYSIiIiJSLSbDRERERHSOw1Xt+NMnJ1DV2it3KJLSyx0AERERESlLRUsPrnt+JwAgPTEG9148ReaIpMOe4QjQ1mPDzN+tx1XPfC53KEREROSnmvY+bLM0wuF0yR1KwHafahn4b7dbxkDCgMlwBGju7kePzYnjtZ1yh0JERER+uvPVfbjjlX3YXtIkdygBe3JTidwhhA2TYSIiIiIJ1LT1AQD67E6ZIwlcrF6HmfkpcocRFkyGI0BLj23E51t7bPjGy3vx5Eb1XMUREREpnkbuAIKn1QCFGQlyhxEWTIYjwMNrzSM+f7KhC9tLmvD05pNhioiIiEi96jusaB2lo4oiB5PhCKDTCpeWCTG6IY+73W48vNaMxz+1yBEWKVRtex/e2VeF9l6eqImIxNbaY8Pi/9uMBQ9uHHE7t9uNLqsjTFGJy+Vyo7wl9HJqz2w+ieue34mKlh4RopIOS6tFAO9dFq1m6P2Wjj47/t9np8MfECnaU5tK8M7+arT2Tsd3VkyWOxwixXK73Xhq00kkx+lx1/JJcoczIm+d13Ge29YdfXY0dFoxNScJGk0E34uPQN1+JrgbjjdIHIl03tpXCQAw6ELrM31uSylsThfMdV0Yn5koRmiSYM8wUZSxOYQSPnZH5JXyIQqnxq5+PL35JB76xAy3gmtHWe1OLP/zViz/81b0O4SJWF/9+x5c9uRn2H26ZZRXk9TWH6vHhF98ghe3nxryeGefXaaIQtfZJyT89186LaR23FDu92owJsNERKRKCs5/h+gfdGHrcApBm+uEUpuRehs+mpxq6gYAHKvpCKmdbZZGPLmxBN39yjmm6YkxcocQFhwmQUREFGE0Gk3kZPPklx+8dRCdVgfmFKTiElOu3OGoCnuGiYiIiGTW6enld/EaJ+yYDBMRERGRajEZJiIiIiLVYjJMRERERKrFZJhIRGuP1mFXabPcYRAREZGfWE0CEFbr6rPh7uWTZC1eXt3Wi9v+vgeLJ2bisZvnAgAOV7XjQGW7X68flxEvZXg0ghO1nbj2uR1weGY+lD9ylcwREdHZ+h1OuN1AnEE3+sZEMnK73fjwUC0yEmNw0bTssOyzp98BnVajyu8He4YB/Oy9I3h4bTHqOqyyxlHZ0ouq1j78p6h64DFLfReAc5diJmWxNHQOJMJEpEyLH96M6b9dj44IXgyB1KG6rQ8/evsQvv7y3rDsr6PPjpkPbMB5D20Ky/6UJqRk2Gg0XmA0Grf5ePwao9G4z2g07jYajXeHso9wcim4ZuOKMF0ZEhFFq7ZeIQmO5JXBSB3szvCuINplFb4TSlrwI5yCToaNRuPPAPwDQNxZjxsAPAngMgArANxjNBrzQgmSiIiISAnWH68L6/6uf34nnt18Mqz7VJtQeoZPAbjBx+MmAKUWi6XNYrHYAOwAsDyE/aiC3enCgcq2IY+5XG5Ut/cN+xoFd2RHFbfbjfoOK1wjDIPo5pKoRBHjaE0H7n/7EA5V+TcfQ+kaOq3YcbI57L2JarWluDGs+ztU1Y7ntpaGdZ9iaOy0wu6MjEQl6Al0FovlPaPROMHHUykABi/Q3QUg1VcbZrM52N0HzWq1Drvf0tJSdCUZwhyR4ENzB17c2zLwt9lsxqsHWvH2UeFk3dnVBafLOST2J3c2DWnDbrPL8p4q0UjHOVCfWDrx3J5m3DI7DXcsyDjn+XePteOlotYhj4l5HF4pasX+2l789uJc5CWP/Pl0u93YUyqcqJuammA2R3eSLuZxJuUS+zi/ucOCnRU9aGg9kwybzWZZJ1CPpNvmHPhvi8WCeIMWbk9vSHV1NZ5cfwzFTf34zcW5WDo+Ua4wQ6b07/OR+j58cKIDRTVCJ5VeK3xuGhuFjqzOzs4h8dfWdQ78d01NDcyGDvijuqoK6Bx6rne53JK+Nw3dZ4YOCf8m4btRUmIBADQ1NcJsDmx40dqSM//+6upqmHXC+6TE4yxFNYlOAMmD/k4G4PPy22QySbD7kZnNZh/7PQ0AmDJlCgrSE8IeEwBsqS8FcCYZNplM0JqPwPvWpSQnQ6ftHxK7Zn8PhGsNgSHGIMt7qkS+j3NwNtSUAGiGKybJZ5uOkmMAhibDYh6Hd177BADgSs6FaZT16o/VdKC+uwwAkJ2dDZNpqmhxKJGYx5mUS7zjLJzrU5KTAfQM/D8gfGeVmgwLE/4qAABGoxGJsXpoNGWA242CggK0FwlJVmZuHkymAhkjDY3Sv89vnzyOPVW9A39rNBqYTCbk1JcCaENKSsqQ+O/b8NnAf48dOxYmU/4oexA+nwXjxmFydiKAM5PpNVqNpO9NclsvgCoAwPTp0/HOWxsAANOmGQFUIDs7BybTlIDaPNBZAUAoNVpQUACTSRgxK9dxLioqGvY5KapJmAFMNRqNGUajMQbARQB2S7CfiPfhoRpM/OUneGNPhdyhUJTosztH34jCrqy5B7/+4CiKKlpH35hIAp+fbMI9r+/H0Wr/eicpdMX1XaNvpEDtvXb02JzQaoBYfeBp4gcHq/H7j44PGT5YVNGKTScaxAxTVKIlw0aj8atGo/Eei8ViB3A/gA0QkuCXLRZLjVj7EVNTVz+WPrJFtv1b6rvgdgPF9Z2jb0xEEWvt0Tq8+UUlXtvFC18lWXesXu4QwmbN4Tp8eqIBm8zKTUiijUYDXDErcusH/O7qGQjmZsl9bx/Gq7vKh4zJ//vnZbjr9f2oGWEelJxCGiZhsVjKASz2/Pe/Bj3+MYCPQ4osDGrb+xR7YIhC1dJjw8IHN8KYl4x/3b1Y7nAIyi7fSMq14aykvay5B07WNVccl9uN1U99BrvThfU/uijodo5Ut+Pu1/eLGJly2BzKnOTJFeiIolRDpxUtPTbsOtUy+sZEpDhFFa2I1evOqV6wk0u+K4bV7sRjG4RJZjaHe2BoRE8I9XpLG7tFiY38x2SYyId+hxM6jQZ6HRdpJKLwa+2x4cYXhOk2kXyrPdoNXqTCoFPmBEwaHX/pic7S2mOD8TfrseKxbXKHQkQisNqd+P1HxyVrv6y5B/e9fQjbLOLVn+13cDIshUdZcw9u+OsuucOQFZNhorO09doAgOPJiaLEyYZuvLqr3O/t23ps2FLcgF6bf7e6txQ34oODNXhpR1mQEfrvnn/uR2uPTfL9kHocr+1AY1e/3GHIiskwERHRII9/asG3Xt2PN/dUBvS6cEyQ3FnaAnMdKxBFm6rW3tE3IskwGSYiIhqkz7PiG+t2U7iIOcSGAsdkmIiIiIhUi8kwERERkZK5haEUrC8tDSbDRERERApmc7qw/M9b8ef1xXKHEpWYDBMRERFFgOZuVhKRApNhIiIiIlItJsNEREREpFpMhomIiIhItZgMExEREZFqMRkmIiIiItViMkxEREREqsVkmIiIiIhUi8lwBOl3OOUOgYiIiFTmzT0VcocgKSbDEUKn1cDudOO1XeVyh0JEREQBeDRCV44zaIU0sbbDirae6F3wg8lwhPjGhRMAAJWtvfIGQhGjtr1P7hCIiFRtfGYiAKCxs1/mSIKj1Wrwx+tmAgBcbrfM0UiHyXCEyE+LR1KsXu4wKIIcru6QOwQiktgTn5bIHQJ5rDtWf85jMToN7lw2EQad/+lWDTsywo7JcISbkpOEj/93Ga6YlSd3KKQg4zMT5A6BiMKgtoOJU7Q5wo6MsGMyHOH0Wg1mF6Qi3qCTOxRSkBljUuQOgYgkdsWsPOi1GrnDIEC0DqmJWYmitEOBYTI8yNObTsodwoCPDtfKHQIRUVTydTubSAmm5yXLHQI2HFff94PJ8CB1HVa5QxjAyU/K8/7BGjicLtn2f7CyXbZ9E5HyfXCQnSgUuu0lTXKHEHZMhhXgjT2V6O53DPt8YowOqfGGMEZEvjhdbhyr7Rz2eb1Wg9sWFSJGL+7XKjlOmDj5KsvqRbw1R+pG/K4TBSMzKQYA8JkfScwzW07C5YreqgBKwbc4su7AMBlWiPLmHgDA4QcuG/J4dnIsjv7+claSkMnZPxrOYc5wyXF6FD+4WpKLloJ0YTKc2Ek2yeN4DSfHRKvhzg+hOlY78mfG+/vgzznC7QYaupRzFzRa/ekTs9whyCYSO+/46wrg6VvnYeH4dLnD8EkDoc4fyeO5raV+bafTaqAPoHROMLQafg6Iwun13eVwB1Bbdc/pVpQ0dIkeR1Xr0GFzkdTjplbd/faQ2/jBJVNFiCT8sjx3KiIJk2GcuQ1NdLbWKF5xh0htFhSmYWxa/KjbaTwXns3dNjR1B7ZYAud7kFhuWlBwzmMVLT2S7e+OCycgIUadlamYDBMRkSrce/EU5KfFjbrdkJswHPtJCrK/og0nJbj7AAC3X1CIRJUOyWQyTERERBQhOq2hD8GgoZgMExEREZFqMRmOIDanCy/tKEMXrwqJiAhAW6+dIzkiQHe/A1stjXKHQcNgMuzhdrtR0doT0MxhKVW29p7z2PxxaQCAegUtDkJEFEkUcooXhbeU2t6yVpkjoZFcPlNYqnnHyWaZI6HhMBn2cLrcqGrtw+cyfVj3V7QBwMA68//6ohK9NueQbf5nyfiwx0VDvflFhdwhUIQrqmyTOwRVc0TRagjfWTE5qNdZ6qWZgEW+LZqYwbUCFI7JsMf9lxkBAB198gxBaOoSyvcYdFrctmgcAMDmkG/pXxK8uqsc7b1nPhOHq7gkMoXmjd28oJLT/66cEtD2HxyskSiS0GUmxQS1GM9LO8okiEY9TGNSwravdT9cjie+MnfIY9VtLN8nNibDHmP9KLcjBYNOgxXTsoc8Ni03ecTXcDnX8GroFIalXDErjwtfUEhWTMuGgSsJympidmJA2+8+3SJRJOGXlxKH6XnJA3WUKXCp8Qas++Fy3HtxYL3ydqdr4LckEKYxKVg6JWvIY49tsATcTrit9gwNiRQ8K5/lnzL02hh0vk9M289aZz7eIBTD/v1HxyWPiYTkF8CQnuGTjd1oCbAIP5FXQowOFS29LI0UAcamxWNOQSqUnjYGegcx1qDDZyVN6Hc4R9+YRNPvcGHNkbqgEuLBpuUmIUbi1U7FEGnXW8p/R8MkL1VYlWhveStKG8M7niohZuhYojkFqQCAXpsTfYPGDa+Ylo04gxaHqzs45isM4j0r8Xh7hnJThLsHHx+ulS0mimxpCQYAwLv7q2WORL1yU+LCeptbasunZo2+0SDeHOXzEk7mCqfvenqSn958MqR2Jmcn4XRzDz49ruwluTWaM3OgIgGTYY+kWD3+eN1MAMCqJz7D5F+txZzfb8D8P36KhQ9uxHkPbcIFD2/Cz989MmpbPf0O3PTCLtz0wi4cqT4zxvTZzSdx3kObcMlftg35ID98w2wAgFYD6LQaLByfgbmehLhr0JAIvU6Lby6dCAC4/KnPsNl8bpkWt9sN56AJIm63G/e9fQjLHt2Cix/biq+/vFcxFTOUbvnULOSmxA78fd+l0wCcmYBTVNGG+X/8FP89JF1y7Ha7USnh8psUXj9fPR2AUCaR5JEUq8e6Hy5HSpz/E5qsdic+PFSD003dEkYWnJ9ebkS65yLLHw9dPwsAP4PhduOCsQCEyfGbTjQE3Y43B/BVcUpJNBoNDj9wGd6+Z7HcofiF0xsH+fqSCUhLiMGu0mYkxOjhcrsH/ud0AbtPNWPnqdGvpq97fidKG4WT5t6yVswpSMOG4/X4y8YSAEBzdz+KKtqg81w1JcXqcfT3l0Gr0Qw89v69S/HegWpMyBw6vu3nq6ejMCMBlvouOF1uXDApY8jzd79ehE3mBqz5/jLMGpuK//fZ6YEJIPmpcfispAlud+TdwpCDVqPB9p+uxMs7yzAxM3HIe+ZyuXHjC7sAAClxevzwkmlDXvvXbaV4c08lnrltPhaOTw86hv8eqkGPLfTbma/vLsfao3V4+MuzMSk7KeT2KDgcqxmZntxUgr9tP41ZY1Ow5vvLR9y2u9+B13eXY9HEDEzPk74Hek5BGg7+7jI8sq4YL+8cfWKcIQJusStRT78Dr+4qR6LnjmGgpuQk4627F+O2v+9Ba48t6DiMeSPPKVKSxFg9kuP8v1CTE5Phs1w7Nx/Xzs33+dz97xzyq55jt/XcCW5PehLhd7+zBF976Ytznj/7A6PTavCV88b5bP+2RYU+H3c43dhkFq446zqsMI1JwaPriwEARb9ZhTf2VOLJTSWjxk9nxBl0uPdiYfb54HGenxytAwB8aXoOXr7j/HNet+5oPWra+2Cu6ww4GX5jTwVi9FrcvLAAv/7gGADgvPHpKG8ZvSdgu6XJ5+MvbDuFug4rDle3Y2JWIp7adBKJsTrcc1FwpZmI1ORv208DAPrto/embjjegI8P12Lh+HS8990LpQ6NwsTbEztllAnuIynMTBj47/eKqvH2vir87poZmDU2NeT4KDS8RBTZx4drUd9pxZWzz8ykdLncKPaM8ZXyQ1931mIcla29cLmB5Dg9MpNih3kVBcM7ufG+VdPOec7mcOFoTUdQ7bb32vCb/x7Dz949gq5+B3ptTmg1wNRc/3pzPzzsuQuQFj/k8cGfjeZuG57efBIPry2Gg7dKSSZbLY2467V9OFod3HclnLwd+hmJMaNu6/1OcaXQ6LKzVLgr/N0Vk0Rp7539Vdhb3op95VwwRQmYDIusrFkY3/ktz7iewe5bNQ1xhuBusQTDOzbYO0aMxDU2LR6zC8S9uBm8HoB3aPdPLjf6fXvdoNPi6jljMDFr+PJRbi7eSgrw8aFabDI3Kn6JWpvTFdCqdeuOyTexyeZw4Q8fH8f6Y3WyxRCtvMMNCzP8K81XXN8l6WqH/Q5XSMMtRnJ2JSs1YDIskak5kTOuh4iIfNtZGlyd4dR4ecZKvrKzHD/1Y6I3BUav1eBiYzZm5Ps3DrzCM6zNKNG48cc2WLDgwY04Xiv+nRXv6rezC9JEb1upmAzLxA3g/QM1sDvZSxdp7E433i2qHlK1QwpKnLlOpFZzArwLFB8j35ScXhEm3VLocpJjcdWcMec83md34gs/5h/5o6Vbmt7h6XnJIU3+jjRMhsPglV3lAITSaV417X2oD7H49mi8q9RwBru4jnmuxHUS1FBcN+j25j8+F2aGj0tPGG7zIUoaunC6afQybM9uLg0uOAraZnPwpZRIfmkJhoFFj6TyXlE1/vH5aUlKX/b0O/D2/io4A2i7tLEb3/7nfqyXcdhHtNobxeOE23psOOXH75DSMBkW2eDVyryK6zoBANfPHzvwmMvTq/j4zXPP2T4YLh8nuWbPSmkXBViUnUbmPXaP3Dhb9La3Fp8Zq+Vyu5GXEodrhqlucrZtnrGXF0zMGHG7mnauax9OHb12HKgU6o1LcQFF0eHH/zmMhz4xo7ZD/E4SS4MwgfvsibUj2XGyCRuON/hVrk2t7E437nxtf8Cvc0l4V7G5ux97TrfINjn6v4eEsdVZfkw2VRJVJ8PlIi9m0N3vOHPiOOs3Lz81DuMyzu3hE+un0eHjy6WBBksmZSItIbI+lGp2did+rCHwr+gNCwpEiobEYHcJP0q/vtIEHe/SABAm9x4JsuKKaDHIuvfhSZko3bdqauAvUuobpRCHq9pH3yiM7n3jAG79f3sGyqyGm8Mz9PMnlxtl2X+wVJ0MP71JWBYxNV6cZLHXs1rc9fPyIVcH0BWz8kbfiIjCLi6IC5toZa7rGliYSC5dPurBE/lyqqkbhyOgBCBw5s5fT7+848YjbXimqs/OMXotZo1NEX2Q+Pmj3Kam6MeLEqLh9dqUk4jO5oIHNIovTgtjfM9T0YQytVF1MgwA+an+j6EiilRMzol8K0jnbwD55+ZhVoVVi5/857BktY3lpvpkmIiIKJpE1g3q6OVrYnsgEmPDt0iXV1OXMPHe7mMC3lZLEw5UtIU7pLBgMkxERORDn6der1Oh9eCHW9hjSo5/y7eTtEZaCXQ0183LR2ZSrIjRBOarF4yXbd9yYDJMRETkg7fiUIGPSkAjmTdO/JW7zh7q9ONLpyFW77vn0KDjT7sS3HvxlKBfOzaAMnhSUNv4aH5jiIiIRvDDS4IoSUaqkpsSJ3cIFAImw0RERApjqe+SOwQKwGUzcuUOgULAZJiIiEhhvMuxE5H0mAzL5GClslatIf9tPBGelX0+PdEQ8mxkIhJPXYcVf9t+CpUtvZLvS6vVwJibLPl+KPw2mxvlDoHOwmRYJvWdwvrzvpZoJmXzLn09Ll3aY+d0uQeWtiQi+VW29uL/1hXjlV3h6bWNjwl/aS2Sns1H2TKSF5NhiTV29eM/RdUDCdRg541PxyKJVqs7VtOBveWt7FkMwqfHR+/5vWrOGEwIoWzOcFq6+4f8/eiNc/x+rc0x+gn2VGMPthSzV4IoFE4f5/ORNHf3o6PPLlE0o3MFGC8A9NrlXc432nEhJGXRyx1AtKtqFW6nLZuSdc5zWgnX7i5pECZfXDl7jGT7iFabzEIybMwL7y3Kg5VtOHDW8Bl/SyT1O5x4/NMSAIBOO/zn6lRTd/ABUlC6rcpZelitTjdL+7nfZhn+ArO914bzHtoEnVaDUw9f6XObo9UdUoUGAPjF+0cB+H8+cThd+PN6CwBAr+MSHtHuDx+fEK2tw9WROQSUPcNhcv38sbLsd6UxR5b9RjKtBrhwciam56WEdb/eZS4nZQfe42y1C73CSyZlIs4w+q1V9kqEz8NrzQCAhBj2Pcjlmc0nAQDpib4XqQiF1e7E5yebh32+y3MxNFJv8r/3VYoe12DedPb8Cf7diRx8JzMplp/baNfpuWsRyiIhgLBIzZojdQAAQ4RdRDEZJgLQ3e/AXa/tx2MbiuUOJaRJM6tY3kdxvEOVrp2XL3Mk6hWj12HGmBQsHC/+sDRvknuxMTvoNqQezKbRCBfAMXr+5NO5DDot7lw2EfoQF2uxu4ROmXsumjTsgjBKxW9GlLhxQQFWmXJCOiGrWVlTDzaZG/D81lNyh0JRaGZ+ClcFk5EGQP4oK3qFOsM/3o87MhQ9kuLYYz6cnOQzy0jHGiLjvBcZUSqU0+XGvvLWgUlPVW19ssWycnoO/vGN8zEzP1W2GIiIIs2yqcJ8jk9P1AMA3G43dp9qCXiSnJg+PFSDz0qahkyAnjU2VfYleumMu5ZNwr0XT5Y7DADCmPXHN1hwpLodNe3y5SG+TMpKxCvfPB93LZsodygj4qVNCDaeaMB33ijCogkZeOc7S/DsFmFcWmZijMyRERGRPxaOT8eY1DNL6R6v7URNex9S48UfX+yvH/77EADgdFPPwGNLJmfieyun4Ef/Poj/HqqVKzTyiNFrMb8wXe4wAAA/+c9hNHfbUNbcM/rGYabRaLDSmIOOXvmqqfiDPcMh6LUJEyOq24SKERoAeSlxWD2LFRzUSu+p5DBSRQciUi6rp6TY/90wW+ZIwNKYKmJpCH757U7PJE1+XoKn2p7hnaXNKK7vEn3Ri5yU2NE3oqj1tcXjkZZgwILx6QOzaoloqFd2lssdwqiSOSaUwsThdOGNPUJFEX+qAZH4VNszfNJzFXbLeeNkjoSiSV5qHO5aPgkF6RzbRzQcc12n3CFgak4SdFoNspLYgUEjs0q8AIl3ePot541DYmx0J8Oljcqsda/aZNhr4XhljPkhkpKE67sQBcxb6ktOG350ESwPrmYyTCNyu9344xphUQq9xMPfCjPFvVOtJNmeChMvbldmxSbVJ8NE0Uyv1eCbSyfghvkFcodCpCharSbkuqoU/bzDcOcWpCKTF05BWzolC8bcZOgU2jPDQVFEUcw0JgUPXDMT5QqcZUxEFCm+NJ0LGoUqPdEAGSsWjoiXxURERESkWkyGiYiIiEi1mAwTERERkWoxGSYiIiIi1WIyTBSFDDphxm5SLOfIEhFJTplFEkRx8bQcGHOT5Q5DUvylJIoQzd39qG3vQ37a6At6XDF7DOxONxZPyghDZERE6jZvXBq+vWISZuWn4vtvHQy6nUtn5KGipRcrp+eIGF3gtINKoBVmJuDxm+fimud2yBiRtJgME0WASVmJAIB/76vC/ZdOG3X7lDgDvrZ4vNRhEZFCGPOS5A5B1RJi9PjlFSYAwG8/PIb2Xjv0usC7i1dMy8aKadlDHstIjMEl03OQHKeXfAGlZ26bj7KmHkwfE909wWdjMkwUAe5aPgkPfWKGS6lFGolUbmJWIpZMysSssSnYV94mWruP3DAbJQ3dmDEmBQBw/sQM7DzVglkFqUO2+/L8Anx5fgG+9eo+NHX1i7Z/CtzLd5wPS30XFk0U586cQafFS3ecDwDostpFaXM4187Nl7R9pQo6GTYajVoAfwUwF0A/gLssFkvpoOefAbAUQJfnoessFktHCLESqZpO4qVAiSh4aQkGvHXPYgDA9c/vFK3dWxcVDvn79gvG4/YLeNdHyRYUpmNBYbrcYVAAQukZvh5AnMViWWI0GhcD+AuA6wY9vwDA5RaLpTmUAImIok19h1XuEMgPqfEGNHfbEI3XoS3d7D0m8golGV4GYD0AWCyWPUZywsNtAAAgAElEQVSj8TzvE55e46kA/p/RaMwF8JLFYnn57AbMZnMIuw+O1WqF2WxGfYPQSV1SUoKUOJ1fr+3o6EB1Wx/W7DyEyRmxqK0VOr3tDjvMZjO6u7vRZ3XBbDajx+YCAKw7Vg8AqKyshNkpXBfYHMJznT09or8HZS3CCW53aRMAoPRUKXoaDQCApmbh1t2/thzAwrEJou5XabzH2V/e9w0Aenv7oNee+/ns9xw3AGht6xix/dY+BwBg0+EyLEzt9SuGqiphyeTOrq6BxyorK5BmawQAuN1uNDc3w2x2nfPabpsTANDQ0ACz+dxEq7ZTuLV2sLx5yD6Ki4sjusc50OMsh66ublitDpjNZticwjCXV3eV47qJQJxenQV9bDbbwGewqakJZrNjxO1DPc7Wfiu6ux3DtmG329HeLnynyxuF709lZSXuX5IBc1M/Mp0t6O098z1ua20baKvPLnwfGxoaYTbbhMf6+lDV0oUTJ06gsefMv224/be3nRlWcerUwA1WuFyugP/d3d1nPm9e/f396Oxyw2w2o65LOBf89sPjOC+tz2cbNueZc0xXV1fYvmNK/D673MJ3tqn53M9pddWZZe79ibux+8zrvZ//+voGFBcLx6GxsRFm88jDIKz2oef/yspKuD3D5wb/dtTW1cJs7oI/nC4nWltbR/w3eH8jq6qrYNa0+tzGm/c0NjTAbD73Yqu3txcuN2C1xinuOIeSDKcAGDzswWk0GvUWi8UBIBHAswCeAKADsNVoNO63WCxHBjdgMplC2H1wzGYzTCYTvmgtA9CCadOmIT0xxq/XXtWXjM2nDqO8PxFXm6bC3FcNoAkGvQEmkwlJe7rQr7HBZDLB6XIDb5UPvLawsBAmz6D4vJRa1HZY0dwn/nuQ2t4HrKlBu1VIjqZMnoLCTCHxvTq2BW8c2oPDbXp8bVX43/tw8h5nfzmqOwDUAAASEuJh0Gl9vv7GBQ68d6AasQmJI7bf0+8AUIltZT146e7pfiWctWgA0IDUlGQAwkm2sHA8TJMzAQAaTRmysrJgMhnPeW1Hnx1ABXJzc2EyTTzn+ezufuCDKtR7TsbefexpjcNdyyeNGptSBXqc5ZC8txvdLutAnDcusOO9A9WYOHkq0hL8O/dEm5i1DUhJFj6D7xzrwB9vWQLNCDODQj3OcZ82Iykpftg2DIZapKWlwmQyoSe+FUAtCgsLsXzqmYlMhUf7cbShDgCQnpE+0JbwXS9Hbm4OTKbJAAD9xma0NPejWZ+NyZMTAVQBGP58n1bsgHdE4eTJUwa212p9n4dGkvRFN/ZWN2LyVCNiPBdbsesbkZKcBJPJBBOAOXs7cbKhe9i2rXYngHIAQHJycti+Y0r8PgvzNMqQnZUNk2nqkOeq3cI5G/Dvt3yq0wW8VwkASEtJAdCDv+1rwY+uOR9AGXJycmAyTRm1nb/pMnGgog1/++w0sseMhUbbCLjcA98pAMgfkw+TqcCvf6NOW4mMjIwR/w3e38hxBeNgMuX63KbTagdQjpzcXJhM5/6uJHzeDpcbiIuLk+U4FxUVDftcKN0SnQAGTzfUehJhAOgF8LTFYum1WCxdALZAGFsc0a4JYGC5TqvBb67yfbB/fsV0sUI6R35aPL48f6zP5xZPykR+apxk+1aD6Xn+zbBNjNXjrmVCUup2Bzbp7crZYwKOazRZSbG4YdDn4tq5wn+b6/zrOSDxzBqbIncIiqDVaGDQadDvcEXEhK+fXn7uRehwfr5aOMd394/c4+1LS48t4NcM5i2JteZI7bDbLByf7nelg92nW4TOHQqZXqfFD74kJLsp8fqB35PBPfH+uHxmHq6eI+QjP3v3yChbkz9CSYZ3ArgSADxjho8Oem4agB1Go1FnNBoNEIZUHAhhXxSAxFj/hn2QtFLjDUG9rjBDmiEsOSlnLoTGZcRjrB/1iokkowF+f+1MuaOQRG5K8J0Oj64rDmnf3k6YXs/QqVB1WR344nSLKG1FG50ng8r08+7y2a4fpuPKHzPzU5CVFIs4g+807g8fHw+6bTUKJRn+AIDVaDTuAvAkgPuMRuP9RqPxWovFYgbwJoA9ALYDeN1isfDIEBER+ZCZGIPkOD20IQ4jTxCxM2T51CwAgNUhTmIdbZZMysJvrjLhha8tDPu+tVoNVhqzoRtmeFGnNfC7Ev54bXe5JO3KLegxwxaLxQXgO2c9XDzo+T8D+HOw7RMREamFRqNR3JK3iTFcimAk8TE6Rc65uGJWHjaZG0Rt03vH8mhNdFbIVedUZiIioiAdqBRvUQ2iSJCaYMDtFxRCH8HVh0bCZJiIiCgAx2o6UdbcM/qGZylp4IRVIiViMkx0lv0V7PUhUhOny41PTzQEtNx5ry3wMZmv7y4PaPsAC9GQyvHzEjwOCBJBbYcVx6J0HI0a8YRCpC79Dhc6+uw4Xtsp6X4CrVCWnhBcRRpSF+8kuvXH62WOJHKxZ1gkpY3dcodARERBePxmoQx+oPVepeIdlvnUrfPlDYQiwpScJLlD8Nvesla09EpT6SIUTIaJiEjVYhS2LHZirB7fXDoBiyZmyB0KRYBImdM2KVtI2g/V+V4GXE7KOgMQERERUdT59kXKK0PnxWSYKEI4XW48t7UUDoXcyiUiIooGTIZlFf6ZWk63G2299rDvl0KXlSQs+VnXYZU5EhIDv4dERMrAZFhCBp3vtzfG83hWUqwk+x1ueUYAsDlc2GRuwOkmTvgLRnKcUIDFn2On9QzkemHbKVH2/fPV00N6/dkfR6fLjfcOVKOxk8l1OCXFCp+hxzYUj7IlKYle5//ATO8Yzp+9eySgfbgB7Ctrg8MZekfJ3z8/HXIbJL5Yg7BcdqxenGWzazusOO2j5rXd6eZdxAAwGZbQlxeM9fn4yuk5eOqWeXjuqwsk2e+3lk0c9jnv0pFtvTZJ9h3tbj5vHNZ8fxkeun7WqNvetLAAAFDe0hvwfh65YTZuv6AQswtSA37tcG49v3DI397JORWtgcdHwbthQQH0Wg2cgdbZIlmNTYvHU7fMw1cvKBx120nZSYjRawM+xi63GzanC312Z7BhIi1euINU0dLLZEiBvrZ4PJ69bT6+t3JKyG3NHZcGAOiyDq3OEOdJuJ/cVBLyPtSCybBI6n30rqXE+a4RGWfQ4fr5YyUrhzI+M3HY52aPFS+5imbD1RrWaTWYNTZ14GQzktyUOIxNiw9q/7cuKsSfvjx7oBdRDOM8a8t7feW8caK1Tf7TaTURVQpJTYrrh68zrNFocP38sVgxLXvUdnRajbB07Vm9yf/6ohLd/cOXlfrDtTP9D3YYMXotfnzptJDbIWmkxhtwzdx8ZCeHfmf4q4t8X5h9c+kEAEBHH4di+YvJsEgeWcdbntGkrkN5pV+ISBqZiUJv6t+2Sz+0YKQhagkxXAeLQpcUqx/4TJN/mAyLYGxafMTU+fOq5K1xn1bPzAMgTDQUg9vtxpHqdrhFXNbutV3lorVFRMCssam4YGKG6PWGu6wO9DuEIQ9XzMoTtW0iEg+TYRHMKUiFyw20+pgdPilLGLKQEi/PspoJsUNv53vj+MunHEvkywhzD4PSa3fiZGM3TtSFvszrksmZAADzCLdyR+OdvCnm8AuiaJCZFIPSxu5zxl8Gy/sdezEMvc1EFBomwyJI99yOOFzVfs5zH9y7FJt/vALzPAPdw2XXL76ELT9ecU7Vg3nj0jBjTAqq2/qwzdIY1pgiQV5qHABg/rh0Udp74JoZAIBfvX805AlTBekJWFCYhp2lLdh4oiGoNrb/7GJs+NFFI44rJ1Ij7xyPH/z7oCjteSdIvVtULUp7RCQddg+J4O7lk/CvLyp9PpeaYEBqQvh7hfNHmLj1jQvH4+fvHcUdr+xD8YOr/ZoMphZLJ2fhJ5cZkRAjznuydEoWAOBwdQcm/2otDDoN4gw6PHbTHCwoTMeVz+yAzeFEjF6Lfrsw81uD4bunr58/Fgcq23H36/tR/shVAAC704Uf+fkDPiY1HmM4h5LoHL+/dib+va9KtJ7hOIMOxtxkWBq6AJwptRhuT24sQUlDNyZl+Tdp8/OTTfifl/ZKHBUphcPpGnFSp1owGQ6CzenGw2vNOFQp9ARrNUBaggHtEVJE/5bzC7HrVAs+PFQLu9PFZPgsiSIOIchJjkPRb1bhHzvKYNBpYXO48OL2UzhR14Vnt5SiubsfAHDDgrFIjNEjPcGA6WOSh23v60smYOOJBuw53TLw2LtF1dhqaQIALJmUKVrsRGoSZ9Dhx5dOw182ijeEbM0PluG1XeVwud3ITo7FJ0fqztnG7Xbji9MtcLrEL4NWXN+FpzefBABcMXv0Mcv9DudAIhxv0GH1rDysP14velykHH/11MGPV3kewGQ4CKWNXVh7NLJPELPHpuLDQ7Vyh6EKmUmxQxbMeHH7KVS29OB4rTD219vD66/peckoqmgb+PvhtWYAwNofLMeM/BQRIiaxuN1unKjtRFoCZ3bLpaHTihN1nSPeLfMKpmPg48PDn0cNOu1AbffN5qFDm4oqWvHfg7W4aFo2TjX1IFbkyXsA8NdtpQCAJ74yF9fN8133frB/760CIEwkfvF/Fvoc+keRrbHTitoOK+YWpMLhcuMJz8XfPSsmhdx2cV1XyG3IhclwEEQsDEAq1e8QeoEevXF2yG3FGXSYnpfMRFiBdp9uQW2HVdS7DRSYTz09mxMyE0bZMjg7SpsBAMumjF5/eLCXd5Tjk6N1aOkR7g49/OXQzwVnc7uB3JRY3LCgwK/te2zC7fKHbxA/FlKGr/xtN8pbevHOt5cg3TOEc0xq3LDrIgTi1V1lAEZe60CpOIEuCOuORXavMMnP7lkZKjmEE1BDpxX9Did0Go3f4wEpvHr6hbJav7rKJHMk6uXtu/juxZMl28ek7MSAL0Zdnl4V78TaNAnmlmwvaQqqdrFYcyZIebwrovYMGif8axHPT5OyE3HpjFzR2gsXdlcQyWCTWajk4S11FqhemxMXPLx54G8tL2sVLTsp9NWmKDptOC4Mn9BJMMGu1+aEzeHfWGS704U/r7eIHgOpi07s+qRhwp9QIhktn5YlSjv/s3iCKO0Qkf8cThe2FjeKMnRusUSTXx/xcyiWt4rGuIx4Tqom1WHPMBGAV2VY1e2iadmI1Yvzo8PxwkTncrvdeHyDdL2dByrb0RNA76tXQ6d1yHC7S2fkSpaA+tPug2tOYPcpoULNXctCn0hFkeGPa04AEKc312p3Yu3RekzJicwhe0yGiYCBFeJmF7AIL4nnqU1c6VFONqcLnZ4eTykqetgGJsLOCeh1p5t6RI8lFC/tKJM7BAqDs6uDeOsLL58W2ORPX/aXCxWOgh36J7fIjJpIZBoAq0y5yE2JkzsUiiLVbX0AgMnZkdlbEi1+erlRkjG5XrEG/pSS8h2obBvytwbA8qlZA0uHh8LpGSv04PWzQm5LDvwGExFJRK/V4GuLCxHP2flERIrFZJiIiIiIVIvJMBERUYAcTq6+ROrT3G3DkeroW5mQyTCRyjV39csdAlHEue75ndhe0ih3GERhd+1zO9EUZb8bTIaDdMWsvCF/e1dzibSlmtccqYPDGVhZIIou333zAD44WC13GEQRxztBUgp6kSb8GSJ0dj8FryBdmqXHB7PanZLvI5z4LRFBvEEHu+eWWWJsZE2U+eX7R7G/om30DUl0Bglntwcq2q7yiUKVJfOqgXcsnRhyG3EGLWaPZblINZiWK1Ss+fZFkxCjZ2oXKL5jIVo6JRM5g8px/e7qmTJGE5xAC8aTOB64RpzPysSsRFHaISLBgsI0mMaEbyGbey+efM5jY9PiQ2539cy8gEvKGfOSQ94vhR/LN4aGyXCI5hSkyR0CRSiDXpye4W9fxBWjiMSUEm8I6/7GZyrnglaqZaGJlIzJMBERERGpFpNhIiKiINhZXo0oKjAZJiIiCsImcwMA8So/kDr1O6KrMkMkUm0y3NJjkzsEUgi3243qtl65wyAikbnCMDc4MUYX8NyRvWWtEkUTuF6bQ+4QVO/RdRYAQJwhfNWoDla24UBlO1yRVg9WIqpMhu1OF57dUgoAMLAEiep9dLgWnVYHNOzcIZJcbXsfTjX1hGVfj6wzAwBiJTzPr541JuCKDW/trZQomsC9srNc7hBUz3tBcvsFhWHb58nGbgDAdfPGitJeUblyLvCCocpM0OkSroRWmXKRFKuXORqSW0efHQBw36ppMkdCFP3WHq0DEJ5SUJ1WIcm45fxxku8rEAa9Bl+aniN3GACAPhtv0SvBuIz4sPYMey2dkiVKO//cUwEAyEqKEaW9cFNlMuy1cHy63CGQguSmyFtkn6KL1e7kcCwfvHdl7wlTScDCjAQkx4W3VNpotBqNpL3VRL4cremQrG2DTourZo9RVJnAQPDbSEQkgZd2lAEAEnn3iYhk1u9w4v0DNZK1r9NqIm4F3sGYDBMRSaCnX7hF/6NLOPyGiOTlnUw6v5ALhfnCZJiISCIGnQbxMZHbW0KkdkckHFogh7yUOLlDUCQmw0REREQ+/OsLYWLYjPwUmSMhKTEZJiIiIvLB7QbyU+Nw6YxcuUMhCTEZJiIiIiLVYjJMRERERKrFZJiIiIiIVIvJMBERERGpFpNhIiIiIlItJsNEREREpFpMhomIiFSmy+qA2+2WOwwiRWAyHCSNRu4IiIiiw65TLXKHoCoxOuGn/6UdZX5t393vlDIc1dtS3Ch3CKrHZDgABp0Wv79mBn6+ejoyEmPkDoeIKKIZc5MBAB8crJE5EnW5c9lEAEBDp3XE7WINQorw83ePSB6TGp0/IQMA0O9wyRwJMRkO0B1LJ+K7F0+GBuwaJiIKxXkTMjCnIBVank7DKiclDgkxulG3M+YmoyA93q9tKXALx6djYlai3GH4bX5hutwhSIbJMBERkZ8WFKbjwsmZcocRFhqNBsunZkPLqxXF03uGvuh10h2rmxYW4PGb50rWvpyYDBMRhZnbDVS39ckdBgUhOzkWT906T+4wiIb41tIJ+MO1M/H1JRPkDmVYOclxWDIpE1MyYuUO5RxMholUSsfeHtnYnC4cr+3Egco2uUOhMCtr7pF8H96eXPboqsfY9Hh848IJyE2JAwA4XG68sacSnVa7zJGdER+jw1v3LMb4dOXNuWIyTKRSC8an4eerp8sdhir98JKpAICOXuX8UJG00hIMAICnN58cdpsJmQm448IJ+NWVoX0vr5uXj++tnIy7lk0KqR1SNq1Wgz99eRZ+deV0ZCcN7W01jREmp1a29MoRWsTRyx1AtOFEA4oUsXodvr5kPB5dXyx3KKozIYImzaiJt2SmToLamQvHZ2BmfgqcLjf6XL5Llel1Wvz+2pkh76sgPQE/vZwXumpw+wXjfT5+57JJ2HO6NczRRC4mw0FKiRfeutR44Wp/608uRluvLWJ+5C425uCVneWoaee4xXD72uJCtPfaz7mS99c1c/PR0m3D+yxHRSSqy2fmobqtD1fPGSNJ+/lp8QNjxQfn2xzNQOG27li93CEoCpPhIP1o1TRcMzcfU3OEWxETsxIxEZGRCAPAlJwkPHPbPNz4wm65Q1Gdh66fHdLr5xSk4Ylb5qGuw4rdp1sQZ+DdCCIxjMtIEKVn1h8xOi0euWE27E4X0hKUN4aSopMxL5mJsA9MhoNk0GkxPS9F7jBIxf7ylbk4WtOBFdOy5Q6FiIJw66JCuUMYYuH46K0jS4I4gw63LRqHt/ZWyR2KojAZJopQ+WnxyE+LF6Wths5+Udohosij02qw79erkBTLlID88/nJZnz1AmVdzIWC1SRUTRio9rsPj8kcB8nFW17tpR1lsNp9T+ohoqFS4gwD/+10RcdSuhmJMYjRMyWgkU3JSQIAfHgouuas8JOvYrPGCsM8+pgEqVacQYfr5+UDAPod0fGjTiS1OIMO962aJncYRGE3b1wazp+QHnV16pkMq1isXoebFxZIUkaIIsfsgjS5QyCKOFGWCxCpGpNhIiIiIlItJsNEREREpFpMhomIiIhItZgMExEREZFqMRkmIiLZuN3AVksTS/uFmd3pwks7yuB0u0fdtqmrH302Hh8puDzvv90x+nEg6TAZJiIi2XirMuwsbZY3EJWJN+jgcgMVLT0jbpcSJyzE8cqusnCEpVr1nVa5Q1A1JsNERGHmTQB/+f5ReQNRgD99eTYAwO5UR8+Yua4TFS29coeBhzzv+2gdw/ddKtRTZs+wNB65YY6k7T+3pVTS9qMFk2EiojAzjREWvHFEyeplodCqqM75gsJ0uUMIWJxBx5rKEpLqvV04XvisVbbKf+EVCZgME2o7rChrHvlWGRGJx6DT4rZF41SVCBJwy/nj5A6BVCIjMQarTDnwdYq5aWFon0O3G9h1qiWq8gYmwyo3pyAVAPDx4VqZIyEiihwXTcvG8qlZuHpOvtyhEAXE22scrEUTMwAAR6rbxQhHEZgMq9ztF4wHMPq4MSIiKfU7ImtM6txxafjnnRdg1YxcuUMJSb+DQ3UoMDcuLJA7BNExGSYikkljVz9KGrrkDkNWMXrhPu6P3zkscyTqEqsXfv63FDfKHIm6GTzHIUbHdExOQb/7RqNRazQaXzQajbuNRuM2o9E45azn7zYajfuNRuMeo9F4deihkpSe3FQCG3sIiMJm4XjhVuMalQ9RmpydhPzUuIHkLJolxuoG/tvmlPd8u9LoezwphdfcgjQ899X5eO+7F8qy/wSDbvSNzuL92Pz2v8fEDUZGoZx9rgcQZ7FYlgD4BYC/eJ8wGo15AH4AYCmAywH8n9FojA0lUJKGVqtBYUYCAKCt1yZzNETqcdPCAiYjADQaDS6flYcemxP/3lspdziSitXr8LPVRrnDAADE6LW4wDP20+niODm56LQaXD0nH7M983fC5bOfrsSm+y9CemJMwK8dn5kIrQbojaJye6Ekw8sArAcAi8WyB8B5g55bBGCnxWLpt1gsHQBKAUhbTM9Pj+9oxIzfrQcgXUmTSPOdFZPlDiHsHE4XvvnKXkz65Sd4cM0JAOoq8USkJN9YMgEAUDbKAhCB+MV7R/DBwRrFJXqXTM/FVXPG4NbzC+UOBd9bOWX0jSgqFWYmYEpOclCv1Wk1uGv5JBiiaGiHPoTXpgDoGPS302g06i0Wi8PHc10AzrnsMZvNIew+OMsKYpCdkAadFpiR2CtLDEpTV98JADh58iRaE0L5SCiH1Wod8diuKe7EVouw4tXK8YkwZseivvIU6sMVoII0NAhf1ZISC5JiAr9lJqfRjrOcWlpa4Xa7R47PDTQ1N8NsVs8QpfKaVgCAxWJBguHMj2mMToOWlhaf71egx3ljaRf+va8JALB6crziPiP/Oz8ecDbDbJZ31b0sAG/eXAi9VjPqe9Qchs+pEr/P7R3tsDvsiovLH11d3bBaHTCbzbB6hkE2NjbCbA79LnBLSwtcbtfA+2K329He3uHX+6TE4xxK5tMJYPBlhdaTCPt6LhnAOTU4TCZTCLsPlhnfvEKO/SrXwc5KAM2YOnUqclPi5A5HFGazedjPl9vtxk1vbQAA7P3VJciJkn9zsHa1lAFowbRpRqTGG+QOJyAjHWe5ZVYUQ6PpGDk+zWlkZ2XBZFLGrXOp9TucePM14c7cjOnTET/o4kujKUdmZqbP9yvQ4/zI7r0AgC0/XoFJ2UkhRk3AaWSF4XMq5/fZ7SmppDnrDmHaMRsMTQ7FnmdGkry3G90uK0wmk2cFwXLk5OTAZAr9bnBmmRlaTTdMJhOOVLejufc00tJS/Xqf5DrORUVFwz4XSh/3TgBXAoDRaFwMYPC6onsBLDcajXFGozEVgAlA9Iy0pojW3mtHj80JjQbISuJQdqJw8ZbxWjEte0giLKYuqx3bS4ReYe98CKKRHKvpwMRfrsX/vnVQ7lAikrciyYppOTJHErxQeoY/AHCp0WjcBWFy4TeNRuP9AEotFstHRqPxGQCfQ0i4f22xWKyhh0skngeungEtB44Thd3yqVmSte1wCj18962aBn0UjWkk6VS39QEANhxT40A58Vw5O0/uEIIWdDJssVhcAL5z1sPFg57/O4C/B9s+ERFFl9bu8FWsSY2PjvkPFD6cQ61evGwmIqKw+MvGEgBASoSNTSei4UXDKoZMhkl1ntlyEgA4RIIozJwuFww6DW5aEH3LuRKpUXe/Ay9sOyV3GCFjMkyqU+MZH7Z6VuSObyLla++zw+5UVo1bJZiQmSjphegTnt5nHS92iQa09PRL0m63VSgidtmM3HMqcUQSJsOkStPzkpGTrO6SatHmn3sq8M6+KrnDAAC09djwry+iezU1pWroFOZqXzl7jMyRUKT4xftHAJxbVi2aeC8SpSqfuXJ65FaSAEKrJkFEpAhtPTb89r9C9cbr549FjF7e6/wuT2/JbYvkX2VMjabnJSOTZRPJT07PHZypOdFbk9rhdEOrAW45b5zcoSgSe4aJKOK53GeGI7ihnKEJ541PlzsEIhqFTif0CEf70JrxEg9RimRMhomIiIhItZgMExEREZFqMRkmIiIiItViMkxEREREqsVkmIiIiMgHh8sNl3Lm5JJEmAwTEZHkGrusWHu0XkG1PohGVtXaiw8O1sDujPzlhmlkTIaJiEhy5rouAEINYKJI0NglLOBy00IuHx7tmAwTEVHYfHPpRLlDIArI0ilZcodAEmMyTER++eeeClz1zOc4XNUudyhERKQASlrkKBRMhkkVOq12HKvpQH2HFZ+eaJA7nIhyrKYDP3jrIH7732M4XtuJQwpPhv+5uwKLH96Mz082Bd1GaWM3GjutA3/XtvfBUt8lRnhEJLH2XhveK6pGw6DvcKAcThcOVXWIGFV0enRdMYDIX72PyTAp3vffOojJv1qLYzXBn5i+9+YBXP3sDvzlUwsAwDQmRazwot76Y/X46HCt3GH4bWdpM+o7rThW0xnU6ytaerDqie1Y8erKH/kAACAASURBVNi2gccu+vNWXP7UZ6hs6RUpSiKSyht7KvDj/xzG81tLg27j3aJqPLjmhIhRRae2XjsA4PIZeTJHEhomw6R4647Wwelyo7qtL+g2vK/t7ncAAO64cIIYoVEU6rIKn5E+u3PgMYentpL380NEymVzCt9XmyP4KhD8rvtv7rg0pCYY5A4jJEyGSVb3v30I1z2/E51W+7DbaCL77guR6h2r6cD/vnlA8v1Ut/VyGJRKFVW04XtvHkBRRavcoVAE0ssdAKnb+wdrAAhjMlPyIvvKkoh822RuQFcYetpKGoRx3QvHp0u+L1KWdUfr8MnROuSmxCEpjqkNBYY9w0REIrM5naNvRJL5ynnj5A6BSDHae2346HAtXO7oqPwgBSbDREQie+Cj4wCAWEPwp9jSxm78c3c5OnqHH0JERKE5XtuB9ij/jp2oFSYTj89MlDkS5eK9BCLyqay5B93WyJhE0tJjG/F5m8OF9l4bclLiwhKPyzNv59IZuUG38adPTmCrpQnQaPA/i8eLFBkRDRZJlXJC9b2LJ8sdgmKxZ5iIfFr5+DZc89wO1HYEX8UjXB7bYBnx+W+9ug+LHt6MXaXNYYoIWDQhA7F6XdCv77UJQy0czuBmxNe092HG79bja//4IugYiNQgVq/FSmO23GGQjJgME9GI+mzKH/862lC4I9XCQiGj9SBHk/qOPvTanNgRxgsAIqJIxGSYiKKehvX5iIhoGEyGiYiIiEi1mAwTERERkWoxGSYiIiIi1WIyTERERESqxWSYiIiIiFSLyTARERERqRaTYSICAJQ0dMkdAhERUdgxGSZSucKMBADAyzvKZI6EiIgo/JgME6ncpTNyMSkrUe4wiIiIZMFkmIig13GFNiLyzeUGnt1SCqtd+Uuz01DHazvRY+NxGw2TYSIiIhqWaUwKAKC5u1/mSCgQ8TF6AMCaI7UyR6J8TIZpwKmmbrlDIFIVtxt4ZkspnC633KHIzu50oa3HJncY5MM3l06QOwQKwm+vMgEAbA6XJO332Z2o77BK0na4MRkm5KbEAgBe3H5a5kiI1CU5Vui5qe+Mjh+UULjcwDv7q9HC3kciUWi10g1/y0+NAwBYoqQKEZNhwiWmXEzITICE3xsi8uG3V8+QOwTF+MaS8QCATqtD5khIjdwAjlR34Hhth9yhRIQ7lk6EPoqSBibDBABIjTfIHQIRqdj8wnS5QyAV+9L0HADAoap2mSOJHAkxOrlDEA2TYSKKKjtKm+UOgYgizOqZeXKHQDJiMkxEUcXu5GQ0IiLyH5NhIooKM8akDKymR0RE5C8mw0RERESkWkyGKWKIUTh83bF6ESKhSPDo+mI4nKHV1yyu7xzy99qjdSG1R0Th8+99Vejj6mvkBybDpAh/G6HGcU6yUM9ws7kx6PYzE2OCfi1Frq4Qy3R9dGjoBdi2kuA/g0QkvZd3lg1ZNvrsC9pA5STHYmJWYqhhkcIxGSZFOD3C6neZSUIiG2sI/uMaZ4ieEjDhVtPeJ3cIoilv7gloe+9UvLQEofSgVhP+uppPbz4Jtzu0SYH2EHvIxXLFrDxMy02SOwyKclWtvaK1tfnHKzCOcxGiHpNhklVKnLACF2RIMsg/R6ojvwh9kmelt79sLJE5Ev8lxwkJeHuvHVZ7aMns67srxAgpZH+9fcHAv4uISCmYDBORT/FR1Jue51k6NEYXOac8MUPt5qpuRETDipxfBiIKq2jsrDfoovAfRUREIWEyTERERBSlbA5lzBlQMibDBECYKLTN0jRkFi4RERFFJr1WuBO2uViaKjgOl2dib4gTfJWAyTABADSee+I7TjbLHAlR8FxRcFImIvn8+oNjIVdvUYq0hBjMLUiVrP1+T4/z6abAqvQoEZNhAgD86fpZAACHi7dTKHL183YgEQUhOzkWyZ7qRq7oyIUBAJfNzJOs7Se+MhcAYI+CvIHJMAEAdFp5JxYdrmpHQ6d1xG3ae+3YauGiBzS8H62aOuTvv38+dDGXngBXo3ph26khK1gdqe7Aker24AMkIsltszQN/PdTm0769RqNRoO7l0+SKqSoFEnVeUYTPf8SinhbRxjXlOypE7vndEvQ7SfERE+pMDlcNy9f7hBGdfZKUaWN5y7m8o/Ph1/t0JfGLuEizXviP1oT+XWXiaJZ36C5L3Ud0bNoEEmHyTDJ7opZwm2cke5MnTchHbH60D6upjEpIb1ejabknFkt7IFrZsoYSeCm5yUP+Xuq599S2z7yHQgv7+fS6xJTjjiBEZEkEmN0WD41a+Dv1TPzoEHgdz07+uxihhX1omGINZNhihh2pwt//+w0nNE0oEvhpuZE1tK5Bk/vra96wrkpcYgzaLG9pDGgCTIbTzSIFh8RKZd3zPATGy0yRxIZ8tPiAQArjZHfUcBkmCJGYqweLjfwwEfH0NpjQ3e/w6+kxuVyD1QZuH5ePqblJqEgPV7qcKOC98chJsRe+XCZNy4Nj944G2/dvdjn81a7C6eaevDXbafQ3msbsS2jp2f5oU/MaO9lTxFRJMhNiQv6tV9fMgEA8MaeShRVtIkUUfSaOy4NJ/90BV742gK5QwmZXu4AKLLVtPdh6SNbAACP3zwXNy0sCLnNfeWtAIDzJ2TAanfiSHUHVhqz8cadF+C653fijT2VeGNPJQDgqtlj8PztZ76IpY1dWPXEZ9BqAJ22DA6Xe+AWzqKJGXjq1vkhx6cmqfEGHPrdpdDrtIoq3O5yufHr/x7DsYpGPJk5buBxg06LW84vHPZ1b951AW7/xxd4bIMFj22w4KeXG/G9lVPgdrvx0CdmvLSjbGDb2WNT8ZXzCvDO/uqBttXO5nDhaE0HZoxJQbxnDH5rjw0HKtpw4ZRMJMSI85Nid7qw8UQDpuUmYUpO8ugvIPL443Uzsc3ShPQEQ8Cv1Wk1uHrOGKw5Uod1x+oHHqPhRct5kckwheS7bxQN/Le5rjPk9nptDtz84m4AQPGDq7HmSB0AQK/TYu64NOz91SV470AN4gxavPlFJSpah9Y3vPO1/QCEMUx3LZ8Eg1YDnVYLvU6DCydnhhyfGqUlxAAAWh0j96SG01ZLI97aK1wQHaryv7rD0ilZ+PxnK7HxRAP+uOYEqlp7AQDHazsHEuErZ+dhQWE6LpychUtMubhsRh5qO/owf1w6PjpcK/4/JoK8vLMMj6wrxt3LJ+LXV80AADyyzox39lfjt1fPwJ3LJoqyn52lzbj3zQMoSI/Hjp9/SZQ2SR0SYvTY/5tVAIDv/LNolK3P9ext83HjwgLUtPUhKylWtAs8UjYeZTrHHz4+jnf3V+P1OxdhfmH6sNvVtvfhSHUH0hMMotV3fWHbqYH/tjtd+Ml/DgMAHrhG+OHNSYnDdy+eDEBYIKSh68xkqFNN3aho6UVhRgJevDoXM2ZMFyUmUp5nNvtXLsmXcRkJ+NayifjbZ2c+a972nr51Hq6bN3bI9qtm5AIAGkcp/RftXC43nthYAgDo7hdm6zd0Wgd6zsVcvfL7/zoIAKjvUPd7Hq3eK6qGpaEL9186DXGGoVV+WntsiNVrkRgrT3qi+f/t3XeAG+WdPvBHdXvvfW2vPZYLbtjGDQMBG9PLEUoIBEi5/AjJpZBL/RFCOJIL5HJcLiQhTkhIwiUhJBeKwcR0G2zjvrY8ttfbi9fbe1G5P0bSSruSVmWkkTTP5x+vNJp3Xmuk0Xfe8n01moQYA0vBSYz2bZLVzuPnMDhumXVVGedqdTetLIdWI09XUt35qVRYznlyuWlGlGXPPsb3bUduyY+trXStqEeJqbYt/F4Id6fODQIANtbkz/JK9WrrH50xVKa+KzIrTzm/vvOLOEQiEX35z0fwi3fO4nibZ5rCrmELVj7yOjb+4A2FakZqxWCYwnavTF2jvnxifXVQwe1tfsaMUmIw6rQzUp+FQ6vR4NplpchLT5KtTAqd3jEOMUGGI5IP0+c/D05IN1u9nLBKUcZLDRERERGpFoNh8tDSO4rWPmVW7OkdmcArxzpcjz90ZJWg6Lnyx+9g3WO7PJYgVoOeWdKsJQKrzY76rmHYZMzTHc6KkL68WtuBnuHEPx8UvNeOd+DJXadlHZ9OBDAYpmmCya34g1dPhnWs10+cw8CYxfX4WIvn+LHnD0gTc5ZVZM9als1mx3dfOhFWfQg42TGI9v4x9I3GbjDyyrF2j+VWw/XCwRb0jUzCyzodQXvlWDsue/wtvB+BIDFc//XGaVz6+Fv4+TvBLUft9NeDrTOe+9P+5oD2/bAh8OvK0RYpO0hhRvBDVn7yxpmg96HoEjsGg96nd3gCExYbPvPsAfzo9VM42jJzSfS99T2YtHJBJgoNg2EKWbej9aY4xCTnznzC1y0r9XjefSxoWXYKNi8omLWsMYsUHOWnJyEzhUlSEtm+eulzc+20z02ozg+OAwDuv7Qm7LL21ffgbIQmlYXLuXDIbIuN+LK3fmZPjUGvxeWzLFPdMzyB9850BXUso06LpWVZQe0DAI3dUqq8eXG2cqKavHa8w+e2/rGZN7mHm/uw4pHX8bFffuB6zjZtsHFzzwiOtfZjwho7udApvjAYppBpNMDnL6sJKyl5ikHnN31bsD61aQ4zSahAZrI+pGDJnzKuSuiXRgOsrMxGgVuLrQazJ913ZqB4cKsQ8e+mVqvB7Wsqka5QWi4Kz9MfzuxR6XLcrO7307sw7mgMeeSGJZGpGCU8BsNERBRxuWlGpatAMU7vuFnKCPFmJjsl+FXniAAGw0RERBQDnB0H7NyjaGMwTERERESqxWCYiIiIiFSLwTAREQXMYrXh1dp21xLWRBQfslM5bt8XTrklIooAOxIz56lzqdyPb9+LFINO4doQUSBWVGZDKM5Quhoxiy3DREQRsKAosX94zg2MK10ForCNjFthlXFVxlhVls3Ukf4wGCYiioD7Ns4Jed/RCSteO37O6zZz+wAeffkE6s4PhVw+EUkLwjz7QSMsKgiGyT8Gw0QEILiluCmy9jXMXO3N6Q97m/D0u/V44WBLFGsUPTtqO7iSGEVF/6g05OejF5YrXBNSGoNh8rCj1vdSmdE+9o7aDlV0X8WKzkF2e8cKm+Nz7740uZNzLLI9Br4aPcOhLe1MFEvWz8tXugqksJAm0AmCkALgdwAKAQwCuFsUxfPTXvN3AHkAJgGMiqK4Lcy6kkosKMpwBcY5XLWKAjBusYY8XU0tXaRNPSOylzkwZoE2jOXYffnBzUux08cwESIiuYXaMvxZAMdEUdwE4LcAvuXlNTUANoqieAkD4fjirTVqOrvdHnbLlNgxiMlp3aEfvbAc6W5LcX7jqoUBldXRPxZeZcjDc3ubMDJhhdbPUlBjk1bsMp9D52B03/va1n6PALa2tR/vnu6CxUfXevfQuM8hIBMWG374mggAfv+vgTrW2h92GXKZsEy9R619I3jjZGdEjvO5S2tkL9OgC+2nyR4LzeUUFyYsNuwy84aLJKEGwxsBvOr4eweAy903CoJQBCAbwIuCILwnCMI1oVeRYtGTu84AAPQh/mh19I/h7VPnZWuVe3LXaQBsSZbL6U5pctbtayp9vuZvh1px328+xDf/WjtreX/Y24Q/7m8Ku15N3SP4sLEXIxNW13PnBqRg/OPrqrzu86aj06o4K3nGttFJqZyL5uYiOcw0YU3dIzE17vrrLxx1/T04ZgmrrJMdA3j3dBe8fV1LY2SW+l8OtKBraAIhXpIoCmw2O37y5hnFjv/zt+vw43+cgt1uxz/M5/C9l82K1YViy6zDJARBuA/AF6c9fQ6AswlkEEDWtO1GAE8A+E8AuQB2C4KwTxRFj6YJszn6H8SxsTFFjhvr6numxosODErJ9Nva22A2e0+sb26UAozVOeMwm82w2qzo6elxvbcTVjs6hyZRlmmAxkuLW0u/NNbwrhU5OH36tOv5vr5+nMNUd25TUxPMli6vdRgcGsLYqAVmsxm9ff1I1muwJHUQZrOZ5zlI4+Oe44UHBgeRZtBi9HwTzI4BUP1jUuDY0dEBs3kUDS3SJaC9q9/vez08YcM3/toAAFiQPIhkfejRSn2v9Ln5zOo8nDlzxlVXAMi29nnUY3x8HIODVrS2Si3G11RrPLZbJi2ufZflaWb9vPSMSAFlR3sHzOaZQw7cv0MAUFdXh/Eu/zdnbe0DAIAzp89gIH3qctzUMuLxfzspnnS9b729fQCA7u5uv3W2Wiah0wBW+1Q5geznzTsN0s3RigItDjd7bjt1SmpZP3++E2bz5Ix9/3bC8Tlpb4fZPOzzGK1tU3Vsa2vD4NCw6/sdyPf5Q1GadLi52MbvvszaHefmzJkzGEw3hFxOz4gFE5apHpyGxkakjU61ztpsNte/znPY3DzzM9PY2Iis8alw4pmD0rlvbW2F2TjVOzM4OIDx8UmYzWZYbHY8tqMeALA2dwJn26a+w61trTAnD4T8/4plnZ3SDfrAwEDMfC9i8fd51mBYFMXtALa7PycIwgsAnEk0MwD0TdutA8DPRFG0AOgUBOEQAAGARzBsMplCrHbozGazIseNee0DAFoBAJkZGQCGUVpSCpPJ+yzbHPMkCjMmsG7lEgCATtuE3Nxc13v7L/9zCH873IYf37ocN6wom7G/8fwQgBasEqowf04eAKnVMDs7C0WFGQCki1tlZSVM8wu81iFj7xBG7GMwmUzIPDyG0iFg0aJFAHieg5X0aiek4f2SzIwMaHXjHu+hNFmqEcXFxTCZqrG3px5AN1JTU/2+1/0jkwAaAACCICDVGPpaP5qOAQAtWL6gCjVlWQCaXZ/XOdVzYCqfui9Peu08MjJSUVJaBOA8ampqUJ6T6tquN7S69i0qKoLJ5D8VWufAGIAmFJcUw2Ty0grt9h0CgHnz5mFuQbrfMo8NNQPoQs38Go88oB2aTgAdrvotFBYixSi1XOeIxwAMIC8vDyaT72FESTs6sWVxHnbUTpUDwLFfcN+Nusk2AJ24Y/MS/PrgOx7bFiwQADSioKAQJtPMIROPvb8PAHDlahNMpZk+jyGOtQKQ7rxKS0uR0dXu+n4H8n3Obxah1fThiouWBfV/o9kdG26Gt+9QsJzfoW1LirGjtgPVVVUwVee6tmtflr4/Wq3Wdb5v/eNrM8qpqqqCaW6e6/HpN3cDALasNnl85zI+HEHS+DBMJpNjSJ4UDNfMn492nIfz81ZWWgaTaebvVCIo7DgDoBeZmZkx85uo1O/zgQMHfG4LtYlmN4CrHH9vA/DutO2XA/gTAAiCkA5gCYDYug2giGrrk7qu+0Y425xIzTQAllVkY5GfQJjIl0AmaGo0GmysyZ/15pPIl1CbaJ4C8BtBEN4DMAHgDgAQBOHfATwviuIOQRC2CoLwAQAbgG+Ioui9r5uIiALywdlu/O6D8MdeB2LSasP++h7MT/CV9Cg2DI9bIHbNTO+oj0C2EqLpQgqGRVEcAXCLl+e/6vb3v4RRLyIiVXrlWDv+3+8Pet322d/57uaT26u1HXjguUNYPy8Pd6z1PZHSnc1mx7nBMRRnJnudK0Dki5I57ok475aIKIacbPc9kad3ZOYEtb1nu/H3I22ypxUbdWTs6BgIPHXef+46jXWPvYFf726QtS6U+JxpNrcsKlK4JqRGDIaJKCDO3sqH/n7ctUIaKe/WX3yAzz93CHXnfWdqiJauIambu3uYqxlSaHQcFkEKYDBMRAHJTjWiIlfKeDDhY4ELUs70BWyIiCgwDIaJKGD+FuEgIiKKRwyGiYiIiEi1GAwTEVHMGrdYZ38REVEYGAwTEVFMqm0dgPCtV/H7w71KV4WIEhiDYSKCldkhKIa1DHAly1ggc/Y+opjBYJiIcIlQqHQVVK2jP/BcvkTR5lwF7tGXzQrXhCgyGAwTEa6+oETpKqhSZooBAPCj10WFa6K8JD1/jmLVFY6FMIbGLQrXhCgyePUhIlLI1sVFyE83QqvA0sX9I5N4+MXj2HGsPerH9uYyE3snYlVGsgGrqnKUrgZRxDAYJiJSiEajQWVuqiLH3t/Qg1/vbsBX/nxEkeNPl6TXoTQrWelqEJEKMRgmIopRzqVpf7zrVFjl7KjtmPGccy7U8ARTlxGRujEYJiKKUTeuKAMAtPeFNsFOq9GgpjBdzioRESUcBsMEAEhP0itdBSLZ7TxxDuMWm6xlvnmyU9by/MlLT8Kc/LSwyrh3wxyZakMUf8Rzg+gbUW9qPuf1w1SSqXBNYhuDYQIAVOSm4uIFBYocOzVJ5/qbeSxJLs5JaXvPdstSXnqydMP4D3Mn8zITxYGcNCMA4MUjbQrXRDlXLS1Bw/evxv2X1ihdlZjGYJhc5k5rgeobnQx43wmrDdvfq8dwCKl3MpMNuGtdVdD72SGtUHW4uS/ofSlxeBsPCwCP3rgEgO8FRaw2u899vUk16vE5/qD4tP29evAWgYIR6XvKf71SAABMWvnJJP8YDNMMznyfj7x0IuB9Fjm6YNr6RkM6Zq7jDh4AlpRlBbTP1sVS7stjrf0hHZPiW/EsmQdmS1e2ojL4VFFG5sLFlYuLPR4bdNL73DM8IWt3tFCcIVtZFFucE0O/9sJRr9sHxix4+Wj4Kf80iH7KQopPvLLTDEWZyVhZmR3UPp/cJN+4xHXz8gJ63WULi2Q7JnkKpsVUKQadFrcuDe5z6u6OtZUy1iZ+/Hp3A2xhNMn97OOrsGXR1HdPq9Hgu9cvBiDvMKd7ONY5YblyFnv5vNy8shwAcKTFd4/fb99vkL9SpGoMhsmri+bmuVp8iCg4Rp3Wo7cjlkxYbWjsGVG6GqRiRr0WV19QAm+dN0vKspBi0M3c4Ka2dSBCNSO1YjBMRB6WV4Te2krATz+2EuZHrkR2auwFw9uWSEMc7JypSnFk3dyp3sJtS4qhZTsNyYzBMBGRjLSaqTGRkTSi4GIZDKUpmrJTDUpXgRIcg2Eiojj0zJ4G9I8EnvFFTp9YX63IcYmIIoHBMBGFZV9DD7qHxgN6bRPHqsqqP4j0h3JaxAT+FMdOnxtUugoUYxgMU0Q4J0Z858UTXKBABfzN/Hb31Ft1Ea4JEZF/v3yv3vV3dqoBS8p4c6d2DIYpIrJSpsZ4TVrlXQ6XlBfK4ipA5JPsJ5rpI4/1cTJz6Km36ngTTDHL/Vv0v/dvQE0hc1qrHYNhIgpYepK0JPEPXxMVrkni+8zmuVhY4vkjPb9Ienzb6golqhQwmz30BXiIiKKNwTARBey21dJCFWOTymUyUAONBvj6NhOS9J75VrUa4HJTIVZX5ypUM2W8VT+MkYnQeiOIiGbDYJiIXC2+Gcl6v68z6rWoykuNRpVUww7g3dNdaGVLql9caIGIIoXBMBFhfmE6XnpgI3Z+8WKlq6I6S0qzAACHmnq9brfZ7fj7kTYMjimTOSKa7l5fjSVlmVhSlqV0VYhIRRgMk4tzco4+jGWYu4Ym5KpOwOo6h6J+zESj0WiwpCwLJVkpSldFdjtqO2Qv85Vj7bKVdde6Kr/bizKTAQDHWvpDKl8ojp/JQZ/ZPA8vPbAJC4rip85EFP8YDJPLfZvm4JHrF+PuddVB75vm6Gb//g5zSMe+eEEBNs3Px7al0nKx+elJAOB3jfpkg/TxfWZPA2ycuS4b5zs5OBb7YzRTDL5v3GoK0/3u6xwaEoxLhUIAwNunzge9b6i+fMWCsPZfVZUDo97zUr+/oSesMonkUHd+GK+fOBf0fg3dI2jpZc5ykg+DYXIpyUrBx9dVo9DREhWMzfMLkJdmhDbE1E8rK3Pw7H1rcdnCIgDAXz67Dr//5FqsrMzxuU9GsgE3rSwDIHUlkzzKsoM//0q5weS7Oz0tSY/b11T63H5hVQ5yglzmdWl5Fsqy47f1vNIx3vuP+5sVrgmpnXMVw4au4Vlfm2KUGkUMOo1rwZeXj8rXO0PEYJhkodVqsKg0c0ZeVECaHBSsqrw0bKjJnzW4npufFnTZ5N8XPuK/JdJmt2NgWqvxd188Eckq+ZSkD/0SptFosLBYXcn2V1RkY93cPOi14V36M5L12DQ/Hx9ZWAijzntZSq2OR/HBFMQqhikGHY4/vBVHH9qKT108F0B4Oct3nexEcw8nrNIUBsMUcS8eaVO6CiSjCYsNb5zsxGm3sdrxMKQi1jV2x0+3r16nxbP3rcX2T6z2ecP66MuhDZki8iYtSe9qIZbDyQ5mJ6EpDIZJVgeb+lyz3hcWZ6A6L9W1NHMk1QfQ1UbyuHfDHABAt2Oy5LYlxSEPj4lHVpsdzx9oweiEPLmW02ZZyETj+AJ9L4zgMtUVRET+PGWnGpCk10ble0/q1dQT2s3jtiXFMteEEgGDYZJNmlH6UXefEGGzA/97uC1iCfPLc6QxkCc7BiNSvhqlztL6ckF5NgDgSEuf67nzg+OobQ0t20G45jsmyuVnGGdsW13te8w5ANcKb2U5gY8Dzk2TjnOiXZ7/b2l2Ci5eUAAAsHsZ+77UkWasdyT0TC2P3bgUd6+rwto5kV+sQ6/VYGlZFvbUdYe8bDeRL1rHXdZz+5rC+l2JRJYZil8Mhkk237zaBACwuA3mck5QuvtX+zBhsbmel2u+2w0rypDnCE7ODYzJU6jKVeSm4sXPbcQ7D17qdXuBI+hs75fe7/U1+QCAa/7rPRxt6UNr3yg6B8ZgDWNQ37jFitEJK4bHLRgcm0T/6CT6RibQPzJzHOqOL2zCyUeu9JoW7qaV5a6/NV6aKv//NYtw8pErsXVx4K1FX79qIQDg5qfex+HmPtR3DaO5ZwRdQ+MBlzHd4lJp/ORTb9fN2JZi1OHmleVo7x/D8bbQuna3LS3Bw9cvQU7azBuGSHB2Z3/pT4ejcjyKPrvdjv6RSfQMT6B7aDxqq1Ia9VrXxNh7fr3f6zXBn/IgbnxJPYLPLUSqYrfbccvP3sfBpl588+pFuG/jHFisNvzpw5YZM/G9dYs+decqrP/+G9jf0Ivn9jXh7vXVeGZ3Pb7jmHClk6F7nD9E2QAAFtpJREFU/dplpXhmTwOKsuInC0KsW1ruO0tDTWEG/nnzPPzMEbjdtKIM//H6KfQMT+C6n+x2ve6qpcX46cdWzXqsPXVd+KCuG/dunIPa1gHcuX3vrPvo3SZt6XVa6P00Zj9y/WL0jkyi1MvnQ6PRINlP+j5v3DOc3PDfu2dsD2Vy2qc2zcVTb9Whe2gCaV5a5u/bOAd/OdgScHltfaM40zkEIch8vQcae2CzI+zlnn9y+0os++5O7DxxDhfPLwirLHe/3l2Ph188ga2Li/Dzj1/ose1wc19Yk6ooMJ0DY9j8w7cwOi34zU0zYu83PgKDTovG7mGcPT+MTfPzPb6rcrl3QzWe29eEvfU9uOTxNzG3wH8aRXdZKQY8ccsyfPnPRwAAqUaGQcRgmGbxq90N+LBRWhnL2Q3+6vEOR6vf7IFsaXYKDn77Cqx85HUMObpMnYHwpvn52Lwg/B/K71y3GJ++eC6yUoJLk0Wh+9q2hbhpZRmsNjvSkvTY/83LsfN4B0YmrLDYbHj63XpXy7E/w+MW3PG0FPyWZqfgay8ck/7OSsZd66uh1UjdohqNBhoAWo3047Vpfn7Adf14CHmz/UlL0uPMo9vwpngeY5PS/3fSaofFaodep8HGIOrmlJtm9Jv3eLacyQCw8/g53PTTPfjatoX466FWAMC8gsCzrYxbrLj5qfcBALUPb/XY9tXnjwLw3rruTVaqAZ++eC6efb8x4OPPpqlnBA87rh2vHffMTds1NB5S1hoK3o0/3YPRSSvSjDrcvqYS5Tkp2F3XjddPnMOk1QaDTou7frUPjd0j+O29a1xDgABgwMsqiuMWK/791ZM40Oh9BUZv5hdl4Oh3tmD9Y2+4hk3Mxr038uZV5VgzJxejk1YUZCQFfFxKXAyGya89Z6Z+YJyXnCd2ngIA/OKu2Vv9ACAtaaql69n3GwBIOSa/c91iOaoIQAqkKLrcVwnTaTXYtrTE9filo+2um5/n/bRo7jrZ6fr7XcdnbU11Lv70z+vkrq6s9DotrlhUpHQ1PJzsGMDopBUfnO3G4WZpPPcDH5kf8P5/css9bLHaPLZZbXYkG7SKpjLcZZ4KgIsyPQOY/9nXBAB4cKsQ1TqpUfewNBzo8ENbYHC0+o5bbK65Isfb+l2ZUaYPnfi3V04CmJpfAgAn2gfwyrHgx+9mJhtw7bJS/MMc2KIdP/6H9LvlbKmuyE0N+piUuDhmmPyy2OxYVJKJitypYNOo02JRSabfBTF8cU50c2YkoMS3v973amfuQZdzFcGHrlsU8TolIueEIOcCNN+4aqErWAnE/gbvLXNnzw9j3GLDx9ZWxUTWEG/ZAN4/2w0A2BJjNyiJpm90AmOTNty7YY7Pz9bBpj6vzwPSsDudVoNrLihxe072anrV4ZhTcsuq8lleSWrEYJh8mrTa8fap8zMmQmk08AiOg5WfbnSthEXqIBRlYG5+Gl4+2oabn9qDPXVdjkk3U8Fwa5+UBF8ThfRfiWzEkfIt0O5jb060DcwY5rJubl7Q5Vjtdhxq6pUl4vE3+18DDVZV5WB+kGOkKTi1rdIEzmBXbnS3uDTTYxxxuEubW212HGsJLLNLeU4K8tI5LIJm4jAJmtXtayqwfXc9AMDcPoCTHYOoYjBLIbDZgQONva5xwu6OOn7Q/I2dpdk5x86GMzHojl96np/0JD0uD6HVdcJiw4TF5pFhJlxp/Hwo7v5La4LeZ3jcgjfF865UgU4jYebr7hkOPeUgkRNbhmlWF7rNLP/A0R25ocb3JKGuoXHsPDFzHNfYpBW/39sk6w8jxb72/lHY4fuc69263tfMyWWvgUz+KYjuYLvdjqMtvru3w/XQtfLMD/j6toUenxeKvjSjzu9wmT4fwemeOum3I5hV5MYtVnQNBRbsOlN7etPaN4oXDrZictpYeCInBsMUkuuWlfrc5uyymjdtBvwZx/K9xZlMgaYWh5v7cKSl3yPH9HTuE9FMxezmlkNNYTqM+sAv70da+tEQweWgM1Mi15p7om0A753pco2VJuVYbXY88fopn9sA4KFrA58TsP09qUcykN6AjGTfr2lzDMG6Moh84qQuDIYpYj69aa7X57+yhTO+1cK5atoDlwWe1YCib8SR+WO2FftiUd156SabgY7ynJ1+eX4WdwlmToBzBcMvBJEVxZ8t/IyQDwyGiSji5gaR75aUkx/Hk4s+YipUugrksEbGZb/1Wg3HiVPEMRgmIiK/ONaSiBIZg2EiIvIrmOVuKTE5F9CYtHJsNiUeBsNERAnAqNeiNCsyk1Pvv3ReRMql+NHSK01C45AnSkQMhmlW89gqRDKo7x5WugpEFKZQcgwTxTqOSie/7ryoEilGHSYsNrxwqBUDYxalq0Rxipmv/Bsat2D7e/UQwlhFzZnD256gb/byimzUd/GmiojkxZZhCsi5gXEAwD/MMxfTIAqH+7LBZTmhL/OdKMRzg3631xT6DpY7B6XvaayN6yzKkGf4xtoQloSm2LfRbRGn1KTAF+Vwl5PqO50b0WwYDFNIgskVSeTPP104tVLapy/m2FTAfyv6JzfNmXX/79+0VMbahOcT66uR4yfvLKmDM2ewN84l2K9akIHMZEPQZT9wWQ3Tr1FYGAxT0EqykpGVGvwFi8ib6jxOyJluZWV2WPsnGXhpp9jy4PNHAPj/bOZGcKVCIn94xaSg3b2+WukqECW021ZXKl2FkOyo7XCNWyZyl2bUY05+GubmR//md9fJzqgfk+ILb8NIdjtqO4J6noiia19DD/Y19ESkbGuMjVem2KDTaXDx/HxoNNEfYjdhkRaNKcvmnATyji3DFDE1hd5Tsi0sCX22PMUX548QRcbwhDzZXT5s7JWlHAB44qPLZCuL4ozM90F76rpl62m4dlkpqhVolab4wJZhiojb11R6ndBwuakI5TmpCtSIlPCVP0vjBA063ndHwtPvnJWlnN990AgAKMhICrssbZRb/o619kf1eOTbD3eeBOD5fbfb7Xi1tgN9I5NBldU5MIZDTX2y1o/IF/5CEVHEJOl1yEszYlFJptJVSUijjiVyw2XQaXHl4mLMicOWs184bghCyUJA8uoemgAA3Lq6wvVca98oPvv7g0GXNe7oVfr2NYvkqRyRH2wZJqKI0WmBS4UiaLVMxRfLtFog1RhaflelGfVabFtSjMLMyCxFTcEpz0lBVsrUjUm4Oa/dyyKKFLYMExFR3DJoNShID394BxGpF4NhIiIiIlItBsNEREREpFoMhomIiIhItRgMExEREZFqMRgmIiIiItViMExEREREqsVgmIgoEci8FC4RkVowGCYiSgDV+fIvc16Zm4qbVpRhTXWu7GUTEcUKrkBHRBTHjDotfnPvGszJT8NFj+2StewblpfiS1sEWcskIoo1DIaJiOKYVgusm5endDUowem5pDolMA6TICJSueaeUaWrQDHuwa0CtiwqwsqqHKWrQiQ7tgwTERGRX7etqcRtayqVrgZRRLBlmIiIwqLVyN+FrmO3vGpNWm3YUdsRdjlpSTrX36MT1rDLo8TFYJi8umppCW5aUYYbV5QrXRUi8mF0MjZ+4LctKZa9zNw0I75/01LcsorXILWpzk+TpRy9Touvb1voeMTcg+Qbg2HyaklZFn5063Ks4vgwopiTbJBavN4SzytcE0leelJEyr1tTSVuWFEWkbIpdj1wWY3SVSCVYTBMRFFx50WVqM6TPxeuGl2xqEjpKhARJQwGw0QUFd+7YSle/9JmpauREIx6rWoWwshNMwIAFhZnKFwTIkpUzCZBRKQiVlt8jZ00lWTiuY9WYcVSk9JVIRm55y3W6zhZkpQVVjAsCMKNAG4RRfEOL9s+BeAzACwAvieK4kvhHIuIiMJ357oq7GvoUboaQclO0bnGSVNiSDbo8Lf7N8But+MPe5uUrg6pXMjDJARB+E8Aj3krQxCEYgCfB7ABwFYAjwmCEJkZFhQzCjK8n2INpu76J6y2aFWHFGS3A4ea+nBuYFzpqiQE9yxjRn14o9uWl2eHWZvAOFOjRWLlsnMD43j7VGxMHiTAmVlvejq0Zz9o9Lvf8opsrKgMfZK287hsV6ZwhXNV3QPgsz62rQGwWxTFcVEU+wGcAXBBGMcihX3vhiWzviZJr/M6C9io12JxaSYAYGhsUva6Uey55oKSgF9bkpWMS4UC3LFW3Qn933nwUp/b9DotXvn8Jvz9cxuQmWzw+bqNNflINepQnJUSUh0uKM/G/ML0kPad7q51Vfj2NYtwz8Y5spTndKMju8SBxl5Zy6XQXbnY8/tekSNNlD3c3BfQ/kWZyQCAnNTgWv/vWFOJezZUM+MIhW3WYRKCINwH4IvTnr5HFMU/CoJwiY/dMgH0uz0eBJA1/UVmsznAaspnbGxMkePGu1VZwLqKVLzfPILOzk6YzRNeX9fVJXW/9vX1erzPmysMON4GjI6ORuX953lWVqnW4vq7r6/PdS5sdjtyUnToHZXy4xq0GtSfOYWvXiRNjgr2nCXaeS7PNKBlYBJt7W0wm4c8tmkAGACYze0AgJGREQCA3WZ3vQff3JAJbMjEQHsDBtq9H6N90PsNaX9/P1JHOvDktkJs/1CH54/3Y3SgJ+j3t7mlGWaNdB1Ynwe/dQmU+3nOdDzX1XUeZrMVNpsNPT3B15PkVZZpQOvAJCYnJ9HWeAbXCJl4p2EIdXV1rtf09PZ6PU9XVdix4aNVSNZMwmw2o6116rPf1tYGc+qg12PqAHy0RovxrmaYu7zXq7NTCsgHB4f4GYkRsXjdnjUYFkVxO4DtQZY7AMB96m8GgBm3iCZT9CdEmM1mRY6bCNL3DwMYQWFhIUymeV5fk98sAuhDdnaOx/u8v68BQDdSUlKi8v7zPCsrq28UgDQOMDs72+NcHPi2CXYAp84NIivFgNLs0FoxgcQ7z8ZXzgGYRGlJKUymCr+vTX27D8AYNFpNUO9BWvcIgOYZz2dlZbnK+bf5NtzbOQShOCOIleDOAgAqyitgMsmb+m3meT6L/PwCmEwLoNU2Ijc3N6E+B/Eo6WXps2swGGAymZAj1kLfMoZ58+bB+XnLzcnxe56c5/nUeCuATgBAaWkpTKbQF14p7KwD0IOMjHR+RmKEUtftAwcO+NwWqWwS+wA8KghCMoAkACYAtRE6FhHFEa0juDKVZM7ySlKKUa/FolKeHyJSB1mDYUEQvgTgjCiKfxcE4UkA70Ial/xNURTH5DwWRZ9zNnckJsQQEZCbasRZDIc9SY6IiAIXVjAsiuJbAN5ye/wjt7+fBvB0OOVTbPnKlgW4aG4url4a+OQoIgrc47csw5GWPmxZVKx0VYiIVIOLblDAqvLSUJWXpnQ1iBJWdX4aqvOj9x1L0msxbmG6QyJSN/bFERGp1O6vXaZ0FUhFLpN5YiWRXBgMExERUUT9+Nbl2LygQOlqEHnFYJiIiIiIVIvBMBERERGpFoNhIqI4ZIc97DJSDFPL31ps4ZdHFKs0GqYEJd8YDBMRxSGrI3gdmww9G0Rakh53XlQJQFoqOxz3XzoPi0szsaAoY/YXE/kxryBdtrIuX1SEf1pVjnvWV8tWJiUeplYjIopD92yYg4NNh4LeTzutCaQkK/TlsN09uHUhHty6UJayAnGkuS9qx6LZOW+m3O+peoYnMBFC6r4lZVmoyE1Bc89o2PWaV5COx29ZFnY5lNgYDJOsFpVkIj1JjwvKszyez0oxAADKclKVqBZFWZqRl5ZIWxzicsll2Sn4txuXIifVIHONouvtU+fRMzyhdDXIwZmvurVPCmBTk6QhOL9896xidSIKFIdJkKy2LS1B7cNbcfuaSo/nr1tWije/cgkev+UChWpG0ZSVasAtq8qVrgZ5odFocMfaSmyL45Ukv3TFAgDA2KRV4ZqQ0yPXL/F4/PnL5gMAhsYtSlSHKChsvqGo0Gg0mBPFlbVIeSXZ8nS/E01XlJmkdBVomswUz56GtCQ9jDq2t1F84CeViIiIiFSLwTARURwyyNTqVp0n9dgsLI6/LBCcRBfbJqw27KjtCGnfMkfPUnqSbpZXEoWPwySIKCLmFUhBVk2hfGmSaEp5TgqevH0FclONYZVz9QUl2LbkKmi18ZOHtSJXmoj7u72NCteEnEqykmHUabF6To4s5T31sVU42zWM5RXZspRH5A+DYSKKiOuXl+H65WVKVyNhaTQaXLesVJay4ikQBoD18/KxrDwLu890K10VcqjITcWpR7d5PPfELcvw5T8fCam8nDQjVqWFd6NHFCgOkyAiorhzm1vGmlQju9Jj0cULClx/56dz0iPFLrYMExFR3Ll9TSUuEQogdgxidXWu0tUhLwoyknD60W3oH51kMEwxjcEwERHFpZKsFNlW0KPIMOi0DIQp5nGYBBERERGpFoNhIiIiIlItBsNEREREpFoMhomIiIhItRgMExEREZFqMRgmIiIiItViMExEREREqsVgmIiIiIhUi8EwEREREakWg2EiIiIiUi0Gw0RERESkWgyGiYiIiEi1GAwTERERkWoxGCYiIiIi1WIwTERERESqxWCYiIiIiFSLwTARERERqZbGbrcrcuADBw4oc2AiIiIiUp1Vq1ZpvD2vWDBMRERERKQ0DpMgIiIiItViMExEREREqsVgmIiIiIhUS690BaJFEAQtgJ8CWAZgHMAnRVE8o2ytKFSCIBgA/ApANYAkAN8DcALAMwDsAGoB3C+Kok0QhIcAXA3AAuBfRFHcp0SdKXSCIBQCOADgCkjn8RnwPCcUQRC+DuA6AEZI1+q3wfOcUBzX7d9Aum5bAXwK/D4nFEEQ1gL4gSiKlwiCUIMAz62v10ar3mpqGb4BQLIoiusAfA3AEwrXh8JzJ4BuURQ3AdgG4CcAfgTgW47nNACuFwRhJYDNANYCuA3AfytUXwqR4wf05wBGHU/xPCcYQRAuAbAewAZI57ECPM+J6CoAelEU1wP4LoBHwfOcMARB+CqAXwJIdjwVzLmd8dpo1l1NwfBGAK8CgCiKHwC4UNnqUJj+DODbbo8tAFZBak0CgB0ALod03neKomgXRbEJgF4QhIKo1pTC9TiAnwFoczzmeU48WwEcA/BXAC8CeAk8z4noFKRzpgWQCWASPM+JpA7ATW6Pgzm33l4bNWoKhjMB9Ls9tgqCoJphIolGFMUhURQHBUHIAPA8gG8B0Iii6MwVOAggCzPPu/N5igOCIHwCwHlRFF9ze5rnOfHkQ2qguAXAPwP4PQAtz3PCGYI0ROIkgKcBPAl+nxOGKIp/gXSD4xTMufX22qhRUzA8ACDD7bFWFEWLUpWh8AmCUAHgTQDPiqL4BwDu44syAPRh5nl3Pk/x4V4AVwiC8BaA5QB+C6DQbTvPc2LoBvCaKIoToiiKAMbg+WPI85wYvgjpPC+ANH/nN5DGiDvxPCeWYH6Tvb02atQUDO+GNF4JgiBcBKlLjuKUIAhFAHYC+FdRFH/lePqQY+whII0jfhfSed8qCIJWEIRKSDdBXVGvMIVEFMWLRVHcLIriJQAOA7gLwA6e54TzHoArBUHQCIJQCiANwC6e54TTi6lWwR4ABvC6nciCObfeXhs1ahom8FdILUx7IA3Ovkfh+lB4vgEgB8C3BUFwjh3+AoAnBUEwAjADeF4URasgCO8CeB/Szd/9itSW5PRlAE/zPCcOURRfEgThYgD7MHX+6sHznGj+A8CvHOfQCOk6/iF4nhNVMNfqGa+NZkW5HDMRERERqZaahkkQEREREXlgMExEREREqsVgmIiIiIhUi8EwEREREakWg2EiIiIiUi0Gw0RERESkWgyGiYiIiEi1/g/mB4JfJlkAoQAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'][1:],df['Price'][1:]-df['Price_Signal'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"#plt.plot(df['time_step'][1:],df['Price_Signal'][1:])\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"#plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x261226d9828>"
|
|
]
|
|
},
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'][1:],df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"plt.plot(df['time_step'][1:],df['Sell_Log'][1:])\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0 NaN\n",
|
|
"1 0.0\n",
|
|
"2 0.0\n",
|
|
"3 0.0\n",
|
|
"4 0.0\n",
|
|
"5 5250000.0\n",
|
|
"6 0.0\n",
|
|
"7 0.0\n",
|
|
"8 -5250000.0\n",
|
|
"9 0.0\n",
|
|
"10 0.0\n",
|
|
"11 0.0\n",
|
|
"12 0.0\n",
|
|
"13 0.0\n",
|
|
"14 0.0\n",
|
|
"15 0.0\n",
|
|
"16 0.0\n",
|
|
"17 0.0\n",
|
|
"18 0.0\n",
|
|
"19 0.0\n",
|
|
"Name: Sell_Log, dtype: float64"
|
|
]
|
|
},
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"buy_delta = df['Buy_Log'].diff()\n",
|
|
"sell_delta = df['Sell_Log'].diff()\n",
|
|
"ext_delta = df['P_Ext_Markets'].diff()\n",
|
|
"# df_delta['Buy_Log'] = buy_delta\n",
|
|
"# df_delta['Sell_Log'] = sell_delta\n",
|
|
"# df_delta = df_delta.append(ext_delta)\n",
|
|
"# df_delta.head()\n",
|
|
"sell_delta.head(20)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x261221fd898>"
|
|
]
|
|
},
|
|
"execution_count": 49,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"plt.plot(df['time_step'][1:],sell_delta[1:])\n",
|
|
"plt.plot(df['time_step'][1:],ext_delta[1:])\n",
|
|
"plt.ylim(-400,400)\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 50,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.PairGrid at 0x261221a0d30>"
|
|
]
|
|
},
|
|
"execution_count": 50,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1800x1800 with 110 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.pairplot(df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 51,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Z per External Stock Market Price')"
|
|
]
|
|
},
|
|
"execution_count": 51,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'],df['Z']/df['P_Ext_Markets'])\n",
|
|
"plt.title('Z per External Stock Market Price')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 52,
|
|
"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": 53,
|
|
"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": 54,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>63</th>\n",
|
|
" <td>9.333333e+06</td>\n",
|
|
" <td>24899.318719</td>\n",
|
|
" <td>103.750000</td>\n",
|
|
" <td>103.145613</td>\n",
|
|
" <td>250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.952381</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>64</th>\n",
|
|
" <td>9.500000e+06</td>\n",
|
|
" <td>24895.879641</td>\n",
|
|
" <td>103.896825</td>\n",
|
|
" <td>103.280592</td>\n",
|
|
" <td>250000.0</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>9.666667e+06</td>\n",
|
|
" <td>24894.384097</td>\n",
|
|
" <td>104.043651</td>\n",
|
|
" <td>103.415572</td>\n",
|
|
" <td>250000.0</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>9.833333e+06</td>\n",
|
|
" <td>24892.888553</td>\n",
|
|
" <td>104.190476</td>\n",
|
|
" <td>103.550552</td>\n",
|
|
" <td>250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>67</th>\n",
|
|
" <td>1.000000e+07</td>\n",
|
|
" <td>24891.393008</td>\n",
|
|
" <td>104.345238</td>\n",
|
|
" <td>103.693469</td>\n",
|
|
" <td>250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.000000</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Sell_Log Trans \\\n",
|
|
"63 9.333333e+06 24899.318719 103.750000 103.145613 250000.0 0.0 \n",
|
|
"64 9.500000e+06 24895.879641 103.896825 103.280592 250000.0 0.0 \n",
|
|
"65 9.666667e+06 24894.384097 104.043651 103.415572 250000.0 0.0 \n",
|
|
"66 9.833333e+06 24892.888553 104.190476 103.550552 250000.0 0.0 \n",
|
|
"67 1.000000e+07 24891.393008 104.345238 103.693469 250000.0 0.0 \n",
|
|
"\n",
|
|
" Z mech_step \n",
|
|
"63 21000000.0 1.952381 \n",
|
|
"64 21000000.0 2.000000 \n",
|
|
"65 21000000.0 2.000000 \n",
|
|
"66 21000000.0 2.000000 \n",
|
|
"67 21000000.0 2.000000 "
|
|
]
|
|
},
|
|
"execution_count": 54,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# vol_df = df.rolling(window = 21).mean()\n",
|
|
"vol_df = pd.DataFrame()\n",
|
|
"rolling_days = 63 # days = number * mechanisms\n",
|
|
"for n in names:\n",
|
|
" vol_df[n] = df[n].rolling(rolling_days).mean().shift()\n",
|
|
" \n",
|
|
"vol_df = vol_df.dropna() #(vol_df.iloc[0:rolling_days])\n",
|
|
"# vol_df[n].iloc[:rolling_days], axis=1)\n",
|
|
"vol_df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of Z')"
|
|
]
|
|
},
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(vol_df['Z'])\n",
|
|
"plt.title('Rolling Average of Z')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of External Stock Market Price')"
|
|
]
|
|
},
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(vol_df['P_Ext_Markets'])\n",
|
|
"plt.title('Rolling Average of External Stock Market Price')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 57,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of Zeus Price')"
|
|
]
|
|
},
|
|
"execution_count": 57,
|
|
"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": 58,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"43.75"
|
|
]
|
|
},
|
|
"execution_count": 58,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[\"Price\"].min()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"152.25"
|
|
]
|
|
},
|
|
"execution_count": 59,
|
|
"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
|
|
}
|