From 7a84af853fab94cb7b78a3839e7b4eff9c6e7ea8 Mon Sep 17 00:00:00 2001 From: Matt Barlin <33430774+matttyb80@users.noreply.github.com> Date: Mon, 3 Dec 2018 11:50:49 -0500 Subject: [PATCH] Barlin Cleanup --- .../App2_Config6a-temp-checkpoint.ipynb | 2360 + notebooks/barlin/App1_Config3.ipynb | 22778 + notebooks/barlin/App1_Config4.ipynb | 34928 + notebooks/barlin/App1_Config5.ipynb | 28145 + .../barlin/App1_Config5_Animation-Play.ipynb | 1955 + notebooks/barlin/App1_Config6.ipynb | 1923 + notebooks/barlin/App1_Config6b.ipynb | 1935 + notebooks/barlin/App2_Config4.ipynb | 603848 +++++++++++++++ notebooks/barlin/App2_Config5.ipynb | 2193 + notebooks/barlin/App2_Config6.ipynb | 2396 + notebooks/barlin/App2_Config6a-temp.ipynb | 2360 + notebooks/barlin/App2_Config6a.ipynb | 2271 + notebooks/barlin/App2_Config6b.ipynb | 482 + sandbox/barlin/config5.py | 265 + sandbox/barlin/config6.py | 298 + sandbox/barlin/config6a.py | 307 + 16 files changed, 708444 insertions(+) create mode 100644 notebooks/barlin/.ipynb_checkpoints/App2_Config6a-temp-checkpoint.ipynb create mode 100644 notebooks/barlin/App1_Config3.ipynb create mode 100644 notebooks/barlin/App1_Config4.ipynb create mode 100644 notebooks/barlin/App1_Config5.ipynb create mode 100644 notebooks/barlin/App1_Config5_Animation-Play.ipynb create mode 100644 notebooks/barlin/App1_Config6.ipynb create mode 100644 notebooks/barlin/App1_Config6b.ipynb create mode 100644 notebooks/barlin/App2_Config4.ipynb create mode 100644 notebooks/barlin/App2_Config5.ipynb create mode 100644 notebooks/barlin/App2_Config6.ipynb create mode 100644 notebooks/barlin/App2_Config6a-temp.ipynb create mode 100644 notebooks/barlin/App2_Config6a.ipynb create mode 100644 notebooks/barlin/App2_Config6b.ipynb create mode 100644 sandbox/barlin/config5.py create mode 100644 sandbox/barlin/config6.py create mode 100644 sandbox/barlin/config6a.py diff --git a/notebooks/barlin/.ipynb_checkpoints/App2_Config6a-temp-checkpoint.ipynb b/notebooks/barlin/.ipynb_checkpoints/App2_Config6a-temp-checkpoint.ipynb new file mode 100644 index 0000000..5ce4711 --- /dev/null +++ b/notebooks/barlin/.ipynb_checkpoints/App2_Config6a-temp-checkpoint.ipynb @@ -0,0 +1,2360 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SimCAD Application Notebook\n", + "## Experiment Type 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Name of Config File or System Description\n", + "#### 100 MonteCarlo Runs \n", + "#### Behaviors: EMHers, Herders, HODLers, EIUers, and Human EIUers" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'SimCAD.configuration'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtabulate\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mtabulate\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mSimCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mengine\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mExecutionMode\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mExecutionContext\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mExecutor\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0msandbox\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbarlin\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mconfig6atemp\u001b[0m \u001b[1;31m#, config2\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mSimCAD\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\SimCAD\\__init__.py\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mfn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mop\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mfoldr\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mSimCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfiguration\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutils\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbehaviorAggregation\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mdict_elemwise_sum\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mconfigs\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;31mModuleNotFoundError\u001b[0m: No module named 'SimCAD.configuration'" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from tabulate import tabulate\n", + "\n", + "from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "from sandbox.barlin import config6atemp #, config2\n", + "from SimCAD import configs\n", + "\n", + "\n", + "# from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "# from sandbox.validation import config1, config2\n", + "# from SimCAD import configs\n", + "\n", + "# ToDo: pass ExecutionContext with execution method as ExecutionContext input\n", + "\n", + "exec_mode = ExecutionMode()\n", + "\n", + "print(\"Simulation Run 1\")\n", + "# print()\n", + "single_config = [configs[0]]\n", + "single_proc_ctx = ExecutionContext(exec_mode.single_proc)\n", + "run1 = Executor(single_proc_ctx, single_config)\n", + "run1_raw_result = run1.main()\n", + "df = pd.DataFrame(run1_raw_result)\n", + "# print(tabulate(result, headers='keys', tablefmt='psql'))\n", + "# print()\n", + "\n", + "# print(\"Simulation Run 2: Pairwise Execution\")\n", + "# print()\n", + "# multi_proc_ctx = ExecutionContext(exec_mode.multi_proc)\n", + "# run2 = Executor(multi_proc_ctx, configs)\n", + "# run2_raw_results = run2.main()\n", + "# for raw_result in run2_raw_results:\n", + "# result = pd.DataFrame(raw_result)\n", + "# print(tabulate(result, headers='keys', tablefmt='psql'))\n", + "# print()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#df = pd.DataFrame(run1_raw_result)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_steptimestamp
002500010010010000210000000102018-10-01 15:16:24
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_steptimestamp
0025000.000000100.0100.0100.00.00.021000000.00.0102018-10-01 15:16:24
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_steptimestamp
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2999[0.0, 0.0, 5250000.0, 147.75177093772993]26214.746221146.75146.490574144.1970080.00.021000000.02.0110002018-10-01 15:33:04
3000[0.0, 0.0, 5250000.0, 147.75177093772993]26214.746221146.75146.664390144.2767890.00.021000000.03.0110002018-10-01 15:33:04
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price \\\n", + "2995 [5250000.0, 146.5, 0.0, 0.0] 26228.247568 146.50 \n", + "2996 [5250000.0, 146.5, 0.0, 0.0] 26228.247568 146.50 \n", + "2997 [5250000.0, 146.5, 0.0, 0.0] 26228.247568 146.75 \n", + "2998 [0.0, 0.0, 5250000.0, 147.75177093772993] 26214.746221 146.75 \n", + "2999 [0.0, 0.0, 5250000.0, 147.75177093772993] 26214.746221 146.75 \n", + "3000 [0.0, 0.0, 5250000.0, 147.75177093772993] 26214.746221 146.75 \n", + "\n", + " Price_Signal Price_Signal_2 Sell_Log Trans Z mech_step \\\n", + "2995 146.471437 144.122718 0.0 0.0 21000000.0 1.0 \n", + "2996 146.471437 144.122718 0.0 0.0 21000000.0 2.0 \n", + "2997 146.490574 144.197008 0.0 0.0 21000000.0 3.0 \n", + "2998 146.490574 144.197008 0.0 0.0 21000000.0 1.0 \n", + "2999 146.490574 144.197008 0.0 0.0 21000000.0 2.0 \n", + "3000 146.664390 144.276789 0.0 0.0 21000000.0 3.0 \n", + "\n", + " run time_step timestamp \n", + "2995 1 999 2018-10-01 15:33:03 \n", + "2996 1 999 2018-10-01 15:33:03 \n", + "2997 1 999 2018-10-01 15:33:03 \n", + "2998 1 1000 2018-10-01 15:33:04 \n", + "2999 1 1000 2018-10-01 15:33:04 \n", + "3000 1 1000 2018-10-01 15:33:04 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.iloc[2995:3005]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_steptimestamp
2991[0.0, 0.0, 5250000.0, 147.50179354266274]26308.436075146.50146.413446144.0460315250000.00.021000000.03.019972018-10-01 15:33:01
2992[0.0, 0.0, 0.0, 0.0]26207.081554146.50146.413446144.0460315250000.00.021000000.01.019982018-10-01 15:33:02
2993[0.0, 0.0, 0.0, 0.0]26207.081554146.50146.413446144.0460310.00.021000000.02.019982018-10-01 15:33:02
2994[0.0, 0.0, 0.0, 0.0]26207.081554146.50146.471437144.1227180.00.021000000.03.019982018-10-01 15:33:02
2995[5250000.0, 146.5, 0.0, 0.0]26228.247568146.50146.471437144.1227180.00.021000000.01.019992018-10-01 15:33:03
2996[5250000.0, 146.5, 0.0, 0.0]26228.247568146.50146.471437144.1227180.00.021000000.02.019992018-10-01 15:33:03
2997[5250000.0, 146.5, 0.0, 0.0]26228.247568146.75146.490574144.1970080.00.021000000.03.019992018-10-01 15:33:03
2998[0.0, 0.0, 5250000.0, 147.75177093772993]26214.746221146.75146.490574144.1970080.00.021000000.01.0110002018-10-01 15:33:04
2999[0.0, 0.0, 5250000.0, 147.75177093772993]26214.746221146.75146.490574144.1970080.00.021000000.02.0110002018-10-01 15:33:04
3000[0.0, 0.0, 5250000.0, 147.75177093772993]26214.746221146.75146.664390144.2767890.00.021000000.03.0110002018-10-01 15:33:04
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price \\\n", + "2991 [0.0, 0.0, 5250000.0, 147.50179354266274] 26308.436075 146.50 \n", + "2992 [0.0, 0.0, 0.0, 0.0] 26207.081554 146.50 \n", + "2993 [0.0, 0.0, 0.0, 0.0] 26207.081554 146.50 \n", + "2994 [0.0, 0.0, 0.0, 0.0] 26207.081554 146.50 \n", + "2995 [5250000.0, 146.5, 0.0, 0.0] 26228.247568 146.50 \n", + "2996 [5250000.0, 146.5, 0.0, 0.0] 26228.247568 146.50 \n", + "2997 [5250000.0, 146.5, 0.0, 0.0] 26228.247568 146.75 \n", + "2998 [0.0, 0.0, 5250000.0, 147.75177093772993] 26214.746221 146.75 \n", + "2999 [0.0, 0.0, 5250000.0, 147.75177093772993] 26214.746221 146.75 \n", + "3000 [0.0, 0.0, 5250000.0, 147.75177093772993] 26214.746221 146.75 \n", + "\n", + " Price_Signal Price_Signal_2 Sell_Log Trans Z mech_step \\\n", + "2991 146.413446 144.046031 5250000.0 0.0 21000000.0 3.0 \n", + "2992 146.413446 144.046031 5250000.0 0.0 21000000.0 1.0 \n", + "2993 146.413446 144.046031 0.0 0.0 21000000.0 2.0 \n", + "2994 146.471437 144.122718 0.0 0.0 21000000.0 3.0 \n", + "2995 146.471437 144.122718 0.0 0.0 21000000.0 1.0 \n", + "2996 146.471437 144.122718 0.0 0.0 21000000.0 2.0 \n", + "2997 146.490574 144.197008 0.0 0.0 21000000.0 3.0 \n", + "2998 146.490574 144.197008 0.0 0.0 21000000.0 1.0 \n", + "2999 146.490574 144.197008 0.0 0.0 21000000.0 2.0 \n", + "3000 146.664390 144.276789 0.0 0.0 21000000.0 3.0 \n", + "\n", + " run time_step timestamp \n", + "2991 1 997 2018-10-01 15:33:01 \n", + "2992 1 998 2018-10-01 15:33:02 \n", + "2993 1 998 2018-10-01 15:33:02 \n", + "2994 1 998 2018-10-01 15:33:02 \n", + "2995 1 999 2018-10-01 15:33:03 \n", + "2996 1 999 2018-10-01 15:33:03 \n", + "2997 1 999 2018-10-01 15:33:03 \n", + "2998 1 1000 2018-10-01 15:33:04 \n", + "2999 1 1000 2018-10-01 15:33:04 \n", + "3000 1 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": [ + "
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P_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_step
P_Ext_Markets1.0000000.7538680.7540110.7543560.055141NaNNaN0.001710NaN0.761785
Price0.7538681.0000000.9999680.9997110.063357NaNNaN0.002839NaN0.997914
Price_Signal0.7540110.9999681.0000000.9997450.063313NaNNaN0.002835NaN0.997960
Price_Signal_20.7543560.9997110.9997451.0000000.064631NaNNaN0.002722NaN0.998377
Sell_Log0.0551410.0633570.0633130.0646311.000000NaNNaN0.000386NaN0.063717
TransNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ZNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
mech_step0.0017100.0028390.0028350.0027220.000386NaNNaN1.000000NaN0.001413
runNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
time_step0.7617850.9979140.9979600.9983770.063717NaNNaN0.001413NaN1.000000
\n", + "
" + ], + "text/plain": [ + " P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n", + "P_Ext_Markets 1.000000 0.753868 0.754011 0.754356 \n", + "Price 0.753868 1.000000 0.999968 0.999711 \n", + "Price_Signal 0.754011 0.999968 1.000000 0.999745 \n", + "Price_Signal_2 0.754356 0.999711 0.999745 1.000000 \n", + "Sell_Log 0.055141 0.063357 0.063313 0.064631 \n", + "Trans NaN NaN NaN NaN \n", + "Z NaN NaN NaN NaN \n", + "mech_step 0.001710 0.002839 0.002835 0.002722 \n", + "run NaN NaN NaN NaN \n", + "time_step 0.761785 0.997914 0.997960 0.998377 \n", + "\n", + " Sell_Log Trans Z mech_step run time_step \n", + "P_Ext_Markets 0.055141 NaN NaN 0.001710 NaN 0.761785 \n", + "Price 0.063357 NaN NaN 0.002839 NaN 0.997914 \n", + "Price_Signal 0.063313 NaN NaN 0.002835 NaN 0.997960 \n", + "Price_Signal_2 0.064631 NaN NaN 0.002722 NaN 0.998377 \n", + "Sell_Log 1.000000 NaN NaN 0.000386 NaN 0.063717 \n", + "Trans NaN NaN NaN NaN NaN NaN \n", + "Z NaN NaN NaN NaN NaN NaN \n", + "mech_step 0.000386 NaN NaN 1.000000 NaN 0.001413 \n", + "run NaN NaN NaN NaN NaN NaN \n", + "time_step 0.063717 NaN NaN 0.001413 NaN 1.000000 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.corr()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "P_Ext_Markets 2.474083e+04\n", + "Price 1.000000e+02\n", + "Price_Signal 1.000000e+02\n", + "Price_Signal_2 1.000000e+02\n", + "Sell_Log 0.000000e+00\n", + "Trans 0.000000e+00\n", + "Z 2.100000e+07\n", + "mech_step 0.000000e+00\n", + "run 1.000000e+00\n", + "time_step 0.000000e+00\n", + "dtype: float64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.min()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([5.250e+06, 1.465e+02, 0.000e+00, 0.000e+00])" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Buy_Log'][2995]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "def weighted_avg(x):\n", + " \n", + " return x[0]*x[1] + x[2]*x[3]" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "'decimal.Decimal' object is not subscriptable", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mtest1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Buy_Log'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mweighted_avg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mtest1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtail\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\\pandas\\core\\series.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, convert_dtype, args, **kwds)\u001b[0m\n\u001b[0;32m 3190\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3191\u001b[0m \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3192\u001b[1;33m \u001b[0mmapped\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_infer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mconvert_dtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3193\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3194\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSeries\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mpandas/_libs/src\\inference.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.map_infer\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32m\u001b[0m in \u001b[0;36mweighted_avg\u001b[1;34m(x)\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mweighted_avg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m: 'decimal.Decimal' object is not subscriptable" + ] + } + ], + "source": [ + "test1 = df['Buy_Log'].apply(weighted_avg)\n", + "test1.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([Decimal('0'), array([0., 0., 0., 0.]), array([0., 0., 0., 0.]),\n", + " ...,\n", + " array([0.00000000e+00, 0.00000000e+00, 5.25000000e+06, 1.47751771e+02]),\n", + " array([0.00000000e+00, 0.00000000e+00, 5.25000000e+06, 1.47751771e+02]),\n", + " array([0.00000000e+00, 0.00000000e+00, 5.25000000e+06, 1.47751771e+02])],\n", + " dtype=object)" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test2 = df['Buy_Log'].values\n", + "test2" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'numpy.ndarray' object has no attribute 'reset_index'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mtest3\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtest2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mview\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'index'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m'A'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m'B'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m'C'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfloat\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;31mAttributeError\u001b[0m: 'numpy.ndarray' object has no attribute 'reset_index'" + ] + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "aggregate_dimension = 'time_step'\n", + "\n", + "mean_df = df.groupby(aggregate_dimension).mean().reset_index()\n", + "median_df = df.groupby(aggregate_dimension).median().reset_index()\n", + "std_df = df.groupby(aggregate_dimension).std().reset_index()\n", + "min_df = df.groupby(aggregate_dimension).min().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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3500000.0 0.0 21000000.0 2.0 1 \n", + "998 1750000.0 0.0 21000000.0 2.0 1 \n", + "999 0.0 0.0 21000000.0 2.0 1 \n", + "1000 0.0 0.0 21000000.0 2.0 1 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_df.tail(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "def dist_plot(x, y,lx=False,ly=False, suppMin=False): \n", + " plt.figure(figsize=(12,8))\n", + " if not(suppMin):\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,min_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'min'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + " \n", + " else:\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,mean_df[y].values-std_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'mean - 1*std'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + "\n", + " plt.xlabel(x)\n", + " plt.ylabel(y)\n", + " if lx:\n", + " plt.xscale('log')\n", + " \n", + " if ly:\n", + " plt.yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dist_plot('time_step', 'P_Ext_Markets',suppMin=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],(1/250)*mean_df['P_Ext_Markets'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "time_step 2.889637e+02\n", + "P_Ext_Markets 4.009858e+02\n", + "Price 1.288208e+01\n", + "Price_Signal 1.287143e+01\n", + "Price_Signal_2 1.264218e+01\n", + "Sell_Log 1.506585e+06\n", + "Trans 0.000000e+00\n", + "Z 0.000000e+00\n", + "mech_step 6.318237e-02\n", + "run 0.000000e+00\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(np.std(mean_df))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'Buy_Log'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3062\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3063\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3064\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m: 'Buy_Log'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m12\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m8\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Buy_Log'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m#, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Sell_Log'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;31m#plt.plot(df['time_step'],df['Zeus_LT'])\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbbox_to_anchor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1.05\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mloc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mborderaxespad\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 2683\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2684\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2685\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2686\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2687\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\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\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m_getitem_column\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 2690\u001b[0m \u001b[1;31m# get column\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2691\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2692\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2693\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2694\u001b[0m \u001b[1;31m# duplicate columns & possible reduce dimensionality\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\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_get_item_cache\u001b[1;34m(self, item)\u001b[0m\n\u001b[0;32m 2484\u001b[0m \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2485\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mres\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-> 2486\u001b[1;33m \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2487\u001b[0m \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2488\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\core\\internals.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, item, fastpath)\u001b[0m\n\u001b[0;32m 4113\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4114\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4115\u001b[1;33m \u001b[0mloc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4116\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4117\u001b[0m \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\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\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3063\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3064\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3065\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\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 3066\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3067\u001b[0m \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m: 'Buy_Log'" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Sell_Log'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'Buy_Log'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3062\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3063\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3064\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m: 'Buy_Log'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mbuy_delta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Buy_Log'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdiff\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 2\u001b[0m \u001b[0msell_delta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Sell_Log'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdiff\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mext_delta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'P_Ext_Markets'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdiff\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;31m# df_delta['Buy_Log'] = buy_delta\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;31m# df_delta['Sell_Log'] = sell_delta\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\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 2683\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2684\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2685\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2686\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2687\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\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\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m_getitem_column\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 2690\u001b[0m \u001b[1;31m# get column\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2691\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2692\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2693\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2694\u001b[0m \u001b[1;31m# duplicate columns & possible reduce dimensionality\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\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_get_item_cache\u001b[1;34m(self, item)\u001b[0m\n\u001b[0;32m 2484\u001b[0m \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2485\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mres\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-> 2486\u001b[1;33m \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2487\u001b[0m \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2488\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\core\\internals.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, item, fastpath)\u001b[0m\n\u001b[0;32m 4113\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4114\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4115\u001b[1;33m \u001b[0mloc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4116\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4117\u001b[0m \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\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\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3063\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3064\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3065\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\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 3066\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3067\u001b[0m \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m: 'Buy_Log'" + ] + } + ], + "source": [ + "buy_delta = mean_df['Buy_Log'].diff()\n", + "sell_delta = mean_df['Sell_Log'].diff()\n", + "ext_delta = mean_df['P_Ext_Markets'].diff()\n", + "# df_delta['Buy_Log'] = buy_delta\n", + "# df_delta['Sell_Log'] = sell_delta\n", + "# df_delta = df_delta.append(ext_delta)\n", + "# df_delta.head()\n", + "sell_delta.head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'buy_delta' 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\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m12\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m8\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mbuy_delta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m#, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msell_delta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\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 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mext_delta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\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 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m400\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m400\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'buy_delta' is not defined" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],sell_delta[1:])\n", + "plt.plot(mean_df['time_step'][1:],ext_delta[1:])\n", + "plt.ylim(-400,400)\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'],mean_df['Z']/mean_df['P_Ext_Markets'])\n", + "plt.title('Z per External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# plt.figure(figsize=(12,8))\n", + "# plt.plot(df['time_step'],(df['TDR_Int']-df['TDR_Ext'])/df['TDR_Ext'])\n", + "# plt.title('Availability of TDR arbitrage opportunity')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# plt.figure(figsize=(12,8))\n", + "# plt.plot(df['time_step'],(df['Zeus_LT']/df['Zeus_ST']-1))\n", + "# plt.title('Availability of LT vs ST arbitrage opportunity')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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P_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_step
6324911.742439101.206349101.153044100.5100461.083333e+060.021000000.01.968254
6424912.741288101.243386101.188759100.5318051.138889e+060.021000000.02.000000
6524912.468684101.283069101.225359100.5540421.111111e+060.021000000.02.000000
6624912.923774101.324074101.264025100.5768241.083333e+060.021000000.02.000000
6724913.678203101.367725101.304258100.6001761.083333e+060.021000000.02.000000
\n", + "
" + ], + "text/plain": [ + " P_Ext_Markets Price Price_Signal Price_Signal_2 Sell_Log \\\n", + "63 24911.742439 101.206349 101.153044 100.510046 1.083333e+06 \n", + "64 24912.741288 101.243386 101.188759 100.531805 1.138889e+06 \n", + "65 24912.468684 101.283069 101.225359 100.554042 1.111111e+06 \n", + "66 24912.923774 101.324074 101.264025 100.576824 1.083333e+06 \n", + "67 24913.678203 101.367725 101.304258 100.600176 1.083333e+06 \n", + "\n", + " Trans Z mech_step \n", + "63 0.0 21000000.0 1.968254 \n", + "64 0.0 21000000.0 2.000000 \n", + "65 0.0 21000000.0 2.000000 \n", + "66 0.0 21000000.0 2.000000 \n", + "67 0.0 21000000.0 2.000000 " + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# vol_df = df.rolling(window = 21).mean()\n", + "vol_df = pd.DataFrame()\n", + "rolling_days = 63 # days = number * mechanisms\n", + "for n in names:\n", + " vol_df[n] = mean_df[n].rolling(rolling_days).mean().shift()\n", + " \n", + "vol_df = vol_df.dropna() #(vol_df.iloc[0:rolling_days])\n", + "# vol_df[n].iloc[:rolling_days], axis=1)\n", + "vol_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Z')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['Z'])\n", + "plt.title('Rolling Average of Z')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of External Stock Market Price')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['P_Ext_Markets'])\n", + "plt.title('Rolling Average of External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Zeus Price')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['Price'])\n", + "plt.plot(vol_df['P_Ext_Markets']/250)\n", + "plt.legend()\n", + "plt.title('Rolling Average of Zeus Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100.0" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"Price\"].min()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "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 +} diff --git a/notebooks/barlin/App1_Config3.ipynb b/notebooks/barlin/App1_Config3.ipynb new file mode 100644 index 0000000..02177dc --- /dev/null +++ b/notebooks/barlin/App1_Config3.ipynb @@ -0,0 +1,22778 @@ +{ + "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 and HODLers" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Simulation Run 1\n", + "\n", + "single_proc: []\n", + "b1m1\n", + "d1\n", + "{'buy_order1': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m2\n", + "b4m2\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m1\n", + "d1\n", + "{'buy_order1': Decimal('5250000.000000000000000000002')}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m2\n", + "b4m2\n", + "d1\n", + "{'sell_order1': Decimal('5249999.999999999999999999996')}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m1\n", + "d1\n", + "{'buy_order1': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m2\n", + "b4m2\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m1\n", + "d1\n", + "{'buy_order1': Decimal('5250000.000000000000000000001')}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m2\n", + "b4m2\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m1\n", + "d1\n", + "{'buy_order1': Decimal('5250000.000000000000000000000')}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m2\n", + "b4m2\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m1\n", + "d1\n", + "{'buy_order1': Decimal('5250000.000000000000000000003')}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m2\n", + "b4m2\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m1\n", + "d1\n", + "{'buy_order1': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m2\n", + "b4m2\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m1\n", + "d1\n", + "{'buy_order1': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m2\n", + "b4m2\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m1\n", + "d1\n", + "{'buy_order1': Decimal('5250000.000000000000000000003')}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m2\n", + "b4m2\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m1\n", + "d1\n", + "{'buy_order1': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m2\n", + "b4m2\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m1\n", + "d1\n", + "{'buy_order1': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "b1m2\n", + "b4m2\n", + "d1\n", + "{'sell_order1': 0}\n", 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"b4m2\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+------+-----------+-----------------+---------+------------+---------+---------+-------------+-------+-------------+---------------------+\n", + "| | Buy_Log | P_Ext_Markets | Price | Sell_Log | Trans | Z | mech_step | run | time_step | timestamp |\n", + "|------+-----------+-----------------+---------+------------+---------+---------+-------------+-------+-------------+---------------------|\n", + "| 0 | 0 | 25000 | 100 | 0 | 0 | 2.1e+07 | 0 | 1 | 0 | 2018-10-01 15:16:24 |\n", + "| 1 | 0 | 24937 | 100 | 0 | 0 | 2.1e+07 | 1 | 1 | 1 | 2018-10-01 15:16:25 |\n", + "| 2 | 0 | 24937 | 100 | 0 | 0 | 2.1e+07 | 2 | 1 | 1 | 2018-10-01 15:16:25 |\n", + "| 3 | 0 | 24937 | 100 | 0 | 0 | 2.1e+07 | 3 | 1 | 1 | 2018-10-01 15:16:25 |\n", + "| 4 | 5.25e+06 | 24900.7 | 100 | 0 | 0 | 2.1e+07 | 1 | 1 | 2 | 2018-10-01 15:16:26 |\n", + "| 5 | 5.25e+06 | 24900.7 | 100 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 2 | 2018-10-01 15:16:26 |\n", + "| 6 | 5.25e+06 | 24900.7 | 100 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 2 | 2018-10-01 15:16:26 |\n", + "| 7 | 0 | 24864.7 | 100 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 3 | 2018-10-01 15:16:27 |\n", + "| 8 | 0 | 24864.7 | 100 | 0 | 0 | 2.1e+07 | 2 | 1 | 3 | 2018-10-01 15:16:27 |\n", + "| 9 | 0 | 24864.7 | 100 | 0 | 0 | 2.1e+07 | 3 | 1 | 3 | 2018-10-01 15:16:27 |\n", + "| 10 | 5.25e+06 | 24890.1 | 100 | 0 | 0 | 2.1e+07 | 1 | 1 | 4 | 2018-10-01 15:16:28 |\n", + "| 11 | 5.25e+06 | 24890.1 | 100 | 0 | 0 | 2.1e+07 | 2 | 1 | 4 | 2018-10-01 15:16:28 |\n", + "| 12 | 5.25e+06 | 24890.1 | 100.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 4 | 2018-10-01 15:16:28 |\n", + "| 13 | 5.25e+06 | 24913.5 | 100.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 5 | 2018-10-01 15:16:29 |\n", + "| 14 | 5.25e+06 | 24913.5 | 100.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 5 | 2018-10-01 15:16:29 |\n", + "| 15 | 5.25e+06 | 24913.5 | 100.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 5 | 2018-10-01 15:16:29 |\n", + "| 16 | 5.25e+06 | 24976.6 | 100.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 6 | 2018-10-01 15:16:30 |\n", + "| 17 | 5.25e+06 | 24976.6 | 100.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 6 | 2018-10-01 15:16:30 |\n", + "| 18 | 5.25e+06 | 24976.6 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 6 | 2018-10-01 15:16:30 |\n", + "| 19 | 0 | 25003.6 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 7 | 2018-10-01 15:16:31 |\n", + "| 20 | 0 | 25003.6 | 100.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 7 | 2018-10-01 15:16:31 |\n", + "| 21 | 0 | 25003.6 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 7 | 2018-10-01 15:16:31 |\n", + "| 22 | 0 | 24947.3 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 8 | 2018-10-01 15:16:32 |\n", + "| 23 | 0 | 24947.3 | 100.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 8 | 2018-10-01 15:16:32 |\n", + "| 24 | 0 | 24947.3 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 8 | 2018-10-01 15:16:32 |\n", + "| 25 | 5.25e+06 | 24888.5 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 9 | 2018-10-01 15:16:33 |\n", + "| 26 | 5.25e+06 | 24888.5 | 100.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 9 | 2018-10-01 15:16:33 |\n", + "| 27 | 5.25e+06 | 24888.5 | 101 | 0 | 0 | 2.1e+07 | 3 | 1 | 9 | 2018-10-01 15:16:33 |\n", + "| 28 | 0 | 24935.7 | 101 | 0 | 0 | 2.1e+07 | 1 | 1 | 10 | 2018-10-01 15:16:34 |\n", + "| 29 | 0 | 24935.7 | 101 | 0 | 0 | 2.1e+07 | 2 | 1 | 10 | 2018-10-01 15:16:34 |\n", + "| 30 | 0 | 24935.7 | 101 | 0 | 0 | 2.1e+07 | 3 | 1 | 10 | 2018-10-01 15:16:34 |\n", + "| 31 | 0 | 25000.9 | 101 | 0 | 0 | 2.1e+07 | 1 | 1 | 11 | 2018-10-01 15:16:35 |\n", + "| 32 | 0 | 25000.9 | 101 | 0 | 0 | 2.1e+07 | 2 | 1 | 11 | 2018-10-01 15:16:35 |\n", + "| 33 | 0 | 25000.9 | 101 | 0 | 0 | 2.1e+07 | 3 | 1 | 11 | 2018-10-01 15:16:35 |\n", + "| 34 | 0 | 24991 | 101 | 0 | 0 | 2.1e+07 | 1 | 1 | 12 | 2018-10-01 15:16:36 |\n", + "| 35 | 0 | 24991 | 101 | 0 | 0 | 2.1e+07 | 2 | 1 | 12 | 2018-10-01 15:16:36 |\n", + "| 36 | 0 | 24991 | 101 | 0 | 0 | 2.1e+07 | 3 | 1 | 12 | 2018-10-01 15:16:36 |\n", + "| 37 | 0 | 25014.3 | 101 | 0 | 0 | 2.1e+07 | 1 | 1 | 13 | 2018-10-01 15:16:37 |\n", + "| 38 | 0 | 25014.3 | 101 | 0 | 0 | 2.1e+07 | 2 | 1 | 13 | 2018-10-01 15:16:37 |\n", + "| 39 | 0 | 25014.3 | 101 | 0 | 0 | 2.1e+07 | 3 | 1 | 13 | 2018-10-01 15:16:37 |\n", + "| 40 | 0 | 24951.6 | 101 | 0 | 0 | 2.1e+07 | 1 | 1 | 14 | 2018-10-01 15:16:38 |\n", + "| 41 | 0 | 24951.6 | 101 | 0 | 0 | 2.1e+07 | 2 | 1 | 14 | 2018-10-01 15:16:38 |\n", + "| 42 | 0 | 24951.6 | 101 | 0 | 0 | 2.1e+07 | 3 | 1 | 14 | 2018-10-01 15:16:38 |\n", + "| 43 | 5.25e+06 | 24870.6 | 101 | 0 | 0 | 2.1e+07 | 1 | 1 | 15 | 2018-10-01 15:16:39 |\n", + "| 44 | 5.25e+06 | 24870.6 | 101 | 0 | 0 | 2.1e+07 | 2 | 1 | 15 | 2018-10-01 15:16:39 |\n", + "| 45 | 5.25e+06 | 24870.6 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 15 | 2018-10-01 15:16:39 |\n", + "| 46 | 0 | 24821.7 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 16 | 2018-10-01 15:16:40 |\n", + "| 47 | 0 | 24821.7 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 16 | 2018-10-01 15:16:40 |\n", + "| 48 | 0 | 24821.7 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 16 | 2018-10-01 15:16:40 |\n", + "| 49 | 0 | 24806.8 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 17 | 2018-10-01 15:16:41 |\n", + "| 50 | 0 | 24806.8 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 17 | 2018-10-01 15:16:41 |\n", + "| 51 | 0 | 24806.8 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 17 | 2018-10-01 15:16:41 |\n", + "| 52 | 0 | 24785.1 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 18 | 2018-10-01 15:16:42 |\n", + "| 53 | 0 | 24785.1 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 18 | 2018-10-01 15:16:42 |\n", + "| 54 | 0 | 24785.1 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 18 | 2018-10-01 15:16:42 |\n", + "| 55 | 0 | 24775.5 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 19 | 2018-10-01 15:16:43 |\n", + "| 56 | 0 | 24775.5 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 19 | 2018-10-01 15:16:43 |\n", + "| 57 | 0 | 24775.5 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 19 | 2018-10-01 15:16:43 |\n", + "| 58 | 0 | 24755 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 20 | 2018-10-01 15:16:44 |\n", + "| 59 | 0 | 24755 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 20 | 2018-10-01 15:16:44 |\n", + "| 60 | 0 | 24755 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 20 | 2018-10-01 15:16:44 |\n", + "| 61 | 0 | 24783.3 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 21 | 2018-10-01 15:16:45 |\n", + "| 62 | 0 | 24783.3 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 21 | 2018-10-01 15:16:45 |\n", + "| 63 | 0 | 24783.3 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 21 | 2018-10-01 15:16:45 |\n", + "| 64 | 0 | 24842.8 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 22 | 2018-10-01 15:16:46 |\n", + "| 65 | 0 | 24842.8 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 22 | 2018-10-01 15:16:46 |\n", + "| 66 | 0 | 24842.8 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 22 | 2018-10-01 15:16:46 |\n", + "| 67 | 0 | 24844.3 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 23 | 2018-10-01 15:16:47 |\n", + "| 68 | 0 | 24844.3 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 23 | 2018-10-01 15:16:47 |\n", + "| 69 | 0 | 24844.3 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 23 | 2018-10-01 15:16:47 |\n", + "| 70 | 0 | 24928.9 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 24 | 2018-10-01 15:16:48 |\n", + "| 71 | 0 | 24928.9 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 24 | 2018-10-01 15:16:48 |\n", + "| 72 | 0 | 24928.9 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 24 | 2018-10-01 15:16:48 |\n", + "| 73 | 5.25e+06 | 24902.5 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 25 | 2018-10-01 15:16:49 |\n", + "| 74 | 5.25e+06 | 24902.5 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 25 | 2018-10-01 15:16:49 |\n", + "| 75 | 5.25e+06 | 24902.5 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 25 | 2018-10-01 15:16:49 |\n", + "| 76 | 0 | 24880.6 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 26 | 2018-10-01 15:16:50 |\n", + "| 77 | 0 | 24880.6 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 26 | 2018-10-01 15:16:50 |\n", + "| 78 | 0 | 24880.6 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 26 | 2018-10-01 15:16:50 |\n", + "| 79 | 0 | 24896.8 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 27 | 2018-10-01 15:16:51 |\n", + "| 80 | 0 | 24896.8 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 27 | 2018-10-01 15:16:51 |\n", + "| 81 | 0 | 24896.8 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 27 | 2018-10-01 15:16:51 |\n", + "| 82 | 0 | 24882 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 28 | 2018-10-01 15:16:52 |\n", + "| 83 | 0 | 24882 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 28 | 2018-10-01 15:16:52 |\n", + "| 84 | 0 | 24882 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 28 | 2018-10-01 15:16:52 |\n", + "| 85 | 0 | 24931 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 29 | 2018-10-01 15:16:53 |\n", + "| 86 | 0 | 24931 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 29 | 2018-10-01 15:16:53 |\n", + "| 87 | 0 | 24931 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 29 | 2018-10-01 15:16:53 |\n", + "| 88 | 0 | 24904.3 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 30 | 2018-10-01 15:16:54 |\n", + "| 89 | 0 | 24904.3 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 30 | 2018-10-01 15:16:54 |\n", + "| 90 | 0 | 24904.3 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 30 | 2018-10-01 15:16:54 |\n", + "| 91 | 0 | 24959.4 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 31 | 2018-10-01 15:16:55 |\n", + "| 92 | 0 | 24959.4 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 31 | 2018-10-01 15:16:55 |\n", + "| 93 | 0 | 24959.4 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 31 | 2018-10-01 15:16:55 |\n", + "| 94 | 0 | 24967.5 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 32 | 2018-10-01 15:16:56 |\n", + "| 95 | 0 | 24967.5 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 32 | 2018-10-01 15:16:56 |\n", + "| 96 | 0 | 24967.5 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 32 | 2018-10-01 15:16:56 |\n", + "| 97 | 0 | 25074.4 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 33 | 2018-10-01 15:16:57 |\n", + "| 98 | 0 | 25074.4 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 33 | 2018-10-01 15:16:57 |\n", + "| 99 | 0 | 25074.4 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 33 | 2018-10-01 15:16:57 |\n", + "| 100 | 0 | 25055.1 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 34 | 2018-10-01 15:16:58 |\n", + "| 101 | 0 | 25055.1 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 34 | 2018-10-01 15:16:58 |\n", + "| 102 | 0 | 25055.1 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 34 | 2018-10-01 15:16:58 |\n", + "| 103 | 0 | 25046.6 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 35 | 2018-10-01 15:16:59 |\n", + "| 104 | 0 | 25046.6 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 35 | 2018-10-01 15:16:59 |\n", + "| 105 | 0 | 25046.6 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 35 | 2018-10-01 15:16:59 |\n", + "| 106 | 5.25e+06 | 25052.7 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 36 | 2018-10-01 15:17:00 |\n", + "| 107 | 5.25e+06 | 25052.7 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 36 | 2018-10-01 15:17:00 |\n", + "| 108 | 5.25e+06 | 25052.7 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 36 | 2018-10-01 15:17:00 |\n", + "| 109 | 0 | 24961.8 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 37 | 2018-10-01 15:17:01 |\n", + "| 110 | 0 | 24961.8 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 37 | 2018-10-01 15:17:01 |\n", + "| 111 | 0 | 24961.8 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 37 | 2018-10-01 15:17:01 |\n", + "| 112 | 0 | 24986.9 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 38 | 2018-10-01 15:17:02 |\n", + "| 113 | 0 | 24986.9 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 38 | 2018-10-01 15:17:02 |\n", + "| 114 | 0 | 24986.9 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 38 | 2018-10-01 15:17:02 |\n", + "| 115 | 0 | 25006.9 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 39 | 2018-10-01 15:17:03 |\n", + "| 116 | 0 | 25006.9 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 39 | 2018-10-01 15:17:03 |\n", + "| 117 | 0 | 25006.9 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 39 | 2018-10-01 15:17:03 |\n", + "| 118 | 0 | 25011.5 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 40 | 2018-10-01 15:17:04 |\n", + "| 119 | 0 | 25011.5 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 40 | 2018-10-01 15:17:04 |\n", + "| 120 | 0 | 25011.5 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 40 | 2018-10-01 15:17:04 |\n", + "| 121 | 0 | 24947.1 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 41 | 2018-10-01 15:17:05 |\n", + "| 122 | 0 | 24947.1 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 41 | 2018-10-01 15:17:05 |\n", + "| 123 | 0 | 24947.1 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 41 | 2018-10-01 15:17:05 |\n", + "| 124 | 0 | 24882.7 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 42 | 2018-10-01 15:17:06 |\n", + "| 125 | 0 | 24882.7 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 42 | 2018-10-01 15:17:06 |\n", + "| 126 | 0 | 24882.7 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 42 | 2018-10-01 15:17:06 |\n", + "| 127 | 0 | 24907.1 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 43 | 2018-10-01 15:17:07 |\n", + "| 128 | 0 | 24907.1 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 43 | 2018-10-01 15:17:07 |\n", + "| 129 | 0 | 24907.1 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 43 | 2018-10-01 15:17:07 |\n", + "| 130 | 5.25e+06 | 24956.1 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 44 | 2018-10-01 15:17:08 |\n", + "| 131 | 5.25e+06 | 24956.1 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 44 | 2018-10-01 15:17:08 |\n", + "| 132 | 5.25e+06 | 24956.1 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 44 | 2018-10-01 15:17:08 |\n", + "| 133 | 5.25e+06 | 25022.5 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 45 | 2018-10-01 15:17:09 |\n", + "| 134 | 5.25e+06 | 25022.5 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 45 | 2018-10-01 15:17:09 |\n", + "| 135 | 5.25e+06 | 25022.5 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 45 | 2018-10-01 15:17:09 |\n", + "| 136 | 0 | 24985.2 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 46 | 2018-10-01 15:17:10 |\n", + "| 137 | 0 | 24985.2 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 46 | 2018-10-01 15:17:10 |\n", + "| 138 | 0 | 24985.2 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 46 | 2018-10-01 15:17:10 |\n", + "| 139 | 0 | 24942.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 47 | 2018-10-01 15:17:11 |\n", + "| 140 | 0 | 24942.3 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 47 | 2018-10-01 15:17:11 |\n", + "| 141 | 0 | 24942.3 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 47 | 2018-10-01 15:17:11 |\n", + "| 142 | 0 | 24931 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 48 | 2018-10-01 15:17:12 |\n", + "| 143 | 0 | 24931 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 48 | 2018-10-01 15:17:12 |\n", + "| 144 | 0 | 24931 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 48 | 2018-10-01 15:17:12 |\n", + "| 145 | 0 | 24848.6 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 49 | 2018-10-01 15:17:13 |\n", + "| 146 | 0 | 24848.6 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 49 | 2018-10-01 15:17:13 |\n", + "| 147 | 0 | 24848.6 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 49 | 2018-10-01 15:17:13 |\n", + "| 148 | 0 | 24824.1 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 50 | 2018-10-01 15:17:14 |\n", + "| 149 | 0 | 24824.1 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 50 | 2018-10-01 15:17:14 |\n", + "| 150 | 0 | 24824.1 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 50 | 2018-10-01 15:17:14 |\n", + "| 151 | 0 | 24859.6 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 51 | 2018-10-01 15:17:15 |\n", + "| 152 | 0 | 24859.6 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 51 | 2018-10-01 15:17:15 |\n", + "| 153 | 0 | 24859.6 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 51 | 2018-10-01 15:17:15 |\n", + "| 154 | 0 | 24927.7 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 52 | 2018-10-01 15:17:16 |\n", + "| 155 | 0 | 24927.7 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 52 | 2018-10-01 15:17:16 |\n", + "| 156 | 0 | 24927.7 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 52 | 2018-10-01 15:17:16 |\n", + "| 157 | 5.25e+06 | 24939.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 53 | 2018-10-01 15:17:17 |\n", + "| 158 | 5.25e+06 | 24939.3 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 53 | 2018-10-01 15:17:17 |\n", + "| 159 | 5.25e+06 | 24939.3 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 53 | 2018-10-01 15:17:17 |\n", + "| 160 | 0 | 25007.7 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 54 | 2018-10-01 15:17:18 |\n", + "| 161 | 0 | 25007.7 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 54 | 2018-10-01 15:17:18 |\n", + "| 162 | 0 | 25007.7 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 54 | 2018-10-01 15:17:18 |\n", + "| 163 | 0 | 25024.8 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 55 | 2018-10-01 15:17:19 |\n", + "| 164 | 0 | 25024.8 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 55 | 2018-10-01 15:17:19 |\n", + "| 165 | 0 | 25024.8 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 55 | 2018-10-01 15:17:19 |\n", + "| 166 | 0 | 25032.8 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 56 | 2018-10-01 15:17:20 |\n", + "| 167 | 0 | 25032.8 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 56 | 2018-10-01 15:17:20 |\n", + "| 168 | 0 | 25032.8 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 56 | 2018-10-01 15:17:20 |\n", + "| 169 | 5.25e+06 | 25025.6 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 57 | 2018-10-01 15:17:21 |\n", + "| 170 | 5.25e+06 | 25025.6 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 57 | 2018-10-01 15:17:21 |\n", + "| 171 | 5.25e+06 | 25025.6 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 57 | 2018-10-01 15:17:21 |\n", + "| 172 | 0 | 25033.4 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 58 | 2018-10-01 15:17:22 |\n", + "| 173 | 0 | 25033.4 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 58 | 2018-10-01 15:17:22 |\n", + "| 174 | 0 | 25033.4 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 58 | 2018-10-01 15:17:22 |\n", + "| 175 | 5.25e+06 | 25022.8 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 59 | 2018-10-01 15:17:23 |\n", + "| 176 | 5.25e+06 | 25022.8 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 59 | 2018-10-01 15:17:23 |\n", + "| 177 | 5.25e+06 | 25022.8 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 59 | 2018-10-01 15:17:23 |\n", + "| 178 | 0 | 25016.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 60 | 2018-10-01 15:17:24 |\n", + "| 179 | 0 | 25016.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 60 | 2018-10-01 15:17:24 |\n", + "| 180 | 0 | 25016.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 60 | 2018-10-01 15:17:24 |\n", + "| 181 | 0 | 24989.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 61 | 2018-10-01 15:17:25 |\n", + "| 182 | 0 | 24989.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 61 | 2018-10-01 15:17:25 |\n", + "| 183 | 0 | 24989.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 61 | 2018-10-01 15:17:25 |\n", + "| 184 | 0 | 25000.1 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 62 | 2018-10-01 15:17:26 |\n", + "| 185 | 0 | 25000.1 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 62 | 2018-10-01 15:17:26 |\n", + "| 186 | 0 | 25000.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 62 | 2018-10-01 15:17:26 |\n", + "| 187 | 0 | 25000.7 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 63 | 2018-10-01 15:17:27 |\n", + "| 188 | 0 | 25000.7 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 63 | 2018-10-01 15:17:27 |\n", + "| 189 | 0 | 25000.7 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 63 | 2018-10-01 15:17:27 |\n", + "| 190 | 0 | 24939.1 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 64 | 2018-10-01 15:17:28 |\n", + "| 191 | 0 | 24939.1 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 64 | 2018-10-01 15:17:28 |\n", + "| 192 | 0 | 24939.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 64 | 2018-10-01 15:17:28 |\n", + "| 193 | 0 | 24929.1 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 65 | 2018-10-01 15:17:29 |\n", + "| 194 | 0 | 24929.1 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 65 | 2018-10-01 15:17:29 |\n", + "| 195 | 0 | 24929.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 65 | 2018-10-01 15:17:29 |\n", + "| 196 | 0 | 24893.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 66 | 2018-10-01 15:17:30 |\n", + "| 197 | 0 | 24893.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 66 | 2018-10-01 15:17:30 |\n", + "| 198 | 0 | 24893.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 66 | 2018-10-01 15:17:30 |\n", + "| 199 | 0 | 24808.1 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 67 | 2018-10-01 15:17:31 |\n", + "| 200 | 0 | 24808.1 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 67 | 2018-10-01 15:17:31 |\n", + "| 201 | 0 | 24808.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 67 | 2018-10-01 15:17:31 |\n", + "| 202 | 0 | 24828.2 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 68 | 2018-10-01 15:17:32 |\n", + "| 203 | 0 | 24828.2 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 68 | 2018-10-01 15:17:32 |\n", + "| 204 | 0 | 24828.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 68 | 2018-10-01 15:17:32 |\n", + "| 205 | 0 | 24893.2 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 69 | 2018-10-01 15:17:33 |\n", + "| 206 | 0 | 24893.2 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 69 | 2018-10-01 15:17:33 |\n", + "| 207 | 0 | 24893.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 69 | 2018-10-01 15:17:33 |\n", + "| 208 | 0 | 24991.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 70 | 2018-10-01 15:17:34 |\n", + "| 209 | 0 | 24991.9 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 70 | 2018-10-01 15:17:34 |\n", + "| 210 | 0 | 24991.9 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 70 | 2018-10-01 15:17:34 |\n", + "| 211 | 0 | 25057 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 71 | 2018-10-01 15:17:35 |\n", + "| 212 | 0 | 25057 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 71 | 2018-10-01 15:17:35 |\n", + "| 213 | 0 | 25057 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 71 | 2018-10-01 15:17:35 |\n", + "| 214 | 0 | 25020.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 72 | 2018-10-01 15:17:36 |\n", + "| 215 | 0 | 25020.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 72 | 2018-10-01 15:17:36 |\n", + "| 216 | 0 | 25020.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 72 | 2018-10-01 15:17:36 |\n", + "| 217 | 0 | 25069.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 73 | 2018-10-01 15:17:37 |\n", + "| 218 | 0 | 25069.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 73 | 2018-10-01 15:17:37 |\n", + "| 219 | 0 | 25069.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 73 | 2018-10-01 15:17:37 |\n", + "| 220 | 5.25e+06 | 25116.4 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 74 | 2018-10-01 15:17:38 |\n", + "| 221 | 5.25e+06 | 25116.4 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 74 | 2018-10-01 15:17:38 |\n", + "| 222 | 5.25e+06 | 25116.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 74 | 2018-10-01 15:17:38 |\n", + "| 223 | 0 | 25033.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 75 | 2018-10-01 15:17:39 |\n", + "| 224 | 0 | 25033.5 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 75 | 2018-10-01 15:17:39 |\n", + "| 225 | 0 | 25033.5 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 75 | 2018-10-01 15:17:39 |\n", + "| 226 | 0 | 25069.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 76 | 2018-10-01 15:17:40 |\n", + "| 227 | 0 | 25069.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 76 | 2018-10-01 15:17:40 |\n", + "| 228 | 0 | 25069.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 76 | 2018-10-01 15:17:40 |\n", + "| 229 | 5.25e+06 | 25095.6 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 77 | 2018-10-01 15:17:41 |\n", + "| 230 | 5.25e+06 | 25095.6 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 77 | 2018-10-01 15:17:41 |\n", + "| 231 | 5.25e+06 | 25095.6 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 77 | 2018-10-01 15:17:41 |\n", + "| 232 | 0 | 25102.3 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 78 | 2018-10-01 15:17:42 |\n", + "| 233 | 0 | 25102.3 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 78 | 2018-10-01 15:17:42 |\n", + "| 234 | 0 | 25102.3 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 78 | 2018-10-01 15:17:42 |\n", + "| 235 | 0 | 25114.4 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 79 | 2018-10-01 15:17:43 |\n", + "| 236 | 0 | 25114.4 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 79 | 2018-10-01 15:17:43 |\n", + "| 237 | 0 | 25114.4 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 79 | 2018-10-01 15:17:43 |\n", + "| 238 | 0 | 25116.8 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 80 | 2018-10-01 15:17:44 |\n", + "| 239 | 0 | 25116.8 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 80 | 2018-10-01 15:17:44 |\n", + "| 240 | 0 | 25116.8 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 80 | 2018-10-01 15:17:44 |\n", + "| 241 | 0 | 25184.8 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 81 | 2018-10-01 15:17:45 |\n", + "| 242 | 0 | 25184.8 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 81 | 2018-10-01 15:17:45 |\n", + "| 243 | 0 | 25184.8 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 81 | 2018-10-01 15:17:45 |\n", + "| 244 | 0 | 25168.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 82 | 2018-10-01 15:17:46 |\n", + "| 245 | 0 | 25168.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 82 | 2018-10-01 15:17:46 |\n", + "| 246 | 0 | 25168.1 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 82 | 2018-10-01 15:17:46 |\n", + "| 247 | 0 | 25159.7 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 83 | 2018-10-01 15:17:47 |\n", + "| 248 | 0 | 25159.7 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 83 | 2018-10-01 15:17:47 |\n", + "| 249 | 0 | 25159.7 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 83 | 2018-10-01 15:17:47 |\n", + "| 250 | 0 | 25160 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 84 | 2018-10-01 15:17:48 |\n", + "| 251 | 0 | 25160 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 84 | 2018-10-01 15:17:48 |\n", + "| 252 | 0 | 25160 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 84 | 2018-10-01 15:17:48 |\n", + "| 253 | 0 | 25171.5 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 85 | 2018-10-01 15:17:49 |\n", + "| 254 | 0 | 25171.5 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 85 | 2018-10-01 15:17:49 |\n", + "| 255 | 0 | 25171.5 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 85 | 2018-10-01 15:17:49 |\n", + "| 256 | 0 | 25098.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 86 | 2018-10-01 15:17:50 |\n", + "| 257 | 0 | 25098.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 86 | 2018-10-01 15:17:50 |\n", + "| 258 | 0 | 25098.1 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 86 | 2018-10-01 15:17:50 |\n", + "| 259 | 0 | 25155.9 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 87 | 2018-10-01 15:17:51 |\n", + "| 260 | 0 | 25155.9 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 87 | 2018-10-01 15:17:51 |\n", + "| 261 | 0 | 25155.9 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 87 | 2018-10-01 15:17:51 |\n", + "| 262 | 5.25e+06 | 25165.3 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 88 | 2018-10-01 15:17:52 |\n", + "| 263 | 5.25e+06 | 25165.3 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 88 | 2018-10-01 15:17:52 |\n", + "| 264 | 5.25e+06 | 25165.3 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 88 | 2018-10-01 15:17:52 |\n", + "| 265 | 5.25e+06 | 25189 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 89 | 2018-10-01 15:17:53 |\n", + "| 266 | 5.25e+06 | 25189 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 89 | 2018-10-01 15:17:53 |\n", + "| 267 | 5.25e+06 | 25189 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 89 | 2018-10-01 15:17:53 |\n", + "| 268 | 0 | 25197.2 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 90 | 2018-10-01 15:17:54 |\n", + "| 269 | 0 | 25197.2 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 90 | 2018-10-01 15:17:54 |\n", + "| 270 | 0 | 25197.2 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 90 | 2018-10-01 15:17:54 |\n", + "| 271 | 0 | 25189.5 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 91 | 2018-10-01 15:17:55 |\n", + "| 272 | 0 | 25189.5 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 91 | 2018-10-01 15:17:55 |\n", + "| 273 | 0 | 25189.5 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 91 | 2018-10-01 15:17:55 |\n", + "| 274 | 0 | 25174.7 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 92 | 2018-10-01 15:17:56 |\n", + "| 275 | 0 | 25174.7 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 92 | 2018-10-01 15:17:56 |\n", + "| 276 | 0 | 25174.7 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 92 | 2018-10-01 15:17:56 |\n", + "| 277 | 5.25e+06 | 25178.7 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 93 | 2018-10-01 15:17:57 |\n", + "| 278 | 5.25e+06 | 25178.7 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 93 | 2018-10-01 15:17:57 |\n", + "| 279 | 5.25e+06 | 25178.7 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 93 | 2018-10-01 15:17:57 |\n", + "| 280 | 0 | 25185 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 94 | 2018-10-01 15:17:58 |\n", + "| 281 | 0 | 25185 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 94 | 2018-10-01 15:17:58 |\n", + "| 282 | 0 | 25185 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 94 | 2018-10-01 15:17:58 |\n", + "| 283 | 0 | 25233.1 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 95 | 2018-10-01 15:17:59 |\n", + "| 284 | 0 | 25233.1 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 95 | 2018-10-01 15:17:59 |\n", + "| 285 | 0 | 25233.1 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 95 | 2018-10-01 15:17:59 |\n", + "| 286 | 0 | 25247.6 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 96 | 2018-10-01 15:18:00 |\n", + "| 287 | 0 | 25247.6 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 96 | 2018-10-01 15:18:00 |\n", + "| 288 | 0 | 25247.6 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 96 | 2018-10-01 15:18:00 |\n", + "| 289 | 0 | 25242 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 97 | 2018-10-01 15:18:01 |\n", + "| 290 | 0 | 25242 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 97 | 2018-10-01 15:18:01 |\n", + "| 291 | 0 | 25242 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 97 | 2018-10-01 15:18:01 |\n", + "| 292 | 0 | 25324.8 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 98 | 2018-10-01 15:18:02 |\n", + "| 293 | 0 | 25324.8 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 98 | 2018-10-01 15:18:02 |\n", + "| 294 | 0 | 25324.8 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 98 | 2018-10-01 15:18:02 |\n", + "| 295 | 0 | 25271.5 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 99 | 2018-10-01 15:18:03 |\n", + "| 296 | 0 | 25271.5 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 99 | 2018-10-01 15:18:03 |\n", + "| 297 | 0 | 25271.5 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 99 | 2018-10-01 15:18:03 |\n", + "| 298 | 0 | 25215.6 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 100 | 2018-10-01 15:18:04 |\n", + "| 299 | 0 | 25215.6 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 100 | 2018-10-01 15:18:04 |\n", + "| 300 | 0 | 25215.6 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 100 | 2018-10-01 15:18:04 |\n", + "| 301 | 0 | 25230.4 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 101 | 2018-10-01 15:18:05 |\n", + "| 302 | 0 | 25230.4 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 101 | 2018-10-01 15:18:05 |\n", + "| 303 | 0 | 25230.4 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 101 | 2018-10-01 15:18:05 |\n", + "| 304 | 0 | 25221.6 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 102 | 2018-10-01 15:18:06 |\n", + "| 305 | 0 | 25221.6 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 102 | 2018-10-01 15:18:06 |\n", + "| 306 | 0 | 25221.6 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 102 | 2018-10-01 15:18:06 |\n", + "| 307 | 0 | 25147.6 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 103 | 2018-10-01 15:18:07 |\n", + "| 308 | 0 | 25147.6 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 103 | 2018-10-01 15:18:07 |\n", + "| 309 | 0 | 25147.6 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 103 | 2018-10-01 15:18:07 |\n", + "| 310 | 0 | 25134.6 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 104 | 2018-10-01 15:18:08 |\n", + "| 311 | 0 | 25134.6 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 104 | 2018-10-01 15:18:08 |\n", + "| 312 | 0 | 25134.6 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 104 | 2018-10-01 15:18:08 |\n", + "| 313 | 0 | 25105 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 105 | 2018-10-01 15:18:09 |\n", + "| 314 | 0 | 25105 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 105 | 2018-10-01 15:18:09 |\n", + "| 315 | 0 | 25105 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 105 | 2018-10-01 15:18:09 |\n", + "| 316 | 0 | 25152.1 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 106 | 2018-10-01 15:18:10 |\n", + "| 317 | 0 | 25152.1 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 106 | 2018-10-01 15:18:10 |\n", + "| 318 | 0 | 25152.1 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 106 | 2018-10-01 15:18:10 |\n", + "| 319 | 0 | 25126.2 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 107 | 2018-10-01 15:18:11 |\n", + "| 320 | 0 | 25126.2 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 107 | 2018-10-01 15:18:11 |\n", + "| 321 | 0 | 25126.2 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 107 | 2018-10-01 15:18:11 |\n", + "| 322 | 0 | 25170 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 108 | 2018-10-01 15:18:12 |\n", + "| 323 | 0 | 25170 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 108 | 2018-10-01 15:18:12 |\n", + "| 324 | 0 | 25170 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 108 | 2018-10-01 15:18:12 |\n", + "| 325 | 0 | 25189.2 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 109 | 2018-10-01 15:18:13 |\n", + "| 326 | 0 | 25189.2 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 109 | 2018-10-01 15:18:13 |\n", + "| 327 | 0 | 25189.2 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 109 | 2018-10-01 15:18:13 |\n", + "| 328 | 0 | 25180.6 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 110 | 2018-10-01 15:18:14 |\n", + "| 329 | 0 | 25180.6 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 110 | 2018-10-01 15:18:14 |\n", + "| 330 | 0 | 25180.6 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 110 | 2018-10-01 15:18:14 |\n", + "| 331 | 0 | 25181.5 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 111 | 2018-10-01 15:18:15 |\n", + "| 332 | 0 | 25181.5 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 111 | 2018-10-01 15:18:15 |\n", + "| 333 | 0 | 25181.5 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 111 | 2018-10-01 15:18:15 |\n", + "| 334 | 0 | 25199.3 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 112 | 2018-10-01 15:18:16 |\n", + "| 335 | 0 | 25199.3 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 112 | 2018-10-01 15:18:16 |\n", + "| 336 | 0 | 25199.3 | 103 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 112 | 2018-10-01 15:18:16 |\n", + "| 337 | 0 | 25103.1 | 103 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 113 | 2018-10-01 15:18:17 |\n", + "| 338 | 0 | 25103.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 113 | 2018-10-01 15:18:17 |\n", + "| 339 | 0 | 25103.1 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 113 | 2018-10-01 15:18:17 |\n", + "| 340 | 0 | 25116.8 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 114 | 2018-10-01 15:18:18 |\n", + "| 341 | 0 | 25116.8 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 114 | 2018-10-01 15:18:18 |\n", + "| 342 | 0 | 25116.8 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 114 | 2018-10-01 15:18:18 |\n", + "| 343 | 0 | 25101 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 115 | 2018-10-01 15:18:19 |\n", + "| 344 | 0 | 25101 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 115 | 2018-10-01 15:18:19 |\n", + "| 345 | 0 | 25101 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 115 | 2018-10-01 15:18:19 |\n", + "| 346 | 0 | 25175.9 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 116 | 2018-10-01 15:18:20 |\n", + "| 347 | 0 | 25175.9 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 116 | 2018-10-01 15:18:20 |\n", + "| 348 | 0 | 25175.9 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 116 | 2018-10-01 15:18:20 |\n", + "| 349 | 5.25e+06 | 25147.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 117 | 2018-10-01 15:18:21 |\n", + "| 350 | 5.25e+06 | 25147.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 117 | 2018-10-01 15:18:21 |\n", + "| 351 | 5.25e+06 | 25147.1 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 117 | 2018-10-01 15:18:21 |\n", + "| 352 | 0 | 25194.7 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 118 | 2018-10-01 15:18:22 |\n", + "| 353 | 0 | 25194.7 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 118 | 2018-10-01 15:18:22 |\n", + "| 354 | 0 | 25194.7 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 118 | 2018-10-01 15:18:22 |\n", + "| 355 | 0 | 25089.9 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 119 | 2018-10-01 15:18:23 |\n", + "| 356 | 0 | 25089.9 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 119 | 2018-10-01 15:18:23 |\n", + "| 357 | 0 | 25089.9 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 119 | 2018-10-01 15:18:23 |\n", + "| 358 | 0 | 25123.9 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 120 | 2018-10-01 15:18:24 |\n", + "| 359 | 0 | 25123.9 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 120 | 2018-10-01 15:18:24 |\n", + "| 360 | 0 | 25123.9 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 120 | 2018-10-01 15:18:24 |\n", + "| 361 | 0 | 25135.4 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 121 | 2018-10-01 15:18:25 |\n", + "| 362 | 0 | 25135.4 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 121 | 2018-10-01 15:18:25 |\n", + "| 363 | 0 | 25135.4 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 121 | 2018-10-01 15:18:25 |\n", + "| 364 | 0 | 25125.1 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 122 | 2018-10-01 15:18:26 |\n", + "| 365 | 0 | 25125.1 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 122 | 2018-10-01 15:18:26 |\n", + "| 366 | 0 | 25125.1 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 122 | 2018-10-01 15:18:26 |\n", + "| 367 | 0 | 25120 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 123 | 2018-10-01 15:18:27 |\n", + "| 368 | 0 | 25120 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 123 | 2018-10-01 15:18:27 |\n", + "| 369 | 0 | 25120 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 123 | 2018-10-01 15:18:27 |\n", + "| 370 | 0 | 25109.2 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 124 | 2018-10-01 15:18:28 |\n", + "| 371 | 0 | 25109.2 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 124 | 2018-10-01 15:18:28 |\n", + "| 372 | 0 | 25109.2 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 124 | 2018-10-01 15:18:28 |\n", + "| 373 | 0 | 25126.8 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 125 | 2018-10-01 15:18:29 |\n", + "| 374 | 0 | 25126.8 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 125 | 2018-10-01 15:18:29 |\n", + "| 375 | 0 | 25126.8 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 125 | 2018-10-01 15:18:29 |\n", + "| 376 | 0 | 25121.2 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 126 | 2018-10-01 15:18:30 |\n", + "| 377 | 0 | 25121.2 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 126 | 2018-10-01 15:18:30 |\n", + "| 378 | 0 | 25121.2 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 126 | 2018-10-01 15:18:30 |\n", + "| 379 | 0 | 25046.7 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 127 | 2018-10-01 15:18:31 |\n", + "| 380 | 0 | 25046.7 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 127 | 2018-10-01 15:18:31 |\n", + "| 381 | 0 | 25046.7 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 127 | 2018-10-01 15:18:31 |\n", + "| 382 | 0 | 25039 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 128 | 2018-10-01 15:18:32 |\n", + "| 383 | 0 | 25039 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 128 | 2018-10-01 15:18:32 |\n", + "| 384 | 0 | 25039 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 128 | 2018-10-01 15:18:32 |\n", + "| 385 | 0 | 25132.1 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 129 | 2018-10-01 15:18:33 |\n", + "| 386 | 0 | 25132.1 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 129 | 2018-10-01 15:18:33 |\n", + "| 387 | 0 | 25132.1 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 129 | 2018-10-01 15:18:33 |\n", + "| 388 | 0 | 25134 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 130 | 2018-10-01 15:18:34 |\n", + "| 389 | 0 | 25134 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 130 | 2018-10-01 15:18:34 |\n", + "| 390 | 0 | 25134 | 103 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 130 | 2018-10-01 15:18:34 |\n", + "| 391 | 0 | 25146.2 | 103 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 131 | 2018-10-01 15:18:35 |\n", + "| 392 | 0 | 25146.2 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 131 | 2018-10-01 15:18:35 |\n", + "| 393 | 0 | 25146.2 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 131 | 2018-10-01 15:18:35 |\n", + "| 394 | 0 | 25127.9 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 132 | 2018-10-01 15:18:36 |\n", + "| 395 | 0 | 25127.9 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 132 | 2018-10-01 15:18:36 |\n", + "| 396 | 0 | 25127.9 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 132 | 2018-10-01 15:18:36 |\n", + "| 397 | 0 | 25135.2 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 133 | 2018-10-01 15:18:37 |\n", + "| 398 | 0 | 25135.2 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 133 | 2018-10-01 15:18:37 |\n", + "| 399 | 0 | 25135.2 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 133 | 2018-10-01 15:18:37 |\n", + "| 400 | 0 | 25142.6 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 134 | 2018-10-01 15:18:38 |\n", + "| 401 | 0 | 25142.6 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 134 | 2018-10-01 15:18:38 |\n", + "| 402 | 0 | 25142.6 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 134 | 2018-10-01 15:18:38 |\n", + "| 403 | 0 | 25131.7 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 135 | 2018-10-01 15:18:39 |\n", + "| 404 | 0 | 25131.7 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 135 | 2018-10-01 15:18:39 |\n", + "| 405 | 0 | 25131.7 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 135 | 2018-10-01 15:18:39 |\n", + "| 406 | 5.25e+06 | 25167.7 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 136 | 2018-10-01 15:18:40 |\n", + "| 407 | 5.25e+06 | 25167.7 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 136 | 2018-10-01 15:18:40 |\n", + "| 408 | 5.25e+06 | 25167.7 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 136 | 2018-10-01 15:18:40 |\n", + "| 409 | 5.25e+06 | 25129.2 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 137 | 2018-10-01 15:18:41 |\n", + "| 410 | 5.25e+06 | 25129.2 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 137 | 2018-10-01 15:18:41 |\n", + "| 411 | 5.25e+06 | 25129.2 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 137 | 2018-10-01 15:18:41 |\n", + "| 412 | 0 | 25123.8 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 138 | 2018-10-01 15:18:42 |\n", + "| 413 | 0 | 25123.8 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 138 | 2018-10-01 15:18:42 |\n", + "| 414 | 0 | 25123.8 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 138 | 2018-10-01 15:18:42 |\n", + "| 415 | 0 | 25144.8 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 139 | 2018-10-01 15:18:43 |\n", + "| 416 | 0 | 25144.8 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 139 | 2018-10-01 15:18:43 |\n", + "| 417 | 0 | 25144.8 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 139 | 2018-10-01 15:18:43 |\n", + "| 418 | 0 | 25133.7 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 140 | 2018-10-01 15:18:44 |\n", + "| 419 | 0 | 25133.7 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 140 | 2018-10-01 15:18:44 |\n", + "| 420 | 0 | 25133.7 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 140 | 2018-10-01 15:18:44 |\n", + "| 421 | 0 | 25082.7 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 141 | 2018-10-01 15:18:45 |\n", + "| 422 | 0 | 25082.7 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 141 | 2018-10-01 15:18:45 |\n", + "| 423 | 0 | 25082.7 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 141 | 2018-10-01 15:18:45 |\n", + "| 424 | 0 | 25105.9 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 142 | 2018-10-01 15:18:46 |\n", + "| 425 | 0 | 25105.9 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 142 | 2018-10-01 15:18:46 |\n", + "| 426 | 0 | 25105.9 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 142 | 2018-10-01 15:18:46 |\n", + "| 427 | 0 | 25065 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 143 | 2018-10-01 15:18:47 |\n", + "| 428 | 0 | 25065 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 143 | 2018-10-01 15:18:47 |\n", + "| 429 | 0 | 25065 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 143 | 2018-10-01 15:18:47 |\n", + "| 430 | 0 | 25046.4 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 144 | 2018-10-01 15:18:48 |\n", + "| 431 | 0 | 25046.4 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 144 | 2018-10-01 15:18:48 |\n", + "| 432 | 0 | 25046.4 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 144 | 2018-10-01 15:18:48 |\n", + "| 433 | 0 | 25011.9 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 145 | 2018-10-01 15:18:49 |\n", + "| 434 | 0 | 25011.9 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 145 | 2018-10-01 15:18:49 |\n", + "| 435 | 0 | 25011.9 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 145 | 2018-10-01 15:18:49 |\n", + "| 436 | 0 | 25007.3 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 146 | 2018-10-01 15:18:50 |\n", + "| 437 | 0 | 25007.3 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 146 | 2018-10-01 15:18:50 |\n", + "| 438 | 0 | 25007.3 | 103 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 146 | 2018-10-01 15:18:50 |\n", + "| 439 | 0 | 24989.4 | 103 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 147 | 2018-10-01 15:18:51 |\n", + "| 440 | 0 | 24989.4 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 147 | 2018-10-01 15:18:51 |\n", + "| 441 | 0 | 24989.4 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 147 | 2018-10-01 15:18:51 |\n", + "| 442 | 0 | 24969.6 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 148 | 2018-10-01 15:18:52 |\n", + "| 443 | 0 | 24969.6 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 148 | 2018-10-01 15:18:52 |\n", + "| 444 | 0 | 24969.6 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 148 | 2018-10-01 15:18:52 |\n", + "| 445 | 5.25e+06 | 24998 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 149 | 2018-10-01 15:18:53 |\n", + "| 446 | 5.25e+06 | 24998 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 149 | 2018-10-01 15:18:53 |\n", + "| 447 | 5.25e+06 | 24998 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 149 | 2018-10-01 15:18:53 |\n", + "| 448 | 0 | 25071.4 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 150 | 2018-10-01 15:18:54 |\n", + "| 449 | 0 | 25071.4 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 150 | 2018-10-01 15:18:54 |\n", + "| 450 | 0 | 25071.4 | 103 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 150 | 2018-10-01 15:18:54 |\n", + "| 451 | 0 | 25056.5 | 103 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 151 | 2018-10-01 15:18:55 |\n", + "| 452 | 0 | 25056.5 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 151 | 2018-10-01 15:18:55 |\n", + "| 453 | 0 | 25056.5 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 151 | 2018-10-01 15:18:55 |\n", + "| 454 | 0 | 25078.3 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 152 | 2018-10-01 15:18:56 |\n", + "| 455 | 0 | 25078.3 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 152 | 2018-10-01 15:18:56 |\n", + "| 456 | 0 | 25078.3 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 152 | 2018-10-01 15:18:56 |\n", + "| 457 | 0 | 25063.5 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 153 | 2018-10-01 15:18:57 |\n", + "| 458 | 0 | 25063.5 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 153 | 2018-10-01 15:18:57 |\n", + "| 459 | 0 | 25063.5 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 153 | 2018-10-01 15:18:57 |\n", + "| 460 | 0 | 25067.6 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 154 | 2018-10-01 15:18:58 |\n", + "| 461 | 0 | 25067.6 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 154 | 2018-10-01 15:18:58 |\n", + "| 462 | 0 | 25067.6 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 154 | 2018-10-01 15:18:58 |\n", + "| 463 | 0 | 25114.6 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 155 | 2018-10-01 15:18:59 |\n", + "| 464 | 0 | 25114.6 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 155 | 2018-10-01 15:18:59 |\n", + "| 465 | 0 | 25114.6 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 155 | 2018-10-01 15:18:59 |\n", + "| 466 | 0 | 25116.7 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 156 | 2018-10-01 15:19:00 |\n", + "| 467 | 0 | 25116.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 156 | 2018-10-01 15:19:00 |\n", + "| 468 | 0 | 25116.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 156 | 2018-10-01 15:19:00 |\n", + "| 469 | 0 | 25082.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 157 | 2018-10-01 15:19:01 |\n", + "| 470 | 0 | 25082.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 157 | 2018-10-01 15:19:01 |\n", + "| 471 | 0 | 25082.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 157 | 2018-10-01 15:19:01 |\n", + "| 472 | 0 | 25052.3 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 158 | 2018-10-01 15:19:02 |\n", + "| 473 | 0 | 25052.3 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 158 | 2018-10-01 15:19:02 |\n", + "| 474 | 0 | 25052.3 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 158 | 2018-10-01 15:19:02 |\n", + "| 475 | 0 | 25026.6 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 159 | 2018-10-01 15:19:03 |\n", + "| 476 | 0 | 25026.6 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 159 | 2018-10-01 15:19:03 |\n", + "| 477 | 0 | 25026.6 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 159 | 2018-10-01 15:19:03 |\n", + "| 478 | 0 | 25026.1 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 160 | 2018-10-01 15:19:04 |\n", + "| 479 | 0 | 25026.1 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 160 | 2018-10-01 15:19:04 |\n", + "| 480 | 0 | 25026.1 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 160 | 2018-10-01 15:19:04 |\n", + "| 481 | 0 | 25061.8 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 161 | 2018-10-01 15:19:05 |\n", + "| 482 | 0 | 25061.8 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 161 | 2018-10-01 15:19:05 |\n", + "| 483 | 0 | 25061.8 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 161 | 2018-10-01 15:19:05 |\n", + "| 484 | 5.25e+06 | 25005.2 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 162 | 2018-10-01 15:19:06 |\n", + "| 485 | 5.25e+06 | 25005.2 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 162 | 2018-10-01 15:19:06 |\n", + "| 486 | 5.25e+06 | 25005.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 162 | 2018-10-01 15:19:06 |\n", + "| 487 | 0 | 24962 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 163 | 2018-10-01 15:19:07 |\n", + "| 488 | 0 | 24962 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 163 | 2018-10-01 15:19:07 |\n", + "| 489 | 0 | 24962 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 163 | 2018-10-01 15:19:07 |\n", + "| 490 | 0 | 24923.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 164 | 2018-10-01 15:19:08 |\n", + "| 491 | 0 | 24923.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 164 | 2018-10-01 15:19:08 |\n", + "| 492 | 0 | 24923.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 164 | 2018-10-01 15:19:08 |\n", + "| 493 | 5.25e+06 | 24850.6 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 165 | 2018-10-01 15:19:09 |\n", + "| 494 | 5.25e+06 | 24850.6 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 165 | 2018-10-01 15:19:09 |\n", + "| 495 | 5.25e+06 | 24850.6 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 165 | 2018-10-01 15:19:09 |\n", + "| 496 | 0 | 24905.8 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 166 | 2018-10-01 15:19:10 |\n", + "| 497 | 0 | 24905.8 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 166 | 2018-10-01 15:19:10 |\n", + "| 498 | 0 | 24905.8 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 166 | 2018-10-01 15:19:10 |\n", + "| 499 | 0 | 24904.3 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 167 | 2018-10-01 15:19:11 |\n", + "| 500 | 0 | 24904.3 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 167 | 2018-10-01 15:19:11 |\n", + "| 501 | 0 | 24904.3 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 167 | 2018-10-01 15:19:11 |\n", + "| 502 | 0 | 24983.5 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 168 | 2018-10-01 15:19:12 |\n", + "| 503 | 0 | 24983.5 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 168 | 2018-10-01 15:19:12 |\n", + "| 504 | 0 | 24983.5 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 168 | 2018-10-01 15:19:12 |\n", + "| 505 | 0 | 24924.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 169 | 2018-10-01 15:19:13 |\n", + "| 506 | 0 | 24924.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 169 | 2018-10-01 15:19:13 |\n", + "| 507 | 0 | 24924.1 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 169 | 2018-10-01 15:19:13 |\n", + "| 508 | 0 | 24978.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 170 | 2018-10-01 15:19:14 |\n", + "| 509 | 0 | 24978.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 170 | 2018-10-01 15:19:14 |\n", + "| 510 | 0 | 24978.1 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 170 | 2018-10-01 15:19:14 |\n", + "| 511 | 0 | 24948.8 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 171 | 2018-10-01 15:19:15 |\n", + "| 512 | 0 | 24948.8 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 171 | 2018-10-01 15:19:15 |\n", + "| 513 | 0 | 24948.8 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 171 | 2018-10-01 15:19:15 |\n", + "| 514 | 0 | 24931.8 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 172 | 2018-10-01 15:19:16 |\n", + "| 515 | 0 | 24931.8 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 172 | 2018-10-01 15:19:16 |\n", + "| 516 | 0 | 24931.8 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 172 | 2018-10-01 15:19:16 |\n", + "| 517 | 5.25e+06 | 24890.6 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 173 | 2018-10-01 15:19:17 |\n", + "| 518 | 5.25e+06 | 24890.6 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 173 | 2018-10-01 15:19:17 |\n", + "| 519 | 5.25e+06 | 24890.6 | 103 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 173 | 2018-10-01 15:19:17 |\n", + "| 520 | 0 | 24851.1 | 103 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 174 | 2018-10-01 15:19:18 |\n", + "| 521 | 0 | 24851.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 174 | 2018-10-01 15:19:18 |\n", + "| 522 | 0 | 24851.1 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 174 | 2018-10-01 15:19:18 |\n", + "| 523 | 0 | 24795.9 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 175 | 2018-10-01 15:19:19 |\n", + "| 524 | 0 | 24795.9 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 175 | 2018-10-01 15:19:19 |\n", + "| 525 | 0 | 24795.9 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 175 | 2018-10-01 15:19:19 |\n", + "| 526 | 0 | 24804.9 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 176 | 2018-10-01 15:19:20 |\n", + "| 527 | 0 | 24804.9 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 176 | 2018-10-01 15:19:20 |\n", + "| 528 | 0 | 24804.9 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 176 | 2018-10-01 15:19:20 |\n", + "| 529 | 0 | 24750.2 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 177 | 2018-10-01 15:19:21 |\n", + "| 530 | 0 | 24750.2 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 177 | 2018-10-01 15:19:21 |\n", + "| 531 | 0 | 24750.2 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 177 | 2018-10-01 15:19:21 |\n", + "| 532 | 0 | 24740.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 178 | 2018-10-01 15:19:22 |\n", + "| 533 | 0 | 24740.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 178 | 2018-10-01 15:19:22 |\n", + "| 534 | 0 | 24740.1 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 178 | 2018-10-01 15:19:22 |\n", + "| 535 | 0 | 24739.7 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 179 | 2018-10-01 15:19:23 |\n", + "| 536 | 0 | 24739.7 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 179 | 2018-10-01 15:19:23 |\n", + "| 537 | 0 | 24739.7 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 179 | 2018-10-01 15:19:23 |\n", + "| 538 | 5.25e+06 | 24767.5 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 180 | 2018-10-01 15:19:24 |\n", + "| 539 | 5.25e+06 | 24767.5 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 180 | 2018-10-01 15:19:24 |\n", + "| 540 | 5.25e+06 | 24767.5 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 180 | 2018-10-01 15:19:24 |\n", + "| 541 | 0 | 24771.7 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 181 | 2018-10-01 15:19:25 |\n", + "| 542 | 0 | 24771.7 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 181 | 2018-10-01 15:19:25 |\n", + "| 543 | 0 | 24771.7 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 181 | 2018-10-01 15:19:25 |\n", + "| 544 | 5.25e+06 | 24785.1 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 182 | 2018-10-01 15:19:26 |\n", + "| 545 | 5.25e+06 | 24785.1 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 182 | 2018-10-01 15:19:26 |\n", + "| 546 | 5.25e+06 | 24785.1 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 182 | 2018-10-01 15:19:26 |\n", + "| 547 | 0 | 24806.5 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 183 | 2018-10-01 15:19:27 |\n", + "| 548 | 0 | 24806.5 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 183 | 2018-10-01 15:19:27 |\n", + "| 549 | 0 | 24806.5 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 183 | 2018-10-01 15:19:27 |\n", + "| 550 | 0 | 24805.8 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 184 | 2018-10-01 15:19:28 |\n", + "| 551 | 0 | 24805.8 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 184 | 2018-10-01 15:19:28 |\n", + "| 552 | 0 | 24805.8 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 184 | 2018-10-01 15:19:28 |\n", + "| 553 | 0 | 24820.9 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 185 | 2018-10-01 15:19:29 |\n", + "| 554 | 0 | 24820.9 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 185 | 2018-10-01 15:19:29 |\n", + "| 555 | 0 | 24820.9 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 185 | 2018-10-01 15:19:29 |\n", + "| 556 | 0 | 24780.1 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 186 | 2018-10-01 15:19:30 |\n", + "| 557 | 0 | 24780.1 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 186 | 2018-10-01 15:19:30 |\n", + "| 558 | 0 | 24780.1 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 186 | 2018-10-01 15:19:30 |\n", + "| 559 | 0 | 24747.8 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 187 | 2018-10-01 15:19:31 |\n", + "| 560 | 0 | 24747.8 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 187 | 2018-10-01 15:19:31 |\n", + "| 561 | 0 | 24747.8 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 187 | 2018-10-01 15:19:31 |\n", + "| 562 | 0 | 24826.8 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 188 | 2018-10-01 15:19:32 |\n", + "| 563 | 0 | 24826.8 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 188 | 2018-10-01 15:19:32 |\n", + "| 564 | 0 | 24826.8 | 103 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 188 | 2018-10-01 15:19:32 |\n", + "| 565 | 0 | 24826.3 | 103 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 189 | 2018-10-01 15:19:33 |\n", + "| 566 | 0 | 24826.3 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 189 | 2018-10-01 15:19:33 |\n", + "| 567 | 0 | 24826.3 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 189 | 2018-10-01 15:19:33 |\n", + "| 568 | 0 | 24796.7 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 190 | 2018-10-01 15:19:34 |\n", + "| 569 | 0 | 24796.7 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 190 | 2018-10-01 15:19:34 |\n", + "| 570 | 0 | 24796.7 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 190 | 2018-10-01 15:19:34 |\n", + "| 571 | 0 | 24854.2 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 191 | 2018-10-01 15:19:35 |\n", + "| 572 | 0 | 24854.2 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 191 | 2018-10-01 15:19:35 |\n", + "| 573 | 0 | 24854.2 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 191 | 2018-10-01 15:19:35 |\n", + "| 574 | 0 | 24847.7 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 192 | 2018-10-01 15:19:36 |\n", + "| 575 | 0 | 24847.7 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 192 | 2018-10-01 15:19:36 |\n", + "| 576 | 0 | 24847.7 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 192 | 2018-10-01 15:19:36 |\n", + "| 577 | 0 | 24820.8 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 193 | 2018-10-01 15:19:37 |\n", + "| 578 | 0 | 24820.8 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 193 | 2018-10-01 15:19:37 |\n", + "| 579 | 0 | 24820.8 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 193 | 2018-10-01 15:19:37 |\n", + "| 580 | 0 | 24760.4 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 194 | 2018-10-01 15:19:38 |\n", + "| 581 | 0 | 24760.4 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 194 | 2018-10-01 15:19:38 |\n", + "| 582 | 0 | 24760.4 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 194 | 2018-10-01 15:19:38 |\n", + "| 583 | 0 | 24792.9 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 195 | 2018-10-01 15:19:39 |\n", + "| 584 | 0 | 24792.9 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 195 | 2018-10-01 15:19:39 |\n", + "| 585 | 0 | 24792.9 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 195 | 2018-10-01 15:19:39 |\n", + "| 586 | 0 | 24747.6 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 196 | 2018-10-01 15:19:40 |\n", + "| 587 | 0 | 24747.6 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 196 | 2018-10-01 15:19:40 |\n", + "| 588 | 0 | 24747.6 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 196 | 2018-10-01 15:19:40 |\n", + "| 589 | 0 | 24725.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 197 | 2018-10-01 15:19:41 |\n", + "| 590 | 0 | 24725.1 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 197 | 2018-10-01 15:19:41 |\n", + "| 591 | 0 | 24725.1 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 197 | 2018-10-01 15:19:41 |\n", + "| 592 | 0 | 24752 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 198 | 2018-10-01 15:19:42 |\n", + "| 593 | 0 | 24752 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 198 | 2018-10-01 15:19:42 |\n", + "| 594 | 0 | 24752 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 198 | 2018-10-01 15:19:42 |\n", + "| 595 | 0 | 24759.6 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 199 | 2018-10-01 15:19:43 |\n", + "| 596 | 0 | 24759.6 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 199 | 2018-10-01 15:19:43 |\n", + "| 597 | 0 | 24759.6 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 199 | 2018-10-01 15:19:43 |\n", + "| 598 | 5.25e+06 | 24756 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 200 | 2018-10-01 15:19:44 |\n", + "| 599 | 5.25e+06 | 24756 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 200 | 2018-10-01 15:19:44 |\n", + "| 600 | 5.25e+06 | 24756 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 200 | 2018-10-01 15:19:44 |\n", + "| 601 | 0 | 24747.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 201 | 2018-10-01 15:19:45 |\n", + "| 602 | 0 | 24747.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 201 | 2018-10-01 15:19:45 |\n", + "| 603 | 0 | 24747.1 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 201 | 2018-10-01 15:19:45 |\n", + "| 604 | 0 | 24794.9 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 202 | 2018-10-01 15:19:46 |\n", + "| 605 | 0 | 24794.9 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 202 | 2018-10-01 15:19:46 |\n", + "| 606 | 0 | 24794.9 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 202 | 2018-10-01 15:19:46 |\n", + "| 607 | 0 | 24887.8 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 203 | 2018-10-01 15:19:47 |\n", + "| 608 | 0 | 24887.8 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 203 | 2018-10-01 15:19:47 |\n", + "| 609 | 0 | 24887.8 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 203 | 2018-10-01 15:19:47 |\n", + "| 610 | 0 | 24864.9 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 204 | 2018-10-01 15:19:48 |\n", + "| 611 | 0 | 24864.9 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 204 | 2018-10-01 15:19:48 |\n", + "| 612 | 0 | 24864.9 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 204 | 2018-10-01 15:19:48 |\n", + "| 613 | 0 | 24888.6 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 205 | 2018-10-01 15:19:49 |\n", + "| 614 | 0 | 24888.6 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 205 | 2018-10-01 15:19:49 |\n", + "| 615 | 0 | 24888.6 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 205 | 2018-10-01 15:19:49 |\n", + "| 616 | 0 | 24969 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 206 | 2018-10-01 15:19:50 |\n", + "| 617 | 0 | 24969 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 206 | 2018-10-01 15:19:50 |\n", + "| 618 | 0 | 24969 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 206 | 2018-10-01 15:19:50 |\n", + "| 619 | 0 | 25014 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 207 | 2018-10-01 15:19:51 |\n", + "| 620 | 0 | 25014 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 207 | 2018-10-01 15:19:51 |\n", + "| 621 | 0 | 25014 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 207 | 2018-10-01 15:19:51 |\n", + "| 622 | 0 | 24985.3 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 208 | 2018-10-01 15:19:52 |\n", + "| 623 | 0 | 24985.3 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 208 | 2018-10-01 15:19:52 |\n", + "| 624 | 0 | 24985.3 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 208 | 2018-10-01 15:19:52 |\n", + "| 625 | 0 | 24967.4 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 209 | 2018-10-01 15:19:53 |\n", + "| 626 | 0 | 24967.4 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 209 | 2018-10-01 15:19:53 |\n", + "| 627 | 0 | 24967.4 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 209 | 2018-10-01 15:19:53 |\n", + "| 628 | 0 | 24942.5 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 210 | 2018-10-01 15:19:54 |\n", + "| 629 | 0 | 24942.5 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 210 | 2018-10-01 15:19:54 |\n", + "| 630 | 0 | 24942.5 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 210 | 2018-10-01 15:19:54 |\n", + "| 631 | 0 | 24904.4 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 211 | 2018-10-01 15:19:55 |\n", + "| 632 | 0 | 24904.4 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 211 | 2018-10-01 15:19:55 |\n", + "| 633 | 0 | 24904.4 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 211 | 2018-10-01 15:19:55 |\n", + "| 634 | 5.25e+06 | 24878.4 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 212 | 2018-10-01 15:19:56 |\n", + "| 635 | 5.25e+06 | 24878.4 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 212 | 2018-10-01 15:19:56 |\n", + "| 636 | 5.25e+06 | 24878.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 212 | 2018-10-01 15:19:56 |\n", + "| 637 | 0 | 24889.3 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 213 | 2018-10-01 15:19:57 |\n", + "| 638 | 0 | 24889.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 213 | 2018-10-01 15:19:57 |\n", + "| 639 | 0 | 24889.3 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 213 | 2018-10-01 15:19:57 |\n", + "| 640 | 0 | 24864.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 214 | 2018-10-01 15:19:58 |\n", + "| 641 | 0 | 24864.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 214 | 2018-10-01 15:19:58 |\n", + "| 642 | 0 | 24864.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 214 | 2018-10-01 15:19:58 |\n", + "| 643 | 0 | 24901.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 215 | 2018-10-01 15:19:59 |\n", + "| 644 | 0 | 24901.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 215 | 2018-10-01 15:19:59 |\n", + "| 645 | 0 | 24901.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 215 | 2018-10-01 15:19:59 |\n", + "| 646 | 0 | 24906.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 216 | 2018-10-01 15:20:00 |\n", + "| 647 | 0 | 24906.5 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 216 | 2018-10-01 15:20:00 |\n", + "| 648 | 0 | 24906.5 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 216 | 2018-10-01 15:20:00 |\n", + "| 649 | 0 | 24890 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 217 | 2018-10-01 15:20:01 |\n", + "| 650 | 0 | 24890 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 217 | 2018-10-01 15:20:01 |\n", + "| 651 | 0 | 24890 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 217 | 2018-10-01 15:20:01 |\n", + "| 652 | 0 | 24926.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 218 | 2018-10-01 15:20:02 |\n", + "| 653 | 0 | 24926.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 218 | 2018-10-01 15:20:02 |\n", + "| 654 | 0 | 24926.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 218 | 2018-10-01 15:20:02 |\n", + "| 655 | 0 | 24940.2 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 219 | 2018-10-01 15:20:03 |\n", + "| 656 | 0 | 24940.2 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 219 | 2018-10-01 15:20:03 |\n", + "| 657 | 0 | 24940.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 219 | 2018-10-01 15:20:03 |\n", + "| 658 | 0 | 24951.2 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 220 | 2018-10-01 15:20:04 |\n", + "| 659 | 0 | 24951.2 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 220 | 2018-10-01 15:20:04 |\n", + "| 660 | 0 | 24951.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 220 | 2018-10-01 15:20:04 |\n", + "| 661 | 0 | 24994.6 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 221 | 2018-10-01 15:20:05 |\n", + "| 662 | 0 | 24994.6 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 221 | 2018-10-01 15:20:05 |\n", + "| 663 | 0 | 24994.6 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 221 | 2018-10-01 15:20:05 |\n", + "| 664 | 0 | 25018.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 222 | 2018-10-01 15:20:06 |\n", + "| 665 | 0 | 25018.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 222 | 2018-10-01 15:20:06 |\n", + "| 666 | 0 | 25018.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 222 | 2018-10-01 15:20:06 |\n", + "| 667 | 0 | 25013.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 223 | 2018-10-01 15:20:07 |\n", + "| 668 | 0 | 25013.9 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 223 | 2018-10-01 15:20:07 |\n", + "| 669 | 0 | 25013.9 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 223 | 2018-10-01 15:20:07 |\n", + "| 670 | 0 | 25053 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 224 | 2018-10-01 15:20:08 |\n", + "| 671 | 0 | 25053 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 224 | 2018-10-01 15:20:08 |\n", + "| 672 | 0 | 25053 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 224 | 2018-10-01 15:20:08 |\n", + "| 673 | 5.25e+06 | 25065.9 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 225 | 2018-10-01 15:20:09 |\n", + "| 674 | 5.25e+06 | 25065.9 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 225 | 2018-10-01 15:20:09 |\n", + "| 675 | 5.25e+06 | 25065.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 225 | 2018-10-01 15:20:09 |\n", + "| 676 | 0 | 25187.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 226 | 2018-10-01 15:20:10 |\n", + "| 677 | 0 | 25187.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 226 | 2018-10-01 15:20:10 |\n", + "| 678 | 0 | 25187.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 226 | 2018-10-01 15:20:10 |\n", + "| 679 | 0 | 25233.2 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 227 | 2018-10-01 15:20:11 |\n", + "| 680 | 0 | 25233.2 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 227 | 2018-10-01 15:20:11 |\n", + "| 681 | 0 | 25233.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 227 | 2018-10-01 15:20:11 |\n", + "| 682 | 0 | 25281.2 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 228 | 2018-10-01 15:20:12 |\n", + "| 683 | 0 | 25281.2 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 228 | 2018-10-01 15:20:12 |\n", + "| 684 | 0 | 25281.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 228 | 2018-10-01 15:20:12 |\n", + "| 685 | 0 | 25335 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 229 | 2018-10-01 15:20:13 |\n", + "| 686 | 0 | 25335 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 229 | 2018-10-01 15:20:13 |\n", + "| 687 | 0 | 25335 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 229 | 2018-10-01 15:20:13 |\n", + "| 688 | 5.25e+06 | 25338.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 230 | 2018-10-01 15:20:14 |\n", + "| 689 | 5.25e+06 | 25338.4 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 230 | 2018-10-01 15:20:14 |\n", + "| 690 | 5.25e+06 | 25338.4 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 230 | 2018-10-01 15:20:14 |\n", + "| 691 | 0 | 25393.1 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 231 | 2018-10-01 15:20:15 |\n", + "| 692 | 0 | 25393.1 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 231 | 2018-10-01 15:20:15 |\n", + "| 693 | 0 | 25393.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 231 | 2018-10-01 15:20:15 |\n", + "| 694 | 0 | 25394 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 232 | 2018-10-01 15:20:16 |\n", + "| 695 | 0 | 25394 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 232 | 2018-10-01 15:20:16 |\n", + "| 696 | 0 | 25394 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 232 | 2018-10-01 15:20:16 |\n", + "| 697 | 0 | 25359.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 233 | 2018-10-01 15:20:17 |\n", + "| 698 | 0 | 25359.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 233 | 2018-10-01 15:20:17 |\n", + "| 699 | 0 | 25359.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 233 | 2018-10-01 15:20:17 |\n", + "| 700 | 0 | 25335.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 234 | 2018-10-01 15:20:18 |\n", + "| 701 | 0 | 25335.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 234 | 2018-10-01 15:20:18 |\n", + "| 702 | 0 | 25335.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 234 | 2018-10-01 15:20:18 |\n", + "| 703 | 0 | 25357.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 235 | 2018-10-01 15:20:19 |\n", + "| 704 | 0 | 25357.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 235 | 2018-10-01 15:20:19 |\n", + "| 705 | 0 | 25357.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 235 | 2018-10-01 15:20:19 |\n", + "| 706 | 0 | 25292.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 236 | 2018-10-01 15:20:20 |\n", + "| 707 | 0 | 25292.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 236 | 2018-10-01 15:20:20 |\n", + "| 708 | 0 | 25292.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 236 | 2018-10-01 15:20:20 |\n", + "| 709 | 0 | 25301.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 237 | 2018-10-01 15:20:21 |\n", + "| 710 | 0 | 25301.5 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 237 | 2018-10-01 15:20:21 |\n", + "| 711 | 0 | 25301.5 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 237 | 2018-10-01 15:20:21 |\n", + "| 712 | 0 | 25271.2 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 238 | 2018-10-01 15:20:22 |\n", + "| 713 | 0 | 25271.2 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 238 | 2018-10-01 15:20:22 |\n", + "| 714 | 0 | 25271.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 238 | 2018-10-01 15:20:22 |\n", + "| 715 | 0 | 25301.1 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 239 | 2018-10-01 15:20:23 |\n", + "| 716 | 0 | 25301.1 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 239 | 2018-10-01 15:20:23 |\n", + "| 717 | 0 | 25301.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 239 | 2018-10-01 15:20:23 |\n", + "| 718 | 0 | 25270 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 240 | 2018-10-01 15:20:24 |\n", + "| 719 | 0 | 25270 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 240 | 2018-10-01 15:20:24 |\n", + "| 720 | 0 | 25270 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 240 | 2018-10-01 15:20:24 |\n", + "| 721 | 0 | 25348 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 241 | 2018-10-01 15:20:25 |\n", + "| 722 | 0 | 25348 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 241 | 2018-10-01 15:20:25 |\n", + "| 723 | 0 | 25348 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 241 | 2018-10-01 15:20:25 |\n", + "| 724 | 0 | 25380 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 242 | 2018-10-01 15:20:26 |\n", + "| 725 | 0 | 25380 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 242 | 2018-10-01 15:20:26 |\n", + "| 726 | 0 | 25380 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 242 | 2018-10-01 15:20:26 |\n", + "| 727 | 0 | 25327.2 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 243 | 2018-10-01 15:20:27 |\n", + "| 728 | 0 | 25327.2 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 243 | 2018-10-01 15:20:27 |\n", + "| 729 | 0 | 25327.2 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 243 | 2018-10-01 15:20:27 |\n", + "| 730 | 0 | 25400.4 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 244 | 2018-10-01 15:20:28 |\n", + "| 731 | 0 | 25400.4 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 244 | 2018-10-01 15:20:28 |\n", + "| 732 | 0 | 25400.4 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 244 | 2018-10-01 15:20:28 |\n", + "| 733 | 0 | 25391 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 245 | 2018-10-01 15:20:29 |\n", + "| 734 | 0 | 25391 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 245 | 2018-10-01 15:20:29 |\n", + "| 735 | 0 | 25391 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 245 | 2018-10-01 15:20:29 |\n", + "| 736 | 0 | 25360.7 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 246 | 2018-10-01 15:20:30 |\n", + "| 737 | 0 | 25360.7 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 246 | 2018-10-01 15:20:30 |\n", + "| 738 | 0 | 25360.7 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 246 | 2018-10-01 15:20:30 |\n", + "| 739 | 0 | 25318 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 247 | 2018-10-01 15:20:31 |\n", + "| 740 | 0 | 25318 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 247 | 2018-10-01 15:20:31 |\n", + "| 741 | 0 | 25318 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 247 | 2018-10-01 15:20:31 |\n", + "| 742 | 0 | 25341.7 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 248 | 2018-10-01 15:20:32 |\n", + "| 743 | 0 | 25341.7 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 248 | 2018-10-01 15:20:32 |\n", + "| 744 | 0 | 25341.7 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 248 | 2018-10-01 15:20:32 |\n", + "| 745 | 5.25e+06 | 25404.4 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 249 | 2018-10-01 15:20:33 |\n", + "| 746 | 5.25e+06 | 25404.4 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 249 | 2018-10-01 15:20:33 |\n", + "| 747 | 5.25e+06 | 25404.4 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 249 | 2018-10-01 15:20:33 |\n", + "| 748 | 0 | 25380.2 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 250 | 2018-10-01 15:20:34 |\n", + "| 749 | 0 | 25380.2 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 250 | 2018-10-01 15:20:34 |\n", + "| 750 | 0 | 25380.2 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 250 | 2018-10-01 15:20:34 |\n", + "| 751 | 0 | 25338.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 251 | 2018-10-01 15:20:35 |\n", + "| 752 | 0 | 25338.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 251 | 2018-10-01 15:20:35 |\n", + "| 753 | 0 | 25338.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 251 | 2018-10-01 15:20:35 |\n", + "| 754 | 0 | 25291.2 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 252 | 2018-10-01 15:20:36 |\n", + "| 755 | 0 | 25291.2 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 252 | 2018-10-01 15:20:36 |\n", + "| 756 | 0 | 25291.2 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 252 | 2018-10-01 15:20:36 |\n", + "| 757 | 0 | 25353.5 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 253 | 2018-10-01 15:20:37 |\n", + "| 758 | 0 | 25353.5 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 253 | 2018-10-01 15:20:37 |\n", + "| 759 | 0 | 25353.5 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 253 | 2018-10-01 15:20:37 |\n", + "| 760 | 0 | 25423.2 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 254 | 2018-10-01 15:20:38 |\n", + "| 761 | 0 | 25423.2 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 254 | 2018-10-01 15:20:38 |\n", + "| 762 | 0 | 25423.2 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 254 | 2018-10-01 15:20:38 |\n", + "| 763 | 5.25e+06 | 25408.6 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 255 | 2018-10-01 15:20:39 |\n", + "| 764 | 5.25e+06 | 25408.6 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 255 | 2018-10-01 15:20:39 |\n", + "| 765 | 5.25e+06 | 25408.6 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 255 | 2018-10-01 15:20:39 |\n", + "| 766 | 0 | 25431 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 256 | 2018-10-01 15:20:40 |\n", + "| 767 | 0 | 25431 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 256 | 2018-10-01 15:20:40 |\n", + "| 768 | 0 | 25431 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 256 | 2018-10-01 15:20:40 |\n", + "| 769 | 0 | 25430.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 257 | 2018-10-01 15:20:41 |\n", + "| 770 | 0 | 25430.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 257 | 2018-10-01 15:20:41 |\n", + "| 771 | 0 | 25430.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 257 | 2018-10-01 15:20:41 |\n", + "| 772 | 0 | 25428.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 258 | 2018-10-01 15:20:42 |\n", + "| 773 | 0 | 25428.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 258 | 2018-10-01 15:20:42 |\n", + "| 774 | 0 | 25428.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 258 | 2018-10-01 15:20:42 |\n", + "| 775 | 0 | 25468.6 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 259 | 2018-10-01 15:20:43 |\n", + "| 776 | 0 | 25468.6 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 259 | 2018-10-01 15:20:43 |\n", + "| 777 | 0 | 25468.6 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 259 | 2018-10-01 15:20:43 |\n", + "| 778 | 0 | 25486.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 260 | 2018-10-01 15:20:44 |\n", + "| 779 | 0 | 25486.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 260 | 2018-10-01 15:20:44 |\n", + "| 780 | 0 | 25486.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 260 | 2018-10-01 15:20:44 |\n", + "| 781 | 5.25e+06 | 25500.7 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 261 | 2018-10-01 15:20:45 |\n", + "| 782 | 5.25e+06 | 25500.7 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 261 | 2018-10-01 15:20:45 |\n", + "| 783 | 5.25e+06 | 25500.7 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 261 | 2018-10-01 15:20:45 |\n", + "| 784 | 0 | 25488.5 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 262 | 2018-10-01 15:20:46 |\n", + "| 785 | 0 | 25488.5 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 262 | 2018-10-01 15:20:46 |\n", + "| 786 | 0 | 25488.5 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 262 | 2018-10-01 15:20:46 |\n", + "| 787 | 5.25e+06 | 25522.5 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 263 | 2018-10-01 15:20:47 |\n", + "| 788 | 5.25e+06 | 25522.5 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 263 | 2018-10-01 15:20:47 |\n", + "| 789 | 5.25e+06 | 25522.5 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 263 | 2018-10-01 15:20:47 |\n", + "| 790 | 0 | 25510.7 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 264 | 2018-10-01 15:20:48 |\n", + "| 791 | 0 | 25510.7 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 264 | 2018-10-01 15:20:48 |\n", + "| 792 | 0 | 25510.7 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 264 | 2018-10-01 15:20:48 |\n", + "| 793 | 0 | 25512.8 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 265 | 2018-10-01 15:20:49 |\n", + "| 794 | 0 | 25512.8 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 265 | 2018-10-01 15:20:49 |\n", + "| 795 | 0 | 25512.8 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 265 | 2018-10-01 15:20:49 |\n", + "| 796 | 0 | 25521.9 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 266 | 2018-10-01 15:20:50 |\n", + "| 797 | 0 | 25521.9 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 266 | 2018-10-01 15:20:50 |\n", + "| 798 | 0 | 25521.9 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 266 | 2018-10-01 15:20:50 |\n", + "| 799 | 0 | 25471.9 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 267 | 2018-10-01 15:20:51 |\n", + "| 800 | 0 | 25471.9 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 267 | 2018-10-01 15:20:51 |\n", + "| 801 | 0 | 25471.9 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 267 | 2018-10-01 15:20:51 |\n", + "| 802 | 0 | 25459.4 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 268 | 2018-10-01 15:20:52 |\n", + "| 803 | 0 | 25459.4 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 268 | 2018-10-01 15:20:52 |\n", + "| 804 | 0 | 25459.4 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 268 | 2018-10-01 15:20:52 |\n", + "| 805 | 0 | 25446.4 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 269 | 2018-10-01 15:20:53 |\n", + "| 806 | 0 | 25446.4 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 269 | 2018-10-01 15:20:53 |\n", + "| 807 | 0 | 25446.4 | 103 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 269 | 2018-10-01 15:20:53 |\n", + "| 808 | 0 | 25450.6 | 103 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 270 | 2018-10-01 15:20:54 |\n", + "| 809 | 0 | 25450.6 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 270 | 2018-10-01 15:20:54 |\n", + "| 810 | 0 | 25450.6 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 270 | 2018-10-01 15:20:54 |\n", + "| 811 | 0 | 25404.3 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 271 | 2018-10-01 15:20:55 |\n", + "| 812 | 0 | 25404.3 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 271 | 2018-10-01 15:20:55 |\n", + "| 813 | 0 | 25404.3 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 271 | 2018-10-01 15:20:55 |\n", + "| 814 | 0 | 25354.8 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 272 | 2018-10-01 15:20:56 |\n", + "| 815 | 0 | 25354.8 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 272 | 2018-10-01 15:20:56 |\n", + "| 816 | 0 | 25354.8 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 272 | 2018-10-01 15:20:56 |\n", + "| 817 | 0 | 25422.5 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 273 | 2018-10-01 15:20:57 |\n", + "| 818 | 0 | 25422.5 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 273 | 2018-10-01 15:20:57 |\n", + "| 819 | 0 | 25422.5 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 273 | 2018-10-01 15:20:57 |\n", + "| 820 | 0 | 25470.7 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 274 | 2018-10-01 15:20:58 |\n", + "| 821 | 0 | 25470.7 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 274 | 2018-10-01 15:20:58 |\n", + "| 822 | 0 | 25470.7 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 274 | 2018-10-01 15:20:58 |\n", + "| 823 | 0 | 25507.7 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 275 | 2018-10-01 15:20:59 |\n", + "| 824 | 0 | 25507.7 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 275 | 2018-10-01 15:20:59 |\n", + "| 825 | 0 | 25507.7 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 275 | 2018-10-01 15:20:59 |\n", + "| 826 | 0 | 25583.8 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 276 | 2018-10-01 15:21:00 |\n", + "| 827 | 0 | 25583.8 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 276 | 2018-10-01 15:21:00 |\n", + "| 828 | 0 | 25583.8 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 276 | 2018-10-01 15:21:00 |\n", + "| 829 | 0 | 25601.2 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 277 | 2018-10-01 15:21:01 |\n", + "| 830 | 0 | 25601.2 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 277 | 2018-10-01 15:21:01 |\n", + "| 831 | 0 | 25601.2 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 277 | 2018-10-01 15:21:01 |\n", + "| 832 | 0 | 25597.4 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 278 | 2018-10-01 15:21:02 |\n", + "| 833 | 0 | 25597.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 278 | 2018-10-01 15:21:02 |\n", + "| 834 | 0 | 25597.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 278 | 2018-10-01 15:21:02 |\n", + "| 835 | 0 | 25617.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 279 | 2018-10-01 15:21:03 |\n", + "| 836 | 0 | 25617.5 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 279 | 2018-10-01 15:21:03 |\n", + "| 837 | 0 | 25617.5 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 279 | 2018-10-01 15:21:03 |\n", + "| 838 | 0 | 25539.2 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 280 | 2018-10-01 15:21:04 |\n", + "| 839 | 0 | 25539.2 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 280 | 2018-10-01 15:21:04 |\n", + "| 840 | 0 | 25539.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 280 | 2018-10-01 15:21:04 |\n", + "| 841 | 0 | 25493.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 281 | 2018-10-01 15:21:05 |\n", + "| 842 | 0 | 25493.5 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 281 | 2018-10-01 15:21:05 |\n", + "| 843 | 0 | 25493.5 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 281 | 2018-10-01 15:21:05 |\n", + "| 844 | 0 | 25525.1 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 282 | 2018-10-01 15:21:06 |\n", + "| 845 | 0 | 25525.1 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 282 | 2018-10-01 15:21:06 |\n", + "| 846 | 0 | 25525.1 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 282 | 2018-10-01 15:21:06 |\n", + "| 847 | 0 | 25526.4 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 283 | 2018-10-01 15:21:07 |\n", + "| 848 | 0 | 25526.4 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 283 | 2018-10-01 15:21:07 |\n", + "| 849 | 0 | 25526.4 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 283 | 2018-10-01 15:21:07 |\n", + "| 850 | 0 | 25473.2 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 284 | 2018-10-01 15:21:08 |\n", + "| 851 | 0 | 25473.2 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 284 | 2018-10-01 15:21:08 |\n", + "| 852 | 0 | 25473.2 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 284 | 2018-10-01 15:21:08 |\n", + "| 853 | 5.25e+06 | 25500.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 285 | 2018-10-01 15:21:09 |\n", + "| 854 | 5.25e+06 | 25500.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 285 | 2018-10-01 15:21:09 |\n", + "| 855 | 5.25e+06 | 25500.7 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 285 | 2018-10-01 15:21:09 |\n", + "| 856 | 0 | 25542.3 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 286 | 2018-10-01 15:21:10 |\n", + "| 857 | 0 | 25542.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 286 | 2018-10-01 15:21:10 |\n", + "| 858 | 0 | 25542.3 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 286 | 2018-10-01 15:21:10 |\n", + "| 859 | 5.25e+06 | 25570.1 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 287 | 2018-10-01 15:21:11 |\n", + "| 860 | 5.25e+06 | 25570.1 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 287 | 2018-10-01 15:21:11 |\n", + "| 861 | 5.25e+06 | 25570.1 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 287 | 2018-10-01 15:21:11 |\n", + "| 862 | 0 | 25568.8 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 288 | 2018-10-01 15:21:12 |\n", + "| 863 | 0 | 25568.8 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 288 | 2018-10-01 15:21:12 |\n", + "| 864 | 0 | 25568.8 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 288 | 2018-10-01 15:21:12 |\n", + "| 865 | 0 | 25534 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 289 | 2018-10-01 15:21:13 |\n", + "| 866 | 0 | 25534 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 289 | 2018-10-01 15:21:13 |\n", + "| 867 | 0 | 25534 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 289 | 2018-10-01 15:21:13 |\n", + "| 868 | 5.25e+06 | 25538.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 290 | 2018-10-01 15:21:14 |\n", + "| 869 | 5.25e+06 | 25538.5 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 290 | 2018-10-01 15:21:14 |\n", + "| 870 | 5.25e+06 | 25538.5 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 290 | 2018-10-01 15:21:14 |\n", + "| 871 | 0 | 25556.3 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 291 | 2018-10-01 15:21:15 |\n", + "| 872 | 0 | 25556.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 291 | 2018-10-01 15:21:15 |\n", + "| 873 | 0 | 25556.3 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 291 | 2018-10-01 15:21:15 |\n", + "| 874 | 0 | 25541.3 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 292 | 2018-10-01 15:21:16 |\n", + "| 875 | 0 | 25541.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 292 | 2018-10-01 15:21:16 |\n", + "| 876 | 0 | 25541.3 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 292 | 2018-10-01 15:21:16 |\n", + "| 877 | 0 | 25566.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 293 | 2018-10-01 15:21:17 |\n", + "| 878 | 0 | 25566.5 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 293 | 2018-10-01 15:21:17 |\n", + "| 879 | 0 | 25566.5 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 293 | 2018-10-01 15:21:17 |\n", + "| 880 | 0 | 25579.6 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 294 | 2018-10-01 15:21:18 |\n", + "| 881 | 0 | 25579.6 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 294 | 2018-10-01 15:21:18 |\n", + "| 882 | 0 | 25579.6 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 294 | 2018-10-01 15:21:18 |\n", + "| 883 | 0 | 25593.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 295 | 2018-10-01 15:21:19 |\n", + "| 884 | 0 | 25593.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 295 | 2018-10-01 15:21:19 |\n", + "| 885 | 0 | 25593.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 295 | 2018-10-01 15:21:19 |\n", + "| 886 | 0 | 25508.8 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 296 | 2018-10-01 15:21:20 |\n", + "| 887 | 0 | 25508.8 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 296 | 2018-10-01 15:21:20 |\n", + "| 888 | 0 | 25508.8 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 296 | 2018-10-01 15:21:20 |\n", + "| 889 | 0 | 25553.8 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 297 | 2018-10-01 15:21:21 |\n", + "| 890 | 0 | 25553.8 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 297 | 2018-10-01 15:21:21 |\n", + "| 891 | 0 | 25553.8 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 297 | 2018-10-01 15:21:21 |\n", + "| 892 | 0 | 25625.6 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 298 | 2018-10-01 15:21:22 |\n", + "| 893 | 0 | 25625.6 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 298 | 2018-10-01 15:21:22 |\n", + "| 894 | 0 | 25625.6 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 298 | 2018-10-01 15:21:22 |\n", + "| 895 | 0 | 25608.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 299 | 2018-10-01 15:21:23 |\n", + "| 896 | 0 | 25608.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 299 | 2018-10-01 15:21:23 |\n", + "| 897 | 0 | 25608.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 299 | 2018-10-01 15:21:23 |\n", + "| 898 | 5.25e+06 | 25547.3 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 300 | 2018-10-01 15:21:24 |\n", + "| 899 | 5.25e+06 | 25547.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 300 | 2018-10-01 15:21:24 |\n", + "| 900 | 5.25e+06 | 25547.3 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 300 | 2018-10-01 15:21:24 |\n", + "| 901 | 0 | 25574 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 301 | 2018-10-01 15:21:25 |\n", + "| 902 | 0 | 25574 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 301 | 2018-10-01 15:21:25 |\n", + "| 903 | 0 | 25574 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 301 | 2018-10-01 15:21:25 |\n", + "| 904 | 0 | 25554.6 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 302 | 2018-10-01 15:21:26 |\n", + "| 905 | 0 | 25554.6 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 302 | 2018-10-01 15:21:26 |\n", + "| 906 | 0 | 25554.6 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 302 | 2018-10-01 15:21:26 |\n", + "| 907 | 0 | 25514.3 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 303 | 2018-10-01 15:21:27 |\n", + "| 908 | 0 | 25514.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 303 | 2018-10-01 15:21:27 |\n", + "| 909 | 0 | 25514.3 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 303 | 2018-10-01 15:21:27 |\n", + "| 910 | 5.25e+06 | 25565 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 304 | 2018-10-01 15:21:28 |\n", + "| 911 | 5.25e+06 | 25565 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 304 | 2018-10-01 15:21:28 |\n", + "| 912 | 5.25e+06 | 25565 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 304 | 2018-10-01 15:21:28 |\n", + "| 913 | 0 | 25507.4 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 305 | 2018-10-01 15:21:29 |\n", + "| 914 | 0 | 25507.4 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 305 | 2018-10-01 15:21:29 |\n", + "| 915 | 0 | 25507.4 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 305 | 2018-10-01 15:21:29 |\n", + "| 916 | 0 | 25537.3 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 306 | 2018-10-01 15:21:30 |\n", + "| 917 | 0 | 25537.3 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 306 | 2018-10-01 15:21:30 |\n", + "| 918 | 0 | 25537.3 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 306 | 2018-10-01 15:21:30 |\n", + "| 919 | 0 | 25485.3 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 307 | 2018-10-01 15:21:31 |\n", + "| 920 | 0 | 25485.3 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 307 | 2018-10-01 15:21:31 |\n", + "| 921 | 0 | 25485.3 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 307 | 2018-10-01 15:21:31 |\n", + "| 922 | 0 | 25546.2 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 308 | 2018-10-01 15:21:32 |\n", + "| 923 | 0 | 25546.2 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 308 | 2018-10-01 15:21:32 |\n", + "| 924 | 0 | 25546.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 308 | 2018-10-01 15:21:32 |\n", + "| 925 | 5.25e+06 | 25567.7 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 309 | 2018-10-01 15:21:33 |\n", + "| 926 | 5.25e+06 | 25567.7 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 309 | 2018-10-01 15:21:33 |\n", + "| 927 | 5.25e+06 | 25567.7 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 309 | 2018-10-01 15:21:33 |\n", + "| 928 | 0 | 25557 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 310 | 2018-10-01 15:21:34 |\n", + "| 929 | 0 | 25557 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 310 | 2018-10-01 15:21:34 |\n", + "| 930 | 0 | 25557 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 310 | 2018-10-01 15:21:34 |\n", + "| 931 | 0 | 25563.2 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 311 | 2018-10-01 15:21:35 |\n", + "| 932 | 0 | 25563.2 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 311 | 2018-10-01 15:21:35 |\n", + "| 933 | 0 | 25563.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 311 | 2018-10-01 15:21:35 |\n", + "| 934 | 5.25e+06 | 25587.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 312 | 2018-10-01 15:21:36 |\n", + "| 935 | 5.25e+06 | 25587.5 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 312 | 2018-10-01 15:21:36 |\n", + "| 936 | 5.25e+06 | 25587.5 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 312 | 2018-10-01 15:21:36 |\n", + "| 937 | 0 | 25622.1 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 313 | 2018-10-01 15:21:37 |\n", + "| 938 | 0 | 25622.1 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 313 | 2018-10-01 15:21:37 |\n", + "| 939 | 0 | 25622.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 313 | 2018-10-01 15:21:37 |\n", + "| 940 | 0 | 25656.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 314 | 2018-10-01 15:21:38 |\n", + "| 941 | 0 | 25656.5 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 314 | 2018-10-01 15:21:38 |\n", + "| 942 | 0 | 25656.5 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 314 | 2018-10-01 15:21:38 |\n", + "| 943 | 0 | 25679.3 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 315 | 2018-10-01 15:21:39 |\n", + "| 944 | 0 | 25679.3 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 315 | 2018-10-01 15:21:39 |\n", + "| 945 | 0 | 25679.3 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 315 | 2018-10-01 15:21:39 |\n", + "| 946 | 0 | 25659.4 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 316 | 2018-10-01 15:21:40 |\n", + "| 947 | 0 | 25659.4 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 316 | 2018-10-01 15:21:40 |\n", + "| 948 | 0 | 25659.4 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 316 | 2018-10-01 15:21:40 |\n", + "| 949 | 0 | 25687.1 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 317 | 2018-10-01 15:21:41 |\n", + "| 950 | 0 | 25687.1 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 317 | 2018-10-01 15:21:41 |\n", + "| 951 | 0 | 25687.1 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 317 | 2018-10-01 15:21:41 |\n", + "| 952 | 0 | 25632.5 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 318 | 2018-10-01 15:21:42 |\n", + "| 953 | 0 | 25632.5 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 318 | 2018-10-01 15:21:42 |\n", + "| 954 | 0 | 25632.5 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 318 | 2018-10-01 15:21:42 |\n", + "| 955 | 0 | 25674.3 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 319 | 2018-10-01 15:21:43 |\n", + "| 956 | 0 | 25674.3 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 319 | 2018-10-01 15:21:43 |\n", + "| 957 | 0 | 25674.3 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 319 | 2018-10-01 15:21:43 |\n", + "| 958 | 0 | 25710.7 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 320 | 2018-10-01 15:21:44 |\n", + "| 959 | 0 | 25710.7 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 320 | 2018-10-01 15:21:44 |\n", + "| 960 | 0 | 25710.7 | 102 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 320 | 2018-10-01 15:21:44 |\n", + "| 961 | 0 | 25768.8 | 102 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 321 | 2018-10-01 15:21:45 |\n", + "| 962 | 0 | 25768.8 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 321 | 2018-10-01 15:21:45 |\n", + "| 963 | 0 | 25768.8 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 321 | 2018-10-01 15:21:45 |\n", + "| 964 | 0 | 25744.2 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 322 | 2018-10-01 15:21:46 |\n", + "| 965 | 0 | 25744.2 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 322 | 2018-10-01 15:21:46 |\n", + "| 966 | 0 | 25744.2 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 322 | 2018-10-01 15:21:46 |\n", + "| 967 | 0 | 25752 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 323 | 2018-10-01 15:21:47 |\n", + "| 968 | 0 | 25752 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 323 | 2018-10-01 15:21:47 |\n", + "| 969 | 0 | 25752 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 323 | 2018-10-01 15:21:47 |\n", + "| 970 | 0 | 25787.7 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 324 | 2018-10-01 15:21:48 |\n", + "| 971 | 0 | 25787.7 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 324 | 2018-10-01 15:21:48 |\n", + "| 972 | 0 | 25787.7 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 324 | 2018-10-01 15:21:48 |\n", + "| 973 | 0 | 25801 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 325 | 2018-10-01 15:21:49 |\n", + "| 974 | 0 | 25801 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 325 | 2018-10-01 15:21:49 |\n", + "| 975 | 0 | 25801 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 325 | 2018-10-01 15:21:49 |\n", + "| 976 | 0 | 25783.2 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 326 | 2018-10-01 15:21:50 |\n", + "| 977 | 0 | 25783.2 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 326 | 2018-10-01 15:21:50 |\n", + "| 978 | 0 | 25783.2 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 326 | 2018-10-01 15:21:50 |\n", + "| 979 | 0 | 25796 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 327 | 2018-10-01 15:21:51 |\n", + "| 980 | 0 | 25796 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 327 | 2018-10-01 15:21:51 |\n", + "| 981 | 0 | 25796 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 327 | 2018-10-01 15:21:51 |\n", + "| 982 | 0 | 25798.9 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 328 | 2018-10-01 15:21:52 |\n", + "| 983 | 0 | 25798.9 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 328 | 2018-10-01 15:21:52 |\n", + "| 984 | 0 | 25798.9 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 328 | 2018-10-01 15:21:52 |\n", + "| 985 | 0 | 25840.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 329 | 2018-10-01 15:21:53 |\n", + "| 986 | 0 | 25840.3 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 329 | 2018-10-01 15:21:53 |\n", + "| 987 | 0 | 25840.3 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 329 | 2018-10-01 15:21:53 |\n", + "| 988 | 0 | 25814.2 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 330 | 2018-10-01 15:21:54 |\n", + "| 989 | 0 | 25814.2 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 330 | 2018-10-01 15:21:54 |\n", + "| 990 | 0 | 25814.2 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 330 | 2018-10-01 15:21:54 |\n", + "| 991 | 0 | 25828.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 331 | 2018-10-01 15:21:55 |\n", + "| 992 | 0 | 25828.3 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 331 | 2018-10-01 15:21:55 |\n", + "| 993 | 0 | 25828.3 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 331 | 2018-10-01 15:21:55 |\n", + "| 994 | 0 | 25840.5 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 332 | 2018-10-01 15:21:56 |\n", + "| 995 | 0 | 25840.5 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 332 | 2018-10-01 15:21:56 |\n", + "| 996 | 0 | 25840.5 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 332 | 2018-10-01 15:21:56 |\n", + "| 997 | 0 | 25872.1 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 333 | 2018-10-01 15:21:57 |\n", + "| 998 | 0 | 25872.1 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 333 | 2018-10-01 15:21:57 |\n", + "| 999 | 0 | 25872.1 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 333 | 2018-10-01 15:21:57 |\n", + "| 1000 | 0 | 25869 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 334 | 2018-10-01 15:21:58 |\n", + "| 1001 | 0 | 25869 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 334 | 2018-10-01 15:21:58 |\n", + "| 1002 | 0 | 25869 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 334 | 2018-10-01 15:21:58 |\n", + "| 1003 | 0 | 25874.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 335 | 2018-10-01 15:21:59 |\n", + "| 1004 | 0 | 25874.3 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 335 | 2018-10-01 15:21:59 |\n", + "| 1005 | 0 | 25874.3 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 335 | 2018-10-01 15:21:59 |\n", + "| 1006 | 0 | 25871.4 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 336 | 2018-10-01 15:22:00 |\n", + "| 1007 | 0 | 25871.4 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 336 | 2018-10-01 15:22:00 |\n", + "| 1008 | 0 | 25871.4 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 336 | 2018-10-01 15:22:00 |\n", + "| 1009 | 0 | 25872.8 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 337 | 2018-10-01 15:22:01 |\n", + "| 1010 | 0 | 25872.8 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 337 | 2018-10-01 15:22:01 |\n", + "| 1011 | 0 | 25872.8 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 337 | 2018-10-01 15:22:01 |\n", + "| 1012 | 0 | 25873.1 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 338 | 2018-10-01 15:22:02 |\n", + "| 1013 | 0 | 25873.1 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 338 | 2018-10-01 15:22:02 |\n", + "| 1014 | 0 | 25873.1 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 338 | 2018-10-01 15:22:02 |\n", + "| 1015 | 0 | 25859.5 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 339 | 2018-10-01 15:22:03 |\n", + "| 1016 | 0 | 25859.5 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 339 | 2018-10-01 15:22:03 |\n", + "| 1017 | 0 | 25859.5 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 339 | 2018-10-01 15:22:03 |\n", + "| 1018 | 0 | 25977.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 340 | 2018-10-01 15:22:04 |\n", + "| 1019 | 0 | 25977.3 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 340 | 2018-10-01 15:22:04 |\n", + "| 1020 | 0 | 25977.3 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 340 | 2018-10-01 15:22:04 |\n", + "| 1021 | 5.25e+06 | 25942.2 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 341 | 2018-10-01 15:22:05 |\n", + "| 1022 | 5.25e+06 | 25942.2 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 341 | 2018-10-01 15:22:05 |\n", + "| 1023 | 5.25e+06 | 25942.2 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 341 | 2018-10-01 15:22:05 |\n", + "| 1024 | 0 | 25893.3 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 342 | 2018-10-01 15:22:06 |\n", + "| 1025 | 0 | 25893.3 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 342 | 2018-10-01 15:22:06 |\n", + "| 1026 | 0 | 25893.3 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 342 | 2018-10-01 15:22:06 |\n", + "| 1027 | 0 | 25860.1 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 343 | 2018-10-01 15:22:07 |\n", + "| 1028 | 0 | 25860.1 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 343 | 2018-10-01 15:22:07 |\n", + "| 1029 | 0 | 25860.1 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 343 | 2018-10-01 15:22:07 |\n", + "| 1030 | 5.25e+06 | 25830.5 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 344 | 2018-10-01 15:22:08 |\n", + "| 1031 | 5.25e+06 | 25830.5 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 344 | 2018-10-01 15:22:08 |\n", + "| 1032 | 5.25e+06 | 25830.5 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 344 | 2018-10-01 15:22:08 |\n", + "| 1033 | 0 | 25831 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 345 | 2018-10-01 15:22:09 |\n", + "| 1034 | 0 | 25831 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 345 | 2018-10-01 15:22:09 |\n", + "| 1035 | 0 | 25831 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 345 | 2018-10-01 15:22:09 |\n", + "| 1036 | 5.25e+06 | 25890.6 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 346 | 2018-10-01 15:22:10 |\n", + "| 1037 | 5.25e+06 | 25890.6 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 346 | 2018-10-01 15:22:10 |\n", + "| 1038 | 5.25e+06 | 25890.6 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 346 | 2018-10-01 15:22:10 |\n", + "| 1039 | 0 | 25961 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 347 | 2018-10-01 15:22:11 |\n", + "| 1040 | 0 | 25961 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 347 | 2018-10-01 15:22:11 |\n", + "| 1041 | 0 | 25961 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 347 | 2018-10-01 15:22:11 |\n", + "| 1042 | 5.25e+06 | 25970.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 348 | 2018-10-01 15:22:12 |\n", + "| 1043 | 5.25e+06 | 25970.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 348 | 2018-10-01 15:22:12 |\n", + "| 1044 | 5.25e+06 | 25970.9 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 348 | 2018-10-01 15:22:12 |\n", + "| 1045 | 0 | 25866.8 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 349 | 2018-10-01 15:22:13 |\n", + "| 1046 | 0 | 25866.8 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 349 | 2018-10-01 15:22:13 |\n", + "| 1047 | 0 | 25866.8 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 349 | 2018-10-01 15:22:13 |\n", + "| 1048 | 0 | 25882.8 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 350 | 2018-10-01 15:22:14 |\n", + "| 1049 | 0 | 25882.8 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 350 | 2018-10-01 15:22:14 |\n", + "| 1050 | 0 | 25882.8 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 350 | 2018-10-01 15:22:14 |\n", + "| 1051 | 0 | 25828.2 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 351 | 2018-10-01 15:22:15 |\n", + "| 1052 | 0 | 25828.2 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 351 | 2018-10-01 15:22:15 |\n", + "| 1053 | 0 | 25828.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 351 | 2018-10-01 15:22:15 |\n", + "| 1054 | 0 | 25807.3 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 352 | 2018-10-01 15:22:16 |\n", + "| 1055 | 0 | 25807.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 352 | 2018-10-01 15:22:16 |\n", + "| 1056 | 0 | 25807.3 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 352 | 2018-10-01 15:22:16 |\n", + "| 1057 | 0 | 25759.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 353 | 2018-10-01 15:22:17 |\n", + "| 1058 | 0 | 25759.4 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 353 | 2018-10-01 15:22:17 |\n", + "| 1059 | 0 | 25759.4 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 353 | 2018-10-01 15:22:17 |\n", + "| 1060 | 0 | 25777.2 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 354 | 2018-10-01 15:22:18 |\n", + "| 1061 | 0 | 25777.2 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 354 | 2018-10-01 15:22:18 |\n", + "| 1062 | 0 | 25777.2 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 354 | 2018-10-01 15:22:18 |\n", + "| 1063 | 0 | 25751 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 355 | 2018-10-01 15:22:19 |\n", + "| 1064 | 0 | 25751 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 355 | 2018-10-01 15:22:19 |\n", + "| 1065 | 0 | 25751 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 355 | 2018-10-01 15:22:19 |\n", + "| 1066 | 0 | 25783.2 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 356 | 2018-10-01 15:22:20 |\n", + "| 1067 | 0 | 25783.2 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 356 | 2018-10-01 15:22:20 |\n", + "| 1068 | 0 | 25783.2 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 356 | 2018-10-01 15:22:20 |\n", + "| 1069 | 0 | 25803.1 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 357 | 2018-10-01 15:22:21 |\n", + "| 1070 | 0 | 25803.1 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 357 | 2018-10-01 15:22:21 |\n", + "| 1071 | 0 | 25803.1 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 357 | 2018-10-01 15:22:21 |\n", + "| 1072 | 0 | 25793.1 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 358 | 2018-10-01 15:22:22 |\n", + "| 1073 | 0 | 25793.1 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 358 | 2018-10-01 15:22:22 |\n", + "| 1074 | 0 | 25793.1 | 102 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 358 | 2018-10-01 15:22:22 |\n", + "| 1075 | 0 | 25796.5 | 102 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 359 | 2018-10-01 15:22:23 |\n", + "| 1076 | 0 | 25796.5 | 102 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 359 | 2018-10-01 15:22:23 |\n", + "| 1077 | 0 | 25796.5 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 359 | 2018-10-01 15:22:23 |\n", + "| 1078 | 0 | 25834.7 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 360 | 2018-10-01 15:22:24 |\n", + "| 1079 | 0 | 25834.7 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 360 | 2018-10-01 15:22:24 |\n", + "| 1080 | 0 | 25834.7 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 360 | 2018-10-01 15:22:24 |\n", + "| 1081 | 0 | 25819.2 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 361 | 2018-10-01 15:22:25 |\n", + "| 1082 | 0 | 25819.2 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 361 | 2018-10-01 15:22:25 |\n", + "| 1083 | 0 | 25819.2 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 361 | 2018-10-01 15:22:25 |\n", + "| 1084 | 0 | 25857.3 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 362 | 2018-10-01 15:22:26 |\n", + "| 1085 | 0 | 25857.3 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 362 | 2018-10-01 15:22:26 |\n", + "| 1086 | 0 | 25857.3 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 362 | 2018-10-01 15:22:26 |\n", + "| 1087 | 0 | 25856.5 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 363 | 2018-10-01 15:22:27 |\n", + "| 1088 | 0 | 25856.5 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 363 | 2018-10-01 15:22:27 |\n", + "| 1089 | 0 | 25856.5 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 363 | 2018-10-01 15:22:27 |\n", + "| 1090 | 0 | 25867.8 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 364 | 2018-10-01 15:22:28 |\n", + "| 1091 | 0 | 25867.8 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 364 | 2018-10-01 15:22:28 |\n", + "| 1092 | 0 | 25867.8 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 364 | 2018-10-01 15:22:28 |\n", + "| 1093 | 5.25e+06 | 25901.1 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 365 | 2018-10-01 15:22:29 |\n", + "| 1094 | 5.25e+06 | 25901.1 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 365 | 2018-10-01 15:22:29 |\n", + "| 1095 | 5.25e+06 | 25901.1 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 365 | 2018-10-01 15:22:29 |\n", + "| 1096 | 0 | 25956.5 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 366 | 2018-10-01 15:22:30 |\n", + "| 1097 | 0 | 25956.5 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 366 | 2018-10-01 15:22:30 |\n", + "| 1098 | 0 | 25956.5 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 366 | 2018-10-01 15:22:30 |\n", + "| 1099 | 0 | 25978.2 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 367 | 2018-10-01 15:22:31 |\n", + "| 1100 | 0 | 25978.2 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 367 | 2018-10-01 15:22:31 |\n", + "| 1101 | 0 | 25978.2 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 367 | 2018-10-01 15:22:31 |\n", + "| 1102 | 0 | 25980.7 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 368 | 2018-10-01 15:22:32 |\n", + "| 1103 | 0 | 25980.7 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 368 | 2018-10-01 15:22:32 |\n", + "| 1104 | 0 | 25980.7 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 368 | 2018-10-01 15:22:32 |\n", + "| 1105 | 0 | 26010.7 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 369 | 2018-10-01 15:22:33 |\n", + "| 1106 | 0 | 26010.7 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 369 | 2018-10-01 15:22:33 |\n", + "| 1107 | 0 | 26010.7 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 369 | 2018-10-01 15:22:33 |\n", + "| 1108 | 0 | 25946.3 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 370 | 2018-10-01 15:22:34 |\n", + "| 1109 | 0 | 25946.3 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 370 | 2018-10-01 15:22:34 |\n", + "| 1110 | 0 | 25946.3 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 370 | 2018-10-01 15:22:34 |\n", + "| 1111 | 0 | 26014.6 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 371 | 2018-10-01 15:22:35 |\n", + "| 1112 | 0 | 26014.6 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 371 | 2018-10-01 15:22:35 |\n", + "| 1113 | 0 | 26014.6 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 371 | 2018-10-01 15:22:35 |\n", + "| 1114 | 0 | 25959.4 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 372 | 2018-10-01 15:22:36 |\n", + "| 1115 | 0 | 25959.4 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 372 | 2018-10-01 15:22:36 |\n", + "| 1116 | 0 | 25959.4 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 372 | 2018-10-01 15:22:36 |\n", + "| 1117 | 0 | 25997 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 373 | 2018-10-01 15:22:37 |\n", + "| 1118 | 0 | 25997 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 373 | 2018-10-01 15:22:37 |\n", + "| 1119 | 0 | 25997 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 373 | 2018-10-01 15:22:37 |\n", + "| 1120 | 0 | 25973.5 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 374 | 2018-10-01 15:22:38 |\n", + "| 1121 | 0 | 25973.5 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 374 | 2018-10-01 15:22:38 |\n", + "| 1122 | 0 | 25973.5 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 374 | 2018-10-01 15:22:38 |\n", + "| 1123 | 0 | 25994.6 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 375 | 2018-10-01 15:22:39 |\n", + "| 1124 | 0 | 25994.6 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 375 | 2018-10-01 15:22:39 |\n", + "| 1125 | 0 | 25994.6 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 375 | 2018-10-01 15:22:39 |\n", + "| 1126 | 0 | 25989.8 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 376 | 2018-10-01 15:22:40 |\n", + "| 1127 | 0 | 25989.8 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 376 | 2018-10-01 15:22:40 |\n", + "| 1128 | 0 | 25989.8 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 376 | 2018-10-01 15:22:40 |\n", + "| 1129 | 0 | 26002.4 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 377 | 2018-10-01 15:22:41 |\n", + "| 1130 | 0 | 26002.4 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 377 | 2018-10-01 15:22:41 |\n", + "| 1131 | 0 | 26002.4 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 377 | 2018-10-01 15:22:41 |\n", + "| 1132 | 0 | 25969.1 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 378 | 2018-10-01 15:22:42 |\n", + "| 1133 | 0 | 25969.1 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 378 | 2018-10-01 15:22:42 |\n", + "| 1134 | 0 | 25969.1 | 101.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 378 | 2018-10-01 15:22:42 |\n", + "| 1135 | 0 | 25879 | 101.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 379 | 2018-10-01 15:22:43 |\n", + "| 1136 | 0 | 25879 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 379 | 2018-10-01 15:22:43 |\n", + "| 1137 | 0 | 25879 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 379 | 2018-10-01 15:22:43 |\n", + "| 1138 | 0 | 25896 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 380 | 2018-10-01 15:22:44 |\n", + "| 1139 | 0 | 25896 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 380 | 2018-10-01 15:22:44 |\n", + "| 1140 | 0 | 25896 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 380 | 2018-10-01 15:22:44 |\n", + "| 1141 | 0 | 25871 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 381 | 2018-10-01 15:22:45 |\n", + "| 1142 | 0 | 25871 | 101.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 381 | 2018-10-01 15:22:45 |\n", + "| 1143 | 0 | 25871 | 101 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 381 | 2018-10-01 15:22:45 |\n", + "| 1144 | 0 | 25843.9 | 101 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 382 | 2018-10-01 15:22:46 |\n", + "| 1145 | 0 | 25843.9 | 101 | 0 | 0 | 2.1e+07 | 2 | 1 | 382 | 2018-10-01 15:22:46 |\n", + "| 1146 | 0 | 25843.9 | 101 | 0 | 0 | 2.1e+07 | 3 | 1 | 382 | 2018-10-01 15:22:46 |\n", + "| 1147 | 0 | 25813.7 | 101 | 0 | 0 | 2.1e+07 | 1 | 1 | 383 | 2018-10-01 15:22:47 |\n", + "| 1148 | 0 | 25813.7 | 101 | 0 | 0 | 2.1e+07 | 2 | 1 | 383 | 2018-10-01 15:22:47 |\n", + "| 1149 | 0 | 25813.7 | 101 | 0 | 0 | 2.1e+07 | 3 | 1 | 383 | 2018-10-01 15:22:47 |\n", + "| 1150 | 5.25e+06 | 25896.4 | 101 | 0 | 0 | 2.1e+07 | 1 | 1 | 384 | 2018-10-01 15:22:48 |\n", + "| 1151 | 5.25e+06 | 25896.4 | 101 | 0 | 0 | 2.1e+07 | 2 | 1 | 384 | 2018-10-01 15:22:48 |\n", + "| 1152 | 5.25e+06 | 25896.4 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 384 | 2018-10-01 15:22:48 |\n", + "| 1153 | 5.25e+06 | 25872.1 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 385 | 2018-10-01 15:22:49 |\n", + "| 1154 | 5.25e+06 | 25872.1 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 385 | 2018-10-01 15:22:49 |\n", + "| 1155 | 5.25e+06 | 25872.1 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 385 | 2018-10-01 15:22:49 |\n", + "| 1156 | 0 | 25885.8 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 386 | 2018-10-01 15:22:50 |\n", + "| 1157 | 0 | 25885.8 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 386 | 2018-10-01 15:22:50 |\n", + "| 1158 | 0 | 25885.8 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 386 | 2018-10-01 15:22:50 |\n", + "| 1159 | 5.25e+06 | 25837.4 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 387 | 2018-10-01 15:22:51 |\n", + "| 1160 | 5.25e+06 | 25837.4 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 387 | 2018-10-01 15:22:51 |\n", + "| 1161 | 5.25e+06 | 25837.4 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 387 | 2018-10-01 15:22:51 |\n", + "| 1162 | 0 | 25900.9 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 388 | 2018-10-01 15:22:52 |\n", + "| 1163 | 0 | 25900.9 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 388 | 2018-10-01 15:22:52 |\n", + "| 1164 | 0 | 25900.9 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 388 | 2018-10-01 15:22:52 |\n", + "| 1165 | 0 | 25877.7 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 389 | 2018-10-01 15:22:53 |\n", + "| 1166 | 0 | 25877.7 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 389 | 2018-10-01 15:22:53 |\n", + "| 1167 | 0 | 25877.7 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 389 | 2018-10-01 15:22:53 |\n", + "| 1168 | 0 | 25769.3 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 390 | 2018-10-01 15:22:54 |\n", + "| 1169 | 0 | 25769.3 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 390 | 2018-10-01 15:22:54 |\n", + "| 1170 | 0 | 25769.3 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 390 | 2018-10-01 15:22:54 |\n", + "| 1171 | 0 | 25882.3 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 391 | 2018-10-01 15:22:55 |\n", + "| 1172 | 0 | 25882.3 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 391 | 2018-10-01 15:22:55 |\n", + "| 1173 | 0 | 25882.3 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 391 | 2018-10-01 15:22:55 |\n", + "| 1174 | 0 | 25836.6 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 392 | 2018-10-01 15:22:56 |\n", + "| 1175 | 0 | 25836.6 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 392 | 2018-10-01 15:22:56 |\n", + "| 1176 | 0 | 25836.6 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 392 | 2018-10-01 15:22:56 |\n", + "| 1177 | 0 | 25891.1 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 393 | 2018-10-01 15:22:57 |\n", + "| 1178 | 0 | 25891.1 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 393 | 2018-10-01 15:22:57 |\n", + "| 1179 | 0 | 25891.1 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 393 | 2018-10-01 15:22:57 |\n", + "| 1180 | 0 | 25921.7 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 394 | 2018-10-01 15:22:58 |\n", + "| 1181 | 0 | 25921.7 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 394 | 2018-10-01 15:22:58 |\n", + "| 1182 | 0 | 25921.7 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 394 | 2018-10-01 15:22:58 |\n", + "| 1183 | 0 | 25948.8 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 395 | 2018-10-01 15:22:59 |\n", + "| 1184 | 0 | 25948.8 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 395 | 2018-10-01 15:22:59 |\n", + "| 1185 | 0 | 25948.8 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 395 | 2018-10-01 15:22:59 |\n", + "| 1186 | 0 | 25939.2 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 396 | 2018-10-01 15:23:00 |\n", + "| 1187 | 0 | 25939.2 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 396 | 2018-10-01 15:23:00 |\n", + "| 1188 | 0 | 25939.2 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 396 | 2018-10-01 15:23:00 |\n", + "| 1189 | 0 | 25947.1 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 397 | 2018-10-01 15:23:01 |\n", + "| 1190 | 0 | 25947.1 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 397 | 2018-10-01 15:23:01 |\n", + "| 1191 | 0 | 25947.1 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 397 | 2018-10-01 15:23:01 |\n", + "| 1192 | 0 | 25998.1 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 398 | 2018-10-01 15:23:02 |\n", + "| 1193 | 0 | 25998.1 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 398 | 2018-10-01 15:23:02 |\n", + "| 1194 | 0 | 25998.1 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 398 | 2018-10-01 15:23:02 |\n", + "| 1195 | 0 | 25985.5 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 399 | 2018-10-01 15:23:03 |\n", + "| 1196 | 0 | 25985.5 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 399 | 2018-10-01 15:23:03 |\n", + "| 1197 | 0 | 25985.5 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 399 | 2018-10-01 15:23:03 |\n", + "| 1198 | 0 | 25996 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 400 | 2018-10-01 15:23:04 |\n", + "| 1199 | 0 | 25996 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 400 | 2018-10-01 15:23:04 |\n", + "| 1200 | 0 | 25996 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 400 | 2018-10-01 15:23:04 |\n", + "| 1201 | 0 | 26034.7 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 401 | 2018-10-01 15:23:05 |\n", + "| 1202 | 0 | 26034.7 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 401 | 2018-10-01 15:23:05 |\n", + "| 1203 | 0 | 26034.7 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 401 | 2018-10-01 15:23:05 |\n", + "| 1204 | 0 | 26038.2 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 402 | 2018-10-01 15:23:06 |\n", + "| 1205 | 0 | 26038.2 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 402 | 2018-10-01 15:23:06 |\n", + "| 1206 | 0 | 26038.2 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 402 | 2018-10-01 15:23:06 |\n", + "| 1207 | 0 | 26020.5 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 403 | 2018-10-01 15:23:07 |\n", + "| 1208 | 0 | 26020.5 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 403 | 2018-10-01 15:23:07 |\n", + "| 1209 | 0 | 26020.5 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 403 | 2018-10-01 15:23:07 |\n", + "| 1210 | 5.25e+06 | 26080.9 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 404 | 2018-10-01 15:23:08 |\n", + "| 1211 | 5.25e+06 | 26080.9 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 404 | 2018-10-01 15:23:08 |\n", + "| 1212 | 5.25e+06 | 26080.9 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 404 | 2018-10-01 15:23:08 |\n", + "| 1213 | 0 | 26095.2 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 405 | 2018-10-01 15:23:09 |\n", + "| 1214 | 0 | 26095.2 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 405 | 2018-10-01 15:23:09 |\n", + "| 1215 | 0 | 26095.2 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 405 | 2018-10-01 15:23:09 |\n", + "| 1216 | 5.25e+06 | 26090 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 406 | 2018-10-01 15:23:10 |\n", + "| 1217 | 5.25e+06 | 26090 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 406 | 2018-10-01 15:23:10 |\n", + "| 1218 | 5.25e+06 | 26090 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 406 | 2018-10-01 15:23:10 |\n", + "| 1219 | 0 | 26057.6 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 407 | 2018-10-01 15:23:11 |\n", + "| 1220 | 0 | 26057.6 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 407 | 2018-10-01 15:23:11 |\n", + "| 1221 | 0 | 26057.6 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 407 | 2018-10-01 15:23:11 |\n", + "| 1222 | 0 | 26015.7 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 408 | 2018-10-01 15:23:12 |\n", + "| 1223 | 0 | 26015.7 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 408 | 2018-10-01 15:23:12 |\n", + "| 1224 | 0 | 26015.7 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 408 | 2018-10-01 15:23:12 |\n", + "| 1225 | 0 | 26053 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 409 | 2018-10-01 15:23:13 |\n", + "| 1226 | 0 | 26053 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 409 | 2018-10-01 15:23:13 |\n", + "| 1227 | 0 | 26053 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 409 | 2018-10-01 15:23:13 |\n", + "| 1228 | 0 | 26092.5 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 410 | 2018-10-01 15:23:14 |\n", + "| 1229 | 0 | 26092.5 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 410 | 2018-10-01 15:23:14 |\n", + "| 1230 | 0 | 26092.5 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 410 | 2018-10-01 15:23:14 |\n", + "| 1231 | 0 | 26002.1 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 411 | 2018-10-01 15:23:15 |\n", + "| 1232 | 0 | 26002.1 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 411 | 2018-10-01 15:23:15 |\n", + "| 1233 | 0 | 26002.1 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 411 | 2018-10-01 15:23:15 |\n", + "| 1234 | 0 | 25976.4 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 412 | 2018-10-01 15:23:16 |\n", + "| 1235 | 0 | 25976.4 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 412 | 2018-10-01 15:23:16 |\n", + "| 1236 | 0 | 25976.4 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 412 | 2018-10-01 15:23:16 |\n", + "| 1237 | 0 | 26016.6 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 413 | 2018-10-01 15:23:17 |\n", + "| 1238 | 0 | 26016.6 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 413 | 2018-10-01 15:23:17 |\n", + "| 1239 | 0 | 26016.6 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 413 | 2018-10-01 15:23:17 |\n", + "| 1240 | 0 | 26117.6 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 414 | 2018-10-01 15:23:18 |\n", + "| 1241 | 0 | 26117.6 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 414 | 2018-10-01 15:23:18 |\n", + "| 1242 | 0 | 26117.6 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 414 | 2018-10-01 15:23:18 |\n", + "| 1243 | 0 | 26207.2 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 415 | 2018-10-01 15:23:19 |\n", + "| 1244 | 0 | 26207.2 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 415 | 2018-10-01 15:23:19 |\n", + "| 1245 | 0 | 26207.2 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 415 | 2018-10-01 15:23:19 |\n", + "| 1246 | 0 | 26246.5 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 416 | 2018-10-01 15:23:20 |\n", + "| 1247 | 0 | 26246.5 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 416 | 2018-10-01 15:23:20 |\n", + "| 1248 | 0 | 26246.5 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 416 | 2018-10-01 15:23:20 |\n", + "| 1249 | 0 | 26303.7 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 417 | 2018-10-01 15:23:21 |\n", + "| 1250 | 0 | 26303.7 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 417 | 2018-10-01 15:23:21 |\n", + "| 1251 | 0 | 26303.7 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 417 | 2018-10-01 15:23:21 |\n", + "| 1252 | 0 | 26281.7 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 418 | 2018-10-01 15:23:22 |\n", + "| 1253 | 0 | 26281.7 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 418 | 2018-10-01 15:23:22 |\n", + "| 1254 | 0 | 26281.7 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 418 | 2018-10-01 15:23:22 |\n", + "| 1255 | 0 | 26314 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 419 | 2018-10-01 15:23:23 |\n", + "| 1256 | 0 | 26314 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 419 | 2018-10-01 15:23:23 |\n", + "| 1257 | 0 | 26314 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 419 | 2018-10-01 15:23:23 |\n", + "| 1258 | 0 | 26262.5 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 420 | 2018-10-01 15:23:24 |\n", + "| 1259 | 0 | 26262.5 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 420 | 2018-10-01 15:23:24 |\n", + "| 1260 | 0 | 26262.5 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 420 | 2018-10-01 15:23:24 |\n", + "| 1261 | 0 | 26239 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 421 | 2018-10-01 15:23:25 |\n", + "| 1262 | 0 | 26239 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 421 | 2018-10-01 15:23:25 |\n", + "| 1263 | 0 | 26239 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 421 | 2018-10-01 15:23:25 |\n", + "| 1264 | 0 | 26252.4 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 422 | 2018-10-01 15:23:26 |\n", + "| 1265 | 0 | 26252.4 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 422 | 2018-10-01 15:23:26 |\n", + "| 1266 | 0 | 26252.4 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 422 | 2018-10-01 15:23:26 |\n", + "| 1267 | 0 | 26342.8 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 423 | 2018-10-01 15:23:27 |\n", + "| 1268 | 0 | 26342.8 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 423 | 2018-10-01 15:23:27 |\n", + "| 1269 | 0 | 26342.8 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 423 | 2018-10-01 15:23:27 |\n", + "| 1270 | 0 | 26373.9 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 424 | 2018-10-01 15:23:28 |\n", + "| 1271 | 0 | 26373.9 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 424 | 2018-10-01 15:23:28 |\n", + "| 1272 | 0 | 26373.9 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 424 | 2018-10-01 15:23:28 |\n", + "| 1273 | 5.25e+06 | 26385.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 425 | 2018-10-01 15:23:29 |\n", + "| 1274 | 5.25e+06 | 26385.3 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 425 | 2018-10-01 15:23:29 |\n", + "| 1275 | 5.25e+06 | 26385.3 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 425 | 2018-10-01 15:23:29 |\n", + "| 1276 | 0 | 26378.2 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 426 | 2018-10-01 15:23:30 |\n", + "| 1277 | 0 | 26378.2 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 426 | 2018-10-01 15:23:30 |\n", + "| 1278 | 0 | 26378.2 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 426 | 2018-10-01 15:23:30 |\n", + "| 1279 | 0 | 26323.1 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 427 | 2018-10-01 15:23:31 |\n", + "| 1280 | 0 | 26323.1 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 427 | 2018-10-01 15:23:31 |\n", + "| 1281 | 0 | 26323.1 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 427 | 2018-10-01 15:23:31 |\n", + "| 1282 | 0 | 26348.3 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 428 | 2018-10-01 15:23:32 |\n", + "| 1283 | 0 | 26348.3 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 428 | 2018-10-01 15:23:32 |\n", + "| 1284 | 0 | 26348.3 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 428 | 2018-10-01 15:23:32 |\n", + "| 1285 | 5.25e+06 | 26333.7 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 429 | 2018-10-01 15:23:33 |\n", + "| 1286 | 5.25e+06 | 26333.7 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 429 | 2018-10-01 15:23:33 |\n", + "| 1287 | 5.25e+06 | 26333.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 429 | 2018-10-01 15:23:33 |\n", + "| 1288 | 0 | 26343.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 430 | 2018-10-01 15:23:34 |\n", + "| 1289 | 0 | 26343.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 430 | 2018-10-01 15:23:34 |\n", + "| 1290 | 0 | 26343.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 430 | 2018-10-01 15:23:34 |\n", + "| 1291 | 0 | 26306.6 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 431 | 2018-10-01 15:23:35 |\n", + "| 1292 | 0 | 26306.6 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 431 | 2018-10-01 15:23:35 |\n", + "| 1293 | 0 | 26306.6 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 431 | 2018-10-01 15:23:35 |\n", + "| 1294 | 0 | 26311.7 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 432 | 2018-10-01 15:23:36 |\n", + "| 1295 | 0 | 26311.7 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 432 | 2018-10-01 15:23:36 |\n", + "| 1296 | 0 | 26311.7 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 432 | 2018-10-01 15:23:36 |\n", + "| 1297 | 0 | 26247.6 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 433 | 2018-10-01 15:23:37 |\n", + "| 1298 | 0 | 26247.6 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 433 | 2018-10-01 15:23:37 |\n", + "| 1299 | 0 | 26247.6 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 433 | 2018-10-01 15:23:37 |\n", + "| 1300 | 0 | 26268.6 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 434 | 2018-10-01 15:23:38 |\n", + "| 1301 | 0 | 26268.6 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 434 | 2018-10-01 15:23:38 |\n", + "| 1302 | 0 | 26268.6 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 434 | 2018-10-01 15:23:38 |\n", + "| 1303 | 0 | 26323.6 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 435 | 2018-10-01 15:23:39 |\n", + "| 1304 | 0 | 26323.6 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 435 | 2018-10-01 15:23:39 |\n", + "| 1305 | 0 | 26323.6 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 435 | 2018-10-01 15:23:39 |\n", + "| 1306 | 0 | 26361.7 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 436 | 2018-10-01 15:23:40 |\n", + "| 1307 | 0 | 26361.7 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 436 | 2018-10-01 15:23:40 |\n", + "| 1308 | 0 | 26361.7 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 436 | 2018-10-01 15:23:40 |\n", + "| 1309 | 0 | 26449.8 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 437 | 2018-10-01 15:23:41 |\n", + "| 1310 | 0 | 26449.8 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 437 | 2018-10-01 15:23:41 |\n", + "| 1311 | 0 | 26449.8 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 437 | 2018-10-01 15:23:41 |\n", + "| 1312 | 0 | 26463.3 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 438 | 2018-10-01 15:23:42 |\n", + "| 1313 | 0 | 26463.3 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 438 | 2018-10-01 15:23:42 |\n", + "| 1314 | 0 | 26463.3 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 438 | 2018-10-01 15:23:42 |\n", + "| 1315 | 0 | 26484.3 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 439 | 2018-10-01 15:23:43 |\n", + "| 1316 | 0 | 26484.3 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 439 | 2018-10-01 15:23:43 |\n", + "| 1317 | 0 | 26484.3 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 439 | 2018-10-01 15:23:43 |\n", + "| 1318 | 0 | 26505.8 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 440 | 2018-10-01 15:23:44 |\n", + "| 1319 | 0 | 26505.8 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 440 | 2018-10-01 15:23:44 |\n", + "| 1320 | 0 | 26505.8 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 440 | 2018-10-01 15:23:44 |\n", + "| 1321 | 0 | 26469.1 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 441 | 2018-10-01 15:23:45 |\n", + "| 1322 | 0 | 26469.1 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 441 | 2018-10-01 15:23:45 |\n", + "| 1323 | 0 | 26469.1 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 441 | 2018-10-01 15:23:45 |\n", + "| 1324 | 0 | 26558.9 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 442 | 2018-10-01 15:23:46 |\n", + "| 1325 | 0 | 26558.9 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 442 | 2018-10-01 15:23:46 |\n", + "| 1326 | 0 | 26558.9 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 442 | 2018-10-01 15:23:46 |\n", + "| 1327 | 0 | 26600.1 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 443 | 2018-10-01 15:23:47 |\n", + "| 1328 | 0 | 26600.1 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 443 | 2018-10-01 15:23:47 |\n", + "| 1329 | 0 | 26600.1 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 443 | 2018-10-01 15:23:47 |\n", + "| 1330 | 0 | 26589.9 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 444 | 2018-10-01 15:23:48 |\n", + "| 1331 | 0 | 26589.9 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 444 | 2018-10-01 15:23:48 |\n", + "| 1332 | 0 | 26589.9 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 444 | 2018-10-01 15:23:48 |\n", + "| 1333 | 0 | 26552.3 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 445 | 2018-10-01 15:23:49 |\n", + "| 1334 | 0 | 26552.3 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 445 | 2018-10-01 15:23:49 |\n", + "| 1335 | 0 | 26552.3 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 445 | 2018-10-01 15:23:49 |\n", + "| 1336 | 0 | 26576.5 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 446 | 2018-10-01 15:23:50 |\n", + "| 1337 | 0 | 26576.5 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 446 | 2018-10-01 15:23:50 |\n", + "| 1338 | 0 | 26576.5 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 446 | 2018-10-01 15:23:50 |\n", + "| 1339 | 0 | 26612.3 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 447 | 2018-10-01 15:23:51 |\n", + "| 1340 | 0 | 26612.3 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 447 | 2018-10-01 15:23:51 |\n", + "| 1341 | 0 | 26612.3 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 447 | 2018-10-01 15:23:51 |\n", + "| 1342 | 0 | 26618 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 448 | 2018-10-01 15:23:52 |\n", + "| 1343 | 0 | 26618 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 448 | 2018-10-01 15:23:52 |\n", + "| 1344 | 0 | 26618 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 448 | 2018-10-01 15:23:52 |\n", + "| 1345 | 0 | 26625.8 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 449 | 2018-10-01 15:23:53 |\n", + "| 1346 | 0 | 26625.8 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 449 | 2018-10-01 15:23:53 |\n", + "| 1347 | 0 | 26625.8 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 449 | 2018-10-01 15:23:53 |\n", + "| 1348 | 0 | 26617.9 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 450 | 2018-10-01 15:23:54 |\n", + "| 1349 | 0 | 26617.9 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 450 | 2018-10-01 15:23:54 |\n", + "| 1350 | 0 | 26617.9 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 450 | 2018-10-01 15:23:54 |\n", + "| 1351 | 0 | 26617.8 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 451 | 2018-10-01 15:23:55 |\n", + "| 1352 | 0 | 26617.8 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 451 | 2018-10-01 15:23:55 |\n", + "| 1353 | 0 | 26617.8 | 102 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 451 | 2018-10-01 15:23:55 |\n", + "| 1354 | 0 | 26673.5 | 102 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 452 | 2018-10-01 15:23:56 |\n", + "| 1355 | 0 | 26673.5 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 452 | 2018-10-01 15:23:56 |\n", + "| 1356 | 0 | 26673.5 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 452 | 2018-10-01 15:23:56 |\n", + "| 1357 | 0 | 26731.8 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 453 | 2018-10-01 15:23:57 |\n", + "| 1358 | 0 | 26731.8 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 453 | 2018-10-01 15:23:57 |\n", + "| 1359 | 0 | 26731.8 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 453 | 2018-10-01 15:23:57 |\n", + "| 1360 | 0 | 26669.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 454 | 2018-10-01 15:23:58 |\n", + "| 1361 | 0 | 26669.3 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 454 | 2018-10-01 15:23:58 |\n", + "| 1362 | 0 | 26669.3 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 454 | 2018-10-01 15:23:58 |\n", + "| 1363 | 0 | 26675.1 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 455 | 2018-10-01 15:23:59 |\n", + "| 1364 | 0 | 26675.1 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 455 | 2018-10-01 15:23:59 |\n", + "| 1365 | 0 | 26675.1 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 455 | 2018-10-01 15:23:59 |\n", + "| 1366 | 0 | 26624.9 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 456 | 2018-10-01 15:24:00 |\n", + "| 1367 | 0 | 26624.9 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 456 | 2018-10-01 15:24:00 |\n", + "| 1368 | 0 | 26624.9 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 456 | 2018-10-01 15:24:00 |\n", + "| 1369 | 0 | 26569.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 457 | 2018-10-01 15:24:01 |\n", + "| 1370 | 0 | 26569.3 | 102 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 457 | 2018-10-01 15:24:01 |\n", + "| 1371 | 0 | 26569.3 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 457 | 2018-10-01 15:24:01 |\n", + "| 1372 | 0 | 26593.7 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 458 | 2018-10-01 15:24:02 |\n", + "| 1373 | 0 | 26593.7 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 458 | 2018-10-01 15:24:02 |\n", + "| 1374 | 0 | 26593.7 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 458 | 2018-10-01 15:24:02 |\n", + "| 1375 | 0 | 26558.6 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 459 | 2018-10-01 15:24:03 |\n", + "| 1376 | 0 | 26558.6 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 459 | 2018-10-01 15:24:03 |\n", + "| 1377 | 0 | 26558.6 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 459 | 2018-10-01 15:24:03 |\n", + "| 1378 | 5.25e+06 | 26585.5 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 460 | 2018-10-01 15:24:04 |\n", + "| 1379 | 5.25e+06 | 26585.5 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 460 | 2018-10-01 15:24:04 |\n", + "| 1380 | 5.25e+06 | 26585.5 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 460 | 2018-10-01 15:24:04 |\n", + "| 1381 | 0 | 26638.9 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 461 | 2018-10-01 15:24:05 |\n", + "| 1382 | 0 | 26638.9 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 461 | 2018-10-01 15:24:05 |\n", + "| 1383 | 0 | 26638.9 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 461 | 2018-10-01 15:24:05 |\n", + "| 1384 | 0 | 26723.9 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 462 | 2018-10-01 15:24:06 |\n", + "| 1385 | 0 | 26723.9 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 462 | 2018-10-01 15:24:06 |\n", + "| 1386 | 0 | 26723.9 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 462 | 2018-10-01 15:24:06 |\n", + "| 1387 | 0 | 26707.4 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 463 | 2018-10-01 15:24:07 |\n", + "| 1388 | 0 | 26707.4 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 463 | 2018-10-01 15:24:07 |\n", + "| 1389 | 0 | 26707.4 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 463 | 2018-10-01 15:24:07 |\n", + "| 1390 | 0 | 26767.6 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 464 | 2018-10-01 15:24:08 |\n", + "| 1391 | 0 | 26767.6 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 464 | 2018-10-01 15:24:08 |\n", + "| 1392 | 0 | 26767.6 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 464 | 2018-10-01 15:24:08 |\n", + "| 1393 | 0 | 26658.4 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 465 | 2018-10-01 15:24:09 |\n", + "| 1394 | 0 | 26658.4 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 465 | 2018-10-01 15:24:09 |\n", + "| 1395 | 0 | 26658.4 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 465 | 2018-10-01 15:24:09 |\n", + "| 1396 | 0 | 26614.9 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 466 | 2018-10-01 15:24:10 |\n", + "| 1397 | 0 | 26614.9 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 466 | 2018-10-01 15:24:10 |\n", + "| 1398 | 0 | 26614.9 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 466 | 2018-10-01 15:24:10 |\n", + "| 1399 | 5.25e+06 | 26636.5 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 467 | 2018-10-01 15:24:11 |\n", + "| 1400 | 5.25e+06 | 26636.5 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 467 | 2018-10-01 15:24:11 |\n", + "| 1401 | 5.25e+06 | 26636.5 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 467 | 2018-10-01 15:24:11 |\n", + "| 1402 | 0 | 26656.2 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 468 | 2018-10-01 15:24:12 |\n", + "| 1403 | 0 | 26656.2 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 468 | 2018-10-01 15:24:12 |\n", + "| 1404 | 0 | 26656.2 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 468 | 2018-10-01 15:24:12 |\n", + "| 1405 | 0 | 26711.2 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 469 | 2018-10-01 15:24:13 |\n", + "| 1406 | 0 | 26711.2 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 469 | 2018-10-01 15:24:13 |\n", + "| 1407 | 0 | 26711.2 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 469 | 2018-10-01 15:24:13 |\n", + "| 1408 | 0 | 26751.1 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 470 | 2018-10-01 15:24:14 |\n", + "| 1409 | 0 | 26751.1 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 470 | 2018-10-01 15:24:14 |\n", + "| 1410 | 0 | 26751.1 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 470 | 2018-10-01 15:24:14 |\n", + "| 1411 | 0 | 26747.7 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 471 | 2018-10-01 15:24:15 |\n", + "| 1412 | 0 | 26747.7 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 471 | 2018-10-01 15:24:15 |\n", + "| 1413 | 0 | 26747.7 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 471 | 2018-10-01 15:24:15 |\n", + "| 1414 | 0 | 26811.4 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 472 | 2018-10-01 15:24:16 |\n", + "| 1415 | 0 | 26811.4 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 472 | 2018-10-01 15:24:16 |\n", + "| 1416 | 0 | 26811.4 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 472 | 2018-10-01 15:24:16 |\n", + "| 1417 | 0 | 26840 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 473 | 2018-10-01 15:24:17 |\n", + "| 1418 | 0 | 26840 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 473 | 2018-10-01 15:24:17 |\n", + "| 1419 | 0 | 26840 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 473 | 2018-10-01 15:24:17 |\n", + "| 1420 | 0 | 26911.5 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 474 | 2018-10-01 15:24:18 |\n", + "| 1421 | 0 | 26911.5 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 474 | 2018-10-01 15:24:18 |\n", + "| 1422 | 0 | 26911.5 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 474 | 2018-10-01 15:24:18 |\n", + "| 1423 | 0 | 26878 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 475 | 2018-10-01 15:24:19 |\n", + "| 1424 | 0 | 26878 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 475 | 2018-10-01 15:24:19 |\n", + "| 1425 | 0 | 26878 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 475 | 2018-10-01 15:24:19 |\n", + "| 1426 | 0 | 26890.5 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 476 | 2018-10-01 15:24:20 |\n", + "| 1427 | 0 | 26890.5 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 476 | 2018-10-01 15:24:20 |\n", + "| 1428 | 0 | 26890.5 | 102 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 476 | 2018-10-01 15:24:20 |\n", + "| 1429 | 0 | 26872.6 | 102 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 477 | 2018-10-01 15:24:21 |\n", + "| 1430 | 0 | 26872.6 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 477 | 2018-10-01 15:24:21 |\n", + "| 1431 | 0 | 26872.6 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 477 | 2018-10-01 15:24:21 |\n", + "| 1432 | 0 | 26906.2 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 478 | 2018-10-01 15:24:22 |\n", + "| 1433 | 0 | 26906.2 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 478 | 2018-10-01 15:24:22 |\n", + "| 1434 | 0 | 26906.2 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 478 | 2018-10-01 15:24:22 |\n", + "| 1435 | 0 | 26897.1 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 479 | 2018-10-01 15:24:23 |\n", + "| 1436 | 0 | 26897.1 | 102 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 479 | 2018-10-01 15:24:23 |\n", + "| 1437 | 0 | 26897.1 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 479 | 2018-10-01 15:24:23 |\n", + "| 1438 | 0 | 26886.6 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 480 | 2018-10-01 15:24:24 |\n", + "| 1439 | 0 | 26886.6 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 480 | 2018-10-01 15:24:24 |\n", + "| 1440 | 0 | 26886.6 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 480 | 2018-10-01 15:24:24 |\n", + "| 1441 | 0 | 26831.3 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 481 | 2018-10-01 15:24:25 |\n", + "| 1442 | 0 | 26831.3 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 481 | 2018-10-01 15:24:25 |\n", + "| 1443 | 0 | 26831.3 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 481 | 2018-10-01 15:24:25 |\n", + "| 1444 | 0 | 26844.1 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 482 | 2018-10-01 15:24:26 |\n", + "| 1445 | 0 | 26844.1 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 482 | 2018-10-01 15:24:26 |\n", + "| 1446 | 0 | 26844.1 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 482 | 2018-10-01 15:24:26 |\n", + "| 1447 | 5.25e+06 | 26890.6 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 483 | 2018-10-01 15:24:27 |\n", + "| 1448 | 5.25e+06 | 26890.6 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 483 | 2018-10-01 15:24:27 |\n", + "| 1449 | 5.25e+06 | 26890.6 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 483 | 2018-10-01 15:24:27 |\n", + "| 1450 | 0 | 26932.6 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 484 | 2018-10-01 15:24:28 |\n", + "| 1451 | 0 | 26932.6 | 102 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 484 | 2018-10-01 15:24:28 |\n", + "| 1452 | 0 | 26932.6 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 484 | 2018-10-01 15:24:28 |\n", + "| 1453 | 0 | 26865.1 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 485 | 2018-10-01 15:24:29 |\n", + "| 1454 | 0 | 26865.1 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 485 | 2018-10-01 15:24:29 |\n", + "| 1455 | 0 | 26865.1 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 485 | 2018-10-01 15:24:29 |\n", + "| 1456 | 0 | 26948.7 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 486 | 2018-10-01 15:24:30 |\n", + "| 1457 | 0 | 26948.7 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 486 | 2018-10-01 15:24:30 |\n", + "| 1458 | 0 | 26948.7 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 486 | 2018-10-01 15:24:30 |\n", + "| 1459 | 0 | 26940.9 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 487 | 2018-10-01 15:24:31 |\n", + "| 1460 | 0 | 26940.9 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 487 | 2018-10-01 15:24:31 |\n", + "| 1461 | 0 | 26940.9 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 487 | 2018-10-01 15:24:31 |\n", + "| 1462 | 0 | 26934.7 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 488 | 2018-10-01 15:24:32 |\n", + "| 1463 | 0 | 26934.7 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 488 | 2018-10-01 15:24:32 |\n", + "| 1464 | 0 | 26934.7 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 488 | 2018-10-01 15:24:32 |\n", + "| 1465 | 5.25e+06 | 26983.2 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 489 | 2018-10-01 15:24:33 |\n", + "| 1466 | 5.25e+06 | 26983.2 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 489 | 2018-10-01 15:24:33 |\n", + "| 1467 | 5.25e+06 | 26983.2 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 489 | 2018-10-01 15:24:33 |\n", + "| 1468 | 0 | 26991.4 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 490 | 2018-10-01 15:24:34 |\n", + "| 1469 | 0 | 26991.4 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 490 | 2018-10-01 15:24:34 |\n", + "| 1470 | 0 | 26991.4 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 490 | 2018-10-01 15:24:34 |\n", + "| 1471 | 0 | 26965 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 491 | 2018-10-01 15:24:35 |\n", + "| 1472 | 0 | 26965 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 491 | 2018-10-01 15:24:35 |\n", + "| 1473 | 0 | 26965 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 491 | 2018-10-01 15:24:35 |\n", + "| 1474 | 0 | 26956.3 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 492 | 2018-10-01 15:24:36 |\n", + "| 1475 | 0 | 26956.3 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 492 | 2018-10-01 15:24:36 |\n", + "| 1476 | 0 | 26956.3 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 492 | 2018-10-01 15:24:36 |\n", + "| 1477 | 0 | 27035.4 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 493 | 2018-10-01 15:24:37 |\n", + "| 1478 | 0 | 27035.4 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 493 | 2018-10-01 15:24:37 |\n", + "| 1479 | 0 | 27035.4 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 493 | 2018-10-01 15:24:37 |\n", + "| 1480 | 0 | 26977.8 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 494 | 2018-10-01 15:24:38 |\n", + "| 1481 | 0 | 26977.8 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 494 | 2018-10-01 15:24:38 |\n", + "| 1482 | 0 | 26977.8 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 494 | 2018-10-01 15:24:38 |\n", + "| 1483 | 0 | 27032 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 495 | 2018-10-01 15:24:39 |\n", + "| 1484 | 0 | 27032 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 495 | 2018-10-01 15:24:39 |\n", + "| 1485 | 0 | 27032 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 495 | 2018-10-01 15:24:39 |\n", + "| 1486 | 0 | 27019 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 496 | 2018-10-01 15:24:40 |\n", + "| 1487 | 0 | 27019 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 496 | 2018-10-01 15:24:40 |\n", + "| 1488 | 0 | 27019 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 496 | 2018-10-01 15:24:40 |\n", + "| 1489 | 0 | 27007.7 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 497 | 2018-10-01 15:24:41 |\n", + "| 1490 | 0 | 27007.7 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 497 | 2018-10-01 15:24:41 |\n", + "| 1491 | 0 | 27007.7 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 497 | 2018-10-01 15:24:41 |\n", + "| 1492 | 5.25e+06 | 27085.3 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 498 | 2018-10-01 15:24:42 |\n", + "| 1493 | 5.25e+06 | 27085.3 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 498 | 2018-10-01 15:24:42 |\n", + "| 1494 | 5.25e+06 | 27085.3 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 498 | 2018-10-01 15:24:42 |\n", + "| 1495 | 0 | 27058.5 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 499 | 2018-10-01 15:24:43 |\n", + "| 1496 | 0 | 27058.5 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 499 | 2018-10-01 15:24:43 |\n", + "| 1497 | 0 | 27058.5 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 499 | 2018-10-01 15:24:43 |\n", + "| 1498 | 5.25e+06 | 27093.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 500 | 2018-10-01 15:24:44 |\n", + "| 1499 | 5.25e+06 | 27093.3 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 500 | 2018-10-01 15:24:44 |\n", + "| 1500 | 5.25e+06 | 27093.3 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 500 | 2018-10-01 15:24:44 |\n", + "| 1501 | 0 | 27078.2 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 501 | 2018-10-01 15:24:45 |\n", + "| 1502 | 0 | 27078.2 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 501 | 2018-10-01 15:24:45 |\n", + "| 1503 | 0 | 27078.2 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 501 | 2018-10-01 15:24:45 |\n", + "| 1504 | 5.25e+06 | 27018.5 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 502 | 2018-10-01 15:24:46 |\n", + "| 1505 | 5.25e+06 | 27018.5 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 502 | 2018-10-01 15:24:46 |\n", + "| 1506 | 5.25e+06 | 27018.5 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 502 | 2018-10-01 15:24:46 |\n", + "| 1507 | 0 | 27011.6 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 503 | 2018-10-01 15:24:47 |\n", + "| 1508 | 0 | 27011.6 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 503 | 2018-10-01 15:24:47 |\n", + "| 1509 | 0 | 27011.6 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 503 | 2018-10-01 15:24:47 |\n", + "| 1510 | 0 | 27060.3 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 504 | 2018-10-01 15:24:48 |\n", + "| 1511 | 0 | 27060.3 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 504 | 2018-10-01 15:24:48 |\n", + "| 1512 | 0 | 27060.3 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 504 | 2018-10-01 15:24:48 |\n", + "| 1513 | 0 | 27052.6 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 505 | 2018-10-01 15:24:49 |\n", + "| 1514 | 0 | 27052.6 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 505 | 2018-10-01 15:24:49 |\n", + "| 1515 | 0 | 27052.6 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 505 | 2018-10-01 15:24:49 |\n", + "| 1516 | 0 | 27075.5 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 506 | 2018-10-01 15:24:50 |\n", + "| 1517 | 0 | 27075.5 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 506 | 2018-10-01 15:24:50 |\n", + "| 1518 | 0 | 27075.5 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 506 | 2018-10-01 15:24:50 |\n", + "| 1519 | 0 | 27083.3 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 507 | 2018-10-01 15:24:51 |\n", + "| 1520 | 0 | 27083.3 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 507 | 2018-10-01 15:24:51 |\n", + "| 1521 | 0 | 27083.3 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 507 | 2018-10-01 15:24:51 |\n", + "| 1522 | 0 | 27085.3 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 508 | 2018-10-01 15:24:52 |\n", + "| 1523 | 0 | 27085.3 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 508 | 2018-10-01 15:24:52 |\n", + "| 1524 | 0 | 27085.3 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 508 | 2018-10-01 15:24:52 |\n", + "| 1525 | 0 | 27067.9 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 509 | 2018-10-01 15:24:53 |\n", + "| 1526 | 0 | 27067.9 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 509 | 2018-10-01 15:24:53 |\n", + "| 1527 | 0 | 27067.9 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 509 | 2018-10-01 15:24:53 |\n", + "| 1528 | 0 | 27073.4 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 510 | 2018-10-01 15:24:54 |\n", + "| 1529 | 0 | 27073.4 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 510 | 2018-10-01 15:24:54 |\n", + "| 1530 | 0 | 27073.4 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 510 | 2018-10-01 15:24:54 |\n", + "| 1531 | 5.25e+06 | 26988.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 511 | 2018-10-01 15:24:55 |\n", + "| 1532 | 5.25e+06 | 26988.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 511 | 2018-10-01 15:24:55 |\n", + "| 1533 | 5.25e+06 | 26988.7 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 511 | 2018-10-01 15:24:55 |\n", + "| 1534 | 0 | 26970 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 512 | 2018-10-01 15:24:56 |\n", + "| 1535 | 0 | 26970 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 512 | 2018-10-01 15:24:56 |\n", + "| 1536 | 0 | 26970 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 512 | 2018-10-01 15:24:56 |\n", + "| 1537 | 0 | 26894.8 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 513 | 2018-10-01 15:24:57 |\n", + "| 1538 | 0 | 26894.8 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 513 | 2018-10-01 15:24:57 |\n", + "| 1539 | 0 | 26894.8 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 513 | 2018-10-01 15:24:57 |\n", + "| 1540 | 0 | 26906.1 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 514 | 2018-10-01 15:24:58 |\n", + "| 1541 | 0 | 26906.1 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 514 | 2018-10-01 15:24:58 |\n", + "| 1542 | 0 | 26906.1 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 514 | 2018-10-01 15:24:58 |\n", + "| 1543 | 0 | 26920.8 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 515 | 2018-10-01 15:24:59 |\n", + "| 1544 | 0 | 26920.8 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 515 | 2018-10-01 15:24:59 |\n", + "| 1545 | 0 | 26920.8 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 515 | 2018-10-01 15:24:59 |\n", + "| 1546 | 0 | 26887.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 516 | 2018-10-01 15:25:00 |\n", + "| 1547 | 0 | 26887.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 516 | 2018-10-01 15:25:00 |\n", + "| 1548 | 0 | 26887.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 516 | 2018-10-01 15:25:00 |\n", + "| 1549 | 5.25e+06 | 26921.1 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 517 | 2018-10-01 15:25:01 |\n", + "| 1550 | 5.25e+06 | 26921.1 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 517 | 2018-10-01 15:25:01 |\n", + "| 1551 | 5.25e+06 | 26921.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 517 | 2018-10-01 15:25:01 |\n", + "| 1552 | 0 | 26937.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 518 | 2018-10-01 15:25:02 |\n", + "| 1553 | 0 | 26937.5 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 518 | 2018-10-01 15:25:02 |\n", + "| 1554 | 0 | 26937.5 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 518 | 2018-10-01 15:25:02 |\n", + "| 1555 | 5.25e+06 | 26949.8 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 519 | 2018-10-01 15:25:03 |\n", + "| 1556 | 5.25e+06 | 26949.8 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 519 | 2018-10-01 15:25:03 |\n", + "| 1557 | 5.25e+06 | 26949.8 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 519 | 2018-10-01 15:25:03 |\n", + "| 1558 | 0 | 26934.7 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 520 | 2018-10-01 15:25:04 |\n", + "| 1559 | 0 | 26934.7 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 520 | 2018-10-01 15:25:04 |\n", + "| 1560 | 0 | 26934.7 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 520 | 2018-10-01 15:25:04 |\n", + "| 1561 | 0 | 26954.4 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 521 | 2018-10-01 15:25:05 |\n", + "| 1562 | 0 | 26954.4 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 521 | 2018-10-01 15:25:05 |\n", + "| 1563 | 0 | 26954.4 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 521 | 2018-10-01 15:25:05 |\n", + "| 1564 | 0 | 26998.3 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 522 | 2018-10-01 15:25:06 |\n", + "| 1565 | 0 | 26998.3 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 522 | 2018-10-01 15:25:06 |\n", + "| 1566 | 0 | 26998.3 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 522 | 2018-10-01 15:25:06 |\n", + "| 1567 | 0 | 26970.8 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 523 | 2018-10-01 15:25:07 |\n", + "| 1568 | 0 | 26970.8 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 523 | 2018-10-01 15:25:07 |\n", + "| 1569 | 0 | 26970.8 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 523 | 2018-10-01 15:25:07 |\n", + "| 1570 | 0 | 26936.8 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 524 | 2018-10-01 15:25:08 |\n", + "| 1571 | 0 | 26936.8 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 524 | 2018-10-01 15:25:08 |\n", + "| 1572 | 0 | 26936.8 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 524 | 2018-10-01 15:25:08 |\n", + "| 1573 | 0 | 26986.3 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 525 | 2018-10-01 15:25:09 |\n", + "| 1574 | 0 | 26986.3 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 525 | 2018-10-01 15:25:09 |\n", + "| 1575 | 0 | 26986.3 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 525 | 2018-10-01 15:25:09 |\n", + "| 1576 | 0 | 26889.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 526 | 2018-10-01 15:25:10 |\n", + "| 1577 | 0 | 26889.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 526 | 2018-10-01 15:25:10 |\n", + "| 1578 | 0 | 26889.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 526 | 2018-10-01 15:25:10 |\n", + "| 1579 | 0 | 26780.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 527 | 2018-10-01 15:25:11 |\n", + "| 1580 | 0 | 26780.7 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 527 | 2018-10-01 15:25:11 |\n", + "| 1581 | 0 | 26780.7 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 527 | 2018-10-01 15:25:11 |\n", + "| 1582 | 0 | 26705.1 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 528 | 2018-10-01 15:25:12 |\n", + "| 1583 | 0 | 26705.1 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 528 | 2018-10-01 15:25:12 |\n", + "| 1584 | 0 | 26705.1 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 528 | 2018-10-01 15:25:12 |\n", + "| 1585 | 0 | 26712.6 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 529 | 2018-10-01 15:25:13 |\n", + "| 1586 | 0 | 26712.6 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 529 | 2018-10-01 15:25:13 |\n", + "| 1587 | 0 | 26712.6 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 529 | 2018-10-01 15:25:13 |\n", + "| 1588 | 0 | 26719 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 530 | 2018-10-01 15:25:14 |\n", + "| 1589 | 0 | 26719 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 530 | 2018-10-01 15:25:14 |\n", + "| 1590 | 0 | 26719 | 102 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 530 | 2018-10-01 15:25:14 |\n", + "| 1591 | 0 | 26739.7 | 102 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 531 | 2018-10-01 15:25:15 |\n", + "| 1592 | 0 | 26739.7 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 531 | 2018-10-01 15:25:15 |\n", + "| 1593 | 0 | 26739.7 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 531 | 2018-10-01 15:25:15 |\n", + "| 1594 | 0 | 26742.8 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 532 | 2018-10-01 15:25:16 |\n", + "| 1595 | 0 | 26742.8 | 102 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 532 | 2018-10-01 15:25:16 |\n", + "| 1596 | 0 | 26742.8 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 532 | 2018-10-01 15:25:16 |\n", + "| 1597 | 0 | 26806.9 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 533 | 2018-10-01 15:25:17 |\n", + "| 1598 | 0 | 26806.9 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 533 | 2018-10-01 15:25:17 |\n", + "| 1599 | 0 | 26806.9 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 533 | 2018-10-01 15:25:17 |\n", + "| 1600 | 0 | 26872.6 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 534 | 2018-10-01 15:25:18 |\n", + "| 1601 | 0 | 26872.6 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 534 | 2018-10-01 15:25:18 |\n", + "| 1602 | 0 | 26872.6 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 534 | 2018-10-01 15:25:18 |\n", + "| 1603 | 0 | 26920.8 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 535 | 2018-10-01 15:25:19 |\n", + "| 1604 | 0 | 26920.8 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 535 | 2018-10-01 15:25:19 |\n", + "| 1605 | 0 | 26920.8 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 535 | 2018-10-01 15:25:19 |\n", + "| 1606 | 0 | 26872.7 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 536 | 2018-10-01 15:25:20 |\n", + "| 1607 | 0 | 26872.7 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 536 | 2018-10-01 15:25:20 |\n", + "| 1608 | 0 | 26872.7 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 536 | 2018-10-01 15:25:20 |\n", + "| 1609 | 5.25e+06 | 26887.8 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 537 | 2018-10-01 15:25:21 |\n", + "| 1610 | 5.25e+06 | 26887.8 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 537 | 2018-10-01 15:25:21 |\n", + "| 1611 | 5.25e+06 | 26887.8 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 537 | 2018-10-01 15:25:21 |\n", + "| 1612 | 5.25e+06 | 26851.7 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 538 | 2018-10-01 15:25:22 |\n", + "| 1613 | 5.25e+06 | 26851.7 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 538 | 2018-10-01 15:25:22 |\n", + "| 1614 | 5.25e+06 | 26851.7 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 538 | 2018-10-01 15:25:22 |\n", + "| 1615 | 0 | 26830.9 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 539 | 2018-10-01 15:25:23 |\n", + "| 1616 | 0 | 26830.9 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 539 | 2018-10-01 15:25:23 |\n", + "| 1617 | 0 | 26830.9 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 539 | 2018-10-01 15:25:23 |\n", + "| 1618 | 0 | 26788.2 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 540 | 2018-10-01 15:25:24 |\n", + "| 1619 | 0 | 26788.2 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 540 | 2018-10-01 15:25:24 |\n", + "| 1620 | 0 | 26788.2 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 540 | 2018-10-01 15:25:24 |\n", + "| 1621 | 0 | 26788.7 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 541 | 2018-10-01 15:25:25 |\n", + "| 1622 | 0 | 26788.7 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 541 | 2018-10-01 15:25:25 |\n", + "| 1623 | 0 | 26788.7 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 541 | 2018-10-01 15:25:25 |\n", + "| 1624 | 0 | 26811.4 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 542 | 2018-10-01 15:25:26 |\n", + "| 1625 | 0 | 26811.4 | 102 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 542 | 2018-10-01 15:25:26 |\n", + "| 1626 | 0 | 26811.4 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 542 | 2018-10-01 15:25:26 |\n", + "| 1627 | 0 | 26814.6 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 543 | 2018-10-01 15:25:27 |\n", + "| 1628 | 0 | 26814.6 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 543 | 2018-10-01 15:25:27 |\n", + "| 1629 | 0 | 26814.6 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 543 | 2018-10-01 15:25:27 |\n", + "| 1630 | 0 | 26764.9 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 544 | 2018-10-01 15:25:28 |\n", + "| 1631 | 0 | 26764.9 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 544 | 2018-10-01 15:25:28 |\n", + "| 1632 | 0 | 26764.9 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 544 | 2018-10-01 15:25:28 |\n", + "| 1633 | 0 | 26701.3 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 545 | 2018-10-01 15:25:29 |\n", + "| 1634 | 0 | 26701.3 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 545 | 2018-10-01 15:25:29 |\n", + "| 1635 | 0 | 26701.3 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 545 | 2018-10-01 15:25:29 |\n", + "| 1636 | 0 | 26669.6 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 546 | 2018-10-01 15:25:30 |\n", + "| 1637 | 0 | 26669.6 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 546 | 2018-10-01 15:25:30 |\n", + "| 1638 | 0 | 26669.6 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 546 | 2018-10-01 15:25:30 |\n", + "| 1639 | 0 | 26637.2 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 547 | 2018-10-01 15:25:31 |\n", + "| 1640 | 0 | 26637.2 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 547 | 2018-10-01 15:25:31 |\n", + "| 1641 | 0 | 26637.2 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 547 | 2018-10-01 15:25:31 |\n", + "| 1642 | 0 | 26669.9 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 548 | 2018-10-01 15:25:32 |\n", + "| 1643 | 0 | 26669.9 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 548 | 2018-10-01 15:25:32 |\n", + "| 1644 | 0 | 26669.9 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 548 | 2018-10-01 15:25:32 |\n", + "| 1645 | 0 | 26656.5 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 549 | 2018-10-01 15:25:33 |\n", + "| 1646 | 0 | 26656.5 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 549 | 2018-10-01 15:25:33 |\n", + "| 1647 | 0 | 26656.5 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 549 | 2018-10-01 15:25:33 |\n", + "| 1648 | 0 | 26648.7 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 550 | 2018-10-01 15:25:34 |\n", + "| 1649 | 0 | 26648.7 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 550 | 2018-10-01 15:25:34 |\n", + "| 1650 | 0 | 26648.7 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 550 | 2018-10-01 15:25:34 |\n", + "| 1651 | 0 | 26642.1 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 551 | 2018-10-01 15:25:35 |\n", + "| 1652 | 0 | 26642.1 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 551 | 2018-10-01 15:25:35 |\n", + "| 1653 | 0 | 26642.1 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 551 | 2018-10-01 15:25:35 |\n", + "| 1654 | 0 | 26687.8 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 552 | 2018-10-01 15:25:36 |\n", + "| 1655 | 0 | 26687.8 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 552 | 2018-10-01 15:25:36 |\n", + "| 1656 | 0 | 26687.8 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 552 | 2018-10-01 15:25:36 |\n", + "| 1657 | 0 | 26756 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 553 | 2018-10-01 15:25:37 |\n", + "| 1658 | 0 | 26756 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 553 | 2018-10-01 15:25:37 |\n", + "| 1659 | 0 | 26756 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 553 | 2018-10-01 15:25:37 |\n", + "| 1660 | 0 | 26773.8 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 554 | 2018-10-01 15:25:38 |\n", + "| 1661 | 0 | 26773.8 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 554 | 2018-10-01 15:25:38 |\n", + "| 1662 | 0 | 26773.8 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 554 | 2018-10-01 15:25:38 |\n", + "| 1663 | 0 | 26763.5 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 555 | 2018-10-01 15:25:39 |\n", + "| 1664 | 0 | 26763.5 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 555 | 2018-10-01 15:25:39 |\n", + "| 1665 | 0 | 26763.5 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 555 | 2018-10-01 15:25:39 |\n", + "| 1666 | 0 | 26821.9 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 556 | 2018-10-01 15:25:40 |\n", + "| 1667 | 0 | 26821.9 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 556 | 2018-10-01 15:25:40 |\n", + "| 1668 | 0 | 26821.9 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 556 | 2018-10-01 15:25:40 |\n", + "| 1669 | 0 | 26840.2 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 557 | 2018-10-01 15:25:41 |\n", + "| 1670 | 0 | 26840.2 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 557 | 2018-10-01 15:25:41 |\n", + "| 1671 | 0 | 26840.2 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 557 | 2018-10-01 15:25:41 |\n", + "| 1672 | 0 | 26822.6 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 558 | 2018-10-01 15:25:42 |\n", + "| 1673 | 0 | 26822.6 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 558 | 2018-10-01 15:25:42 |\n", + "| 1674 | 0 | 26822.6 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 558 | 2018-10-01 15:25:42 |\n", + "| 1675 | 0 | 26864.7 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 559 | 2018-10-01 15:25:43 |\n", + "| 1676 | 0 | 26864.7 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 559 | 2018-10-01 15:25:43 |\n", + "| 1677 | 0 | 26864.7 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 559 | 2018-10-01 15:25:43 |\n", + "| 1678 | 0 | 26873.4 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 560 | 2018-10-01 15:25:44 |\n", + "| 1679 | 0 | 26873.4 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 560 | 2018-10-01 15:25:44 |\n", + "| 1680 | 0 | 26873.4 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 560 | 2018-10-01 15:25:44 |\n", + "| 1681 | 0 | 26813.6 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 561 | 2018-10-01 15:25:45 |\n", + "| 1682 | 0 | 26813.6 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 561 | 2018-10-01 15:25:45 |\n", + "| 1683 | 0 | 26813.6 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 561 | 2018-10-01 15:25:45 |\n", + "| 1684 | 0 | 26839.7 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 562 | 2018-10-01 15:25:46 |\n", + "| 1685 | 0 | 26839.7 | 101.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 562 | 2018-10-01 15:25:46 |\n", + "| 1686 | 0 | 26839.7 | 101.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 562 | 2018-10-01 15:25:46 |\n", + "| 1687 | 0 | 26852.2 | 101.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 563 | 2018-10-01 15:25:47 |\n", + "| 1688 | 0 | 26852.2 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 563 | 2018-10-01 15:25:47 |\n", + "| 1689 | 0 | 26852.2 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 563 | 2018-10-01 15:25:47 |\n", + "| 1690 | 0 | 26774.9 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 564 | 2018-10-01 15:25:48 |\n", + "| 1691 | 0 | 26774.9 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 564 | 2018-10-01 15:25:48 |\n", + "| 1692 | 0 | 26774.9 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 564 | 2018-10-01 15:25:48 |\n", + "| 1693 | 0 | 26685.2 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 565 | 2018-10-01 15:25:49 |\n", + "| 1694 | 0 | 26685.2 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 565 | 2018-10-01 15:25:49 |\n", + "| 1695 | 0 | 26685.2 | 101.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 565 | 2018-10-01 15:25:49 |\n", + "| 1696 | 5.25e+06 | 26690.9 | 101.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 566 | 2018-10-01 15:25:50 |\n", + "| 1697 | 5.25e+06 | 26690.9 | 101.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 566 | 2018-10-01 15:25:50 |\n", + "| 1698 | 5.25e+06 | 26690.9 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 566 | 2018-10-01 15:25:50 |\n", + "| 1699 | 0 | 26719.4 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 567 | 2018-10-01 15:25:51 |\n", + "| 1700 | 0 | 26719.4 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 567 | 2018-10-01 15:25:51 |\n", + "| 1701 | 0 | 26719.4 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 567 | 2018-10-01 15:25:51 |\n", + "| 1702 | 0 | 26744.7 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 568 | 2018-10-01 15:25:52 |\n", + "| 1703 | 0 | 26744.7 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 568 | 2018-10-01 15:25:52 |\n", + "| 1704 | 0 | 26744.7 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 568 | 2018-10-01 15:25:52 |\n", + "| 1705 | 0 | 26688 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 569 | 2018-10-01 15:25:53 |\n", + "| 1706 | 0 | 26688 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 569 | 2018-10-01 15:25:53 |\n", + "| 1707 | 0 | 26688 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 569 | 2018-10-01 15:25:53 |\n", + "| 1708 | 0 | 26673.6 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 570 | 2018-10-01 15:25:54 |\n", + "| 1709 | 0 | 26673.6 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 570 | 2018-10-01 15:25:54 |\n", + "| 1710 | 0 | 26673.6 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 570 | 2018-10-01 15:25:54 |\n", + "| 1711 | 0 | 26701.4 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 571 | 2018-10-01 15:25:55 |\n", + "| 1712 | 0 | 26701.4 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 571 | 2018-10-01 15:25:55 |\n", + "| 1713 | 0 | 26701.4 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 571 | 2018-10-01 15:25:55 |\n", + "| 1714 | 0 | 26637.4 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 572 | 2018-10-01 15:25:56 |\n", + "| 1715 | 0 | 26637.4 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 572 | 2018-10-01 15:25:56 |\n", + "| 1716 | 0 | 26637.4 | 101.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 572 | 2018-10-01 15:25:56 |\n", + "| 1717 | 5.25e+06 | 26640.9 | 101.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 573 | 2018-10-01 15:25:57 |\n", + "| 1718 | 5.25e+06 | 26640.9 | 101.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 573 | 2018-10-01 15:25:57 |\n", + "| 1719 | 5.25e+06 | 26640.9 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 573 | 2018-10-01 15:25:57 |\n", + "| 1720 | 0 | 26649.8 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 574 | 2018-10-01 15:25:58 |\n", + "| 1721 | 0 | 26649.8 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 574 | 2018-10-01 15:25:58 |\n", + "| 1722 | 0 | 26649.8 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 574 | 2018-10-01 15:25:58 |\n", + "| 1723 | 0 | 26688.3 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 575 | 2018-10-01 15:25:59 |\n", + "| 1724 | 0 | 26688.3 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 575 | 2018-10-01 15:25:59 |\n", + "| 1725 | 0 | 26688.3 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 575 | 2018-10-01 15:25:59 |\n", + "| 1726 | 0 | 26586.1 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 576 | 2018-10-01 15:26:00 |\n", + "| 1727 | 0 | 26586.1 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 576 | 2018-10-01 15:26:00 |\n", + "| 1728 | 0 | 26586.1 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 576 | 2018-10-01 15:26:00 |\n", + "| 1729 | 0 | 26592.1 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 577 | 2018-10-01 15:26:01 |\n", + "| 1730 | 0 | 26592.1 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 577 | 2018-10-01 15:26:01 |\n", + "| 1731 | 0 | 26592.1 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 577 | 2018-10-01 15:26:01 |\n", + "| 1732 | 0 | 26676.2 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 578 | 2018-10-01 15:26:02 |\n", + "| 1733 | 0 | 26676.2 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 578 | 2018-10-01 15:26:02 |\n", + "| 1734 | 0 | 26676.2 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 578 | 2018-10-01 15:26:02 |\n", + "| 1735 | 0 | 26650.3 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 579 | 2018-10-01 15:26:03 |\n", + "| 1736 | 0 | 26650.3 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 579 | 2018-10-01 15:26:03 |\n", + "| 1737 | 0 | 26650.3 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 579 | 2018-10-01 15:26:03 |\n", + "| 1738 | 0 | 26637.1 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 580 | 2018-10-01 15:26:04 |\n", + "| 1739 | 0 | 26637.1 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 580 | 2018-10-01 15:26:04 |\n", + "| 1740 | 0 | 26637.1 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 580 | 2018-10-01 15:26:04 |\n", + "| 1741 | 0 | 26676.9 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 581 | 2018-10-01 15:26:05 |\n", + "| 1742 | 0 | 26676.9 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 581 | 2018-10-01 15:26:05 |\n", + "| 1743 | 0 | 26676.9 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 581 | 2018-10-01 15:26:05 |\n", + "| 1744 | 5.25e+06 | 26645.1 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 582 | 2018-10-01 15:26:06 |\n", + "| 1745 | 5.25e+06 | 26645.1 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 582 | 2018-10-01 15:26:06 |\n", + "| 1746 | 5.25e+06 | 26645.1 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 582 | 2018-10-01 15:26:06 |\n", + "| 1747 | 0 | 26693.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 583 | 2018-10-01 15:26:07 |\n", + "| 1748 | 0 | 26693.3 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 583 | 2018-10-01 15:26:07 |\n", + "| 1749 | 0 | 26693.3 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 583 | 2018-10-01 15:26:07 |\n", + "| 1750 | 0 | 26715.8 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 584 | 2018-10-01 15:26:08 |\n", + "| 1751 | 0 | 26715.8 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 584 | 2018-10-01 15:26:08 |\n", + "| 1752 | 0 | 26715.8 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 584 | 2018-10-01 15:26:08 |\n", + "| 1753 | 0 | 26650.2 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 585 | 2018-10-01 15:26:09 |\n", + "| 1754 | 0 | 26650.2 | 102 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 585 | 2018-10-01 15:26:09 |\n", + "| 1755 | 0 | 26650.2 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 585 | 2018-10-01 15:26:09 |\n", + "| 1756 | 0 | 26654.4 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 586 | 2018-10-01 15:26:10 |\n", + "| 1757 | 0 | 26654.4 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 586 | 2018-10-01 15:26:10 |\n", + "| 1758 | 0 | 26654.4 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 586 | 2018-10-01 15:26:10 |\n", + "| 1759 | 0 | 26593.6 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 587 | 2018-10-01 15:26:11 |\n", + "| 1760 | 0 | 26593.6 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 587 | 2018-10-01 15:26:11 |\n", + "| 1761 | 0 | 26593.6 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 587 | 2018-10-01 15:26:11 |\n", + "| 1762 | 0 | 26633.3 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 588 | 2018-10-01 15:26:12 |\n", + "| 1763 | 0 | 26633.3 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 588 | 2018-10-01 15:26:12 |\n", + "| 1764 | 0 | 26633.3 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 588 | 2018-10-01 15:26:12 |\n", + "| 1765 | 5.25e+06 | 26563.3 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 589 | 2018-10-01 15:26:13 |\n", + "| 1766 | 5.25e+06 | 26563.3 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 589 | 2018-10-01 15:26:13 |\n", + "| 1767 | 5.25e+06 | 26563.3 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 589 | 2018-10-01 15:26:13 |\n", + "| 1768 | 0 | 26487.8 | 101.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 590 | 2018-10-01 15:26:14 |\n", + "| 1769 | 0 | 26487.8 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 590 | 2018-10-01 15:26:14 |\n", + "| 1770 | 0 | 26487.8 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 590 | 2018-10-01 15:26:14 |\n", + "| 1771 | 0 | 26440.4 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 591 | 2018-10-01 15:26:15 |\n", + "| 1772 | 0 | 26440.4 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 591 | 2018-10-01 15:26:15 |\n", + "| 1773 | 0 | 26440.4 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 591 | 2018-10-01 15:26:15 |\n", + "| 1774 | 0 | 26406.9 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 592 | 2018-10-01 15:26:16 |\n", + "| 1775 | 0 | 26406.9 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 592 | 2018-10-01 15:26:16 |\n", + "| 1776 | 0 | 26406.9 | 101.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 592 | 2018-10-01 15:26:16 |\n", + "| 1777 | 5.25e+06 | 26461.7 | 101.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 593 | 2018-10-01 15:26:17 |\n", + "| 1778 | 5.25e+06 | 26461.7 | 101.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 593 | 2018-10-01 15:26:17 |\n", + "| 1779 | 5.25e+06 | 26461.7 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 593 | 2018-10-01 15:26:17 |\n", + "| 1780 | 0 | 26461 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 594 | 2018-10-01 15:26:18 |\n", + "| 1781 | 0 | 26461 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 594 | 2018-10-01 15:26:18 |\n", + "| 1782 | 0 | 26461 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 594 | 2018-10-01 15:26:18 |\n", + "| 1783 | 0 | 26473.1 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 595 | 2018-10-01 15:26:19 |\n", + "| 1784 | 0 | 26473.1 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 595 | 2018-10-01 15:26:19 |\n", + "| 1785 | 0 | 26473.1 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 595 | 2018-10-01 15:26:19 |\n", + "| 1786 | 0 | 26517.9 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 596 | 2018-10-01 15:26:20 |\n", + "| 1787 | 0 | 26517.9 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 596 | 2018-10-01 15:26:20 |\n", + "| 1788 | 0 | 26517.9 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 596 | 2018-10-01 15:26:20 |\n", + "| 1789 | 0 | 26488.8 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 597 | 2018-10-01 15:26:21 |\n", + "| 1790 | 0 | 26488.8 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 597 | 2018-10-01 15:26:21 |\n", + "| 1791 | 0 | 26488.8 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 597 | 2018-10-01 15:26:21 |\n", + "| 1792 | 0 | 26464.7 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 598 | 2018-10-01 15:26:22 |\n", + "| 1793 | 0 | 26464.7 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 598 | 2018-10-01 15:26:22 |\n", + "| 1794 | 0 | 26464.7 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 598 | 2018-10-01 15:26:22 |\n", + "| 1795 | 0 | 26429.4 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 599 | 2018-10-01 15:26:23 |\n", + "| 1796 | 0 | 26429.4 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 599 | 2018-10-01 15:26:23 |\n", + "| 1797 | 0 | 26429.4 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 599 | 2018-10-01 15:26:23 |\n", + "| 1798 | 0 | 26462.1 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 600 | 2018-10-01 15:26:24 |\n", + "| 1799 | 0 | 26462.1 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 600 | 2018-10-01 15:26:24 |\n", + "| 1800 | 0 | 26462.1 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 600 | 2018-10-01 15:26:24 |\n", + "| 1801 | 0 | 26530.2 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 601 | 2018-10-01 15:26:25 |\n", + "| 1802 | 0 | 26530.2 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 601 | 2018-10-01 15:26:25 |\n", + "| 1803 | 0 | 26530.2 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 601 | 2018-10-01 15:26:25 |\n", + "| 1804 | 0 | 26540.9 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 602 | 2018-10-01 15:26:26 |\n", + "| 1805 | 0 | 26540.9 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 602 | 2018-10-01 15:26:26 |\n", + "| 1806 | 0 | 26540.9 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 602 | 2018-10-01 15:26:26 |\n", + "| 1807 | 0 | 26515 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 603 | 2018-10-01 15:26:27 |\n", + "| 1808 | 0 | 26515 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 603 | 2018-10-01 15:26:27 |\n", + "| 1809 | 0 | 26515 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 603 | 2018-10-01 15:26:27 |\n", + "| 1810 | 0 | 26493.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 604 | 2018-10-01 15:26:28 |\n", + "| 1811 | 0 | 26493.3 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 604 | 2018-10-01 15:26:28 |\n", + "| 1812 | 0 | 26493.3 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 604 | 2018-10-01 15:26:28 |\n", + "| 1813 | 5.25e+06 | 26446.9 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 605 | 2018-10-01 15:26:29 |\n", + "| 1814 | 5.25e+06 | 26446.9 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 605 | 2018-10-01 15:26:29 |\n", + "| 1815 | 5.25e+06 | 26446.9 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 605 | 2018-10-01 15:26:29 |\n", + "| 1816 | 0 | 26477.4 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 606 | 2018-10-01 15:26:30 |\n", + "| 1817 | 0 | 26477.4 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 606 | 2018-10-01 15:26:30 |\n", + "| 1818 | 0 | 26477.4 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 606 | 2018-10-01 15:26:30 |\n", + "| 1819 | 0 | 26433.1 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 607 | 2018-10-01 15:26:31 |\n", + "| 1820 | 0 | 26433.1 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 607 | 2018-10-01 15:26:31 |\n", + "| 1821 | 0 | 26433.1 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 607 | 2018-10-01 15:26:31 |\n", + "| 1822 | 0 | 26422.5 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 608 | 2018-10-01 15:26:32 |\n", + "| 1823 | 0 | 26422.5 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 608 | 2018-10-01 15:26:32 |\n", + "| 1824 | 0 | 26422.5 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 608 | 2018-10-01 15:26:32 |\n", + "| 1825 | 5.25e+06 | 26373.8 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 609 | 2018-10-01 15:26:33 |\n", + "| 1826 | 5.25e+06 | 26373.8 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 609 | 2018-10-01 15:26:33 |\n", + "| 1827 | 5.25e+06 | 26373.8 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 609 | 2018-10-01 15:26:33 |\n", + "| 1828 | 0 | 26294.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 610 | 2018-10-01 15:26:34 |\n", + "| 1829 | 0 | 26294.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 610 | 2018-10-01 15:26:34 |\n", + "| 1830 | 0 | 26294.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 610 | 2018-10-01 15:26:34 |\n", + "| 1831 | 0 | 26188.8 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 611 | 2018-10-01 15:26:35 |\n", + "| 1832 | 0 | 26188.8 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 611 | 2018-10-01 15:26:35 |\n", + "| 1833 | 0 | 26188.8 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 611 | 2018-10-01 15:26:35 |\n", + "| 1834 | 0 | 26151.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 612 | 2018-10-01 15:26:36 |\n", + "| 1835 | 0 | 26151.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 612 | 2018-10-01 15:26:36 |\n", + "| 1836 | 0 | 26151.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 612 | 2018-10-01 15:26:36 |\n", + "| 1837 | 0 | 26160.8 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 613 | 2018-10-01 15:26:37 |\n", + "| 1838 | 0 | 26160.8 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 613 | 2018-10-01 15:26:37 |\n", + "| 1839 | 0 | 26160.8 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 613 | 2018-10-01 15:26:37 |\n", + "| 1840 | 0 | 26147.6 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 614 | 2018-10-01 15:26:38 |\n", + "| 1841 | 0 | 26147.6 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 614 | 2018-10-01 15:26:38 |\n", + "| 1842 | 0 | 26147.6 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 614 | 2018-10-01 15:26:38 |\n", + "| 1843 | 0 | 26138.3 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 615 | 2018-10-01 15:26:39 |\n", + "| 1844 | 0 | 26138.3 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 615 | 2018-10-01 15:26:39 |\n", + "| 1845 | 0 | 26138.3 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 615 | 2018-10-01 15:26:39 |\n", + "| 1846 | 0 | 26093.6 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 616 | 2018-10-01 15:26:40 |\n", + "| 1847 | 0 | 26093.6 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 616 | 2018-10-01 15:26:40 |\n", + "| 1848 | 0 | 26093.6 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 616 | 2018-10-01 15:26:40 |\n", + "| 1849 | 0 | 26054.8 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 617 | 2018-10-01 15:26:41 |\n", + "| 1850 | 0 | 26054.8 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 617 | 2018-10-01 15:26:41 |\n", + "| 1851 | 0 | 26054.8 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 617 | 2018-10-01 15:26:41 |\n", + "| 1852 | 0 | 26010.3 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 618 | 2018-10-01 15:26:42 |\n", + "| 1853 | 0 | 26010.3 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 618 | 2018-10-01 15:26:42 |\n", + "| 1854 | 0 | 26010.3 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 618 | 2018-10-01 15:26:42 |\n", + "| 1855 | 0 | 26019.1 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 619 | 2018-10-01 15:26:43 |\n", + "| 1856 | 0 | 26019.1 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 619 | 2018-10-01 15:26:43 |\n", + "| 1857 | 0 | 26019.1 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 619 | 2018-10-01 15:26:43 |\n", + "| 1858 | 0 | 26104.4 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 620 | 2018-10-01 15:26:44 |\n", + "| 1859 | 0 | 26104.4 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 620 | 2018-10-01 15:26:44 |\n", + "| 1860 | 0 | 26104.4 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 620 | 2018-10-01 15:26:44 |\n", + "| 1861 | 5.25e+06 | 26098.8 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 621 | 2018-10-01 15:26:45 |\n", + "| 1862 | 5.25e+06 | 26098.8 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 621 | 2018-10-01 15:26:45 |\n", + "| 1863 | 5.25e+06 | 26098.8 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 621 | 2018-10-01 15:26:45 |\n", + "| 1864 | 0 | 26041.7 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 622 | 2018-10-01 15:26:46 |\n", + "| 1865 | 0 | 26041.7 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 622 | 2018-10-01 15:26:46 |\n", + "| 1866 | 0 | 26041.7 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 622 | 2018-10-01 15:26:46 |\n", + "| 1867 | 0 | 26094.7 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 623 | 2018-10-01 15:26:47 |\n", + "| 1868 | 0 | 26094.7 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 623 | 2018-10-01 15:26:47 |\n", + "| 1869 | 0 | 26094.7 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 623 | 2018-10-01 15:26:47 |\n", + "| 1870 | 0 | 26053.1 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 624 | 2018-10-01 15:26:48 |\n", + "| 1871 | 0 | 26053.1 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 624 | 2018-10-01 15:26:48 |\n", + "| 1872 | 0 | 26053.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 624 | 2018-10-01 15:26:48 |\n", + "| 1873 | 0 | 26076.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 625 | 2018-10-01 15:26:49 |\n", + "| 1874 | 0 | 26076.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 625 | 2018-10-01 15:26:49 |\n", + "| 1875 | 0 | 26076.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 625 | 2018-10-01 15:26:49 |\n", + "| 1876 | 0 | 26057.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 626 | 2018-10-01 15:26:50 |\n", + "| 1877 | 0 | 26057.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 626 | 2018-10-01 15:26:50 |\n", + "| 1878 | 0 | 26057.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 626 | 2018-10-01 15:26:50 |\n", + "| 1879 | 0 | 26061.3 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 627 | 2018-10-01 15:26:51 |\n", + "| 1880 | 0 | 26061.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 627 | 2018-10-01 15:26:51 |\n", + "| 1881 | 0 | 26061.3 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 627 | 2018-10-01 15:26:51 |\n", + "| 1882 | 0 | 26030.1 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 628 | 2018-10-01 15:26:52 |\n", + "| 1883 | 0 | 26030.1 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 628 | 2018-10-01 15:26:52 |\n", + "| 1884 | 0 | 26030.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 628 | 2018-10-01 15:26:52 |\n", + "| 1885 | 5.25e+06 | 26005.7 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 629 | 2018-10-01 15:26:53 |\n", + "| 1886 | 5.25e+06 | 26005.7 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 629 | 2018-10-01 15:26:53 |\n", + "| 1887 | 5.25e+06 | 26005.7 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 629 | 2018-10-01 15:26:53 |\n", + "| 1888 | 0 | 26021.3 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 630 | 2018-10-01 15:26:54 |\n", + "| 1889 | 0 | 26021.3 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 630 | 2018-10-01 15:26:54 |\n", + "| 1890 | 0 | 26021.3 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 630 | 2018-10-01 15:26:54 |\n", + "| 1891 | 0 | 26020.4 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 631 | 2018-10-01 15:26:55 |\n", + "| 1892 | 0 | 26020.4 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 631 | 2018-10-01 15:26:55 |\n", + "| 1893 | 0 | 26020.4 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 631 | 2018-10-01 15:26:55 |\n", + "| 1894 | 0 | 26003.5 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 632 | 2018-10-01 15:26:56 |\n", + "| 1895 | 0 | 26003.5 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 632 | 2018-10-01 15:26:56 |\n", + "| 1896 | 0 | 26003.5 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 632 | 2018-10-01 15:26:56 |\n", + "| 1897 | 0 | 25974.8 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 633 | 2018-10-01 15:26:57 |\n", + "| 1898 | 0 | 25974.8 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 633 | 2018-10-01 15:26:57 |\n", + "| 1899 | 0 | 25974.8 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 633 | 2018-10-01 15:26:57 |\n", + "| 1900 | 0 | 25999.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 634 | 2018-10-01 15:26:58 |\n", + "| 1901 | 0 | 25999.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 634 | 2018-10-01 15:26:58 |\n", + "| 1902 | 0 | 25999.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 634 | 2018-10-01 15:26:58 |\n", + "| 1903 | 0 | 26044.3 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 635 | 2018-10-01 15:26:59 |\n", + "| 1904 | 0 | 26044.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 635 | 2018-10-01 15:26:59 |\n", + "| 1905 | 0 | 26044.3 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 635 | 2018-10-01 15:26:59 |\n", + "| 1906 | 0 | 26004.6 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 636 | 2018-10-01 15:27:00 |\n", + "| 1907 | 0 | 26004.6 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 636 | 2018-10-01 15:27:00 |\n", + "| 1908 | 0 | 26004.6 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 636 | 2018-10-01 15:27:00 |\n", + "| 1909 | 0 | 25957.3 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 637 | 2018-10-01 15:27:01 |\n", + "| 1910 | 0 | 25957.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 637 | 2018-10-01 15:27:01 |\n", + "| 1911 | 0 | 25957.3 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 637 | 2018-10-01 15:27:01 |\n", + "| 1912 | 0 | 26033.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 638 | 2018-10-01 15:27:02 |\n", + "| 1913 | 0 | 26033.5 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 638 | 2018-10-01 15:27:02 |\n", + "| 1914 | 0 | 26033.5 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 638 | 2018-10-01 15:27:02 |\n", + "| 1915 | 0 | 25974.2 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 639 | 2018-10-01 15:27:03 |\n", + "| 1916 | 0 | 25974.2 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 639 | 2018-10-01 15:27:03 |\n", + "| 1917 | 0 | 25974.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 639 | 2018-10-01 15:27:03 |\n", + "| 1918 | 0 | 26004 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 640 | 2018-10-01 15:27:04 |\n", + "| 1919 | 0 | 26004 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 640 | 2018-10-01 15:27:04 |\n", + "| 1920 | 0 | 26004 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 640 | 2018-10-01 15:27:04 |\n", + "| 1921 | 0 | 26022.3 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 641 | 2018-10-01 15:27:05 |\n", + "| 1922 | 0 | 26022.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 641 | 2018-10-01 15:27:05 |\n", + "| 1923 | 0 | 26022.3 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 641 | 2018-10-01 15:27:05 |\n", + "| 1924 | 0 | 25976.3 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 642 | 2018-10-01 15:27:06 |\n", + "| 1925 | 0 | 25976.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 642 | 2018-10-01 15:27:06 |\n", + "| 1926 | 0 | 25976.3 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 642 | 2018-10-01 15:27:06 |\n", + "| 1927 | 0 | 26007.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 643 | 2018-10-01 15:27:07 |\n", + "| 1928 | 0 | 26007.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 643 | 2018-10-01 15:27:07 |\n", + "| 1929 | 0 | 26007.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 643 | 2018-10-01 15:27:07 |\n", + "| 1930 | 0 | 25962 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 644 | 2018-10-01 15:27:08 |\n", + "| 1931 | 0 | 25962 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 644 | 2018-10-01 15:27:08 |\n", + "| 1932 | 0 | 25962 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 644 | 2018-10-01 15:27:08 |\n", + "| 1933 | 0 | 25916.6 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 645 | 2018-10-01 15:27:09 |\n", + "| 1934 | 0 | 25916.6 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 645 | 2018-10-01 15:27:09 |\n", + "| 1935 | 0 | 25916.6 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 645 | 2018-10-01 15:27:09 |\n", + "| 1936 | 0 | 25858.7 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 646 | 2018-10-01 15:27:10 |\n", + "| 1937 | 0 | 25858.7 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 646 | 2018-10-01 15:27:10 |\n", + "| 1938 | 0 | 25858.7 | 102 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 646 | 2018-10-01 15:27:10 |\n", + "| 1939 | 0 | 25893.4 | 102 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 647 | 2018-10-01 15:27:11 |\n", + "| 1940 | 0 | 25893.4 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 647 | 2018-10-01 15:27:11 |\n", + "| 1941 | 0 | 25893.4 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 647 | 2018-10-01 15:27:11 |\n", + "| 1942 | 5.25e+06 | 25874.7 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 648 | 2018-10-01 15:27:12 |\n", + "| 1943 | 5.25e+06 | 25874.7 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 648 | 2018-10-01 15:27:12 |\n", + "| 1944 | 5.25e+06 | 25874.7 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 648 | 2018-10-01 15:27:12 |\n", + "| 1945 | 0 | 25919.9 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 649 | 2018-10-01 15:27:13 |\n", + "| 1946 | 0 | 25919.9 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 649 | 2018-10-01 15:27:13 |\n", + "| 1947 | 0 | 25919.9 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 649 | 2018-10-01 15:27:13 |\n", + "| 1948 | 0 | 25886.2 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 650 | 2018-10-01 15:27:14 |\n", + "| 1949 | 0 | 25886.2 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 650 | 2018-10-01 15:27:14 |\n", + "| 1950 | 0 | 25886.2 | 102 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 650 | 2018-10-01 15:27:14 |\n", + "| 1951 | 0 | 25911.8 | 102 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 651 | 2018-10-01 15:27:15 |\n", + "| 1952 | 0 | 25911.8 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 651 | 2018-10-01 15:27:15 |\n", + "| 1953 | 0 | 25911.8 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 651 | 2018-10-01 15:27:15 |\n", + "| 1954 | 0 | 25970.4 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 652 | 2018-10-01 15:27:16 |\n", + "| 1955 | 0 | 25970.4 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 652 | 2018-10-01 15:27:16 |\n", + "| 1956 | 0 | 25970.4 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 652 | 2018-10-01 15:27:16 |\n", + "| 1957 | 5.25e+06 | 25966.9 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 653 | 2018-10-01 15:27:17 |\n", + "| 1958 | 5.25e+06 | 25966.9 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 653 | 2018-10-01 15:27:17 |\n", + "| 1959 | 5.25e+06 | 25966.9 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 653 | 2018-10-01 15:27:17 |\n", + "| 1960 | 0 | 25920 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 654 | 2018-10-01 15:27:18 |\n", + "| 1961 | 0 | 25920 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 654 | 2018-10-01 15:27:18 |\n", + "| 1962 | 0 | 25920 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 654 | 2018-10-01 15:27:18 |\n", + "| 1963 | 0 | 25905.7 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 655 | 2018-10-01 15:27:19 |\n", + "| 1964 | 0 | 25905.7 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 655 | 2018-10-01 15:27:19 |\n", + "| 1965 | 0 | 25905.7 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 655 | 2018-10-01 15:27:19 |\n", + "| 1966 | 0 | 25958 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 656 | 2018-10-01 15:27:20 |\n", + "| 1967 | 0 | 25958 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 656 | 2018-10-01 15:27:20 |\n", + "| 1968 | 0 | 25958 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 656 | 2018-10-01 15:27:20 |\n", + "| 1969 | 0 | 25988.8 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 657 | 2018-10-01 15:27:21 |\n", + "| 1970 | 0 | 25988.8 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 657 | 2018-10-01 15:27:21 |\n", + "| 1971 | 0 | 25988.8 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 657 | 2018-10-01 15:27:21 |\n", + "| 1972 | 0 | 25972.8 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 658 | 2018-10-01 15:27:22 |\n", + "| 1973 | 0 | 25972.8 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 658 | 2018-10-01 15:27:22 |\n", + "| 1974 | 0 | 25972.8 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 658 | 2018-10-01 15:27:22 |\n", + "| 1975 | 0 | 25900.1 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 659 | 2018-10-01 15:27:23 |\n", + "| 1976 | 0 | 25900.1 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 659 | 2018-10-01 15:27:23 |\n", + "| 1977 | 0 | 25900.1 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 659 | 2018-10-01 15:27:23 |\n", + "| 1978 | 0 | 25929.9 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 660 | 2018-10-01 15:27:24 |\n", + "| 1979 | 0 | 25929.9 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 660 | 2018-10-01 15:27:24 |\n", + "| 1980 | 0 | 25929.9 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 660 | 2018-10-01 15:27:24 |\n", + "| 1981 | 0 | 25997.8 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 661 | 2018-10-01 15:27:25 |\n", + "| 1982 | 0 | 25997.8 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 661 | 2018-10-01 15:27:25 |\n", + "| 1983 | 0 | 25997.8 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 661 | 2018-10-01 15:27:25 |\n", + "| 1984 | 0 | 26066.5 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 662 | 2018-10-01 15:27:26 |\n", + "| 1985 | 0 | 26066.5 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 662 | 2018-10-01 15:27:26 |\n", + "| 1986 | 0 | 26066.5 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 662 | 2018-10-01 15:27:26 |\n", + "| 1987 | 0 | 26084.6 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 663 | 2018-10-01 15:27:27 |\n", + "| 1988 | 0 | 26084.6 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 663 | 2018-10-01 15:27:27 |\n", + "| 1989 | 0 | 26084.6 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 663 | 2018-10-01 15:27:27 |\n", + "| 1990 | 5.25e+06 | 26076.6 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 664 | 2018-10-01 15:27:28 |\n", + "| 1991 | 5.25e+06 | 26076.6 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 664 | 2018-10-01 15:27:28 |\n", + "| 1992 | 5.25e+06 | 26076.6 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 664 | 2018-10-01 15:27:28 |\n", + "| 1993 | 5.25e+06 | 26043.9 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 665 | 2018-10-01 15:27:29 |\n", + "| 1994 | 5.25e+06 | 26043.9 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 665 | 2018-10-01 15:27:29 |\n", + "| 1995 | 5.25e+06 | 26043.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 665 | 2018-10-01 15:27:29 |\n", + "| 1996 | 0 | 26020 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 666 | 2018-10-01 15:27:30 |\n", + "| 1997 | 0 | 26020 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 666 | 2018-10-01 15:27:30 |\n", + "| 1998 | 0 | 26020 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 666 | 2018-10-01 15:27:30 |\n", + "| 1999 | 5.25e+06 | 25951.3 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 667 | 2018-10-01 15:27:31 |\n", + "| 2000 | 5.25e+06 | 25951.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 667 | 2018-10-01 15:27:31 |\n", + "| 2001 | 5.25e+06 | 25951.3 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 667 | 2018-10-01 15:27:31 |\n", + "| 2002 | 0 | 26040.2 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 668 | 2018-10-01 15:27:32 |\n", + "| 2003 | 0 | 26040.2 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 668 | 2018-10-01 15:27:32 |\n", + "| 2004 | 0 | 26040.2 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 668 | 2018-10-01 15:27:32 |\n", + "| 2005 | 5.25e+06 | 26039.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 669 | 2018-10-01 15:27:33 |\n", + "| 2006 | 5.25e+06 | 26039.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 669 | 2018-10-01 15:27:33 |\n", + "| 2007 | 5.25e+06 | 26039.1 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 669 | 2018-10-01 15:27:33 |\n", + "| 2008 | 0 | 26138.4 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 670 | 2018-10-01 15:27:34 |\n", + "| 2009 | 0 | 26138.4 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 670 | 2018-10-01 15:27:34 |\n", + "| 2010 | 0 | 26138.4 | 103 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 670 | 2018-10-01 15:27:34 |\n", + "| 2011 | 0 | 26135.3 | 103 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 671 | 2018-10-01 15:27:35 |\n", + "| 2012 | 0 | 26135.3 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 671 | 2018-10-01 15:27:35 |\n", + "| 2013 | 0 | 26135.3 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 671 | 2018-10-01 15:27:35 |\n", + "| 2014 | 0 | 26067.9 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 672 | 2018-10-01 15:27:36 |\n", + "| 2015 | 0 | 26067.9 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 672 | 2018-10-01 15:27:36 |\n", + "| 2016 | 0 | 26067.9 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 672 | 2018-10-01 15:27:36 |\n", + "| 2017 | 0 | 26145.5 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 673 | 2018-10-01 15:27:37 |\n", + "| 2018 | 0 | 26145.5 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 673 | 2018-10-01 15:27:37 |\n", + "| 2019 | 0 | 26145.5 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 673 | 2018-10-01 15:27:37 |\n", + "| 2020 | 0 | 26109.6 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 674 | 2018-10-01 15:27:38 |\n", + "| 2021 | 0 | 26109.6 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 674 | 2018-10-01 15:27:38 |\n", + "| 2022 | 0 | 26109.6 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 674 | 2018-10-01 15:27:38 |\n", + "| 2023 | 0 | 26091.4 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 675 | 2018-10-01 15:27:39 |\n", + "| 2024 | 0 | 26091.4 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 675 | 2018-10-01 15:27:39 |\n", + "| 2025 | 0 | 26091.4 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 675 | 2018-10-01 15:27:39 |\n", + "| 2026 | 0 | 26160.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 676 | 2018-10-01 15:27:40 |\n", + "| 2027 | 0 | 26160.1 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 676 | 2018-10-01 15:27:40 |\n", + "| 2028 | 0 | 26160.1 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 676 | 2018-10-01 15:27:40 |\n", + "| 2029 | 0 | 26220.9 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 677 | 2018-10-01 15:27:41 |\n", + "| 2030 | 0 | 26220.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 677 | 2018-10-01 15:27:41 |\n", + "| 2031 | 0 | 26220.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 677 | 2018-10-01 15:27:41 |\n", + "| 2032 | 0 | 26136.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 678 | 2018-10-01 15:27:42 |\n", + "| 2033 | 0 | 26136.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 678 | 2018-10-01 15:27:42 |\n", + "| 2034 | 0 | 26136.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 678 | 2018-10-01 15:27:42 |\n", + "| 2035 | 0 | 26136.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 679 | 2018-10-01 15:27:43 |\n", + "| 2036 | 0 | 26136.5 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 679 | 2018-10-01 15:27:43 |\n", + "| 2037 | 0 | 26136.5 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 679 | 2018-10-01 15:27:43 |\n", + "| 2038 | 0 | 26091.1 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 680 | 2018-10-01 15:27:44 |\n", + "| 2039 | 0 | 26091.1 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 680 | 2018-10-01 15:27:44 |\n", + "| 2040 | 0 | 26091.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 680 | 2018-10-01 15:27:44 |\n", + "| 2041 | 0 | 26113.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 681 | 2018-10-01 15:27:45 |\n", + "| 2042 | 0 | 26113.5 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 681 | 2018-10-01 15:27:45 |\n", + "| 2043 | 0 | 26113.5 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 681 | 2018-10-01 15:27:45 |\n", + "| 2044 | 0 | 26189 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 682 | 2018-10-01 15:27:46 |\n", + "| 2045 | 0 | 26189 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 682 | 2018-10-01 15:27:46 |\n", + "| 2046 | 0 | 26189 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 682 | 2018-10-01 15:27:46 |\n", + "| 2047 | 0 | 26167.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 683 | 2018-10-01 15:27:47 |\n", + "| 2048 | 0 | 26167.5 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 683 | 2018-10-01 15:27:47 |\n", + "| 2049 | 0 | 26167.5 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 683 | 2018-10-01 15:27:47 |\n", + "| 2050 | 0 | 26229.7 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 684 | 2018-10-01 15:27:48 |\n", + "| 2051 | 0 | 26229.7 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 684 | 2018-10-01 15:27:48 |\n", + "| 2052 | 0 | 26229.7 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 684 | 2018-10-01 15:27:48 |\n", + "| 2053 | 0 | 26191 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 685 | 2018-10-01 15:27:49 |\n", + "| 2054 | 0 | 26191 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 685 | 2018-10-01 15:27:49 |\n", + "| 2055 | 0 | 26191 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 685 | 2018-10-01 15:27:49 |\n", + "| 2056 | 0 | 26281.5 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 686 | 2018-10-01 15:27:50 |\n", + "| 2057 | 0 | 26281.5 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 686 | 2018-10-01 15:27:50 |\n", + "| 2058 | 0 | 26281.5 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 686 | 2018-10-01 15:27:50 |\n", + "| 2059 | 0 | 26247.1 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 687 | 2018-10-01 15:27:51 |\n", + "| 2060 | 0 | 26247.1 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 687 | 2018-10-01 15:27:51 |\n", + "| 2061 | 0 | 26247.1 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 687 | 2018-10-01 15:27:51 |\n", + "| 2062 | 0 | 26227.8 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 688 | 2018-10-01 15:27:52 |\n", + "| 2063 | 0 | 26227.8 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 688 | 2018-10-01 15:27:52 |\n", + "| 2064 | 0 | 26227.8 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 688 | 2018-10-01 15:27:52 |\n", + "| 2065 | 5.25e+06 | 26240.2 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 689 | 2018-10-01 15:27:53 |\n", + "| 2066 | 5.25e+06 | 26240.2 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 689 | 2018-10-01 15:27:53 |\n", + "| 2067 | 5.25e+06 | 26240.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 689 | 2018-10-01 15:27:53 |\n", + "| 2068 | 0 | 26181.8 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 690 | 2018-10-01 15:27:54 |\n", + "| 2069 | 0 | 26181.8 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 690 | 2018-10-01 15:27:54 |\n", + "| 2070 | 0 | 26181.8 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 690 | 2018-10-01 15:27:54 |\n", + "| 2071 | 0 | 26246.4 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 691 | 2018-10-01 15:27:55 |\n", + "| 2072 | 0 | 26246.4 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 691 | 2018-10-01 15:27:55 |\n", + "| 2073 | 0 | 26246.4 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 691 | 2018-10-01 15:27:55 |\n", + "| 2074 | 5.25e+06 | 26201.8 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 692 | 2018-10-01 15:27:56 |\n", + "| 2075 | 5.25e+06 | 26201.8 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 692 | 2018-10-01 15:27:56 |\n", + "| 2076 | 5.25e+06 | 26201.8 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 692 | 2018-10-01 15:27:56 |\n", + "| 2077 | 0 | 26227.4 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 693 | 2018-10-01 15:27:57 |\n", + "| 2078 | 0 | 26227.4 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 693 | 2018-10-01 15:27:57 |\n", + "| 2079 | 0 | 26227.4 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 693 | 2018-10-01 15:27:57 |\n", + "| 2080 | 5.25e+06 | 26173.7 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 694 | 2018-10-01 15:27:58 |\n", + "| 2081 | 5.25e+06 | 26173.7 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 694 | 2018-10-01 15:27:58 |\n", + "| 2082 | 5.25e+06 | 26173.7 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 694 | 2018-10-01 15:27:58 |\n", + "| 2083 | 0 | 26178.3 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 695 | 2018-10-01 15:27:59 |\n", + "| 2084 | 0 | 26178.3 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 695 | 2018-10-01 15:27:59 |\n", + "| 2085 | 0 | 26178.3 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 695 | 2018-10-01 15:27:59 |\n", + "| 2086 | 0 | 26177.8 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 696 | 2018-10-01 15:28:00 |\n", + "| 2087 | 0 | 26177.8 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 696 | 2018-10-01 15:28:00 |\n", + "| 2088 | 0 | 26177.8 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 696 | 2018-10-01 15:28:00 |\n", + "| 2089 | 0 | 26161.6 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 697 | 2018-10-01 15:28:01 |\n", + "| 2090 | 0 | 26161.6 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 697 | 2018-10-01 15:28:01 |\n", + "| 2091 | 0 | 26161.6 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 697 | 2018-10-01 15:28:01 |\n", + "| 2092 | 5.25e+06 | 26182 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 698 | 2018-10-01 15:28:02 |\n", + "| 2093 | 5.25e+06 | 26182 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 698 | 2018-10-01 15:28:02 |\n", + "| 2094 | 5.25e+06 | 26182 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 698 | 2018-10-01 15:28:02 |\n", + "| 2095 | 0 | 26135.5 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 699 | 2018-10-01 15:28:03 |\n", + "| 2096 | 0 | 26135.5 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 699 | 2018-10-01 15:28:03 |\n", + "| 2097 | 0 | 26135.5 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 699 | 2018-10-01 15:28:03 |\n", + "| 2098 | 0 | 26198.9 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 700 | 2018-10-01 15:28:04 |\n", + "| 2099 | 0 | 26198.9 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 700 | 2018-10-01 15:28:04 |\n", + "| 2100 | 0 | 26198.9 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 700 | 2018-10-01 15:28:04 |\n", + "| 2101 | 0 | 26207.3 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 701 | 2018-10-01 15:28:05 |\n", + "| 2102 | 0 | 26207.3 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 701 | 2018-10-01 15:28:05 |\n", + "| 2103 | 0 | 26207.3 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 701 | 2018-10-01 15:28:05 |\n", + "| 2104 | 0 | 26091 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 702 | 2018-10-01 15:28:06 |\n", + "| 2105 | 0 | 26091 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 702 | 2018-10-01 15:28:06 |\n", + "| 2106 | 0 | 26091 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 702 | 2018-10-01 15:28:06 |\n", + "| 2107 | 5.25e+06 | 26174.6 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 703 | 2018-10-01 15:28:07 |\n", + "| 2108 | 5.25e+06 | 26174.6 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 703 | 2018-10-01 15:28:07 |\n", + "| 2109 | 5.25e+06 | 26174.6 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 703 | 2018-10-01 15:28:07 |\n", + "| 2110 | 5.25e+06 | 26193.5 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 704 | 2018-10-01 15:28:08 |\n", + "| 2111 | 5.25e+06 | 26193.5 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 704 | 2018-10-01 15:28:08 |\n", + "| 2112 | 5.25e+06 | 26193.5 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 704 | 2018-10-01 15:28:08 |\n", + "| 2113 | 0 | 26258.2 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 705 | 2018-10-01 15:28:09 |\n", + "| 2114 | 0 | 26258.2 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 705 | 2018-10-01 15:28:09 |\n", + "| 2115 | 0 | 26258.2 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 705 | 2018-10-01 15:28:09 |\n", + "| 2116 | 0 | 26250.8 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 706 | 2018-10-01 15:28:10 |\n", + "| 2117 | 0 | 26250.8 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 706 | 2018-10-01 15:28:10 |\n", + "| 2118 | 0 | 26250.8 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 706 | 2018-10-01 15:28:10 |\n", + "| 2119 | 0 | 26156.5 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 707 | 2018-10-01 15:28:11 |\n", + "| 2120 | 0 | 26156.5 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 707 | 2018-10-01 15:28:11 |\n", + "| 2121 | 0 | 26156.5 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 707 | 2018-10-01 15:28:11 |\n", + "| 2122 | 0 | 26139 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 708 | 2018-10-01 15:28:12 |\n", + "| 2123 | 0 | 26139 | 104 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 708 | 2018-10-01 15:28:12 |\n", + "| 2124 | 0 | 26139 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 708 | 2018-10-01 15:28:12 |\n", + "| 2125 | 0 | 26088 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 709 | 2018-10-01 15:28:13 |\n", + "| 2126 | 0 | 26088 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 709 | 2018-10-01 15:28:13 |\n", + "| 2127 | 0 | 26088 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 709 | 2018-10-01 15:28:13 |\n", + "| 2128 | 0 | 26086.4 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 710 | 2018-10-01 15:28:14 |\n", + "| 2129 | 0 | 26086.4 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 710 | 2018-10-01 15:28:14 |\n", + "| 2130 | 0 | 26086.4 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 710 | 2018-10-01 15:28:14 |\n", + "| 2131 | 0 | 26066.2 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 711 | 2018-10-01 15:28:15 |\n", + "| 2132 | 0 | 26066.2 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 711 | 2018-10-01 15:28:15 |\n", + "| 2133 | 0 | 26066.2 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 711 | 2018-10-01 15:28:15 |\n", + "| 2134 | 0 | 26075 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 712 | 2018-10-01 15:28:16 |\n", + "| 2135 | 0 | 26075 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 712 | 2018-10-01 15:28:16 |\n", + "| 2136 | 0 | 26075 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 712 | 2018-10-01 15:28:16 |\n", + "| 2137 | 0 | 26001.4 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 713 | 2018-10-01 15:28:17 |\n", + "| 2138 | 0 | 26001.4 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 713 | 2018-10-01 15:28:17 |\n", + "| 2139 | 0 | 26001.4 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 713 | 2018-10-01 15:28:17 |\n", + "| 2140 | 0 | 26003.7 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 714 | 2018-10-01 15:28:18 |\n", + "| 2141 | 0 | 26003.7 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 714 | 2018-10-01 15:28:18 |\n", + "| 2142 | 0 | 26003.7 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 714 | 2018-10-01 15:28:18 |\n", + "| 2143 | 0 | 25984.5 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 715 | 2018-10-01 15:28:19 |\n", + "| 2144 | 0 | 25984.5 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 715 | 2018-10-01 15:28:19 |\n", + "| 2145 | 0 | 25984.5 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 715 | 2018-10-01 15:28:19 |\n", + "| 2146 | 5.25e+06 | 26010.9 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 716 | 2018-10-01 15:28:20 |\n", + "| 2147 | 5.25e+06 | 26010.9 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 716 | 2018-10-01 15:28:20 |\n", + "| 2148 | 5.25e+06 | 26010.9 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 716 | 2018-10-01 15:28:20 |\n", + "| 2149 | 0 | 25940.4 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 717 | 2018-10-01 15:28:21 |\n", + "| 2150 | 0 | 25940.4 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 717 | 2018-10-01 15:28:21 |\n", + "| 2151 | 0 | 25940.4 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 717 | 2018-10-01 15:28:21 |\n", + "| 2152 | 0 | 25922.7 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 718 | 2018-10-01 15:28:22 |\n", + "| 2153 | 0 | 25922.7 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 718 | 2018-10-01 15:28:22 |\n", + "| 2154 | 0 | 25922.7 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 718 | 2018-10-01 15:28:22 |\n", + "| 2155 | 5.25e+06 | 25991.8 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 719 | 2018-10-01 15:28:23 |\n", + "| 2156 | 5.25e+06 | 25991.8 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 719 | 2018-10-01 15:28:23 |\n", + "| 2157 | 5.25e+06 | 25991.8 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 719 | 2018-10-01 15:28:23 |\n", + "| 2158 | 0 | 25942.6 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 720 | 2018-10-01 15:28:24 |\n", + "| 2159 | 0 | 25942.6 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 720 | 2018-10-01 15:28:24 |\n", + "| 2160 | 0 | 25942.6 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 720 | 2018-10-01 15:28:24 |\n", + "| 2161 | 0 | 25973.3 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 721 | 2018-10-01 15:28:25 |\n", + "| 2162 | 0 | 25973.3 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 721 | 2018-10-01 15:28:25 |\n", + "| 2163 | 0 | 25973.3 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 721 | 2018-10-01 15:28:25 |\n", + "| 2164 | 0 | 26028.8 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 722 | 2018-10-01 15:28:26 |\n", + "| 2165 | 0 | 26028.8 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 722 | 2018-10-01 15:28:26 |\n", + "| 2166 | 0 | 26028.8 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 722 | 2018-10-01 15:28:26 |\n", + "| 2167 | 0 | 26028.4 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 723 | 2018-10-01 15:28:27 |\n", + "| 2168 | 0 | 26028.4 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 723 | 2018-10-01 15:28:27 |\n", + "| 2169 | 0 | 26028.4 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 723 | 2018-10-01 15:28:27 |\n", + "| 2170 | 5.25e+06 | 26069.5 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 724 | 2018-10-01 15:28:28 |\n", + "| 2171 | 5.25e+06 | 26069.5 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 724 | 2018-10-01 15:28:28 |\n", + "| 2172 | 5.25e+06 | 26069.5 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 724 | 2018-10-01 15:28:28 |\n", + "| 2173 | 0 | 26112.9 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 725 | 2018-10-01 15:28:29 |\n", + "| 2174 | 0 | 26112.9 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 725 | 2018-10-01 15:28:29 |\n", + "| 2175 | 0 | 26112.9 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 725 | 2018-10-01 15:28:29 |\n", + "| 2176 | 0 | 26178.3 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 726 | 2018-10-01 15:28:30 |\n", + "| 2177 | 0 | 26178.3 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 726 | 2018-10-01 15:28:30 |\n", + "| 2178 | 0 | 26178.3 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 726 | 2018-10-01 15:28:30 |\n", + "| 2179 | 0 | 26163 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 727 | 2018-10-01 15:28:31 |\n", + "| 2180 | 0 | 26163 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 727 | 2018-10-01 15:28:31 |\n", + "| 2181 | 0 | 26163 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 727 | 2018-10-01 15:28:31 |\n", + "| 2182 | 0 | 26158.3 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 728 | 2018-10-01 15:28:32 |\n", + "| 2183 | 0 | 26158.3 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 728 | 2018-10-01 15:28:32 |\n", + "| 2184 | 0 | 26158.3 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 728 | 2018-10-01 15:28:32 |\n", + "| 2185 | 0 | 26191.8 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 729 | 2018-10-01 15:28:33 |\n", + "| 2186 | 0 | 26191.8 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 729 | 2018-10-01 15:28:33 |\n", + "| 2187 | 0 | 26191.8 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 729 | 2018-10-01 15:28:33 |\n", + "| 2188 | 0 | 26160.8 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 730 | 2018-10-01 15:28:34 |\n", + "| 2189 | 0 | 26160.8 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 730 | 2018-10-01 15:28:34 |\n", + "| 2190 | 0 | 26160.8 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 730 | 2018-10-01 15:28:34 |\n", + "| 2191 | 0 | 26162.8 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 731 | 2018-10-01 15:28:35 |\n", + "| 2192 | 0 | 26162.8 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 731 | 2018-10-01 15:28:35 |\n", + "| 2193 | 0 | 26162.8 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 731 | 2018-10-01 15:28:35 |\n", + "| 2194 | 0 | 26133.7 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 732 | 2018-10-01 15:28:36 |\n", + "| 2195 | 0 | 26133.7 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 732 | 2018-10-01 15:28:36 |\n", + "| 2196 | 0 | 26133.7 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 732 | 2018-10-01 15:28:36 |\n", + "| 2197 | 5.25e+06 | 26036.6 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 733 | 2018-10-01 15:28:37 |\n", + "| 2198 | 5.25e+06 | 26036.6 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 733 | 2018-10-01 15:28:37 |\n", + "| 2199 | 5.25e+06 | 26036.6 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 733 | 2018-10-01 15:28:37 |\n", + "| 2200 | 0 | 26050.6 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 734 | 2018-10-01 15:28:38 |\n", + "| 2201 | 0 | 26050.6 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 734 | 2018-10-01 15:28:38 |\n", + "| 2202 | 0 | 26050.6 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 734 | 2018-10-01 15:28:38 |\n", + "| 2203 | 0 | 26121.5 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 735 | 2018-10-01 15:28:39 |\n", + "| 2204 | 0 | 26121.5 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 735 | 2018-10-01 15:28:39 |\n", + "| 2205 | 0 | 26121.5 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 735 | 2018-10-01 15:28:39 |\n", + "| 2206 | 5.25e+06 | 26106 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 736 | 2018-10-01 15:28:40 |\n", + "| 2207 | 5.25e+06 | 26106 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 736 | 2018-10-01 15:28:40 |\n", + "| 2208 | 5.25e+06 | 26106 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 736 | 2018-10-01 15:28:40 |\n", + "| 2209 | 0 | 26109.5 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 737 | 2018-10-01 15:28:41 |\n", + "| 2210 | 0 | 26109.5 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 737 | 2018-10-01 15:28:41 |\n", + "| 2211 | 0 | 26109.5 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 737 | 2018-10-01 15:28:41 |\n", + "| 2212 | 0 | 26090.6 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 738 | 2018-10-01 15:28:42 |\n", + "| 2213 | 0 | 26090.6 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 738 | 2018-10-01 15:28:42 |\n", + "| 2214 | 0 | 26090.6 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 738 | 2018-10-01 15:28:42 |\n", + "| 2215 | 0 | 26059.8 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 739 | 2018-10-01 15:28:43 |\n", + "| 2216 | 0 | 26059.8 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 739 | 2018-10-01 15:28:43 |\n", + "| 2217 | 0 | 26059.8 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 739 | 2018-10-01 15:28:43 |\n", + "| 2218 | 0 | 26065.4 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 740 | 2018-10-01 15:28:44 |\n", + "| 2219 | 0 | 26065.4 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 740 | 2018-10-01 15:28:44 |\n", + "| 2220 | 0 | 26065.4 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 740 | 2018-10-01 15:28:44 |\n", + "| 2221 | 0 | 26110.2 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 741 | 2018-10-01 15:28:45 |\n", + "| 2222 | 0 | 26110.2 | 104 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 741 | 2018-10-01 15:28:45 |\n", + "| 2223 | 0 | 26110.2 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 741 | 2018-10-01 15:28:45 |\n", + "| 2224 | 0 | 26202.5 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 742 | 2018-10-01 15:28:46 |\n", + "| 2225 | 0 | 26202.5 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 742 | 2018-10-01 15:28:46 |\n", + "| 2226 | 0 | 26202.5 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 742 | 2018-10-01 15:28:46 |\n", + "| 2227 | 0 | 26236.9 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 743 | 2018-10-01 15:28:47 |\n", + "| 2228 | 0 | 26236.9 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 743 | 2018-10-01 15:28:47 |\n", + "| 2229 | 0 | 26236.9 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 743 | 2018-10-01 15:28:47 |\n", + "| 2230 | 0 | 26196.9 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 744 | 2018-10-01 15:28:48 |\n", + "| 2231 | 0 | 26196.9 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 744 | 2018-10-01 15:28:48 |\n", + "| 2232 | 0 | 26196.9 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 744 | 2018-10-01 15:28:48 |\n", + "| 2233 | 0 | 26137.4 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 745 | 2018-10-01 15:28:49 |\n", + "| 2234 | 0 | 26137.4 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 745 | 2018-10-01 15:28:49 |\n", + "| 2235 | 0 | 26137.4 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 745 | 2018-10-01 15:28:49 |\n", + "| 2236 | 0 | 26191.9 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 746 | 2018-10-01 15:28:50 |\n", + "| 2237 | 0 | 26191.9 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 746 | 2018-10-01 15:28:50 |\n", + "| 2238 | 0 | 26191.9 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 746 | 2018-10-01 15:28:50 |\n", + "| 2239 | 0 | 26205 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 747 | 2018-10-01 15:28:51 |\n", + "| 2240 | 0 | 26205 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 747 | 2018-10-01 15:28:51 |\n", + "| 2241 | 0 | 26205 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 747 | 2018-10-01 15:28:51 |\n", + "| 2242 | 0 | 26179.6 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 748 | 2018-10-01 15:28:52 |\n", + "| 2243 | 0 | 26179.6 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 748 | 2018-10-01 15:28:52 |\n", + "| 2244 | 0 | 26179.6 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 748 | 2018-10-01 15:28:52 |\n", + "| 2245 | 5.25e+06 | 26135.6 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 749 | 2018-10-01 15:28:53 |\n", + "| 2246 | 5.25e+06 | 26135.6 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 749 | 2018-10-01 15:28:53 |\n", + "| 2247 | 5.25e+06 | 26135.6 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 749 | 2018-10-01 15:28:53 |\n", + "| 2248 | 0 | 26101.9 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 750 | 2018-10-01 15:28:54 |\n", + "| 2249 | 0 | 26101.9 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 750 | 2018-10-01 15:28:54 |\n", + "| 2250 | 0 | 26101.9 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 750 | 2018-10-01 15:28:54 |\n", + "| 2251 | 0 | 26153.3 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 751 | 2018-10-01 15:28:55 |\n", + "| 2252 | 0 | 26153.3 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 751 | 2018-10-01 15:28:55 |\n", + "| 2253 | 0 | 26153.3 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 751 | 2018-10-01 15:28:55 |\n", + "| 2254 | 0 | 26152.4 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 752 | 2018-10-01 15:28:56 |\n", + "| 2255 | 0 | 26152.4 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 752 | 2018-10-01 15:28:56 |\n", + "| 2256 | 0 | 26152.4 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 752 | 2018-10-01 15:28:56 |\n", + "| 2257 | 0 | 26094.1 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 753 | 2018-10-01 15:28:57 |\n", + "| 2258 | 0 | 26094.1 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 753 | 2018-10-01 15:28:57 |\n", + "| 2259 | 0 | 26094.1 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 753 | 2018-10-01 15:28:57 |\n", + "| 2260 | 0 | 26130.4 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 754 | 2018-10-01 15:28:58 |\n", + "| 2261 | 0 | 26130.4 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 754 | 2018-10-01 15:28:58 |\n", + "| 2262 | 0 | 26130.4 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 754 | 2018-10-01 15:28:58 |\n", + "| 2263 | 5.25e+06 | 26143.3 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 755 | 2018-10-01 15:28:59 |\n", + "| 2264 | 5.25e+06 | 26143.3 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 755 | 2018-10-01 15:28:59 |\n", + "| 2265 | 5.25e+06 | 26143.3 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 755 | 2018-10-01 15:28:59 |\n", + "| 2266 | 0 | 26131.2 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 756 | 2018-10-01 15:29:00 |\n", + "| 2267 | 0 | 26131.2 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 756 | 2018-10-01 15:29:00 |\n", + "| 2268 | 0 | 26131.2 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 756 | 2018-10-01 15:29:00 |\n", + "| 2269 | 0 | 26156.5 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 757 | 2018-10-01 15:29:01 |\n", + "| 2270 | 0 | 26156.5 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 757 | 2018-10-01 15:29:01 |\n", + "| 2271 | 0 | 26156.5 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 757 | 2018-10-01 15:29:01 |\n", + "| 2272 | 0 | 26122 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 758 | 2018-10-01 15:29:02 |\n", + "| 2273 | 0 | 26122 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 758 | 2018-10-01 15:29:02 |\n", + "| 2274 | 0 | 26122 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 758 | 2018-10-01 15:29:02 |\n", + "| 2275 | 0 | 26162.2 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 759 | 2018-10-01 15:29:03 |\n", + "| 2276 | 0 | 26162.2 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 759 | 2018-10-01 15:29:03 |\n", + "| 2277 | 0 | 26162.2 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 759 | 2018-10-01 15:29:03 |\n", + "| 2278 | 0 | 26102.8 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 760 | 2018-10-01 15:29:04 |\n", + "| 2279 | 0 | 26102.8 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 760 | 2018-10-01 15:29:04 |\n", + "| 2280 | 0 | 26102.8 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 760 | 2018-10-01 15:29:04 |\n", + "| 2281 | 0 | 26065.2 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 761 | 2018-10-01 15:29:05 |\n", + "| 2282 | 0 | 26065.2 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 761 | 2018-10-01 15:29:05 |\n", + "| 2283 | 0 | 26065.2 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 761 | 2018-10-01 15:29:05 |\n", + "| 2284 | 0 | 26007.8 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 762 | 2018-10-01 15:29:06 |\n", + "| 2285 | 0 | 26007.8 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 762 | 2018-10-01 15:29:06 |\n", + "| 2286 | 0 | 26007.8 | 103 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 762 | 2018-10-01 15:29:06 |\n", + "| 2287 | 0 | 25990.5 | 103 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 763 | 2018-10-01 15:29:07 |\n", + "| 2288 | 0 | 25990.5 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 763 | 2018-10-01 15:29:07 |\n", + "| 2289 | 0 | 25990.5 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 763 | 2018-10-01 15:29:07 |\n", + "| 2290 | 0 | 25958.9 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 764 | 2018-10-01 15:29:08 |\n", + "| 2291 | 0 | 25958.9 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 764 | 2018-10-01 15:29:08 |\n", + "| 2292 | 0 | 25958.9 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 764 | 2018-10-01 15:29:08 |\n", + "| 2293 | 0 | 25943.8 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 765 | 2018-10-01 15:29:09 |\n", + "| 2294 | 0 | 25943.8 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 765 | 2018-10-01 15:29:09 |\n", + "| 2295 | 0 | 25943.8 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 765 | 2018-10-01 15:29:09 |\n", + "| 2296 | 0 | 25944 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 766 | 2018-10-01 15:29:10 |\n", + "| 2297 | 0 | 25944 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 766 | 2018-10-01 15:29:10 |\n", + "| 2298 | 0 | 25944 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 766 | 2018-10-01 15:29:10 |\n", + "| 2299 | 0 | 25967.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 767 | 2018-10-01 15:29:11 |\n", + "| 2300 | 0 | 25967.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 767 | 2018-10-01 15:29:11 |\n", + "| 2301 | 0 | 25967.1 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 767 | 2018-10-01 15:29:11 |\n", + "| 2302 | 0 | 25973.2 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 768 | 2018-10-01 15:29:12 |\n", + "| 2303 | 0 | 25973.2 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 768 | 2018-10-01 15:29:12 |\n", + "| 2304 | 0 | 25973.2 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 768 | 2018-10-01 15:29:12 |\n", + "| 2305 | 5.25e+06 | 25983.7 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 769 | 2018-10-01 15:29:13 |\n", + "| 2306 | 5.25e+06 | 25983.7 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 769 | 2018-10-01 15:29:13 |\n", + "| 2307 | 5.25e+06 | 25983.7 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 769 | 2018-10-01 15:29:13 |\n", + "| 2308 | 0 | 26050.5 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 770 | 2018-10-01 15:29:14 |\n", + "| 2309 | 0 | 26050.5 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 770 | 2018-10-01 15:29:14 |\n", + "| 2310 | 0 | 26050.5 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 770 | 2018-10-01 15:29:14 |\n", + "| 2311 | 0 | 26039.4 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 771 | 2018-10-01 15:29:15 |\n", + "| 2312 | 0 | 26039.4 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 771 | 2018-10-01 15:29:15 |\n", + "| 2313 | 0 | 26039.4 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 771 | 2018-10-01 15:29:15 |\n", + "| 2314 | 5.25e+06 | 25978.7 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 772 | 2018-10-01 15:29:16 |\n", + "| 2315 | 5.25e+06 | 25978.7 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 772 | 2018-10-01 15:29:16 |\n", + "| 2316 | 5.25e+06 | 25978.7 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 772 | 2018-10-01 15:29:16 |\n", + "| 2317 | 0 | 26018.3 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 773 | 2018-10-01 15:29:17 |\n", + "| 2318 | 0 | 26018.3 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 773 | 2018-10-01 15:29:17 |\n", + "| 2319 | 0 | 26018.3 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 773 | 2018-10-01 15:29:17 |\n", + "| 2320 | 0 | 26094.8 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 774 | 2018-10-01 15:29:18 |\n", + "| 2321 | 0 | 26094.8 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 774 | 2018-10-01 15:29:18 |\n", + "| 2322 | 0 | 26094.8 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 774 | 2018-10-01 15:29:18 |\n", + "| 2323 | 0 | 26102.6 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 775 | 2018-10-01 15:29:19 |\n", + "| 2324 | 0 | 26102.6 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 775 | 2018-10-01 15:29:19 |\n", + "| 2325 | 0 | 26102.6 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 775 | 2018-10-01 15:29:19 |\n", + "| 2326 | 0 | 26137.6 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 776 | 2018-10-01 15:29:20 |\n", + "| 2327 | 0 | 26137.6 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 776 | 2018-10-01 15:29:20 |\n", + "| 2328 | 0 | 26137.6 | 103 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 776 | 2018-10-01 15:29:20 |\n", + "| 2329 | 0 | 26110.3 | 103 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 777 | 2018-10-01 15:29:21 |\n", + "| 2330 | 0 | 26110.3 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 777 | 2018-10-01 15:29:21 |\n", + "| 2331 | 0 | 26110.3 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 777 | 2018-10-01 15:29:21 |\n", + "| 2332 | 0 | 26118 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 778 | 2018-10-01 15:29:22 |\n", + "| 2333 | 0 | 26118 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 778 | 2018-10-01 15:29:22 |\n", + "| 2334 | 0 | 26118 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 778 | 2018-10-01 15:29:22 |\n", + "| 2335 | 0 | 26144.5 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 779 | 2018-10-01 15:29:23 |\n", + "| 2336 | 0 | 26144.5 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 779 | 2018-10-01 15:29:23 |\n", + "| 2337 | 0 | 26144.5 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 779 | 2018-10-01 15:29:23 |\n", + "| 2338 | 0 | 26160.3 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 780 | 2018-10-01 15:29:24 |\n", + "| 2339 | 0 | 26160.3 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 780 | 2018-10-01 15:29:24 |\n", + "| 2340 | 0 | 26160.3 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 780 | 2018-10-01 15:29:24 |\n", + "| 2341 | 0 | 26137.8 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 781 | 2018-10-01 15:29:25 |\n", + "| 2342 | 0 | 26137.8 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 781 | 2018-10-01 15:29:25 |\n", + "| 2343 | 0 | 26137.8 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 781 | 2018-10-01 15:29:25 |\n", + "| 2344 | 0 | 26205.8 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 782 | 2018-10-01 15:29:26 |\n", + "| 2345 | 0 | 26205.8 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 782 | 2018-10-01 15:29:26 |\n", + "| 2346 | 0 | 26205.8 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 782 | 2018-10-01 15:29:26 |\n", + "| 2347 | 0 | 26213 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 783 | 2018-10-01 15:29:27 |\n", + "| 2348 | 0 | 26213 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 783 | 2018-10-01 15:29:27 |\n", + "| 2349 | 0 | 26213 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 783 | 2018-10-01 15:29:27 |\n", + "| 2350 | 0 | 26251.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 784 | 2018-10-01 15:29:28 |\n", + "| 2351 | 0 | 26251.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 784 | 2018-10-01 15:29:28 |\n", + "| 2352 | 0 | 26251.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 784 | 2018-10-01 15:29:28 |\n", + "| 2353 | 0 | 26268.6 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 785 | 2018-10-01 15:29:29 |\n", + "| 2354 | 0 | 26268.6 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 785 | 2018-10-01 15:29:29 |\n", + "| 2355 | 0 | 26268.6 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 785 | 2018-10-01 15:29:29 |\n", + "| 2356 | 0 | 26305 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 786 | 2018-10-01 15:29:30 |\n", + "| 2357 | 0 | 26305 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 786 | 2018-10-01 15:29:30 |\n", + "| 2358 | 0 | 26305 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 786 | 2018-10-01 15:29:30 |\n", + "| 2359 | 0 | 26343.9 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 787 | 2018-10-01 15:29:31 |\n", + "| 2360 | 0 | 26343.9 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 787 | 2018-10-01 15:29:31 |\n", + "| 2361 | 0 | 26343.9 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 787 | 2018-10-01 15:29:31 |\n", + "| 2362 | 0 | 26334.9 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 788 | 2018-10-01 15:29:32 |\n", + "| 2363 | 0 | 26334.9 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 788 | 2018-10-01 15:29:32 |\n", + "| 2364 | 0 | 26334.9 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 788 | 2018-10-01 15:29:32 |\n", + "| 2365 | 0 | 26369.7 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 789 | 2018-10-01 15:29:33 |\n", + "| 2366 | 0 | 26369.7 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 789 | 2018-10-01 15:29:33 |\n", + "| 2367 | 0 | 26369.7 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 789 | 2018-10-01 15:29:33 |\n", + "| 2368 | 0 | 26459.7 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 790 | 2018-10-01 15:29:34 |\n", + "| 2369 | 0 | 26459.7 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 790 | 2018-10-01 15:29:34 |\n", + "| 2370 | 0 | 26459.7 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 790 | 2018-10-01 15:29:34 |\n", + "| 2371 | 0 | 26543 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 791 | 2018-10-01 15:29:35 |\n", + "| 2372 | 0 | 26543 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 791 | 2018-10-01 15:29:35 |\n", + "| 2373 | 0 | 26543 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 791 | 2018-10-01 15:29:35 |\n", + "| 2374 | 0 | 26574.8 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 792 | 2018-10-01 15:29:36 |\n", + "| 2375 | 0 | 26574.8 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 792 | 2018-10-01 15:29:36 |\n", + "| 2376 | 0 | 26574.8 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 792 | 2018-10-01 15:29:36 |\n", + "| 2377 | 0 | 26645.1 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 793 | 2018-10-01 15:29:37 |\n", + "| 2378 | 0 | 26645.1 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 793 | 2018-10-01 15:29:37 |\n", + "| 2379 | 0 | 26645.1 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 793 | 2018-10-01 15:29:37 |\n", + "| 2380 | 0 | 26590.6 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 794 | 2018-10-01 15:29:38 |\n", + "| 2381 | 0 | 26590.6 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 794 | 2018-10-01 15:29:38 |\n", + "| 2382 | 0 | 26590.6 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 794 | 2018-10-01 15:29:38 |\n", + "| 2383 | 0 | 26652 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 795 | 2018-10-01 15:29:39 |\n", + "| 2384 | 0 | 26652 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 795 | 2018-10-01 15:29:39 |\n", + "| 2385 | 0 | 26652 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 795 | 2018-10-01 15:29:39 |\n", + "| 2386 | 5.25e+06 | 26655.1 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 796 | 2018-10-01 15:29:40 |\n", + "| 2387 | 5.25e+06 | 26655.1 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 796 | 2018-10-01 15:29:40 |\n", + "| 2388 | 5.25e+06 | 26655.1 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 796 | 2018-10-01 15:29:40 |\n", + "| 2389 | 0 | 26580.6 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 797 | 2018-10-01 15:29:41 |\n", + "| 2390 | 0 | 26580.6 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 797 | 2018-10-01 15:29:41 |\n", + "| 2391 | 0 | 26580.6 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 797 | 2018-10-01 15:29:41 |\n", + "| 2392 | 0 | 26587.5 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 798 | 2018-10-01 15:29:42 |\n", + "| 2393 | 0 | 26587.5 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 798 | 2018-10-01 15:29:42 |\n", + "| 2394 | 0 | 26587.5 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 798 | 2018-10-01 15:29:42 |\n", + "| 2395 | 0 | 26628.2 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 799 | 2018-10-01 15:29:43 |\n", + "| 2396 | 0 | 26628.2 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 799 | 2018-10-01 15:29:43 |\n", + "| 2397 | 0 | 26628.2 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 799 | 2018-10-01 15:29:43 |\n", + "| 2398 | 0 | 26599.2 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 800 | 2018-10-01 15:29:44 |\n", + "| 2399 | 0 | 26599.2 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 800 | 2018-10-01 15:29:44 |\n", + "| 2400 | 0 | 26599.2 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 800 | 2018-10-01 15:29:44 |\n", + "| 2401 | 0 | 26679.9 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 801 | 2018-10-01 15:29:45 |\n", + "| 2402 | 0 | 26679.9 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 801 | 2018-10-01 15:29:45 |\n", + "| 2403 | 0 | 26679.9 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 801 | 2018-10-01 15:29:45 |\n", + "| 2404 | 5.25e+06 | 26736.1 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 802 | 2018-10-01 15:29:46 |\n", + "| 2405 | 5.25e+06 | 26736.1 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 802 | 2018-10-01 15:29:46 |\n", + "| 2406 | 5.25e+06 | 26736.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 802 | 2018-10-01 15:29:46 |\n", + "| 2407 | 0 | 26683 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 803 | 2018-10-01 15:29:47 |\n", + "| 2408 | 0 | 26683 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 803 | 2018-10-01 15:29:47 |\n", + "| 2409 | 0 | 26683 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 803 | 2018-10-01 15:29:47 |\n", + "| 2410 | 0 | 26725 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 804 | 2018-10-01 15:29:48 |\n", + "| 2411 | 0 | 26725 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 804 | 2018-10-01 15:29:48 |\n", + "| 2412 | 0 | 26725 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 804 | 2018-10-01 15:29:48 |\n", + "| 2413 | 0 | 26729.7 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 805 | 2018-10-01 15:29:49 |\n", + "| 2414 | 0 | 26729.7 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 805 | 2018-10-01 15:29:49 |\n", + "| 2415 | 0 | 26729.7 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 805 | 2018-10-01 15:29:49 |\n", + "| 2416 | 0 | 26706.7 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 806 | 2018-10-01 15:29:50 |\n", + "| 2417 | 0 | 26706.7 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 806 | 2018-10-01 15:29:50 |\n", + "| 2418 | 0 | 26706.7 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 806 | 2018-10-01 15:29:50 |\n", + "| 2419 | 0 | 26693.5 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 807 | 2018-10-01 15:29:51 |\n", + "| 2420 | 0 | 26693.5 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 807 | 2018-10-01 15:29:51 |\n", + "| 2421 | 0 | 26693.5 | 102 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 807 | 2018-10-01 15:29:51 |\n", + "| 2422 | 0 | 26675 | 102 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 808 | 2018-10-01 15:29:52 |\n", + "| 2423 | 0 | 26675 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 808 | 2018-10-01 15:29:52 |\n", + "| 2424 | 0 | 26675 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 808 | 2018-10-01 15:29:52 |\n", + "| 2425 | 0 | 26624.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 809 | 2018-10-01 15:29:53 |\n", + "| 2426 | 0 | 26624.3 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 809 | 2018-10-01 15:29:53 |\n", + "| 2427 | 0 | 26624.3 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 809 | 2018-10-01 15:29:53 |\n", + "| 2428 | 0 | 26605.6 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 810 | 2018-10-01 15:29:54 |\n", + "| 2429 | 0 | 26605.6 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 810 | 2018-10-01 15:29:54 |\n", + "| 2430 | 0 | 26605.6 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 810 | 2018-10-01 15:29:54 |\n", + "| 2431 | 5.25e+06 | 26634.5 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 811 | 2018-10-01 15:29:55 |\n", + "| 2432 | 5.25e+06 | 26634.5 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 811 | 2018-10-01 15:29:55 |\n", + "| 2433 | 5.25e+06 | 26634.5 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 811 | 2018-10-01 15:29:55 |\n", + "| 2434 | 0 | 26693.9 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 812 | 2018-10-01 15:29:56 |\n", + "| 2435 | 0 | 26693.9 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 812 | 2018-10-01 15:29:56 |\n", + "| 2436 | 0 | 26693.9 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 812 | 2018-10-01 15:29:56 |\n", + "| 2437 | 0 | 26754.7 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 813 | 2018-10-01 15:29:57 |\n", + "| 2438 | 0 | 26754.7 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 813 | 2018-10-01 15:29:57 |\n", + "| 2439 | 0 | 26754.7 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 813 | 2018-10-01 15:29:57 |\n", + "| 2440 | 0 | 26730.8 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 814 | 2018-10-01 15:29:58 |\n", + "| 2441 | 0 | 26730.8 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 814 | 2018-10-01 15:29:58 |\n", + "| 2442 | 0 | 26730.8 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 814 | 2018-10-01 15:29:58 |\n", + "| 2443 | 0 | 26725.9 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 815 | 2018-10-01 15:29:59 |\n", + "| 2444 | 0 | 26725.9 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 815 | 2018-10-01 15:29:59 |\n", + "| 2445 | 0 | 26725.9 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 815 | 2018-10-01 15:29:59 |\n", + "| 2446 | 0 | 26690.1 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 816 | 2018-10-01 15:30:00 |\n", + "| 2447 | 0 | 26690.1 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 816 | 2018-10-01 15:30:00 |\n", + "| 2448 | 0 | 26690.1 | 102 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 816 | 2018-10-01 15:30:00 |\n", + "| 2449 | 0 | 26733 | 102 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 817 | 2018-10-01 15:30:01 |\n", + "| 2450 | 0 | 26733 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 817 | 2018-10-01 15:30:01 |\n", + "| 2451 | 0 | 26733 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 817 | 2018-10-01 15:30:01 |\n", + "| 2452 | 0 | 26664.3 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 818 | 2018-10-01 15:30:02 |\n", + "| 2453 | 0 | 26664.3 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 818 | 2018-10-01 15:30:02 |\n", + "| 2454 | 0 | 26664.3 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 818 | 2018-10-01 15:30:02 |\n", + "| 2455 | 0 | 26607.5 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 819 | 2018-10-01 15:30:03 |\n", + "| 2456 | 0 | 26607.5 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 819 | 2018-10-01 15:30:03 |\n", + "| 2457 | 0 | 26607.5 | 102 | 0 | 0 | 2.1e+07 | 3 | 1 | 819 | 2018-10-01 15:30:03 |\n", + "| 2458 | 5.25e+06 | 26581 | 102 | 0 | 0 | 2.1e+07 | 1 | 1 | 820 | 2018-10-01 15:30:04 |\n", + "| 2459 | 5.25e+06 | 26581 | 102 | 0 | 0 | 2.1e+07 | 2 | 1 | 820 | 2018-10-01 15:30:04 |\n", + "| 2460 | 5.25e+06 | 26581 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 820 | 2018-10-01 15:30:04 |\n", + "| 2461 | 5.25e+06 | 26591.5 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 821 | 2018-10-01 15:30:05 |\n", + "| 2462 | 5.25e+06 | 26591.5 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 821 | 2018-10-01 15:30:05 |\n", + "| 2463 | 5.25e+06 | 26591.5 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 821 | 2018-10-01 15:30:05 |\n", + "| 2464 | 0 | 26578.1 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 822 | 2018-10-01 15:30:06 |\n", + "| 2465 | 0 | 26578.1 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 822 | 2018-10-01 15:30:06 |\n", + "| 2466 | 0 | 26578.1 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 822 | 2018-10-01 15:30:06 |\n", + "| 2467 | 0 | 26579.5 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 823 | 2018-10-01 15:30:07 |\n", + "| 2468 | 0 | 26579.5 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 823 | 2018-10-01 15:30:07 |\n", + "| 2469 | 0 | 26579.5 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 823 | 2018-10-01 15:30:07 |\n", + "| 2470 | 0 | 26581.5 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 824 | 2018-10-01 15:30:08 |\n", + "| 2471 | 0 | 26581.5 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 824 | 2018-10-01 15:30:08 |\n", + "| 2472 | 0 | 26581.5 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 824 | 2018-10-01 15:30:08 |\n", + "| 2473 | 0 | 26591.2 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 825 | 2018-10-01 15:30:09 |\n", + "| 2474 | 0 | 26591.2 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 825 | 2018-10-01 15:30:09 |\n", + "| 2475 | 0 | 26591.2 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 825 | 2018-10-01 15:30:09 |\n", + "| 2476 | 0 | 26548.1 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 826 | 2018-10-01 15:30:10 |\n", + "| 2477 | 0 | 26548.1 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 826 | 2018-10-01 15:30:10 |\n", + "| 2478 | 0 | 26548.1 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 826 | 2018-10-01 15:30:10 |\n", + "| 2479 | 0 | 26534 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 827 | 2018-10-01 15:30:11 |\n", + "| 2480 | 0 | 26534 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 827 | 2018-10-01 15:30:11 |\n", + "| 2481 | 0 | 26534 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 827 | 2018-10-01 15:30:11 |\n", + "| 2482 | 0 | 26558 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 828 | 2018-10-01 15:30:12 |\n", + "| 2483 | 0 | 26558 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 828 | 2018-10-01 15:30:12 |\n", + "| 2484 | 0 | 26558 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 828 | 2018-10-01 15:30:12 |\n", + "| 2485 | 0 | 26569.7 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 829 | 2018-10-01 15:30:13 |\n", + "| 2486 | 0 | 26569.7 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 829 | 2018-10-01 15:30:13 |\n", + "| 2487 | 0 | 26569.7 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 829 | 2018-10-01 15:30:13 |\n", + "| 2488 | 0 | 26615.3 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 830 | 2018-10-01 15:30:14 |\n", + "| 2489 | 0 | 26615.3 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 830 | 2018-10-01 15:30:14 |\n", + "| 2490 | 0 | 26615.3 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 830 | 2018-10-01 15:30:14 |\n", + "| 2491 | 0 | 26584.2 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 831 | 2018-10-01 15:30:15 |\n", + "| 2492 | 0 | 26584.2 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 831 | 2018-10-01 15:30:15 |\n", + "| 2493 | 0 | 26584.2 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 831 | 2018-10-01 15:30:15 |\n", + "| 2494 | 0 | 26621.9 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 832 | 2018-10-01 15:30:16 |\n", + "| 2495 | 0 | 26621.9 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 832 | 2018-10-01 15:30:16 |\n", + "| 2496 | 0 | 26621.9 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 832 | 2018-10-01 15:30:16 |\n", + "| 2497 | 5.25e+06 | 26683 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 833 | 2018-10-01 15:30:17 |\n", + "| 2498 | 5.25e+06 | 26683 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 833 | 2018-10-01 15:30:17 |\n", + "| 2499 | 5.25e+06 | 26683 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 833 | 2018-10-01 15:30:17 |\n", + "| 2500 | 0 | 26677.1 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 834 | 2018-10-01 15:30:18 |\n", + "| 2501 | 0 | 26677.1 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 834 | 2018-10-01 15:30:18 |\n", + "| 2502 | 0 | 26677.1 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 834 | 2018-10-01 15:30:18 |\n", + "| 2503 | 5.25e+06 | 26688.2 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 835 | 2018-10-01 15:30:19 |\n", + "| 2504 | 5.25e+06 | 26688.2 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 835 | 2018-10-01 15:30:19 |\n", + "| 2505 | 5.25e+06 | 26688.2 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 835 | 2018-10-01 15:30:19 |\n", + "| 2506 | 0 | 26697.6 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 836 | 2018-10-01 15:30:20 |\n", + "| 2507 | 0 | 26697.6 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 836 | 2018-10-01 15:30:20 |\n", + "| 2508 | 0 | 26697.6 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 836 | 2018-10-01 15:30:20 |\n", + "| 2509 | 0 | 26719.9 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 837 | 2018-10-01 15:30:21 |\n", + "| 2510 | 0 | 26719.9 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 837 | 2018-10-01 15:30:21 |\n", + "| 2511 | 0 | 26719.9 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 837 | 2018-10-01 15:30:21 |\n", + "| 2512 | 0 | 26736 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 838 | 2018-10-01 15:30:22 |\n", + "| 2513 | 0 | 26736 | 102.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 838 | 2018-10-01 15:30:22 |\n", + "| 2514 | 0 | 26736 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 838 | 2018-10-01 15:30:22 |\n", + "| 2515 | 0 | 26797.3 | 102.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 839 | 2018-10-01 15:30:23 |\n", + "| 2516 | 0 | 26797.3 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 839 | 2018-10-01 15:30:23 |\n", + "| 2517 | 0 | 26797.3 | 102.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 839 | 2018-10-01 15:30:23 |\n", + "| 2518 | 5.25e+06 | 26818.7 | 102.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 840 | 2018-10-01 15:30:24 |\n", + "| 2519 | 5.25e+06 | 26818.7 | 102.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 840 | 2018-10-01 15:30:24 |\n", + "| 2520 | 5.25e+06 | 26818.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 840 | 2018-10-01 15:30:24 |\n", + "| 2521 | 0 | 26854.7 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 841 | 2018-10-01 15:30:25 |\n", + "| 2522 | 0 | 26854.7 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 841 | 2018-10-01 15:30:25 |\n", + "| 2523 | 0 | 26854.7 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 841 | 2018-10-01 15:30:25 |\n", + "| 2524 | 0 | 26868.5 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 842 | 2018-10-01 15:30:26 |\n", + "| 2525 | 0 | 26868.5 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 842 | 2018-10-01 15:30:26 |\n", + "| 2526 | 0 | 26868.5 | 102.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 842 | 2018-10-01 15:30:26 |\n", + "| 2527 | 5.25e+06 | 26825.1 | 102.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 843 | 2018-10-01 15:30:27 |\n", + "| 2528 | 5.25e+06 | 26825.1 | 102.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 843 | 2018-10-01 15:30:27 |\n", + "| 2529 | 5.25e+06 | 26825.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 843 | 2018-10-01 15:30:27 |\n", + "| 2530 | 0 | 26843.1 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 844 | 2018-10-01 15:30:28 |\n", + "| 2531 | 0 | 26843.1 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 844 | 2018-10-01 15:30:28 |\n", + "| 2532 | 0 | 26843.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 844 | 2018-10-01 15:30:28 |\n", + "| 2533 | 0 | 26833.6 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 845 | 2018-10-01 15:30:29 |\n", + "| 2534 | 0 | 26833.6 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 845 | 2018-10-01 15:30:29 |\n", + "| 2535 | 0 | 26833.6 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 845 | 2018-10-01 15:30:29 |\n", + "| 2536 | 0 | 26807.1 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 846 | 2018-10-01 15:30:30 |\n", + "| 2537 | 0 | 26807.1 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 846 | 2018-10-01 15:30:30 |\n", + "| 2538 | 0 | 26807.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 846 | 2018-10-01 15:30:30 |\n", + "| 2539 | 0 | 26769.8 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 847 | 2018-10-01 15:30:31 |\n", + "| 2540 | 0 | 26769.8 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 847 | 2018-10-01 15:30:31 |\n", + "| 2541 | 0 | 26769.8 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 847 | 2018-10-01 15:30:31 |\n", + "| 2542 | 0 | 26766.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 848 | 2018-10-01 15:30:32 |\n", + "| 2543 | 0 | 26766.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 848 | 2018-10-01 15:30:32 |\n", + "| 2544 | 0 | 26766.9 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 848 | 2018-10-01 15:30:32 |\n", + "| 2545 | 0 | 26741.6 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 849 | 2018-10-01 15:30:33 |\n", + "| 2546 | 0 | 26741.6 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 849 | 2018-10-01 15:30:33 |\n", + "| 2547 | 0 | 26741.6 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 849 | 2018-10-01 15:30:33 |\n", + "| 2548 | 0 | 26826.6 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 850 | 2018-10-01 15:30:34 |\n", + "| 2549 | 0 | 26826.6 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 850 | 2018-10-01 15:30:34 |\n", + "| 2550 | 0 | 26826.6 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 850 | 2018-10-01 15:30:34 |\n", + "| 2551 | 0 | 26893.1 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 851 | 2018-10-01 15:30:35 |\n", + "| 2552 | 0 | 26893.1 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 851 | 2018-10-01 15:30:35 |\n", + "| 2553 | 0 | 26893.1 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 851 | 2018-10-01 15:30:35 |\n", + "| 2554 | 5.25e+06 | 26882 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 852 | 2018-10-01 15:30:36 |\n", + "| 2555 | 5.25e+06 | 26882 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 852 | 2018-10-01 15:30:36 |\n", + "| 2556 | 5.25e+06 | 26882 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 852 | 2018-10-01 15:30:36 |\n", + "| 2557 | 0 | 26911.5 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 853 | 2018-10-01 15:30:37 |\n", + "| 2558 | 0 | 26911.5 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 853 | 2018-10-01 15:30:37 |\n", + "| 2559 | 0 | 26911.5 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 853 | 2018-10-01 15:30:37 |\n", + "| 2560 | 0 | 26959.7 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 854 | 2018-10-01 15:30:38 |\n", + "| 2561 | 0 | 26959.7 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 854 | 2018-10-01 15:30:38 |\n", + "| 2562 | 0 | 26959.7 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 854 | 2018-10-01 15:30:38 |\n", + "| 2563 | 0 | 26952.5 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 855 | 2018-10-01 15:30:39 |\n", + "| 2564 | 0 | 26952.5 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 855 | 2018-10-01 15:30:39 |\n", + "| 2565 | 0 | 26952.5 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 855 | 2018-10-01 15:30:39 |\n", + "| 2566 | 0 | 27029.5 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 856 | 2018-10-01 15:30:40 |\n", + "| 2567 | 0 | 27029.5 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 856 | 2018-10-01 15:30:40 |\n", + "| 2568 | 0 | 27029.5 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 856 | 2018-10-01 15:30:40 |\n", + "| 2569 | 0 | 27068 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 857 | 2018-10-01 15:30:41 |\n", + "| 2570 | 0 | 27068 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 857 | 2018-10-01 15:30:41 |\n", + "| 2571 | 0 | 27068 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 857 | 2018-10-01 15:30:41 |\n", + "| 2572 | 0 | 27063.7 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 858 | 2018-10-01 15:30:42 |\n", + "| 2573 | 0 | 27063.7 | 103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 858 | 2018-10-01 15:30:42 |\n", + "| 2574 | 0 | 27063.7 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 858 | 2018-10-01 15:30:42 |\n", + "| 2575 | 0 | 26988.8 | 102.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 859 | 2018-10-01 15:30:43 |\n", + "| 2576 | 0 | 26988.8 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 859 | 2018-10-01 15:30:43 |\n", + "| 2577 | 0 | 26988.8 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 859 | 2018-10-01 15:30:43 |\n", + "| 2578 | 0 | 26948.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 860 | 2018-10-01 15:30:44 |\n", + "| 2579 | 0 | 26948.5 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 860 | 2018-10-01 15:30:44 |\n", + "| 2580 | 0 | 26948.5 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 860 | 2018-10-01 15:30:44 |\n", + "| 2581 | 0 | 26961.8 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 861 | 2018-10-01 15:30:45 |\n", + "| 2582 | 0 | 26961.8 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 861 | 2018-10-01 15:30:45 |\n", + "| 2583 | 0 | 26961.8 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 861 | 2018-10-01 15:30:45 |\n", + "| 2584 | 0 | 26943.5 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 862 | 2018-10-01 15:30:46 |\n", + "| 2585 | 0 | 26943.5 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 862 | 2018-10-01 15:30:46 |\n", + "| 2586 | 0 | 26943.5 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 862 | 2018-10-01 15:30:46 |\n", + "| 2587 | 0 | 26942.7 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 863 | 2018-10-01 15:30:47 |\n", + "| 2588 | 0 | 26942.7 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 863 | 2018-10-01 15:30:47 |\n", + "| 2589 | 0 | 26942.7 | 102.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 863 | 2018-10-01 15:30:47 |\n", + "| 2590 | 5.25e+06 | 26909.9 | 102.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 864 | 2018-10-01 15:30:48 |\n", + "| 2591 | 5.25e+06 | 26909.9 | 102.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 864 | 2018-10-01 15:30:48 |\n", + "| 2592 | 5.25e+06 | 26909.9 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 864 | 2018-10-01 15:30:48 |\n", + "| 2593 | 0 | 26920.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 865 | 2018-10-01 15:30:49 |\n", + "| 2594 | 0 | 26920.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 865 | 2018-10-01 15:30:49 |\n", + "| 2595 | 0 | 26920.1 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 865 | 2018-10-01 15:30:49 |\n", + "| 2596 | 0 | 26901.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 866 | 2018-10-01 15:30:50 |\n", + "| 2597 | 0 | 26901.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 866 | 2018-10-01 15:30:50 |\n", + "| 2598 | 0 | 26901.1 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 866 | 2018-10-01 15:30:50 |\n", + "| 2599 | 0 | 26836.4 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 867 | 2018-10-01 15:30:51 |\n", + "| 2600 | 0 | 26836.4 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 867 | 2018-10-01 15:30:51 |\n", + "| 2601 | 0 | 26836.4 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 867 | 2018-10-01 15:30:51 |\n", + "| 2602 | 5.25e+06 | 26822.1 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 868 | 2018-10-01 15:30:52 |\n", + "| 2603 | 5.25e+06 | 26822.1 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 868 | 2018-10-01 15:30:52 |\n", + "| 2604 | 5.25e+06 | 26822.1 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 868 | 2018-10-01 15:30:52 |\n", + "| 2605 | 0 | 26798.3 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 869 | 2018-10-01 15:30:53 |\n", + "| 2606 | 0 | 26798.3 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 869 | 2018-10-01 15:30:53 |\n", + "| 2607 | 0 | 26798.3 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 869 | 2018-10-01 15:30:53 |\n", + "| 2608 | 0 | 26733.6 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 870 | 2018-10-01 15:30:54 |\n", + "| 2609 | 0 | 26733.6 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 870 | 2018-10-01 15:30:54 |\n", + "| 2610 | 0 | 26733.6 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 870 | 2018-10-01 15:30:54 |\n", + "| 2611 | 0 | 26792.9 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 871 | 2018-10-01 15:30:55 |\n", + "| 2612 | 0 | 26792.9 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 871 | 2018-10-01 15:30:55 |\n", + "| 2613 | 0 | 26792.9 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 871 | 2018-10-01 15:30:55 |\n", + "| 2614 | 5.25e+06 | 26789.8 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 872 | 2018-10-01 15:30:56 |\n", + "| 2615 | 5.25e+06 | 26789.8 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 872 | 2018-10-01 15:30:56 |\n", + "| 2616 | 5.25e+06 | 26789.8 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 872 | 2018-10-01 15:30:56 |\n", + "| 2617 | 0 | 26776.1 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 873 | 2018-10-01 15:30:57 |\n", + "| 2618 | 0 | 26776.1 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 873 | 2018-10-01 15:30:57 |\n", + "| 2619 | 0 | 26776.1 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 873 | 2018-10-01 15:30:57 |\n", + "| 2620 | 0 | 26807.4 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 874 | 2018-10-01 15:30:58 |\n", + "| 2621 | 0 | 26807.4 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 874 | 2018-10-01 15:30:58 |\n", + "| 2622 | 0 | 26807.4 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 874 | 2018-10-01 15:30:58 |\n", + "| 2623 | 0 | 26804 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 875 | 2018-10-01 15:30:59 |\n", + "| 2624 | 0 | 26804 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 875 | 2018-10-01 15:30:59 |\n", + "| 2625 | 0 | 26804 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 875 | 2018-10-01 15:30:59 |\n", + "| 2626 | 0 | 26835.9 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 876 | 2018-10-01 15:31:00 |\n", + "| 2627 | 0 | 26835.9 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 876 | 2018-10-01 15:31:00 |\n", + "| 2628 | 0 | 26835.9 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 876 | 2018-10-01 15:31:00 |\n", + "| 2629 | 0 | 26774.2 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 877 | 2018-10-01 15:31:01 |\n", + "| 2630 | 0 | 26774.2 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 877 | 2018-10-01 15:31:01 |\n", + "| 2631 | 0 | 26774.2 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 877 | 2018-10-01 15:31:01 |\n", + "| 2632 | 0 | 26731.1 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 878 | 2018-10-01 15:31:02 |\n", + "| 2633 | 0 | 26731.1 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 878 | 2018-10-01 15:31:02 |\n", + "| 2634 | 0 | 26731.1 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 878 | 2018-10-01 15:31:02 |\n", + "| 2635 | 5.25e+06 | 26753.8 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 879 | 2018-10-01 15:31:03 |\n", + "| 2636 | 5.25e+06 | 26753.8 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 879 | 2018-10-01 15:31:03 |\n", + "| 2637 | 5.25e+06 | 26753.8 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 879 | 2018-10-01 15:31:03 |\n", + "| 2638 | 0 | 26815.9 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 880 | 2018-10-01 15:31:04 |\n", + "| 2639 | 0 | 26815.9 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 880 | 2018-10-01 15:31:04 |\n", + "| 2640 | 0 | 26815.9 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 880 | 2018-10-01 15:31:04 |\n", + "| 2641 | 0 | 26817.2 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 881 | 2018-10-01 15:31:05 |\n", + "| 2642 | 0 | 26817.2 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 881 | 2018-10-01 15:31:05 |\n", + "| 2643 | 0 | 26817.2 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 881 | 2018-10-01 15:31:05 |\n", + "| 2644 | 0 | 26826.2 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 882 | 2018-10-01 15:31:06 |\n", + "| 2645 | 0 | 26826.2 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 882 | 2018-10-01 15:31:06 |\n", + "| 2646 | 0 | 26826.2 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 882 | 2018-10-01 15:31:06 |\n", + "| 2647 | 0 | 26791.9 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 883 | 2018-10-01 15:31:07 |\n", + "| 2648 | 0 | 26791.9 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 883 | 2018-10-01 15:31:07 |\n", + "| 2649 | 0 | 26791.9 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 883 | 2018-10-01 15:31:07 |\n", + "| 2650 | 0 | 26790.6 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 884 | 2018-10-01 15:31:08 |\n", + "| 2651 | 0 | 26790.6 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 884 | 2018-10-01 15:31:08 |\n", + "| 2652 | 0 | 26790.6 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 884 | 2018-10-01 15:31:08 |\n", + "| 2653 | 0 | 26761.1 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 885 | 2018-10-01 15:31:09 |\n", + "| 2654 | 0 | 26761.1 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 885 | 2018-10-01 15:31:09 |\n", + "| 2655 | 0 | 26761.1 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 885 | 2018-10-01 15:31:09 |\n", + "| 2656 | 0 | 26754.4 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 886 | 2018-10-01 15:31:10 |\n", + "| 2657 | 0 | 26754.4 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 886 | 2018-10-01 15:31:10 |\n", + "| 2658 | 0 | 26754.4 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 886 | 2018-10-01 15:31:10 |\n", + "| 2659 | 0 | 26784.5 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 887 | 2018-10-01 15:31:11 |\n", + "| 2660 | 0 | 26784.5 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 887 | 2018-10-01 15:31:11 |\n", + "| 2661 | 0 | 26784.5 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 887 | 2018-10-01 15:31:11 |\n", + "| 2662 | 0 | 26701.2 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 888 | 2018-10-01 15:31:12 |\n", + "| 2663 | 0 | 26701.2 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 888 | 2018-10-01 15:31:12 |\n", + "| 2664 | 0 | 26701.2 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 888 | 2018-10-01 15:31:12 |\n", + "| 2665 | 5.25e+06 | 26710.1 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 889 | 2018-10-01 15:31:13 |\n", + "| 2666 | 5.25e+06 | 26710.1 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 889 | 2018-10-01 15:31:13 |\n", + "| 2667 | 5.25e+06 | 26710.1 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 889 | 2018-10-01 15:31:13 |\n", + "| 2668 | 0 | 26676.6 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 890 | 2018-10-01 15:31:14 |\n", + "| 2669 | 0 | 26676.6 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 890 | 2018-10-01 15:31:14 |\n", + "| 2670 | 0 | 26676.6 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 890 | 2018-10-01 15:31:14 |\n", + "| 2671 | 0 | 26649.7 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 891 | 2018-10-01 15:31:15 |\n", + "| 2672 | 0 | 26649.7 | 104 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 891 | 2018-10-01 15:31:15 |\n", + "| 2673 | 0 | 26649.7 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 891 | 2018-10-01 15:31:15 |\n", + "| 2674 | 0 | 26697.1 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 892 | 2018-10-01 15:31:16 |\n", + "| 2675 | 0 | 26697.1 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 892 | 2018-10-01 15:31:16 |\n", + "| 2676 | 0 | 26697.1 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 892 | 2018-10-01 15:31:16 |\n", + "| 2677 | 0 | 26709.4 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 893 | 2018-10-01 15:31:17 |\n", + "| 2678 | 0 | 26709.4 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 893 | 2018-10-01 15:31:17 |\n", + "| 2679 | 0 | 26709.4 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 893 | 2018-10-01 15:31:17 |\n", + "| 2680 | 0 | 26748.3 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 894 | 2018-10-01 15:31:18 |\n", + "| 2681 | 0 | 26748.3 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 894 | 2018-10-01 15:31:18 |\n", + "| 2682 | 0 | 26748.3 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 894 | 2018-10-01 15:31:18 |\n", + "| 2683 | 0 | 26674.8 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 895 | 2018-10-01 15:31:19 |\n", + "| 2684 | 0 | 26674.8 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 895 | 2018-10-01 15:31:19 |\n", + "| 2685 | 0 | 26674.8 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 895 | 2018-10-01 15:31:19 |\n", + "| 2686 | 0 | 26657.7 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 896 | 2018-10-01 15:31:20 |\n", + "| 2687 | 0 | 26657.7 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 896 | 2018-10-01 15:31:20 |\n", + "| 2688 | 0 | 26657.7 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 896 | 2018-10-01 15:31:20 |\n", + "| 2689 | 0 | 26638.8 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 897 | 2018-10-01 15:31:21 |\n", + "| 2690 | 0 | 26638.8 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 897 | 2018-10-01 15:31:21 |\n", + "| 2691 | 0 | 26638.8 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 897 | 2018-10-01 15:31:21 |\n", + "| 2692 | 0 | 26614.2 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 898 | 2018-10-01 15:31:22 |\n", + "| 2693 | 0 | 26614.2 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 898 | 2018-10-01 15:31:22 |\n", + "| 2694 | 0 | 26614.2 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 898 | 2018-10-01 15:31:22 |\n", + "| 2695 | 0 | 26632.6 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 899 | 2018-10-01 15:31:23 |\n", + "| 2696 | 0 | 26632.6 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 899 | 2018-10-01 15:31:23 |\n", + "| 2697 | 0 | 26632.6 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 899 | 2018-10-01 15:31:23 |\n", + "| 2698 | 0 | 26669.9 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 900 | 2018-10-01 15:31:24 |\n", + "| 2699 | 0 | 26669.9 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 900 | 2018-10-01 15:31:24 |\n", + "| 2700 | 0 | 26669.9 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 900 | 2018-10-01 15:31:24 |\n", + "| 2701 | 0 | 26623.8 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 901 | 2018-10-01 15:31:25 |\n", + "| 2702 | 0 | 26623.8 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 901 | 2018-10-01 15:31:25 |\n", + "| 2703 | 0 | 26623.8 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 901 | 2018-10-01 15:31:25 |\n", + "| 2704 | 0 | 26583.7 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 902 | 2018-10-01 15:31:26 |\n", + "| 2705 | 0 | 26583.7 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 902 | 2018-10-01 15:31:26 |\n", + "| 2706 | 0 | 26583.7 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 902 | 2018-10-01 15:31:26 |\n", + "| 2707 | 0 | 26531.5 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 903 | 2018-10-01 15:31:27 |\n", + "| 2708 | 0 | 26531.5 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 903 | 2018-10-01 15:31:27 |\n", + "| 2709 | 0 | 26531.5 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 903 | 2018-10-01 15:31:27 |\n", + "| 2710 | 0 | 26579.3 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 904 | 2018-10-01 15:31:28 |\n", + "| 2711 | 0 | 26579.3 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 904 | 2018-10-01 15:31:28 |\n", + "| 2712 | 0 | 26579.3 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 904 | 2018-10-01 15:31:28 |\n", + "| 2713 | 5.25e+06 | 26557.9 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 905 | 2018-10-01 15:31:29 |\n", + "| 2714 | 5.25e+06 | 26557.9 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 905 | 2018-10-01 15:31:29 |\n", + "| 2715 | 5.25e+06 | 26557.9 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 905 | 2018-10-01 15:31:29 |\n", + "| 2716 | 0 | 26553.7 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 906 | 2018-10-01 15:31:30 |\n", + "| 2717 | 0 | 26553.7 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 906 | 2018-10-01 15:31:30 |\n", + "| 2718 | 0 | 26553.7 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 906 | 2018-10-01 15:31:30 |\n", + "| 2719 | 0 | 26539.8 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 907 | 2018-10-01 15:31:31 |\n", + "| 2720 | 0 | 26539.8 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 907 | 2018-10-01 15:31:31 |\n", + "| 2721 | 0 | 26539.8 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 907 | 2018-10-01 15:31:31 |\n", + "| 2722 | 0 | 26499.7 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 908 | 2018-10-01 15:31:32 |\n", + "| 2723 | 0 | 26499.7 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 908 | 2018-10-01 15:31:32 |\n", + "| 2724 | 0 | 26499.7 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 908 | 2018-10-01 15:31:32 |\n", + "| 2725 | 0 | 26515.2 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 909 | 2018-10-01 15:31:33 |\n", + "| 2726 | 0 | 26515.2 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 909 | 2018-10-01 15:31:33 |\n", + "| 2727 | 0 | 26515.2 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 909 | 2018-10-01 15:31:33 |\n", + "| 2728 | 0 | 26531.2 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 910 | 2018-10-01 15:31:34 |\n", + "| 2729 | 0 | 26531.2 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 910 | 2018-10-01 15:31:34 |\n", + "| 2730 | 0 | 26531.2 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 910 | 2018-10-01 15:31:34 |\n", + "| 2731 | 0 | 26570.4 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 911 | 2018-10-01 15:31:35 |\n", + "| 2732 | 0 | 26570.4 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 911 | 2018-10-01 15:31:35 |\n", + "| 2733 | 0 | 26570.4 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 911 | 2018-10-01 15:31:35 |\n", + "| 2734 | 0 | 26561 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 912 | 2018-10-01 15:31:36 |\n", + "| 2735 | 0 | 26561 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 912 | 2018-10-01 15:31:36 |\n", + "| 2736 | 0 | 26561 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 912 | 2018-10-01 15:31:36 |\n", + "| 2737 | 5.25e+06 | 26548.6 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 913 | 2018-10-01 15:31:37 |\n", + "| 2738 | 5.25e+06 | 26548.6 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 913 | 2018-10-01 15:31:37 |\n", + "| 2739 | 5.25e+06 | 26548.6 | 104.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 913 | 2018-10-01 15:31:37 |\n", + "| 2740 | 0 | 26524.2 | 104.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 914 | 2018-10-01 15:31:38 |\n", + "| 2741 | 0 | 26524.2 | 104.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 914 | 2018-10-01 15:31:38 |\n", + "| 2742 | 0 | 26524.2 | 104.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 914 | 2018-10-01 15:31:38 |\n", + "| 2743 | 0 | 26586.2 | 104.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 915 | 2018-10-01 15:31:39 |\n", + "| 2744 | 0 | 26586.2 | 104.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 915 | 2018-10-01 15:31:39 |\n", + "| 2745 | 0 | 26586.2 | 104.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 915 | 2018-10-01 15:31:39 |\n", + "| 2746 | 0 | 26628.2 | 104.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 916 | 2018-10-01 15:31:40 |\n", + "| 2747 | 0 | 26628.2 | 104.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 916 | 2018-10-01 15:31:40 |\n", + "| 2748 | 0 | 26628.2 | 104.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 916 | 2018-10-01 15:31:40 |\n", + "| 2749 | 0 | 26626.5 | 104.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 917 | 2018-10-01 15:31:41 |\n", + "| 2750 | 0 | 26626.5 | 104.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 917 | 2018-10-01 15:31:41 |\n", + "| 2751 | 0 | 26626.5 | 104.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 917 | 2018-10-01 15:31:41 |\n", + "| 2752 | 0 | 26653.6 | 104.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 918 | 2018-10-01 15:31:42 |\n", + "| 2753 | 0 | 26653.6 | 104.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 918 | 2018-10-01 15:31:42 |\n", + "| 2754 | 0 | 26653.6 | 104.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 918 | 2018-10-01 15:31:42 |\n", + "| 2755 | 0 | 26629.2 | 104.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 919 | 2018-10-01 15:31:43 |\n", + "| 2756 | 0 | 26629.2 | 104.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 919 | 2018-10-01 15:31:43 |\n", + "| 2757 | 0 | 26629.2 | 104.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 919 | 2018-10-01 15:31:43 |\n", + "| 2758 | 0 | 26714.8 | 104.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 920 | 2018-10-01 15:31:44 |\n", + "| 2759 | 0 | 26714.8 | 104.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 920 | 2018-10-01 15:31:44 |\n", + "| 2760 | 0 | 26714.8 | 104 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 920 | 2018-10-01 15:31:44 |\n", + "| 2761 | 0 | 26690.1 | 104 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 921 | 2018-10-01 15:31:45 |\n", + "| 2762 | 0 | 26690.1 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 921 | 2018-10-01 15:31:45 |\n", + "| 2763 | 0 | 26690.1 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 921 | 2018-10-01 15:31:45 |\n", + "| 2764 | 0 | 26674.3 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 922 | 2018-10-01 15:31:46 |\n", + "| 2765 | 0 | 26674.3 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 922 | 2018-10-01 15:31:46 |\n", + "| 2766 | 0 | 26674.3 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 922 | 2018-10-01 15:31:46 |\n", + "| 2767 | 0 | 26658.9 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 923 | 2018-10-01 15:31:47 |\n", + "| 2768 | 0 | 26658.9 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 923 | 2018-10-01 15:31:47 |\n", + "| 2769 | 0 | 26658.9 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 923 | 2018-10-01 15:31:47 |\n", + "| 2770 | 0 | 26729.7 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 924 | 2018-10-01 15:31:48 |\n", + "| 2771 | 0 | 26729.7 | 104 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 924 | 2018-10-01 15:31:48 |\n", + "| 2772 | 0 | 26729.7 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 924 | 2018-10-01 15:31:48 |\n", + "| 2773 | 0 | 26735.9 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 925 | 2018-10-01 15:31:49 |\n", + "| 2774 | 0 | 26735.9 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 925 | 2018-10-01 15:31:49 |\n", + "| 2775 | 0 | 26735.9 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 925 | 2018-10-01 15:31:49 |\n", + "| 2776 | 0 | 26781.1 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 926 | 2018-10-01 15:31:50 |\n", + "| 2777 | 0 | 26781.1 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 926 | 2018-10-01 15:31:50 |\n", + "| 2778 | 0 | 26781.1 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 926 | 2018-10-01 15:31:50 |\n", + "| 2779 | 0 | 26776.5 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 927 | 2018-10-01 15:31:51 |\n", + "| 2780 | 0 | 26776.5 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 927 | 2018-10-01 15:31:51 |\n", + "| 2781 | 0 | 26776.5 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 927 | 2018-10-01 15:31:51 |\n", + "| 2782 | 0 | 26725.9 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 928 | 2018-10-01 15:31:52 |\n", + "| 2783 | 0 | 26725.9 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 928 | 2018-10-01 15:31:52 |\n", + "| 2784 | 0 | 26725.9 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 928 | 2018-10-01 15:31:52 |\n", + "| 2785 | 0 | 26758.3 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 929 | 2018-10-01 15:31:53 |\n", + "| 2786 | 0 | 26758.3 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 929 | 2018-10-01 15:31:53 |\n", + "| 2787 | 0 | 26758.3 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 929 | 2018-10-01 15:31:53 |\n", + "| 2788 | 5.25e+06 | 26732.2 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 930 | 2018-10-01 15:31:54 |\n", + "| 2789 | 5.25e+06 | 26732.2 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 930 | 2018-10-01 15:31:54 |\n", + "| 2790 | 5.25e+06 | 26732.2 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 930 | 2018-10-01 15:31:54 |\n", + "| 2791 | 0 | 26677.2 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 931 | 2018-10-01 15:31:55 |\n", + "| 2792 | 0 | 26677.2 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 931 | 2018-10-01 15:31:55 |\n", + "| 2793 | 0 | 26677.2 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 931 | 2018-10-01 15:31:55 |\n", + "| 2794 | 0 | 26659.9 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 932 | 2018-10-01 15:31:56 |\n", + "| 2795 | 0 | 26659.9 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 932 | 2018-10-01 15:31:56 |\n", + "| 2796 | 0 | 26659.9 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 932 | 2018-10-01 15:31:56 |\n", + "| 2797 | 0 | 26686.2 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 933 | 2018-10-01 15:31:57 |\n", + "| 2798 | 0 | 26686.2 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 933 | 2018-10-01 15:31:57 |\n", + "| 2799 | 0 | 26686.2 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 933 | 2018-10-01 15:31:57 |\n", + "| 2800 | 0 | 26759.7 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 934 | 2018-10-01 15:31:58 |\n", + "| 2801 | 0 | 26759.7 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 934 | 2018-10-01 15:31:58 |\n", + "| 2802 | 0 | 26759.7 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 934 | 2018-10-01 15:31:58 |\n", + "| 2803 | 0 | 26701.9 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 935 | 2018-10-01 15:31:59 |\n", + "| 2804 | 0 | 26701.9 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 935 | 2018-10-01 15:31:59 |\n", + "| 2805 | 0 | 26701.9 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 935 | 2018-10-01 15:31:59 |\n", + "| 2806 | 0 | 26610.3 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 936 | 2018-10-01 15:32:00 |\n", + "| 2807 | 0 | 26610.3 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 936 | 2018-10-01 15:32:00 |\n", + "| 2808 | 0 | 26610.3 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 936 | 2018-10-01 15:32:00 |\n", + "| 2809 | 0 | 26649 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 937 | 2018-10-01 15:32:01 |\n", + "| 2810 | 0 | 26649 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 937 | 2018-10-01 15:32:01 |\n", + "| 2811 | 0 | 26649 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 937 | 2018-10-01 15:32:01 |\n", + "| 2812 | 0 | 26661.5 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 938 | 2018-10-01 15:32:02 |\n", + "| 2813 | 0 | 26661.5 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 938 | 2018-10-01 15:32:02 |\n", + "| 2814 | 0 | 26661.5 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 938 | 2018-10-01 15:32:02 |\n", + "| 2815 | 0 | 26638 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 939 | 2018-10-01 15:32:03 |\n", + "| 2816 | 0 | 26638 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 939 | 2018-10-01 15:32:03 |\n", + "| 2817 | 0 | 26638 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 939 | 2018-10-01 15:32:03 |\n", + "| 2818 | 0 | 26655.5 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 940 | 2018-10-01 15:32:04 |\n", + "| 2819 | 0 | 26655.5 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 940 | 2018-10-01 15:32:04 |\n", + "| 2820 | 0 | 26655.5 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 940 | 2018-10-01 15:32:04 |\n", + "| 2821 | 0 | 26685.9 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 941 | 2018-10-01 15:32:05 |\n", + "| 2822 | 0 | 26685.9 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 941 | 2018-10-01 15:32:05 |\n", + "| 2823 | 0 | 26685.9 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 941 | 2018-10-01 15:32:05 |\n", + "| 2824 | 0 | 26765.5 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 942 | 2018-10-01 15:32:06 |\n", + "| 2825 | 0 | 26765.5 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 942 | 2018-10-01 15:32:06 |\n", + "| 2826 | 0 | 26765.5 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 942 | 2018-10-01 15:32:06 |\n", + "| 2827 | 0 | 26760.1 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 943 | 2018-10-01 15:32:07 |\n", + "| 2828 | 0 | 26760.1 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 943 | 2018-10-01 15:32:07 |\n", + "| 2829 | 0 | 26760.1 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 943 | 2018-10-01 15:32:07 |\n", + "| 2830 | 0 | 26813.4 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 944 | 2018-10-01 15:32:08 |\n", + "| 2831 | 0 | 26813.4 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 944 | 2018-10-01 15:32:08 |\n", + "| 2832 | 0 | 26813.4 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 944 | 2018-10-01 15:32:08 |\n", + "| 2833 | 0 | 26794.6 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 945 | 2018-10-01 15:32:09 |\n", + "| 2834 | 0 | 26794.6 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 945 | 2018-10-01 15:32:09 |\n", + "| 2835 | 0 | 26794.6 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 945 | 2018-10-01 15:32:09 |\n", + "| 2836 | 0 | 26773.4 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 946 | 2018-10-01 15:32:10 |\n", + "| 2837 | 0 | 26773.4 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 946 | 2018-10-01 15:32:10 |\n", + "| 2838 | 0 | 26773.4 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 946 | 2018-10-01 15:32:10 |\n", + "| 2839 | 0 | 26791 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 947 | 2018-10-01 15:32:11 |\n", + "| 2840 | 0 | 26791 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 947 | 2018-10-01 15:32:11 |\n", + "| 2841 | 0 | 26791 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 947 | 2018-10-01 15:32:11 |\n", + "| 2842 | 0 | 26744.6 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 948 | 2018-10-01 15:32:12 |\n", + "| 2843 | 0 | 26744.6 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 948 | 2018-10-01 15:32:12 |\n", + "| 2844 | 0 | 26744.6 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 948 | 2018-10-01 15:32:12 |\n", + "| 2845 | 0 | 26690.3 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 949 | 2018-10-01 15:32:13 |\n", + "| 2846 | 0 | 26690.3 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 949 | 2018-10-01 15:32:13 |\n", + "| 2847 | 0 | 26690.3 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 949 | 2018-10-01 15:32:13 |\n", + "| 2848 | 0 | 26730.5 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 950 | 2018-10-01 15:32:14 |\n", + "| 2849 | 0 | 26730.5 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 950 | 2018-10-01 15:32:14 |\n", + "| 2850 | 0 | 26730.5 | 103 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 950 | 2018-10-01 15:32:14 |\n", + "| 2851 | 0 | 26648.7 | 103 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 951 | 2018-10-01 15:32:15 |\n", + "| 2852 | 0 | 26648.7 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 951 | 2018-10-01 15:32:15 |\n", + "| 2853 | 0 | 26648.7 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 951 | 2018-10-01 15:32:15 |\n", + "| 2854 | 0 | 26653.4 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 952 | 2018-10-01 15:32:16 |\n", + "| 2855 | 0 | 26653.4 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 952 | 2018-10-01 15:32:16 |\n", + "| 2856 | 0 | 26653.4 | 103 | 0 | 0 | 2.1e+07 | 3 | 1 | 952 | 2018-10-01 15:32:16 |\n", + "| 2857 | 5.25e+06 | 26639.9 | 103 | 0 | 0 | 2.1e+07 | 1 | 1 | 953 | 2018-10-01 15:32:17 |\n", + "| 2858 | 5.25e+06 | 26639.9 | 103 | 0 | 0 | 2.1e+07 | 2 | 1 | 953 | 2018-10-01 15:32:17 |\n", + "| 2859 | 5.25e+06 | 26639.9 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 953 | 2018-10-01 15:32:17 |\n", + "| 2860 | 0 | 26624.3 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 954 | 2018-10-01 15:32:18 |\n", + "| 2861 | 0 | 26624.3 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 954 | 2018-10-01 15:32:18 |\n", + "| 2862 | 0 | 26624.3 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 954 | 2018-10-01 15:32:18 |\n", + "| 2863 | 0 | 26568.8 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 955 | 2018-10-01 15:32:19 |\n", + "| 2864 | 0 | 26568.8 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 955 | 2018-10-01 15:32:19 |\n", + "| 2865 | 0 | 26568.8 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 955 | 2018-10-01 15:32:19 |\n", + "| 2866 | 0 | 26484 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 956 | 2018-10-01 15:32:20 |\n", + "| 2867 | 0 | 26484 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 956 | 2018-10-01 15:32:20 |\n", + "| 2868 | 0 | 26484 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 956 | 2018-10-01 15:32:20 |\n", + "| 2869 | 5.25e+06 | 26456.4 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 957 | 2018-10-01 15:32:21 |\n", + "| 2870 | 5.25e+06 | 26456.4 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 957 | 2018-10-01 15:32:21 |\n", + "| 2871 | 5.25e+06 | 26456.4 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 957 | 2018-10-01 15:32:21 |\n", + "| 2872 | 0 | 26407.9 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 958 | 2018-10-01 15:32:22 |\n", + "| 2873 | 0 | 26407.9 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 958 | 2018-10-01 15:32:22 |\n", + "| 2874 | 0 | 26407.9 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 958 | 2018-10-01 15:32:22 |\n", + "| 2875 | 0 | 26390.2 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 959 | 2018-10-01 15:32:23 |\n", + "| 2876 | 0 | 26390.2 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 959 | 2018-10-01 15:32:23 |\n", + "| 2877 | 0 | 26390.2 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 959 | 2018-10-01 15:32:23 |\n", + "| 2878 | 0 | 26393.8 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 960 | 2018-10-01 15:32:24 |\n", + "| 2879 | 0 | 26393.8 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 960 | 2018-10-01 15:32:24 |\n", + "| 2880 | 0 | 26393.8 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 960 | 2018-10-01 15:32:24 |\n", + "| 2881 | 0 | 26362.9 | 103.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 961 | 2018-10-01 15:32:25 |\n", + "| 2882 | 0 | 26362.9 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 961 | 2018-10-01 15:32:25 |\n", + "| 2883 | 0 | 26362.9 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 961 | 2018-10-01 15:32:25 |\n", + "| 2884 | 0 | 26318.2 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 962 | 2018-10-01 15:32:26 |\n", + "| 2885 | 0 | 26318.2 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 962 | 2018-10-01 15:32:26 |\n", + "| 2886 | 0 | 26318.2 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 962 | 2018-10-01 15:32:26 |\n", + "| 2887 | 0 | 26330.3 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 963 | 2018-10-01 15:32:27 |\n", + "| 2888 | 0 | 26330.3 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 963 | 2018-10-01 15:32:27 |\n", + "| 2889 | 0 | 26330.3 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 963 | 2018-10-01 15:32:27 |\n", + "| 2890 | 0 | 26298.6 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 964 | 2018-10-01 15:32:28 |\n", + "| 2891 | 0 | 26298.6 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 964 | 2018-10-01 15:32:28 |\n", + "| 2892 | 0 | 26298.6 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 964 | 2018-10-01 15:32:28 |\n", + "| 2893 | 0 | 26258.6 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 965 | 2018-10-01 15:32:29 |\n", + "| 2894 | 0 | 26258.6 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 965 | 2018-10-01 15:32:29 |\n", + "| 2895 | 0 | 26258.6 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 965 | 2018-10-01 15:32:29 |\n", + "| 2896 | 0 | 26246.1 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 966 | 2018-10-01 15:32:30 |\n", + "| 2897 | 0 | 26246.1 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 966 | 2018-10-01 15:32:30 |\n", + "| 2898 | 0 | 26246.1 | 103.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 966 | 2018-10-01 15:32:30 |\n", + "| 2899 | 5.25e+06 | 26258 | 103.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 967 | 2018-10-01 15:32:31 |\n", + "| 2900 | 5.25e+06 | 26258 | 103.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 967 | 2018-10-01 15:32:31 |\n", + "| 2901 | 5.25e+06 | 26258 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 967 | 2018-10-01 15:32:31 |\n", + "| 2902 | 0 | 26345.9 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 968 | 2018-10-01 15:32:32 |\n", + "| 2903 | 0 | 26345.9 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 968 | 2018-10-01 15:32:32 |\n", + "| 2904 | 0 | 26345.9 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 968 | 2018-10-01 15:32:32 |\n", + "| 2905 | 0 | 26413.1 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 969 | 2018-10-01 15:32:33 |\n", + "| 2906 | 0 | 26413.1 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 969 | 2018-10-01 15:32:33 |\n", + "| 2907 | 0 | 26413.1 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 969 | 2018-10-01 15:32:33 |\n", + "| 2908 | 0 | 26360.5 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 970 | 2018-10-01 15:32:34 |\n", + "| 2909 | 0 | 26360.5 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 970 | 2018-10-01 15:32:34 |\n", + "| 2910 | 0 | 26360.5 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 970 | 2018-10-01 15:32:34 |\n", + "| 2911 | 0 | 26305.3 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 971 | 2018-10-01 15:32:35 |\n", + "| 2912 | 0 | 26305.3 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 971 | 2018-10-01 15:32:35 |\n", + "| 2913 | 0 | 26305.3 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 971 | 2018-10-01 15:32:35 |\n", + "| 2914 | 0 | 26308 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 972 | 2018-10-01 15:32:36 |\n", + "| 2915 | 0 | 26308 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 972 | 2018-10-01 15:32:36 |\n", + "| 2916 | 0 | 26308 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 972 | 2018-10-01 15:32:36 |\n", + "| 2917 | 0 | 26331.2 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 973 | 2018-10-01 15:32:37 |\n", + "| 2918 | 0 | 26331.2 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 973 | 2018-10-01 15:32:37 |\n", + "| 2919 | 0 | 26331.2 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 973 | 2018-10-01 15:32:37 |\n", + "| 2920 | 0 | 26325.7 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 974 | 2018-10-01 15:32:38 |\n", + "| 2921 | 0 | 26325.7 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 974 | 2018-10-01 15:32:38 |\n", + "| 2922 | 0 | 26325.7 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 974 | 2018-10-01 15:32:38 |\n", + "| 2923 | 0 | 26416.2 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 975 | 2018-10-01 15:32:39 |\n", + "| 2924 | 0 | 26416.2 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 975 | 2018-10-01 15:32:39 |\n", + "| 2925 | 0 | 26416.2 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 975 | 2018-10-01 15:32:39 |\n", + "| 2926 | 5.25e+06 | 26465.3 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 976 | 2018-10-01 15:32:40 |\n", + "| 2927 | 5.25e+06 | 26465.3 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 976 | 2018-10-01 15:32:40 |\n", + "| 2928 | 5.25e+06 | 26465.3 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 976 | 2018-10-01 15:32:40 |\n", + "| 2929 | 0 | 26533.6 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 977 | 2018-10-01 15:32:41 |\n", + "| 2930 | 0 | 26533.6 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 977 | 2018-10-01 15:32:41 |\n", + "| 2931 | 0 | 26533.6 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 977 | 2018-10-01 15:32:41 |\n", + "| 2932 | 0 | 26516.2 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 978 | 2018-10-01 15:32:42 |\n", + "| 2933 | 0 | 26516.2 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 978 | 2018-10-01 15:32:42 |\n", + "| 2934 | 0 | 26516.2 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 978 | 2018-10-01 15:32:42 |\n", + "| 2935 | 0 | 26478.8 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 979 | 2018-10-01 15:32:43 |\n", + "| 2936 | 0 | 26478.8 | 103.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 979 | 2018-10-01 15:32:43 |\n", + "| 2937 | 0 | 26478.8 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 979 | 2018-10-01 15:32:43 |\n", + "| 2938 | 0 | 26434.2 | 103.5 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 980 | 2018-10-01 15:32:44 |\n", + "| 2939 | 0 | 26434.2 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 980 | 2018-10-01 15:32:44 |\n", + "| 2940 | 0 | 26434.2 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 980 | 2018-10-01 15:32:44 |\n", + "| 2941 | 0 | 26429.5 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 981 | 2018-10-01 15:32:45 |\n", + "| 2942 | 0 | 26429.5 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 981 | 2018-10-01 15:32:45 |\n", + "| 2943 | 0 | 26429.5 | 103.5 | 0 | 0 | 2.1e+07 | 3 | 1 | 981 | 2018-10-01 15:32:45 |\n", + "| 2944 | 5.25e+06 | 26377.1 | 103.5 | 0 | 0 | 2.1e+07 | 1 | 1 | 982 | 2018-10-01 15:32:46 |\n", + "| 2945 | 5.25e+06 | 26377.1 | 103.5 | 0 | 0 | 2.1e+07 | 2 | 1 | 982 | 2018-10-01 15:32:46 |\n", + "| 2946 | 5.25e+06 | 26377.1 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 982 | 2018-10-01 15:32:46 |\n", + "| 2947 | 0 | 26350.7 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 983 | 2018-10-01 15:32:47 |\n", + "| 2948 | 0 | 26350.7 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 983 | 2018-10-01 15:32:47 |\n", + "| 2949 | 0 | 26350.7 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 983 | 2018-10-01 15:32:47 |\n", + "| 2950 | 0 | 26332.7 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 984 | 2018-10-01 15:32:48 |\n", + "| 2951 | 0 | 26332.7 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 984 | 2018-10-01 15:32:48 |\n", + "| 2952 | 0 | 26332.7 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 984 | 2018-10-01 15:32:48 |\n", + "| 2953 | 0 | 26372.1 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 985 | 2018-10-01 15:32:49 |\n", + "| 2954 | 0 | 26372.1 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 985 | 2018-10-01 15:32:49 |\n", + "| 2955 | 0 | 26372.1 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 985 | 2018-10-01 15:32:49 |\n", + "| 2956 | 0 | 26352.4 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 986 | 2018-10-01 15:32:50 |\n", + "| 2957 | 0 | 26352.4 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 986 | 2018-10-01 15:32:50 |\n", + "| 2958 | 0 | 26352.4 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 986 | 2018-10-01 15:32:50 |\n", + "| 2959 | 0 | 26293.7 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 987 | 2018-10-01 15:32:51 |\n", + "| 2960 | 0 | 26293.7 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 987 | 2018-10-01 15:32:51 |\n", + "| 2961 | 0 | 26293.7 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 987 | 2018-10-01 15:32:51 |\n", + "| 2962 | 0 | 26275.1 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 988 | 2018-10-01 15:32:52 |\n", + "| 2963 | 0 | 26275.1 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 988 | 2018-10-01 15:32:52 |\n", + "| 2964 | 0 | 26275.1 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 988 | 2018-10-01 15:32:52 |\n", + "| 2965 | 0 | 26282.9 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 989 | 2018-10-01 15:32:53 |\n", + "| 2966 | 0 | 26282.9 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 989 | 2018-10-01 15:32:53 |\n", + "| 2967 | 0 | 26282.9 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 989 | 2018-10-01 15:32:53 |\n", + "| 2968 | 0 | 26306.3 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 990 | 2018-10-01 15:32:54 |\n", + "| 2969 | 0 | 26306.3 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 990 | 2018-10-01 15:32:54 |\n", + "| 2970 | 0 | 26306.3 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 990 | 2018-10-01 15:32:54 |\n", + "| 2971 | 0 | 26267.9 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 991 | 2018-10-01 15:32:55 |\n", + "| 2972 | 0 | 26267.9 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 991 | 2018-10-01 15:32:55 |\n", + "| 2973 | 0 | 26267.9 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 991 | 2018-10-01 15:32:55 |\n", + "| 2974 | 0 | 26294.9 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 992 | 2018-10-01 15:32:56 |\n", + "| 2975 | 0 | 26294.9 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 992 | 2018-10-01 15:32:56 |\n", + "| 2976 | 0 | 26294.9 | 103.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 992 | 2018-10-01 15:32:56 |\n", + "| 2977 | 5.25e+06 | 26352.7 | 103.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 993 | 2018-10-01 15:32:57 |\n", + "| 2978 | 5.25e+06 | 26352.7 | 103.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 993 | 2018-10-01 15:32:57 |\n", + "| 2979 | 5.25e+06 | 26352.7 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 993 | 2018-10-01 15:32:57 |\n", + "| 2980 | 0 | 26373.1 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 994 | 2018-10-01 15:32:58 |\n", + "| 2981 | 0 | 26373.1 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 994 | 2018-10-01 15:32:58 |\n", + "| 2982 | 0 | 26373.1 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 994 | 2018-10-01 15:32:58 |\n", + "| 2983 | 0 | 26383 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 995 | 2018-10-01 15:32:59 |\n", + "| 2984 | 0 | 26383 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 995 | 2018-10-01 15:32:59 |\n", + "| 2985 | 0 | 26383 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 995 | 2018-10-01 15:32:59 |\n", + "| 2986 | 0 | 26364.3 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 996 | 2018-10-01 15:33:00 |\n", + "| 2987 | 0 | 26364.3 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 996 | 2018-10-01 15:33:00 |\n", + "| 2988 | 0 | 26364.3 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 996 | 2018-10-01 15:33:00 |\n", + "| 2989 | 0 | 26338.9 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 997 | 2018-10-01 15:33:01 |\n", + "| 2990 | 0 | 26338.9 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 997 | 2018-10-01 15:33:01 |\n", + "| 2991 | 0 | 26338.9 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 997 | 2018-10-01 15:33:01 |\n", + "| 2992 | 0 | 26254.3 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 998 | 2018-10-01 15:33:02 |\n", + "| 2993 | 0 | 26254.3 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 998 | 2018-10-01 15:33:02 |\n", + "| 2994 | 0 | 26254.3 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 998 | 2018-10-01 15:33:02 |\n", + "| 2995 | 0 | 26279.6 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 999 | 2018-10-01 15:33:03 |\n", + "| 2996 | 0 | 26279.6 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 999 | 2018-10-01 15:33:03 |\n", + "| 2997 | 0 | 26279.6 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 999 | 2018-10-01 15:33:03 |\n", + "| 2998 | 0 | 26264.9 | 104 | 0 | 0 | 2.1e+07 | 1 | 1 | 1000 | 2018-10-01 15:33:04 |\n", + "| 2999 | 0 | 26264.9 | 104 | 0 | 0 | 2.1e+07 | 2 | 1 | 1000 | 2018-10-01 15:33:04 |\n", + "| 3000 | 0 | 26264.9 | 104 | 0 | 0 | 2.1e+07 | 3 | 1 | 1000 | 2018-10-01 15:33:04 |\n", + "+------+-----------+-----------------+---------+------------+---------+---------+-------------+-------+-------------+---------------------+\n", + "\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from tabulate import tabulate\n", + "\n", + "from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "from sandboxUX import config3 #, 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", + "result = 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": 18, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.DataFrame(run1_raw_result)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPriceSell_LogTransZmech_stepruntime_steptimestamp
002500010000210000000102018-10-01 15:16:24
1024937.0384746704082274959546310000210000001112018-10-01 15:16:25
2024937.0384746704082274959546310000210000002112018-10-01 15:16:25
3024937.0384746704082274959546310000210000003112018-10-01 15:16:25
45250000.00000000000000000000224900.7292219372849970682182110000210000001122018-10-01 15:16:26
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price \\\n", + "0 0 25000 100 \n", + "1 0 24937.03847467040822749595463 100 \n", + "2 0 24937.03847467040822749595463 100 \n", + "3 0 24937.03847467040822749595463 100 \n", + "4 5250000.000000000000000000002 24900.72922193728499706821821 100 \n", + "\n", + " Sell_Log Trans Z mech_step run time_step timestamp \n", + "0 0 0 21000000 0 1 0 2018-10-01 15:16:24 \n", + "1 0 0 21000000 1 1 1 2018-10-01 15:16:25 \n", + "2 0 0 21000000 2 1 1 2018-10-01 15:16:25 \n", + "3 0 0 21000000 3 1 1 2018-10-01 15:16:25 \n", + "4 0 0 21000000 1 1 2 2018-10-01 15:16:26 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "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": 21, + "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": 22, + "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": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPriceSell_LogTransZmech_stepruntime_steptimestamp
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30.024937.038475100.00.00.021000000.03.0112018-10-01 15:16:25
45250000.024900.729222100.00.00.021000000.01.0122018-10-01 15:16:26
55250000.024900.729222100.05250000.00.021000000.02.0122018-10-01 15:16:26
65250000.024900.729222100.05250000.00.021000000.03.0122018-10-01 15:16:26
70.024864.694641100.05250000.00.021000000.01.0132018-10-01 15:16:27
80.024864.694641100.00.00.021000000.02.0132018-10-01 15:16:27
90.024864.694641100.00.00.021000000.03.0132018-10-01 15:16:27
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Sell_Log Trans Z mech_step \\\n", + "0 0.0 25000.000000 100.0 0.0 0.0 21000000.0 0.0 \n", + "1 0.0 24937.038475 100.0 0.0 0.0 21000000.0 1.0 \n", + "2 0.0 24937.038475 100.0 0.0 0.0 21000000.0 2.0 \n", + "3 0.0 24937.038475 100.0 0.0 0.0 21000000.0 3.0 \n", + "4 5250000.0 24900.729222 100.0 0.0 0.0 21000000.0 1.0 \n", + "5 5250000.0 24900.729222 100.0 5250000.0 0.0 21000000.0 2.0 \n", + "6 5250000.0 24900.729222 100.0 5250000.0 0.0 21000000.0 3.0 \n", + "7 0.0 24864.694641 100.0 5250000.0 0.0 21000000.0 1.0 \n", + "8 0.0 24864.694641 100.0 0.0 0.0 21000000.0 2.0 \n", + "9 0.0 24864.694641 100.0 0.0 0.0 21000000.0 3.0 \n", + "\n", + " run time_step timestamp \n", + "0 1 0 2018-10-01 15:16:24 \n", + "1 1 1 2018-10-01 15:16:25 \n", + "2 1 1 2018-10-01 15:16:25 \n", + "3 1 1 2018-10-01 15:16:25 \n", + "4 1 2 2018-10-01 15:16:26 \n", + "5 1 2 2018-10-01 15:16:26 \n", + "6 1 2 2018-10-01 15:16:26 \n", + "7 1 3 2018-10-01 15:16:27 \n", + "8 1 3 2018-10-01 15:16:27 \n", + "9 1 3 2018-10-01 15:16:27 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Check\n", + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPriceSell_LogTransZmech_stepruntime_steptimestamp
4955250000.024850.550602103.00.00.021000000.03.011652018-10-01 15:19:09
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5020.024983.480742103.00.00.021000000.01.011682018-10-01 15:19:12
5030.024983.480742103.00.00.021000000.02.011682018-10-01 15:19:12
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Buy_LogP_Ext_MarketsPriceSell_LogTransZmech_stepruntime_steptimestamp
29910.026338.890322104.00.00.021000000.03.019972018-10-01 15:33:01
29920.026254.309278104.00.00.021000000.01.019982018-10-01 15:33:02
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29970.026279.640385104.00.00.021000000.03.019992018-10-01 15:33:03
29980.026264.885849104.00.00.021000000.01.0110002018-10-01 15:33:04
29990.026264.885849104.00.00.021000000.02.0110002018-10-01 15:33:04
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Buy_LogP_Ext_MarketsPriceSell_LogTransZmech_stepruntime_step
Buy_Log1.000000-0.020968-0.045715-0.072000NaNNaN0.000301NaN-0.020286
P_Ext_Markets-0.0209681.0000000.0148220.005534NaNNaN0.001201NaN0.802604
Price-0.0457150.0148221.000000-0.002187NaNNaN0.004956NaN0.389963
Sell_Log-0.0720000.005534-0.0021871.000000NaNNaN0.000278NaN0.007633
TransNaNNaNNaNNaNNaNNaNNaNNaNNaN
ZNaNNaNNaNNaNNaNNaNNaNNaNNaN
mech_step0.0003010.0012010.0049560.000278NaNNaN1.000000NaN0.001413
runNaNNaNNaNNaNNaNNaNNaNNaNNaN
time_step-0.0202860.8026040.3899630.007633NaNNaN0.001413NaN1.000000
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Sell_Log Trans Z \\\n", + "Buy_Log 1.000000 -0.020968 -0.045715 -0.072000 NaN NaN \n", + "P_Ext_Markets -0.020968 1.000000 0.014822 0.005534 NaN NaN \n", + "Price -0.045715 0.014822 1.000000 -0.002187 NaN NaN \n", + "Sell_Log -0.072000 0.005534 -0.002187 1.000000 NaN NaN \n", + "Trans NaN NaN NaN NaN NaN NaN \n", + "Z NaN NaN NaN NaN NaN NaN \n", + "mech_step 0.000301 0.001201 0.004956 0.000278 NaN NaN \n", + "run NaN NaN NaN NaN NaN NaN \n", + "time_step -0.020286 0.802604 0.389963 0.007633 NaN NaN \n", + "\n", + " mech_step run time_step \n", + "Buy_Log 0.000301 NaN -0.020286 \n", + "P_Ext_Markets 0.001201 NaN 0.802604 \n", + "Price 0.004956 NaN 0.389963 \n", + "Sell_Log 0.000278 NaN 0.007633 \n", + "Trans NaN NaN NaN \n", + "Z NaN NaN NaN \n", + "mech_step 1.000000 NaN 0.001413 \n", + "run NaN NaN NaN \n", + "time_step 0.001413 NaN 1.000000 " + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.corr()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Buy_Log 1.705803e+06\n", + "P_Ext_Markets 6.800037e+02\n", + "Price 7.626219e-01\n", + "Sell_Log 1.602382e+06\n", + "Trans 0.000000e+00\n", + "Z 0.000000e+00\n", + "mech_step 8.171762e-01\n", + "run 0.000000e+00\n", + "time_step 2.887714e+02\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(np.std(df))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(df['time_step'],df['P_Ext_Markets']) #, 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'])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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'])" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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1+vi5M0a07bG2+VCFXjtwMng/zOXUJ87NVUpsRAirAjBS75yo1bO7S/TBVTmalhQ9pHVP1rfqkS2Favf55fX7B7XO/S8fGE6Zw/bDF21Fhrn0wZU5yk7u2L8thyu00T6ppjafJOlETYv+tPWoblqZM6a1jZVjVU16bOtRNXfu73hQ0dCme5/z9Gifn5Wg1NgIbbDLVVDR2G3Z91/YL6fDodK6lrEqE5MMgWOc2lpQJUmKjwwb0noLsxK0wS7XD/5pa52Vpoc2FeipHcWKDOv9Yler16+3j1YHA8ffd53QLzccVoTbKYfj3X4t7X4dq27Ss7tLJGnEgWNrYZUe2HhYMeEuXWClaltRlV7YW6p/7C7RNUuzlBgdPqLtj6Ufv3xA24qqFeF2yh+Q2rx+TU+J1g1nZYe6NAAj8NtNBXrq7WLFRLh127q8Ia370r4y/fzVQ4pwOxUZ5ur3w6O89FjFRrj1p/87qphwl2anD/2DpqE4Nd5jbx1Vq9evmHCXbr9wtiTpp/86qLcKqhTpdmlKbLhqmtr09af36ANnZcvpdAyw5fHnmZ3F+lXna15chFuz0mJDXVK/5k2N1788ZXrkjcJu7e2+gBKiwjQ3I05vHKlUhNup9PgInT87Va8dOKn1bxYF+6bEhCs7KWpsC8eER+AYp/yBjisMd12RP6T1Hvr4Ct3y+206Xt0c3M70lGht/PK6Xvt/+Ddvqbn93U92To276+6LFRnmCrbP/Pqz8vkCPdYfrkDnOI/dslqLsxN188ocPbKlUHf/7R35R2+YMeEPSOfOmqI/fHqVimuade73XlFgnO0DgJ78nScj/zBOSqfOpa9/dZ3S4iL77bvOStPeey4ZeoHDdGo8nz+gWf/5XLdzrj8grZqRrD995mxJ0k9ePjjmV17G0ql93/ffl8o1DgLVbevyeg2/dz+zV8/sOiF/IKAVucl6/Nazg8s+uGpiXp3CmYXfcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGPcg+lkWdYqSd+3bXutZVl5kh6WFJC0V9Jttm37Lcv6jqSLOtv/zbbtrYZqBgAAADBODBg4LMv6iqSPSGrsbPqRpLts295gWdYDkq62LKtQ0urOf9MlPSNpsYmCJ5uDZfU6XtPco3338doRbbehtV2v2uUqrWsZsG9tc0ff+Ei39p2o67PfyYbW4O1X7XJFuJxaMSNZYa7uF9LavH5tLahSu9/f57b6279NhyoUF/nuU9chaUVuso6cbNSO400qdZZ365+XGqvs5Og+t2fSwbJ61Ta3KyrM1a3dU1qnV+1364wJd2tFbpIcDsegtx0IBLStqFoZ8ZFyOR2yy+rldDg0PTlaJ2qbtTI3WW7X6F/E3F9aJ68voAVZCaO+bYzckZMNqmlu17KcpFCXEnKHyut1rLpZEW7nqB8Px6ubVFLbcf4sqGgMHs/J0eFanJ3Y77q1ze06WFY/arWY1nX/apvalRQT1qPPhgPlmpMep2lJoTnXDlUgEND2omrVt3qDbbkpMZoxJUZSxz4XVjaqoKKxr02MO+1ev2qa2hUf1XP+ANMGc4XjsKTrJK3vvL9c0sbO289Luti27dssy7rEtu2AZVnTJZX1tTGPxzOSeoetpaUlZGOPxHWPFqjZG+hzeXnxUXnqS4a0TX9ro45VNesTv/s/SVJecnifj02gvVmHyhuDfU85eMCW2/num+PoMKe2F1UH75/q//UL0rQmN7bbui8erNf9W04Oqtby4iJ5Gjr2r76q4wX63/64o0e/982J03MHTr2Al3ZbNiMpXL+8atqgxhtt73+sQE3tAaVHBeTxeFTX4pPTIf1uc6F+t7mwW98fvy9TVmrkoLd9oKJVX3y2WHERTmUnhGlfeWu35XdfmK7V2TGjsRtBPn9AV6wvkCQ9cXOuYsLH/luZ4/VYHiuXPXJEkvTQddmaGjd+31iMxjzf8MdCNbR1fLDxX+vSdXbO6B0PX/j7cR2qapMkPbWjWE/tKA4ue/SGHCVH9/3y+os3K/QPu04uh3T0yGFVhuA4Ggx/IKAot0NP7yjW01327+zs6ODcNNV2fDj0yYe3aXZKhH56RdaQxgjV8XykqlW3/b24W1tqjEu/v366JOljTxxVeWNHGIlyO7R/v0fOIXwgdKZpbahVY5tP+0vrtWpa9Jg/5py3MWDgsG37Scuycrs0OWzbPvUOuF5SQmc/b+fXqv5N0hf62l5+fv7wqx0Bj8cTsrFHosV3RDcsn6YPrsrpsSwuMkx5abG9rNW/n82aLbv03U/XcpKjlRIb0WvfX8+crYNl9dpeVK1vP9txsrh1zUwtnN/9sXzpjlyV1rbI5XTIH5DK6lp06/rtSkrNUH5+dre+W6sLJZ3UI59cqfjIvp+Cp++fZQW0dmmd2n3dr4zc/OCbCoTHSKrXTQsTdeP584LL7n/5oIoqG0M2962+Al2/fJq+ddV8xUZ07OurOTNU1dgW7LP3RJ2++de9SsvKVv6sKYPedu2RSknFqm/1S64IrcyN0baiKvk7j86U9Ezl52eO5u6o1euT1BE4ZszK6/N5Y9J4PZbHTkfgyMzJ1dyM+BDXMnyjMc9tvkKtnpmsN49UKSV9qvLzh/ZmuD/+58p0Xl68vnrpXHk7r9a+ap/UT/91UNNyZ2p6St/hJmLPLqXGterJz56jnJQz+4rAv+6cobLTroTnpcUqLrIjzM6e49flq+r0vef3q7y+dchzFqrjuamoSlKx7r5ynpZkJ+rB149oy+HKYC3tgWO6bEGGPrNmptLjI5WZGDXmNY6me2b7dNOaegUCAc1Ki1V85Nh+GBGqed6+ffuYj4neDeo3HKfp+m4vTlLNqTu2bX/DsqzvSXrTsqzXbds+PNICIU1NiNTSUfx6RHS4e9Dbi43o6Fvd9O4b5N5OvFMTojQ14d3249VNA257YVaCkmPCB1WHJDmdjl6/xuN2vvvpYEZc931Ljg5TUeWghzAiIz4yGDYkaXpKTLc3I63evr9aNhTxUWEdX8kK9H1FDJhsEqMGf44Z8rajw7Rw2rvnpKF8/Sbc5Tzjw4bUcb7v78222+XUommJSooOV3l9a5/9zlSzUmO1NCdJqb18eJIaFzGqr72hFOF2ackAX/UDTBrOddwdlmWt7bx9maTXLcu60LKsX3S2tUhqV/dgAgAAAGASGs4VjjskPWhZVrgkj6QnOttvsCxrsySXpF/Ytl0wSjUCAAAAGKcGFThs2y5Ux1+gkm3bByRd0Eu3z41eWQAAAAAmgjPzT2MAAAAAmBAIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYd6gLmIz8/oDa/f5el7kcDrldTgUCAbX5/AoExri4URY4bQe8Pr/afb3v+0j4/H0/UF5fIPh49sbpcMjlcPQ5J6f3DXP1n9Nbvb7g7dP3vz/tvoBavb7gGO0+v/z9rN/1ceytn9fnV6vXp3CXUw6HY9B19Kfr49zm86vN61e4m88tQuXU8zrM6ZTT6ZC3y3NivJ87hqq3Yzygdx+EU8dXbyLcriGN5fMH+n1827z+HmOdGqPN2/9xPZ75Ax2P8VAfz1OP1VDX60u7z9/tPN3bc6PN23MOAoF3a5mYMwSEDoEjBK742SbtK6nrdVlkmFPPf3GNvv/8fr3wTqkkyeUM/Ru6rjW4nAO/eXV39v/qk3t044ocSVJBRaMu/fFravV2nPhdo/Qm2OV06MV9Zb3W5nA4VFzTrBlff67f9fsLLF2FuRz602fO1vLpSb0u//HLB/Tjlw/22H5/3J3LP/bQVklSuMupr142V999zjPouvaX1is3Jabbvnzp8V360uO7dO3SLN1/45JBbac/hRWNuvQnrwXvn33vK5Kk/7l+kT5wVvaIt4+hu/2xHXp2T4mW5STqtx9boTX3vRpcdvff3tHjt54dwurG1qce2aZX9pf3aI8I6zgX3fmXXbrzL7t6Xff2dXm68xJrUOO0ef06/39eUVldqxZPS+i27NSx/t77X+ux3pcvsTQrNVafe3S7AgFpekr0oMYbL1xOh46cbJR11wu6bd0sffmSuYNa7+G3q/TnR16QpCGt15ffbirQ//vHPt173ULdvLLjteeev+/Tw1sKe+1/6vzrcjpV29wu664XgssG81oHYHAIHCFQVNmos6Ynad3ctG7tRyub9Odtx1RW16LCykblpcXq+uXTdM2SrBBV+q5VM5J195Xz1O7z6/KFUwfsnx4foezkKB2rag62lda2qNXr100rsrVqZrISosNGpbYf3rBYdlm9ItxOLY5v6rbs0+fP0NM7iiVJeWmxunZp98eyrqVdv954RJK0aFqCLpmf0ec4lQ1temhzgU7UNPcZOIoqm5QQFabPrJkpqeMFa6D5WzQtUfdcNV8NrV6V1rZo/ZtF2lZYJZ8/oFvXzFR8VN+PU3ldi5JjIuR2OXTh3DRdszRLh082qLimWVmJUfrLtmMqrGzsd/zBKqtrUUt7x/xPS4pSfFSYfvCiraOVTQOvDCNOzW1RZZOqmtpU3+LVRfnpetlTptb23j/Nn6gKKxs1NyNOVy7ODLY5HQ5dvSRTq2emqKqxrdf1frupYEjHSIvXp7K6Vq2zUnXburxuyy6cm6a7Ls8PfqhyygMbDquoslHhLqcCAemL75mtFbnJQ9i7M9/tF+bJyojrfDwHf044UdeulJhwBaQhrdeXoi7HRNe29PgIffTs3G59Y8JdWp7bcS7/xLm5mhIXHrxy5XBIVy7KFIDRQeAIkSXZiT1erLYcrtCftx0L3p85JUafvWDWWJfWq8gwlz5x7oxB93c4Ot5o/+LVQz2WXb0kS2fPShm12i6al66L5qVLkjweT7dls1Jjg7dnTInp8ZgX1zQHA8f8zPgey7s6VF6vhzYXDFhPQlRYv9s5XbjbqY+dkytJ2n28RuvfLAou+/Dq6cpOHvwnoflT47vdf/NIpRpavYNefzA+tCpH5+RNkST96KUDo7ptjNyVi6eq3edXTXN7qEsZc3lpsb0ee6c+6e7Nk28fH9ZY5+ZN0ez0uG5tcZFh+vT5M3v0/UOXY1qSblkzU7ERE+vld056nOakx+mpYTyeSTHhQ/r66XCkx0f2e17OTo7W59cO/rwNYGhC/10dAAAAABMWgQMAAACAMQQOAAAAAMYQOAAAAAAYQ+AAAAAAYAyBAwAAAIAxBA4AAAAAxhA4AAAAABhD4AAAAABgDIEDAAAAgDEEDgAAAADGEDgAAAAAGEPgAAAAAGAMgQMAAACAMQQOAAAAAMYQOAAAAAAYQ+AAAAAAYAyBAwAAAIAxBA4AAAAAxhA4AAAAABjjDnUBk0lzm0+3Pfa2mtp9/fb75l/36lh1k3KSo8eoMnP8Aem6X26WJNW3eENczei4/6UDunJxpiSptLZFd/5ll5raOvatsLJJsREjP6zeOFI54m2cYpfW6/2/2qJb18zUxfMzhrWNncdq9K2/7+t12RPbj2t7UbW+9/6Fmp4SM5JSx8wftx7VX7Yd0+y0OH3/+kWhLmdAZXUtuuPxd59npxw52ShJqmlu1xce29Ft2cGy+uCx53Y59V9XzNOCrISxKdiAlnafbn/sbVU1tvW6vLi6WfOmxg95u4GA9I/dJbr7ylalxkUM2P+ZnSeGPIYk/ctTrs2HRu+4PpNtPlQRfO7dtCJHH1iRHVx2vLpJX3lit1o6XwcPljUrPSFagYD07O4S3X1li9LiInvdrtfn1xf+uEOxEW79z/WL5HA4ui3/39cO67k9pZKkp3ccV2FFoyoaWmWX1WvGlPFxbgImKgLHGDpW3aRX9pcrf2q8LpqX3mN5fka8Lp2focY2rzISInX1kqwQVDl61lpp2n28Vv5AQJIUE+HWrNRY5U/39cmKAAAdb0lEQVSNG7MaItxOfXh1jooqm3T1kswey9PjInTt0ixVNLTq0gVT+93WtKSOAHi8ujnY5imp06ZDFVqcnaj4SLfmZ8brnFlThl3vrNRYvW9hhupbvJoSG6GpCb2/8A7WtUs7nkNvHanSq3b5sAPHm0cq5Smp03vnpSu/y5u6T5yTqx3HavTGkUrtOl47bgLH83tL9fbRGr19tGZcBI7g82xaguKjwoLtZ+UmKTMhSidqO56TF+WnaVlOkvyBQPC4a/f59eaRKr1VUDWuA8eJmma97CmXlR6ntPiewWDljGRdsajnMT6QeVPjVVDRKLu0flCB443DFZKk82YP/jj/0KocvVVQJUlaMydVMeGuIdc5Xty0IkevHTwpSdpxtEYvvFPaLXDsLa7TlsOVWpqTqNgIt/KSI3T5smztPFajI53z0FfgqGps0/N7OwLF996/SK7ueUP/2F0in98vqeMDvhfeKZXDIZ2XN0UX9/KaC2DsEDhC4PZ1eVo9M6VHe1JMuB74yPIQVGTG8ulJeuSTK0Nag8Ph0LevWdjncrfLqftvXDKobUWGufTp82boj1uP9lh2z1XztSQ7cdh1nhIT4dYvPzR6z4Hrlk3TdcumaeV3Xh6V7f30pqWK6vJm6a4r5ulQeYMu+tHGUdk++nf3VfO1LCdpwH7ZydG6duk0SVJtc7sW3/Oi6dLGzOfXzRrVD2M+fm6unt1TMqR1ZqfFam7G4K+m3H7hbN0+1MLGqVvWzNQta2ZKkq782aY++33nmoWalxkvj8ej/PyZ2lZYpX/sHto89GZJdqJ+94mVuvHXb+itgiqFuZxa/6lVI94ugJHhNxwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAY9yhLmAyOFhWr2d2nlBlY2uoS8EoaPP5dd8/90uSCiubQlzN4O06Vqv7XzqgD63OUVpc5KDWaWrz6nebC7XpYMWAfZ/dfUILsxI0Y0rMSEs1wu8P6KHNBapualNBRUOw/dRcDkZiVLg+dd4MOZ2OPvscKq/XX3ecUECBbu1hLqc+enaukmPCh1T38eomPb2jeEjr9ObV/eVqaffpU+fNUGSYa8TbGyuHyhv01x3FqmpqMzrO49uOaVtRldxOh65bNk1/2XZcbT5fj377S+vlcvQ9/+ju8MmGbsfYkZON/fZ/eV+Zzpk1Rb/ddES1ze2SpAi3Sx87O1c7jtUE+/3gRVunH4YltS1KGeLxBWBsEDjGwO+2FOqxt47K7XQoNsKtnOToUJeEYZqdHiuHHPr1xiPBtqToME1NGNwb+FCZOzVemw9VaF9JnZJjwvWxc3IHtd7Wgird98+OF/aZqTEKd/e8KJoaG6EpsRH65ztlmpYUrW9eMW+Uqx8dhZWN+vazHjkdktPRcSy2+fzd5rI//kBA/oC01krV7PS4Pvs9sqVI698skrvLu6GAJJ8/oMyEKH1gRfaQ6n5ye7Ge2XlCicN8nkWHuzQ9JVpbDldo06EKLc1J1Dmzpgx5O6Gy/o1CPfJGx+MZE+4a9fPnqcf0b7tOBNvssgb9fdcJuZwO9RYtLls4dVRrmKjmZsTp6R3FPY6xlJhwpcVHdGvL6JyHZ/eU6qaVOfruc/vldEgOh0M+f0DTU6L11NvvBu8HX+v9uLUy4oNjby+qVv7U+NHcJQDDROAYA4FAQGlxEdr6jYtCXQpG6MYVObpxRU6oyxiy339ypWqa2rTkv1+SPxAYeIVOp7o+9flztSQ7sdc+CdFh2nbXRVr4rX8Oadtjzd9Z2o9vWqqrFmcOef3n9pTo84++HdxO3+MENCU2XNvuem+wraS2WWff+8qwHp9T6+z8r4uHvK7UcWVl45fXaWtBlT7w6zd0Bk9Rr/wBKTkmXG9/870Ddx6GaUnRev+yaXry7ePBNq/PL0l65Y4LND3lzLxiNx7cd8Ni3XfD4kH1nZYUreuXT9MbhyuDz/lffXi5rPQ4rf3BBvkDATkd0qJpCfrb7ecNuL17rl6ge65eMKL6AYwefsMBAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMcQ+mk2VZqyR937bttZZl5Ul6WFJA0l5Jt9m27bcs6z5J53Vu839t237QUM0AAAAAxokBA4dlWV+R9BFJjZ1NP5J0l23bGyzLekDS1ZZl1UjKs237bMuyIiS9Y1nWE7ZtVxur/AzV6vVpx9Ea+fyBYFtpbUsIKwK6O3KyUZsPVQyq776SukFv1+sL6J0Tg+8/Gqob2wZdY3FN86iMueNotSoaWiVJeWmx8gcCOnKyMbi8v+P9UHmDdh+v0cKsBJXWtai0tkVLshPlcDh67V/d2KZjVU2jUvcpnpI6nZWbpAi3Sz5/QG8frVab1y+HpCU5iYoOH9TnUEPW2OrVrmM1CkiamxGnlNiI4LLimmYVVjR2619U0qyqsAqV1I7OvA1FZUPbmI+JDi3tPu08VtOj/UBZg6qa2kNQEYDRMJhXlsOSrpO0vvP+ckkbO28/L+liSXdI2tnZFpDkktTrmcHj8Qy31hFpaWkZk7Gf8dTqga2VPdqz4sNCtu+TyVjN83jU0u6XyyGtf7NI698sGtK6ZceL5Gko6bdPc7tPWwuqtOH/dis9Nmwkpfar6xx/e0OZNhc1DrBGd9XlJfJ4aoc8blVZxxv/rz21J9g2NzVCXl9Ah6q6v0GdGufu9jysb/XJ6ZB+s6lAv9lUoAeumqZvvFSiymaf7n9fpuamRvY65qn9i3I7Rvy8Lq/qCEnfftajk+XlumZegjYXNerbG8qCfW5cmKiPL0se0Th9+e22Sj3xTsfjvmpatL71nozgss/89ZiO1fb2ktHxnMuIdRs9rtuauofWrYVVkqTioiNqKjcTwNCh6/Hc1linysY2fePpvZKkyrITKm7tOJf8asNhSdLijEjO8eMQr80Y8Exq2/aTlmXldmly2LZ96uP7ekkJtm23SGqxLCtM0iPq+EpVQ2/by8/PH2HJw+PxeMZk7FdKD0mq1KOfXqUw17s/kclJjlZGQu9vKjB6xmqex6uXpk5XxRA/vY2LdCt/avyA/e66PELfftajzJwZmpMeN9wSB9R1jl1v1CsvzaHvXrtwUOtGuJ1amJUgp7P3Kwr9sayAFs2tVUu7X5L0gxdt1Ta1yx/w65xZcfr3i+YE+2YnR2lqQlS39V/MzNW/PGW69/n9Sp+Wo8rm45KktMxs5edN6XXMU/v3u4+vUHZy9JBr7mpuIKDp02foyp9vUlxSivLzZ2tf03FJZfrZzUv11Sd3Kyou0djxE2nvUVxko7ISo+QMD+82jvevJ7TOStTn1uYF24qKCjV9eq6k3h/P0fT9WV59pLhOKbHhavf5VdfsVVJ0mGYbfB6jQ9fj+XuzvPpwcUf4iwpzaUFWvBwOh17KylV159WNWakx3a6OYXwI1Wvz9u3bx3xM9G44H934u9yOk1QjSZZlJUl6QtIG27bvHYXaxrVTX1kAziQzU2M1M9XMtk2+IexPbIRbK2eY+VS+K6fToUXTEoP3k6PDVdv5JiglNmLAGvLSYnWseuhfj4qNcI84bEiSw+HQ3Km9v4FePC1R7mGEsKEKdzkVH9n71a/UuO6PYVxLmfLHYF4lKTp8bJ5D6F9f80DwA8a/4fyVqh2WZa3tvH2ZpNcty4qS9C9JD9m2/f9GqzgAAAAA49twrnDcIelBy7LCJXnUcVXj3yTNlHSLZVm3dPb7hG3bBaNTJgAAAIDxaFCBw7btQkmrO28fkHTBaV3u7/wHAAAAAEH8x38AAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGPcoS5gPAsEApIkh8MR4kqAM4c/EJDfH5DT6ZDfH+i2zOEY+Hjpuo7T2XffQCAQPAZDJaCAhlNB14fF32U/Tt8dU/t3arNdtz6aI3XMTe9jdowV6DbPIZ5GAIBhBI4RuPTHr6uwslFvfv09SooJV0u7T/f905YkOUQIweTi6rxeeumPX5ckhbudavP6u/VJj4/Qxi+vU2SYq9dtHCir11U/36SW9o71/uOiOfriRbN77XvtL7do57EaLZ+eNEp7MDQup0MHyhokSYunJQxunc6w9f5fbQm2feS3W+VwSGFOp9p8/h7rjOb+nTor/fClA7plzUzd+ZddkiSnU2r1+vXwlkLdfmGepsRGDHuMNq9fa+97VSdqW3osS42LkNMpvXmkSjP/87luy1z9hEsAwPhG4BgBu6xeklTZ2KqkmHA1tfkkSWdNT1K4m2+rYXI5b3aqvn7ZXLW0+/W/rx1WY5tPU2LD9ZHVuZKknceq9ap9Uo2t3j4DR3FNs1ra/bp5Zbae31uqwycb+hzv8MkGLclO1Ncum2tidwZ027o8zUmPkyRduiBjUOusnJGsb7wvX01tPnn9fpXVtaiioU2v7C9Xm8+vqxZnalZqbLd1zslLGbWa3S6nVs5I1taCKtW3eCV1hMCsxChdsXCqntpRrIqG1hEFjuZ2n07UtuiCOalaltM9LM3PjFdSTJg2Hazs1u5wSO9bOHXYYwIAzmwEDgOuXJwZ6hKAMRcb4datF8ySJD22tagzcEQEr1D8/o1CvWqfHNS2PnBWtt48UjVgv6U5iVqRmzzsmkdiXma85mXGD2mdyDCXblkzs1vb+jcK9cr+ckkd5473zksfrRJ7deXiTG0t6Hhsw1wOvX/ZNDkcDr13Xrqe2lE8auOsmZOqT503o9dly6eHZs4AAKHBx/AAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAY9yhLuBM9/yeEj28pbDfPl96fJeiwlzy+gNjUxQwjt3y+20Kc3V81nHt0izdtDJHkrStsEr/84Ldre/mQxW68ddvdGtrampS9Gs1amrzjU3BE9St67ep3dfznPXlv+xWdLhrUNu4ZmmW1sxJ1X8+tUct7R3z4eM8CAA4DYFjAC+8U6qdx2q0JDuxx7Ls5CiV1bYqKqzjxdntdOi8vClaNTN5rMsEzig3npWttwqq9J78tGDbyhnJOi9vitp9fknSvhN1crscwcDx2sEKeUrqdFF+umalxer65dP02oGTfY6xIjdJ75mbbnZHxsDKGSk6f/YUuZwOLcxKMD7eqhnJOn/2FLV5/Tp7ZooumJMqSVqUnagL5qQGg8NA9p2ok9PhUGJUmDYeOKmFWQmKDnfJ1XkeXM15EADQicAxCFMTIvXnW88OdRnAuPGli60ebXMz4vWHT68K3r/+V1t6Xfc3HztLknTbujzdti6vx3KPx6P8/PxRqjT0rIw4rf/UqoE7jpI56b2Pl5UYpUc+uXLQ2/nAA92vPN13wyLNzYgfcX0AgImH33AAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjHGHuoAzxY6j1dp44GSP9v0l9SGoBpgcjlY16ScvH9Q1SzP15PbjoS4HQ3Ssukn/2FMS6jIAAGc4AkenH710QK8frOh12UX5aWNcDTDx5aXFaltRte5/+YAOnWxQcU1zqEvCEMxKi9XWwiodr25WfKRbU2IjQl0SAOAMReDo5A8EtHx6kp747NmhLgWYFO69bqHuvW6hFn3rRbV7/ZKk7123MMRVYbC+e+0CfffaBcH7DocjhNUAAM5kBI4uHOJFExgrwWPN0bUtNLVg6DhXAgAGix+NAwAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAY92A6WZa1StL3bdtea1lWnqSHJQUk7ZV0m23b/s5+eZL+atv2AkP1AgAAABhHBrzCYVnWVyT9RlJkZ9OPJN1l2/b5khySru7s9xFJf5I0xUypo8vnD2jH0WptLajS1oIq1Ta3h7okYNKqamoLdQkAAMCQwVzhOCzpOknrO+8vl7Sx8/bzki6W9LSkakkXdPY/4z2/t0S3P7ajW9uaOakhqgaYvGLC3dpaUCVJig4f1EVXAAAwjgz46m7b9pOWZeV2aXLYth3ovF0vKaGz3z8kybKsfrfn8XiGVehItbS0dBv7UGGdJOmr56cpIcolSZqRGB6y+jA6Tp9nnPm+e1GqShu8CnM6NMNdI4+ntt/+zPHkwDxPDszz5MA8YzgfJ/q73I6TVDOUlfPz84cx5Mh5PJ5uY+9uOCqpQlefu0CZiVEhqQmj7/R5xplvqLPFHE8OzPPkwDxPDqGa5+3bt4/5mOjdcP5K1Q7LstZ23r5M0uujVw4AAACAiWQ4VzjukPSgZVnhkjySnhjdkgAAAABMFIMKHLZtF0pa3Xn7gDp+HN5X34xRqQwAAADAuMd//AcAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYd6gLGGultS269Cevqba5XZLkdDhCXBEAAAAwcU2+wFHXopqmdl2xaKpW5CYrPT4i1CUBAAAAE9akCxynvH/ZNK2bmxbqMgAAAIAJjd9wAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIyZdIHj928UhroEAAAAYNKYdIHjneI6SVL+1PgQVwIAAABMfJMucDgc0iXz05WREBnqUgAAAIAJb9IFDgAAAABjh8ABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMmVSBo6qxTftL60NdBgAAADBpTKrA8ezuE5Kk1LiIEFcCAAAATA6TKnB4/QFJ0p0XWyGuBAAAAJgcJlXgAAAAADC2CBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMMY9mE6WZa2S9H3bttdalpUn6WFJAUl7Jd1m27bfsqy7JV0uySvp323b3mqoZgAAAADjxIBXOCzL+oqk30iK7Gz6kaS7bNs+X5JD0tWWZS2TdIGkVZJukvQLM+UOT21TuzwnW3S8ujnUpQAAAACTymCucByWdJ2k9Z33l0va2Hn7eUkXS7IlvWjbdkDSUcuy3JZlpdq2fXK0Cx6Ozz+2XZsPVUqSXE6Hwlx8kwwAAAAYCwMGDtu2n7QsK7dLk6MzWEhSvaQESfGSKrv0OdXeI3B4PJ5hFztcn1saowszAwoPD1dylEtHjxwc8xowNlpaWkLyHMPYYY4nB+Z5cmCeJwfmGYP6Dcdp/F1ux0mqkVTXefv09h7y8/OHMeTIpXg8IRsbY8fDPE94zPHkwDxPDszz5BCqed6+ffuYj4neDee7RTssy1rbefsySa9L2izpEsuynJZl5Uhy2rZdMUo1AgAAABinhnOF4w5JD1qWFS7JI+kJ27Z9lmW9LukNdYSY20axRgAAAADj1KACh23bhZJWd94+oI6/SHV6n29J+tbolQYAAABgvOPPNQEAAAAwhsABAAAAwBgCBwAAAABjCBwAAAAAjCFwAAAAADCGwAEAAADAGAIHAAAAAGMIHAAAAACMIXAAAAAAMIbAAQAAAMAYAgcAAAAAYwgcAAAAAIwhcAAAAAAwhsABAAAAwBhHIBAYs8G2b98+doMBAABgUlu+fLkj1DVgjAMHAAAAgMmFr1QBAAAAMIbAAQAAAMAYAgcAAAAAY9yhLsA0y7Kckn4pabGkVkmftm37UGirwnBZlhUm6SFJuZIiJH1b0j5JD0sKSNor6Tbbtv3/v537CbGyisM4/p3BBiHGEMogsFX0bKMCTUtnkVgGFUHQQqKCQHBhEaSFEgQtgv6AFBSGZFGbDBcJpiAl9g9JClrkE0TQwo2ZlUKhM0yL8168MRN153bva+c+n905cxa/y8M99/7ee85Iega4C5gGHrN9rI2aY2EkLQOOA+soGb5JMq6KpKeAu4EJyj59hORclWbP3kPZs2eAR8n7uSqSVgDP256SdB3/Mtu/W9vGa4jBG4VfOO4FFtu+BdgGvNhyPdGfjcBp27cBdwKvAC8B25u5MeAeSTcCa4EVwAPAqy3VGwvQfEl5Hfi9mUrGlZE0BawCVlNyXE5yrtEGYJHtVcCzwHMk52pIehJ4A1jcTPWS7Zy1w6w9hmsUGo5bgQ8BbH8B3NxuOdGn94AdXeNp4CbKk1GAA8DtlNwP2Z61/SOwSNJVQ600+vEC8Bpwshkn4/qsB74B9gEfAPtJzjX6jpLZOLAEuEByrsn3wH1d416ynW9tVGoUGo4lwK9d4xlJ1R8lq5Xtc7bPSpoE9gLbgTHbnf/vfBa4grm5d+bjEifpIeCU7YNd08m4PldSHgDdD2wC3gHGk3N1zlGOU50AdgE7yfu5GrbfpzSRHb1kO9/aqNQoNBy/AZNd43Hb020VE/2TtBz4CHjb9rtA95nPSeAX5ubemY9L3yPAOkkfAzcAbwHLuv6ejOtwGjho+7xtA3/w1y8cybkOj1Nyvp5yl3IP5c5OR3KuSy+fx/OtjUqNQsPxKeUMKZJWUn7Cj/8pSVcDh4Cttnc3018158Gh3Os4Ssl9vaRxSddSGs2fhl5w9Mz2GttrbU8BXwMPAgeScXU+Ae6QNCbpGuBy4HByrs4ZLj7d/hm4jOzZNesl2/nWRqVG4WjRPsrT0s8ol5Iebrme6M/TwFJgh6TOXY4twE5JE8C3wF7bM5KOAp9TGuvNrVQb/5UngF3JuB6290taAxzjYn4/kJxr8zKwu8lwgrKHf0lyrlUve/WctW0UHMMxNjs7+8+rIiIiIiIiFmAUjlRFRERERERL0nBERERERMTApOGIiIiIiIiBScMREREREREDk4YjIiIiIiIGJg1HREREREQMTBqOiIiIiIgYmD8BaEp40Yv5l9kAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "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": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 33, + "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": 33, + "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": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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(-100,500)\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": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "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": 37, + "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": 38, + "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": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPriceSell_LogTransZmech_step
631500000.024899.318719100.785714250000.00.021000000.01.952381
641500000.024895.879641100.805556250000.00.021000000.02.000000
651500000.024894.384097100.825397250000.00.021000000.02.000000
661500000.024892.888553100.845238250000.00.021000000.02.000000
671500000.024891.393008100.865079250000.00.021000000.02.000000
\n", + "
" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Sell_Log Trans Z \\\n", + "63 1500000.0 24899.318719 100.785714 250000.0 0.0 21000000.0 \n", + "64 1500000.0 24895.879641 100.805556 250000.0 0.0 21000000.0 \n", + "65 1500000.0 24894.384097 100.825397 250000.0 0.0 21000000.0 \n", + "66 1500000.0 24892.888553 100.845238 250000.0 0.0 21000000.0 \n", + "67 1500000.0 24891.393008 100.865079 250000.0 0.0 21000000.0 \n", + "\n", + " mech_step \n", + "63 1.952381 \n", + "64 2.000000 \n", + "65 2.000000 \n", + "66 2.000000 \n", + "67 2.000000 " + ] + }, + "execution_count": 39, + "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": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Z')" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of External Stock Market Price')" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Zeus Price')" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100.0" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"Price\"].min()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "104.25" + ] + }, + "execution_count": 44, + "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 +} diff --git a/notebooks/barlin/App1_Config4.ipynb b/notebooks/barlin/App1_Config4.ipynb new file mode 100644 index 0000000..33d057c --- /dev/null +++ b/notebooks/barlin/App1_Config4.ipynb @@ -0,0 +1,34928 @@ +{ + "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, and HODLers" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Simulation Run 1\n", + "\n", + "single_proc: []\n", + "d1\n", + "{'herd_sell': 0, 'herd_buy': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'buy_order1': 0}\n", + "d2\n", + "{'herd_buy': 0, 'herd_sell': 0, 'indentity': 0}\n", + "\n", + "d1\n", + "{'herd_sell': 0, 'herd_buy': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'herd_buy': 0, 'herd_sell': 0, 'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'herd_sell': 0, 'herd_buy': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'buy_order1': Decimal('5250000.000000000000000000000')}\n", + "d2\n", + "{'herd_buy': 0, 'herd_sell': 0, 'indentity': 0}\n", + "\n", + "d1\n", + "{'herd_sell': 0, 'herd_buy': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'herd_buy': 0, 'herd_sell': 0, 'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'herd_sell': 0, 'herd_buy': Decimal('5250000.000000000000000000000')}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'buy_order1': Decimal('5250000.000000000000000000000')}\n", + "d2\n", + "{'herd_buy': Decimal('5250000.000000000000000000000'), 'herd_sell': 0, 'indentity': 0}\n", + "\n", + "d1\n", + "{'herd_sell': 0, 'herd_buy': Decimal('5250000.000000000000000000001')}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'herd_buy': Decimal('5250000.000000000000000000001'), 'herd_sell': 0, 'sell_order2': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'herd_sell': 0, 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100 | 100 | 0 | 0 | 2.1e+07 | 3 | 1 | 1 | 2018-10-01 15:16:25 |\n", + "| 4 | 5.25e+06 | 25042.2 | 100 | 100 | 0 | 0 | 2.1e+07 | 1 | 1 | 2 | 2018-10-01 15:16:26 |\n", + "| 5 | 5.25e+06 | 25042.2 | 100 | 100 | 0 | 0 | 2.1e+07 | 2 | 1 | 2 | 2018-10-01 15:16:26 |\n", + "| 6 | 5.25e+06 | 25042.2 | 100.25 | 100 | 0 | 0 | 2.1e+07 | 3 | 1 | 2 | 2018-10-01 15:16:26 |\n", + "| 7 | 1.05e+07 | 25020.2 | 100.25 | 100 | 0 | 0 | 2.1e+07 | 1 | 1 | 3 | 2018-10-01 15:16:27 |\n", + "| 8 | 1.05e+07 | 25020.2 | 100.25 | 100 | 0 | 0 | 2.1e+07 | 2 | 1 | 3 | 2018-10-01 15:16:27 |\n", + "| 9 | 1.05e+07 | 25020.2 | 100.75 | 100.168 | 0 | 0 | 2.1e+07 | 3 | 1 | 3 | 2018-10-01 15:16:27 |\n", + "| 10 | 5.25e+06 | 24975.5 | 100.75 | 100.168 | 0 | 0 | 2.1e+07 | 1 | 1 | 4 | 2018-10-01 15:16:28 |\n", + "| 11 | 5.25e+06 | 24975.5 | 100.75 | 100.168 | 0 | 0 | 2.1e+07 | 2 | 1 | 4 | 2018-10-01 15:16:28 |\n", + "| 12 | 5.25e+06 | 24975.5 | 101 | 100.558 | 0 | 0 | 2.1e+07 | 3 | 1 | 4 | 2018-10-01 15:16:28 |\n", + "| 13 | 5.25e+06 | 25011.5 | 101 | 100.558 | 0 | 0 | 2.1e+07 | 1 | 1 | 5 | 2018-10-01 15:16:29 |\n", + "| 14 | 5.25e+06 | 25011.5 | 101 | 100.558 | 0 | 0 | 2.1e+07 | 2 | 1 | 5 | 2018-10-01 15:16:29 |\n", + "| 15 | 5.25e+06 | 25011.5 | 101.25 | 100.854 | 0 | 0 | 2.1e+07 | 3 | 1 | 5 | 2018-10-01 15:16:29 |\n", + "| 16 | 5.25e+06 | 24915.6 | 101.25 | 100.854 | 0 | 0 | 2.1e+07 | 1 | 1 | 6 | 2018-10-01 15:16:30 |\n", + "| 17 | 5.25e+06 | 24915.6 | 101.25 | 100.854 | 0 | 0 | 2.1e+07 | 2 | 1 | 6 | 2018-10-01 15:16:30 |\n", + "| 18 | 5.25e+06 | 24915.6 | 101.5 | 101.119 | 0 | 0 | 2.1e+07 | 3 | 1 | 6 | 2018-10-01 15:16:30 |\n", + "| 19 | 5.25e+06 | 24988.3 | 101.5 | 101.119 | 0 | 0 | 2.1e+07 | 1 | 1 | 7 | 2018-10-01 15:16:31 |\n", + "| 20 | 5.25e+06 | 24988.3 | 101.5 | 101.119 | 0 | 0 | 2.1e+07 | 2 | 1 | 7 | 2018-10-01 15:16:31 |\n", + "| 21 | 5.25e+06 | 24988.3 | 101.75 | 101.374 | 0 | 0 | 2.1e+07 | 3 | 1 | 7 | 2018-10-01 15:16:31 |\n", + "| 22 | 5.25e+06 | 24956.6 | 101.75 | 101.374 | 0 | 0 | 2.1e+07 | 1 | 1 | 8 | 2018-10-01 15:16:32 |\n", + "| 23 | 5.25e+06 | 24956.6 | 101.75 | 101.374 | 0 | 0 | 2.1e+07 | 2 | 1 | 8 | 2018-10-01 15:16:32 |\n", + "| 24 | 5.25e+06 | 24956.6 | 102 | 101.626 | 0 | 0 | 2.1e+07 | 3 | 1 | 8 | 2018-10-01 15:16:32 |\n", + "| 25 | 5.25e+06 | 24969.9 | 102 | 101.626 | 0 | 0 | 2.1e+07 | 1 | 1 | 9 | 2018-10-01 15:16:33 |\n", + "| 26 | 5.25e+06 | 24969.9 | 102 | 101.626 | 0 | 0 | 2.1e+07 | 2 | 1 | 9 | 2018-10-01 15:16:33 |\n", + "| 27 | 5.25e+06 | 24969.9 | 102.25 | 101.877 | 0 | 0 | 2.1e+07 | 3 | 1 | 9 | 2018-10-01 15:16:33 |\n", + "| 28 | 5.25e+06 | 24959.5 | 102.25 | 101.877 | 0 | 0 | 2.1e+07 | 1 | 1 | 10 | 2018-10-01 15:16:34 |\n", + "| 29 | 5.25e+06 | 24959.5 | 102.25 | 101.877 | 0 | 0 | 2.1e+07 | 2 | 1 | 10 | 2018-10-01 15:16:34 |\n", + "| 30 | 5.25e+06 | 24959.5 | 102.5 | 102.127 | 0 | 0 | 2.1e+07 | 3 | 1 | 10 | 2018-10-01 15:16:34 |\n", + "| 31 | 1.05e+07 | 25020.4 | 102.5 | 102.127 | 0 | 0 | 2.1e+07 | 1 | 1 | 11 | 2018-10-01 15:16:35 |\n", + "| 32 | 1.05e+07 | 25020.4 | 102.5 | 102.127 | 0 | 0 | 2.1e+07 | 2 | 1 | 11 | 2018-10-01 15:16:35 |\n", + "| 33 | 1.05e+07 | 25020.4 | 103 | 102.377 | 0 | 0 | 2.1e+07 | 3 | 1 | 11 | 2018-10-01 15:16:35 |\n", + "| 34 | 5.25e+06 | 24934.6 | 103 | 102.377 | 0 | 0 | 2.1e+07 | 1 | 1 | 12 | 2018-10-01 15:16:36 |\n", + "| 35 | 5.25e+06 | 24934.6 | 103 | 102.377 | 0 | 0 | 2.1e+07 | 2 | 1 | 12 | 2018-10-01 15:16:36 |\n", + "| 36 | 5.25e+06 | 24934.6 | 103.25 | 102.794 | 0 | 0 | 2.1e+07 | 3 | 1 | 12 | 2018-10-01 15:16:36 |\n", + "| 37 | 5.25e+06 | 24921.2 | 103.25 | 102.794 | 0 | 0 | 2.1e+07 | 1 | 1 | 13 | 2018-10-01 15:16:37 |\n", + "| 38 | 5.25e+06 | 24921.2 | 103.25 | 102.794 | 0 | 0 | 2.1e+07 | 2 | 1 | 13 | 2018-10-01 15:16:37 |\n", + "| 39 | 5.25e+06 | 24921.2 | 103.5 | 103.1 | 0 | 0 | 2.1e+07 | 3 | 1 | 13 | 2018-10-01 15:16:37 |\n", + "| 40 | 5.25e+06 | 24905.2 | 103.5 | 103.1 | 0 | 0 | 2.1e+07 | 1 | 1 | 14 | 2018-10-01 15:16:38 |\n", + "| 41 | 5.25e+06 | 24905.2 | 103.5 | 103.1 | 0 | 0 | 2.1e+07 | 2 | 1 | 14 | 2018-10-01 15:16:38 |\n", + "| 42 | 5.25e+06 | 24905.2 | 103.75 | 103.368 | 0 | 0 | 2.1e+07 | 3 | 1 | 14 | 2018-10-01 15:16:38 |\n", + "| 43 | 5.25e+06 | 24952.4 | 103.75 | 103.368 | 0 | 0 | 2.1e+07 | 1 | 1 | 15 | 2018-10-01 15:16:39 |\n", + "| 44 | 5.25e+06 | 24952.4 | 103.75 | 103.368 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 15 | 2018-10-01 15:16:39 |\n", + "| 45 | 5.25e+06 | 24952.4 | 103.75 | 103.624 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 15 | 2018-10-01 15:16:39 |\n", + "| 46 | 5.25e+06 | 24906.6 | 103.75 | 103.624 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 16 | 2018-10-01 15:16:40 |\n", + "| 47 | 5.25e+06 | 24906.6 | 103.75 | 103.624 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 16 | 2018-10-01 15:16:40 |\n", + "| 48 | 5.25e+06 | 24906.6 | 103.75 | 103.708 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 16 | 2018-10-01 15:16:40 |\n", + "| 49 | 0 | 24899.4 | 103.75 | 103.708 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 17 | 2018-10-01 15:16:41 |\n", + "| 50 | 0 | 24899.4 | 103.75 | 103.708 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 17 | 2018-10-01 15:16:41 |\n", + "| 51 | 0 | 24899.4 | 103.5 | 103.736 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 17 | 2018-10-01 15:16:41 |\n", + "| 52 | 0 | 24862.8 | 103.5 | 103.736 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 18 | 2018-10-01 15:16:42 |\n", + "| 53 | 0 | 24862.8 | 103.5 | 103.736 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 18 | 2018-10-01 15:16:42 |\n", + "| 54 | 0 | 24862.8 | 103.25 | 103.578 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 18 | 2018-10-01 15:16:42 |\n", + "| 55 | 0 | 24864.6 | 103.25 | 103.578 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 19 | 2018-10-01 15:16:43 |\n", + "| 56 | 0 | 24864.6 | 103.25 | 103.578 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 19 | 2018-10-01 15:16:43 |\n", + "| 57 | 0 | 24864.6 | 103 | 103.358 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 19 | 2018-10-01 15:16:43 |\n", + "| 58 | 0 | 24888.9 | 103 | 103.358 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 20 | 2018-10-01 15:16:44 |\n", + "| 59 | 0 | 24888.9 | 103 | 103.358 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 20 | 2018-10-01 15:16:44 |\n", + "| 60 | 0 | 24888.9 | 102.75 | 103.118 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 20 | 2018-10-01 15:16:44 |\n", + "| 61 | 0 | 24843 | 102.75 | 103.118 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 21 | 2018-10-01 15:16:45 |\n", + "| 62 | 0 | 24843 | 102.75 | 103.118 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 21 | 2018-10-01 15:16:45 |\n", + "| 63 | 0 | 24843 | 102.5 | 102.872 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 21 | 2018-10-01 15:16:45 |\n", + "| 64 | 0 | 24890.7 | 102.5 | 102.872 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 22 | 2018-10-01 15:16:46 |\n", + "| 65 | 0 | 24890.7 | 102.5 | 102.872 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 22 | 2018-10-01 15:16:46 |\n", + "| 66 | 0 | 24890.7 | 102.25 | 102.623 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 22 | 2018-10-01 15:16:46 |\n", + "| 67 | 0 | 24928.3 | 102.25 | 102.623 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 23 | 2018-10-01 15:16:47 |\n", + "| 68 | 0 | 24928.3 | 102.25 | 102.623 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 23 | 2018-10-01 15:16:47 |\n", + "| 69 | 0 | 24928.3 | 102 | 102.373 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 23 | 2018-10-01 15:16:47 |\n", + "| 70 | 0 | 24949.2 | 102 | 102.373 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 24 | 2018-10-01 15:16:48 |\n", + "| 71 | 0 | 24949.2 | 102 | 102.373 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 24 | 2018-10-01 15:16:48 |\n", + "| 72 | 0 | 24949.2 | 101.75 | 102.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 24 | 2018-10-01 15:16:48 |\n", + "| 73 | 0 | 24986.7 | 101.75 | 102.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 25 | 2018-10-01 15:16:49 |\n", + "| 74 | 0 | 24986.7 | 101.75 | 102.123 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 25 | 2018-10-01 15:16:49 |\n", + "| 75 | 0 | 24986.7 | 101.5 | 101.873 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 25 | 2018-10-01 15:16:49 |\n", + "| 76 | 0 | 24958.3 | 101.5 | 101.873 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 26 | 2018-10-01 15:16:50 |\n", + "| 77 | 0 | 24958.3 | 101.5 | 101.873 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 26 | 2018-10-01 15:16:50 |\n", + "| 78 | 0 | 24958.3 | 101.25 | 101.623 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 26 | 2018-10-01 15:16:50 |\n", + "| 79 | 5.25e+06 | 24953.1 | 101.25 | 101.623 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 27 | 2018-10-01 15:16:51 |\n", + "| 80 | 5.25e+06 | 24953.1 | 101.25 | 101.623 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 27 | 2018-10-01 15:16:51 |\n", + "| 81 | 5.25e+06 | 24953.1 | 101.25 | 101.373 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 27 | 2018-10-01 15:16:51 |\n", + "| 82 | 0 | 24914.1 | 101.25 | 101.373 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 28 | 2018-10-01 15:16:52 |\n", + "| 83 | 0 | 24914.1 | 101.25 | 101.373 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 28 | 2018-10-01 15:16:52 |\n", + "| 84 | 0 | 24914.1 | 101 | 101.291 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 28 | 2018-10-01 15:16:52 |\n", + "| 85 | 0 | 24903 | 101 | 101.291 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 29 | 2018-10-01 15:16:53 |\n", + "| 86 | 0 | 24903 | 101 | 101.291 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 29 | 2018-10-01 15:16:53 |\n", + "| 87 | 0 | 24903 | 100.75 | 101.096 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 29 | 2018-10-01 15:16:53 |\n", + "| 88 | 0 | 24925.1 | 100.75 | 101.096 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 30 | 2018-10-01 15:16:54 |\n", + "| 89 | 0 | 24925.1 | 100.75 | 101.096 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 30 | 2018-10-01 15:16:54 |\n", + "| 90 | 0 | 24925.1 | 100.5 | 100.864 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 30 | 2018-10-01 15:16:54 |\n", + "| 91 | 0 | 24896.3 | 100.5 | 100.864 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 31 | 2018-10-01 15:16:55 |\n", + "| 92 | 0 | 24896.3 | 100.5 | 100.864 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 31 | 2018-10-01 15:16:55 |\n", + "| 93 | 0 | 24896.3 | 100.25 | 100.62 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 31 | 2018-10-01 15:16:55 |\n", + "| 94 | 0 | 24879.7 | 100.25 | 100.62 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 32 | 2018-10-01 15:16:56 |\n", + "| 95 | 0 | 24879.7 | 100.25 | 100.62 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 32 | 2018-10-01 15:16:56 |\n", + "| 96 | 0 | 24879.7 | 100 | 100.372 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 32 | 2018-10-01 15:16:56 |\n", + "| 97 | 5.25e+06 | 24851.1 | 100 | 100.372 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 33 | 2018-10-01 15:16:57 |\n", + "| 98 | 5.25e+06 | 24851.1 | 100 | 100.372 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 33 | 2018-10-01 15:16:57 |\n", + "| 99 | 5.25e+06 | 24851.1 | 100 | 100.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 33 | 2018-10-01 15:16:57 |\n", + "| 100 | 0 | 24815.9 | 100 | 100.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 34 | 2018-10-01 15:16:58 |\n", + "| 101 | 0 | 24815.9 | 100 | 100.123 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 34 | 2018-10-01 15:16:58 |\n", + "| 102 | 0 | 24815.9 | 99.75 | 100.041 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 34 | 2018-10-01 15:16:58 |\n", + "| 103 | 0 | 24787.9 | 99.75 | 100.041 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 35 | 2018-10-01 15:16:59 |\n", + "| 104 | 0 | 24787.9 | 99.75 | 100.041 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 35 | 2018-10-01 15:16:59 |\n", + "| 105 | 0 | 24787.9 | 99.5 | 99.8459 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 35 | 2018-10-01 15:16:59 |\n", + "| 106 | 0 | 24787.4 | 99.5 | 99.8459 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 36 | 2018-10-01 15:17:00 |\n", + "| 107 | 0 | 24787.4 | 99.5 | 99.8459 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 36 | 2018-10-01 15:17:00 |\n", + "| 108 | 0 | 24787.4 | 99 | 99.6141 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 36 | 2018-10-01 15:17:00 |\n", + "| 109 | 0 | 24740.8 | 99 | 99.6141 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 37 | 2018-10-01 15:17:01 |\n", + "| 110 | 0 | 24740.8 | 99 | 99.6141 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 37 | 2018-10-01 15:17:01 |\n", + "| 111 | 0 | 24740.8 | 98.5 | 99.2027 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 37 | 2018-10-01 15:17:01 |\n", + "| 112 | 5.25e+06 | 24750.6 | 98.5 | 99.2027 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 38 | 2018-10-01 15:17:02 |\n", + "| 113 | 5.25e+06 | 24750.6 | 98.5 | 99.2027 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 38 | 2018-10-01 15:17:02 |\n", + "| 114 | 5.25e+06 | 24750.6 | 98.5 | 98.7319 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 38 | 2018-10-01 15:17:02 |\n", + "| 115 | 0 | 24819.8 | 98.5 | 98.7319 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 39 | 2018-10-01 15:17:03 |\n", + "| 116 | 0 | 24819.8 | 98.5 | 98.7319 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 39 | 2018-10-01 15:17:03 |\n", + "| 117 | 0 | 24819.8 | 98.25 | 98.5765 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 39 | 2018-10-01 15:17:03 |\n", + "| 118 | 5.25e+06 | 24850.7 | 98.25 | 98.5765 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 40 | 2018-10-01 15:17:04 |\n", + "| 119 | 5.25e+06 | 24850.7 | 98.25 | 98.5765 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 40 | 2018-10-01 15:17:04 |\n", + "| 120 | 5.25e+06 | 24850.7 | 98 | 98.3578 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 40 | 2018-10-01 15:17:04 |\n", + "| 121 | 0 | 24842.7 | 98 | 98.3578 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 41 | 2018-10-01 15:17:05 |\n", + "| 122 | 0 | 24842.7 | 98 | 98.3578 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 41 | 2018-10-01 15:17:05 |\n", + "| 123 | 0 | 24842.7 | 97.75 | 98.1181 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 41 | 2018-10-01 15:17:05 |\n", + "| 124 | 0 | 24805.7 | 97.75 | 98.1181 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 42 | 2018-10-01 15:17:06 |\n", + "| 125 | 0 | 24805.7 | 97.75 | 98.1181 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 42 | 2018-10-01 15:17:06 |\n", + "| 126 | 0 | 24805.7 | 97.5 | 97.8715 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 42 | 2018-10-01 15:17:06 |\n", + "| 127 | 5.25e+06 | 24774.6 | 97.5 | 97.8715 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 43 | 2018-10-01 15:17:07 |\n", + "| 128 | 5.25e+06 | 24774.6 | 97.5 | 97.8715 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 43 | 2018-10-01 15:17:07 |\n", + "| 129 | 5.25e+06 | 24774.6 | 97.5 | 97.6226 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 43 | 2018-10-01 15:17:07 |\n", + "| 130 | 5.25e+06 | 24845.1 | 97.5 | 97.6226 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 44 | 2018-10-01 15:17:08 |\n", + "| 131 | 5.25e+06 | 24845.1 | 97.5 | 97.6226 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 44 | 2018-10-01 15:17:08 |\n", + "| 132 | 5.25e+06 | 24845.1 | 97.25 | 97.5405 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 44 | 2018-10-01 15:17:08 |\n", + "| 133 | 5.25e+06 | 24847.2 | 97.25 | 97.5405 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 45 | 2018-10-01 15:17:09 |\n", + "| 134 | 5.25e+06 | 24847.2 | 97.25 | 97.5405 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 45 | 2018-10-01 15:17:09 |\n", + "| 135 | 5.25e+06 | 24847.2 | 97.25 | 97.3458 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 45 | 2018-10-01 15:17:09 |\n", + "| 136 | 5.25e+06 | 24820.7 | 97.25 | 97.3458 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 46 | 2018-10-01 15:17:10 |\n", + "| 137 | 5.25e+06 | 24820.7 | 97.25 | 97.3458 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 46 | 2018-10-01 15:17:10 |\n", + "| 138 | 5.25e+06 | 24820.7 | 97.25 | 97.2816 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 46 | 2018-10-01 15:17:10 |\n", + "| 139 | 0 | 24828.6 | 97.25 | 97.2816 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 47 | 2018-10-01 15:17:11 |\n", + "| 140 | 0 | 24828.6 | 97.25 | 97.2816 | 0 | 0 | 2.1e+07 | 2 | 1 | 47 | 2018-10-01 15:17:11 |\n", + "| 141 | 0 | 24828.6 | 97.25 | 97.2604 | 0 | 0 | 2.1e+07 | 3 | 1 | 47 | 2018-10-01 15:17:11 |\n", + "| 142 | 5.25e+06 | 24916.1 | 97.25 | 97.2604 | 0 | 0 | 2.1e+07 | 1 | 1 | 48 | 2018-10-01 15:17:12 |\n", + "| 143 | 5.25e+06 | 24916.1 | 97.25 | 97.2604 | 0 | 0 | 2.1e+07 | 2 | 1 | 48 | 2018-10-01 15:17:12 |\n", + "| 144 | 5.25e+06 | 24916.1 | 97.5 | 97.2534 | 0 | 0 | 2.1e+07 | 3 | 1 | 48 | 2018-10-01 15:17:12 |\n", + "| 145 | 1.05e+07 | 24921.1 | 97.5 | 97.2534 | 0 | 0 | 2.1e+07 | 1 | 1 | 49 | 2018-10-01 15:17:13 |\n", + "| 146 | 1.05e+07 | 24921.1 | 97.5 | 97.2534 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 49 | 2018-10-01 15:17:13 |\n", + "| 147 | 1.05e+07 | 24921.1 | 97.75 | 97.4186 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 49 | 2018-10-01 15:17:13 |\n", + "| 148 | 1.05e+07 | 24946.8 | 97.75 | 97.4186 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 50 | 2018-10-01 15:17:14 |\n", + "| 149 | 1.05e+07 | 24946.8 | 97.75 | 97.4186 | 0 | 0 | 2.1e+07 | 2 | 1 | 50 | 2018-10-01 15:17:14 |\n", + "| 150 | 1.05e+07 | 24946.8 | 98.25 | 97.6407 | 0 | 0 | 2.1e+07 | 3 | 1 | 50 | 2018-10-01 15:17:14 |\n", + "| 151 | 1.05e+07 | 24959.4 | 98.25 | 97.6407 | 0 | 0 | 2.1e+07 | 1 | 1 | 51 | 2018-10-01 15:17:15 |\n", + "| 152 | 1.05e+07 | 24959.4 | 98.25 | 97.6407 | 0 | 0 | 2.1e+07 | 2 | 1 | 51 | 2018-10-01 15:17:15 |\n", + "| 153 | 1.05e+07 | 24959.4 | 98.75 | 98.0489 | 0 | 0 | 2.1e+07 | 3 | 1 | 51 | 2018-10-01 15:17:15 |\n", + "| 154 | 1.05e+07 | 24944.7 | 98.75 | 98.0489 | 0 | 0 | 2.1e+07 | 1 | 1 | 52 | 2018-10-01 15:17:16 |\n", + "| 155 | 1.05e+07 | 24944.7 | 98.75 | 98.0489 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 52 | 2018-10-01 15:17:16 |\n", + "| 156 | 1.05e+07 | 24944.7 | 99 | 98.5186 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 52 | 2018-10-01 15:17:16 |\n", + "| 157 | 5.25e+06 | 24897.1 | 99 | 98.5186 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 53 | 2018-10-01 15:17:17 |\n", + "| 158 | 5.25e+06 | 24897.1 | 99 | 98.5186 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 53 | 2018-10-01 15:17:17 |\n", + "| 159 | 5.25e+06 | 24897.1 | 99 | 98.8412 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 53 | 2018-10-01 15:17:17 |\n", + "| 160 | 5.25e+06 | 24882.5 | 99 | 98.8412 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 54 | 2018-10-01 15:17:18 |\n", + "| 161 | 5.25e+06 | 24882.5 | 99 | 98.8412 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 54 | 2018-10-01 15:17:18 |\n", + "| 162 | 5.25e+06 | 24882.5 | 99 | 98.9476 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 54 | 2018-10-01 15:17:18 |\n", + "| 163 | 0 | 24873.8 | 99 | 98.9476 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 55 | 2018-10-01 15:17:19 |\n", + "| 164 | 0 | 24873.8 | 99 | 98.9476 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 55 | 2018-10-01 15:17:19 |\n", + "| 165 | 0 | 24873.8 | 98.75 | 98.9827 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 55 | 2018-10-01 15:17:19 |\n", + "| 166 | 0 | 24898.3 | 98.75 | 98.9827 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 56 | 2018-10-01 15:17:20 |\n", + "| 167 | 0 | 24898.3 | 98.75 | 98.9827 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 56 | 2018-10-01 15:17:20 |\n", + "| 168 | 0 | 24898.3 | 98.5 | 98.8268 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 56 | 2018-10-01 15:17:20 |\n", + "| 169 | 5.25e+06 | 24933.2 | 98.5 | 98.8268 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 57 | 2018-10-01 15:17:21 |\n", + "| 170 | 5.25e+06 | 24933.2 | 98.5 | 98.8268 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 57 | 2018-10-01 15:17:21 |\n", + "| 171 | 5.25e+06 | 24933.2 | 98.5 | 98.6078 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 57 | 2018-10-01 15:17:21 |\n", + "| 172 | 0 | 24972 | 98.5 | 98.6078 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 58 | 2018-10-01 15:17:22 |\n", + "| 173 | 0 | 24972 | 98.5 | 98.6078 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 58 | 2018-10-01 15:17:22 |\n", + "| 174 | 0 | 24972 | 98 | 98.5356 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 58 | 2018-10-01 15:17:22 |\n", + "| 175 | 0 | 24983.9 | 98 | 98.5356 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 59 | 2018-10-01 15:17:23 |\n", + "| 176 | 0 | 24983.9 | 98 | 98.5356 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 59 | 2018-10-01 15:17:23 |\n", + "| 177 | 0 | 24983.9 | 97.5 | 98.1767 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 59 | 2018-10-01 15:17:23 |\n", + "| 178 | 5.25e+06 | 25020.8 | 97.5 | 98.1767 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 60 | 2018-10-01 15:17:24 |\n", + "| 179 | 5.25e+06 | 25020.8 | 97.5 | 98.1767 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 60 | 2018-10-01 15:17:24 |\n", + "| 180 | 5.25e+06 | 25020.8 | 97.25 | 97.7233 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 60 | 2018-10-01 15:17:24 |\n", + "| 181 | 5.25e+06 | 24989.4 | 97.25 | 97.7233 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 61 | 2018-10-01 15:17:25 |\n", + "| 182 | 5.25e+06 | 24989.4 | 97.25 | 97.7233 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 61 | 2018-10-01 15:17:25 |\n", + "| 183 | 5.25e+06 | 24989.4 | 97 | 97.4062 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 61 | 2018-10-01 15:17:25 |\n", + "| 184 | 5.25e+06 | 25041.6 | 97 | 97.4062 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 62 | 2018-10-01 15:17:26 |\n", + "| 185 | 5.25e+06 | 25041.6 | 97 | 97.4062 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 62 | 2018-10-01 15:17:26 |\n", + "| 186 | 5.25e+06 | 25041.6 | 97 | 97.134 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 62 | 2018-10-01 15:17:26 |\n", + "| 187 | 0 | 25062.9 | 97 | 97.134 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 63 | 2018-10-01 15:17:27 |\n", + "| 188 | 0 | 25062.9 | 97 | 97.134 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 63 | 2018-10-01 15:17:27 |\n", + "| 189 | 0 | 25062.9 | 96.5 | 97.0442 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 63 | 2018-10-01 15:17:27 |\n", + "| 190 | 0 | 25050.5 | 96.5 | 97.0442 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 64 | 2018-10-01 15:17:28 |\n", + "| 191 | 0 | 25050.5 | 96.5 | 97.0442 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 64 | 2018-10-01 15:17:28 |\n", + "| 192 | 0 | 25050.5 | 96.25 | 96.6796 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 64 | 2018-10-01 15:17:28 |\n", + "| 193 | 5.25e+06 | 25070.9 | 96.25 | 96.6796 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 65 | 2018-10-01 15:17:29 |\n", + "| 194 | 5.25e+06 | 25070.9 | 96.25 | 96.6796 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 65 | 2018-10-01 15:17:29 |\n", + "| 195 | 5.25e+06 | 25070.9 | 96 | 96.3918 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 65 | 2018-10-01 15:17:29 |\n", + "| 196 | 0 | 25067.7 | 96 | 96.3918 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 66 | 2018-10-01 15:17:30 |\n", + "| 197 | 0 | 25067.7 | 96 | 96.3918 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 66 | 2018-10-01 15:17:30 |\n", + "| 198 | 0 | 25067.7 | 95.75 | 96.1293 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 66 | 2018-10-01 15:17:30 |\n", + "| 199 | 0 | 25114.9 | 95.75 | 96.1293 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 67 | 2018-10-01 15:17:31 |\n", + "| 200 | 0 | 25114.9 | 95.75 | 96.1293 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 67 | 2018-10-01 15:17:31 |\n", + "| 201 | 0 | 25114.9 | 95.5 | 95.8752 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 67 | 2018-10-01 15:17:31 |\n", + "| 202 | 5.25e+06 | 25178.2 | 95.5 | 95.8752 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 68 | 2018-10-01 15:17:32 |\n", + "| 203 | 5.25e+06 | 25178.2 | 95.5 | 95.8752 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 68 | 2018-10-01 15:17:32 |\n", + "| 204 | 5.25e+06 | 25178.2 | 95.5 | 95.6238 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 68 | 2018-10-01 15:17:32 |\n", + "| 205 | 5.25e+06 | 25269.3 | 95.5 | 95.6238 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 69 | 2018-10-01 15:17:33 |\n", + "| 206 | 5.25e+06 | 25269.3 | 95.5 | 95.6238 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 69 | 2018-10-01 15:17:33 |\n", + "| 207 | 5.25e+06 | 25269.3 | 95.25 | 95.5409 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 69 | 2018-10-01 15:17:33 |\n", + "| 208 | 5.25e+06 | 25211.1 | 95.25 | 95.5409 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 70 | 2018-10-01 15:17:34 |\n", + "| 209 | 5.25e+06 | 25211.1 | 95.25 | 95.5409 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 70 | 2018-10-01 15:17:34 |\n", + "| 210 | 5.25e+06 | 25211.1 | 95.25 | 95.346 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 70 | 2018-10-01 15:17:34 |\n", + "| 211 | 5.25e+06 | 25150.9 | 95.25 | 95.346 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 71 | 2018-10-01 15:17:35 |\n", + "| 212 | 5.25e+06 | 25150.9 | 95.25 | 95.346 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 71 | 2018-10-01 15:17:35 |\n", + "| 213 | 5.25e+06 | 25150.9 | 95.25 | 95.2817 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 71 | 2018-10-01 15:17:35 |\n", + "| 214 | 0 | 25129.9 | 95.25 | 95.2817 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 72 | 2018-10-01 15:17:36 |\n", + "| 215 | 0 | 25129.9 | 95.25 | 95.2817 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 72 | 2018-10-01 15:17:36 |\n", + "| 216 | 0 | 25129.9 | 95 | 95.2605 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 72 | 2018-10-01 15:17:36 |\n", + "| 217 | 5.25e+06 | 25136.5 | 95 | 95.2605 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 73 | 2018-10-01 15:17:37 |\n", + "| 218 | 5.25e+06 | 25136.5 | 95 | 95.2605 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 73 | 2018-10-01 15:17:37 |\n", + "| 219 | 5.25e+06 | 25136.5 | 94.75 | 95.0859 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 73 | 2018-10-01 15:17:37 |\n", + "| 220 | 0 | 25173.1 | 94.75 | 95.0859 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 74 | 2018-10-01 15:17:38 |\n", + "| 221 | 0 | 25173.1 | 94.75 | 95.0859 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 74 | 2018-10-01 15:17:38 |\n", + "| 222 | 0 | 25173.1 | 94.5 | 94.8609 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 74 | 2018-10-01 15:17:38 |\n", + "| 223 | 5.25e+06 | 25186.2 | 94.5 | 94.8609 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 75 | 2018-10-01 15:17:39 |\n", + "| 224 | 5.25e+06 | 25186.2 | 94.5 | 94.8609 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 75 | 2018-10-01 15:17:39 |\n", + "| 225 | 5.25e+06 | 25186.2 | 94.5 | 94.6191 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 75 | 2018-10-01 15:17:39 |\n", + "| 226 | 5.25e+06 | 25101.9 | 94.5 | 94.6191 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 76 | 2018-10-01 15:17:40 |\n", + "| 227 | 5.25e+06 | 25101.9 | 94.5 | 94.6191 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 76 | 2018-10-01 15:17:40 |\n", + "| 228 | 5.25e+06 | 25101.9 | 94.25 | 94.5393 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 76 | 2018-10-01 15:17:40 |\n", + "| 229 | 0 | 25089.2 | 94.25 | 94.5393 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 77 | 2018-10-01 15:17:41 |\n", + "| 230 | 0 | 25089.2 | 94.25 | 94.5393 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 77 | 2018-10-01 15:17:41 |\n", + "| 231 | 0 | 25089.2 | 94 | 94.3455 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 77 | 2018-10-01 15:17:41 |\n", + "| 232 | 5.25e+06 | 25123.7 | 94 | 94.3455 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 78 | 2018-10-01 15:17:42 |\n", + "| 233 | 5.25e+06 | 25123.7 | 94 | 94.3455 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 78 | 2018-10-01 15:17:42 |\n", + "| 234 | 5.25e+06 | 25123.7 | 94 | 94.114 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 78 | 2018-10-01 15:17:42 |\n", + "| 235 | 5.25e+06 | 25133.3 | 94 | 94.114 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 79 | 2018-10-01 15:17:43 |\n", + "| 236 | 5.25e+06 | 25133.3 | 94 | 94.114 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 79 | 2018-10-01 15:17:43 |\n", + "| 237 | 5.25e+06 | 25133.3 | 93.75 | 94.0376 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 79 | 2018-10-01 15:17:43 |\n", + "| 238 | 0 | 25165 | 93.75 | 94.0376 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 80 | 2018-10-01 15:17:44 |\n", + "| 239 | 0 | 25165 | 93.75 | 94.0376 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 80 | 2018-10-01 15:17:44 |\n", + "| 240 | 0 | 25165 | 93.5 | 93.8449 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 80 | 2018-10-01 15:17:44 |\n", + "| 241 | 5.25e+06 | 25155.8 | 93.5 | 93.8449 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 81 | 2018-10-01 15:17:45 |\n", + "| 242 | 5.25e+06 | 25155.8 | 93.5 | 93.8449 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 81 | 2018-10-01 15:17:45 |\n", + "| 243 | 5.25e+06 | 25155.8 | 93.25 | 93.6138 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 81 | 2018-10-01 15:17:45 |\n", + "| 244 | 5.25e+06 | 25147.4 | 93.25 | 93.6138 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 82 | 2018-10-01 15:17:46 |\n", + "| 245 | 5.25e+06 | 25147.4 | 93.25 | 93.6138 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 82 | 2018-10-01 15:17:46 |\n", + "| 246 | 5.25e+06 | 25147.4 | 93.25 | 93.3701 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 82 | 2018-10-01 15:17:46 |\n", + "| 247 | 5.25e+06 | 25155.2 | 93.25 | 93.3701 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 83 | 2018-10-01 15:17:47 |\n", + "| 248 | 5.25e+06 | 25155.2 | 93.25 | 93.3701 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 83 | 2018-10-01 15:17:47 |\n", + "| 249 | 5.25e+06 | 25155.2 | 93 | 93.2896 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 83 | 2018-10-01 15:17:47 |\n", + "| 250 | 0 | 25172.3 | 93 | 93.2896 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 84 | 2018-10-01 15:17:48 |\n", + "| 251 | 0 | 25172.3 | 93 | 93.2896 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 84 | 2018-10-01 15:17:48 |\n", + "| 252 | 0 | 25172.3 | 92.75 | 93.0956 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 84 | 2018-10-01 15:17:48 |\n", + "| 253 | 5.25e+06 | 25180.5 | 92.75 | 93.0956 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 85 | 2018-10-01 15:17:49 |\n", + "| 254 | 5.25e+06 | 25180.5 | 92.75 | 93.0956 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 85 | 2018-10-01 15:17:49 |\n", + "| 255 | 5.25e+06 | 25180.5 | 92.75 | 92.864 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 85 | 2018-10-01 15:17:49 |\n", + "| 256 | 5.25e+06 | 25185.5 | 92.75 | 92.864 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 86 | 2018-10-01 15:17:50 |\n", + "| 257 | 5.25e+06 | 25185.5 | 92.75 | 92.864 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 86 | 2018-10-01 15:17:50 |\n", + "| 258 | 5.25e+06 | 25185.5 | 92.75 | 92.7876 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 86 | 2018-10-01 15:17:50 |\n", + "| 259 | 5.25e+06 | 25157.5 | 92.75 | 92.7876 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 87 | 2018-10-01 15:17:51 |\n", + "| 260 | 5.25e+06 | 25157.5 | 92.75 | 92.7876 | 0 | 0 | 2.1e+07 | 2 | 1 | 87 | 2018-10-01 15:17:51 |\n", + "| 261 | 5.25e+06 | 25157.5 | 93 | 92.7624 | 0 | 0 | 2.1e+07 | 3 | 1 | 87 | 2018-10-01 15:17:51 |\n", + "| 262 | 1.05e+07 | 25173.3 | 93 | 92.7624 | 0 | 0 | 2.1e+07 | 1 | 1 | 88 | 2018-10-01 15:17:52 |\n", + "| 263 | 1.05e+07 | 25173.3 | 93 | 92.7624 | 0 | 0 | 2.1e+07 | 2 | 1 | 88 | 2018-10-01 15:17:52 |\n", + "| 264 | 1.05e+07 | 25173.3 | 93.5 | 92.9216 | 0 | 0 | 2.1e+07 | 3 | 1 | 88 | 2018-10-01 15:17:52 |\n", + "| 265 | 1.05e+07 | 25178.3 | 93.5 | 92.9216 | 0 | 0 | 2.1e+07 | 1 | 1 | 89 | 2018-10-01 15:17:53 |\n", + "| 266 | 1.05e+07 | 25178.3 | 93.5 | 92.9216 | 0 | 0 | 2.1e+07 | 2 | 1 | 89 | 2018-10-01 15:17:53 |\n", + "| 267 | 1.05e+07 | 25178.3 | 94 | 93.3091 | 0 | 0 | 2.1e+07 | 3 | 1 | 89 | 2018-10-01 15:17:53 |\n", + "| 268 | 1.05e+07 | 25225.4 | 94 | 93.3091 | 0 | 0 | 2.1e+07 | 1 | 1 | 90 | 2018-10-01 15:17:54 |\n", + "| 269 | 1.05e+07 | 25225.4 | 94 | 93.3091 | 0 | 0 | 2.1e+07 | 2 | 1 | 90 | 2018-10-01 15:17:54 |\n", + "| 270 | 1.05e+07 | 25225.4 | 94.5 | 93.772 | 0 | 0 | 2.1e+07 | 3 | 1 | 90 | 2018-10-01 15:17:54 |\n", + "| 271 | 5.25e+06 | 25275.4 | 94.5 | 93.772 | 0 | 0 | 2.1e+07 | 1 | 1 | 91 | 2018-10-01 15:17:55 |\n", + "| 272 | 5.25e+06 | 25275.4 | 94.5 | 93.772 | 0 | 0 | 2.1e+07 | 2 | 1 | 91 | 2018-10-01 15:17:55 |\n", + "| 273 | 5.25e+06 | 25275.4 | 94.75 | 94.2598 | 0 | 0 | 2.1e+07 | 3 | 1 | 91 | 2018-10-01 15:17:55 |\n", + "| 274 | 5.25e+06 | 25283.1 | 94.75 | 94.2598 | 0 | 0 | 2.1e+07 | 1 | 1 | 92 | 2018-10-01 15:17:56 |\n", + "| 275 | 5.25e+06 | 25283.1 | 94.75 | 94.2598 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 92 | 2018-10-01 15:17:56 |\n", + "| 276 | 5.25e+06 | 25283.1 | 94.75 | 94.5882 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 92 | 2018-10-01 15:17:56 |\n", + "| 277 | 5.25e+06 | 25267.4 | 94.75 | 94.5882 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 93 | 2018-10-01 15:17:57 |\n", + "| 278 | 5.25e+06 | 25267.4 | 94.75 | 94.5882 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 93 | 2018-10-01 15:17:57 |\n", + "| 279 | 5.25e+06 | 25267.4 | 94.75 | 94.6966 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 93 | 2018-10-01 15:17:57 |\n", + "| 280 | 0 | 25240.8 | 94.75 | 94.6966 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 94 | 2018-10-01 15:17:58 |\n", + "| 281 | 0 | 25240.8 | 94.75 | 94.6966 | 0 | 0 | 2.1e+07 | 2 | 1 | 94 | 2018-10-01 15:17:58 |\n", + "| 282 | 0 | 25240.8 | 94.75 | 94.7324 | 0 | 0 | 2.1e+07 | 3 | 1 | 94 | 2018-10-01 15:17:58 |\n", + "| 283 | 5.25e+06 | 25258.5 | 94.75 | 94.7324 | 0 | 0 | 2.1e+07 | 1 | 1 | 95 | 2018-10-01 15:17:59 |\n", + "| 284 | 5.25e+06 | 25258.5 | 94.75 | 94.7324 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 95 | 2018-10-01 15:17:59 |\n", + "| 285 | 5.25e+06 | 25258.5 | 94.75 | 94.7442 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 95 | 2018-10-01 15:17:59 |\n", + "| 286 | 0 | 25261.7 | 94.75 | 94.7442 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 96 | 2018-10-01 15:18:00 |\n", + "| 287 | 0 | 25261.7 | 94.75 | 94.7442 | 0 | 0 | 2.1e+07 | 2 | 1 | 96 | 2018-10-01 15:18:00 |\n", + "| 288 | 0 | 25261.7 | 94.75 | 94.7481 | 0 | 0 | 2.1e+07 | 3 | 1 | 96 | 2018-10-01 15:18:00 |\n", + "| 289 | 0 | 25247.4 | 94.75 | 94.7481 | 0 | 0 | 2.1e+07 | 1 | 1 | 97 | 2018-10-01 15:18:01 |\n", + "| 290 | 0 | 25247.4 | 94.75 | 94.7481 | 0 | 0 | 2.1e+07 | 2 | 1 | 97 | 2018-10-01 15:18:01 |\n", + "| 291 | 0 | 25247.4 | 94.75 | 94.7494 | 0 | 0 | 2.1e+07 | 3 | 1 | 97 | 2018-10-01 15:18:01 |\n", + "| 292 | 5.25e+06 | 25249.2 | 94.75 | 94.7494 | 0 | 0 | 2.1e+07 | 1 | 1 | 98 | 2018-10-01 15:18:02 |\n", + "| 293 | 5.25e+06 | 25249.2 | 94.75 | 94.7494 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 98 | 2018-10-01 15:18:02 |\n", + "| 294 | 5.25e+06 | 25249.2 | 94.75 | 94.7498 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 98 | 2018-10-01 15:18:02 |\n", + "| 295 | 0 | 25223.3 | 94.75 | 94.7498 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 99 | 2018-10-01 15:18:03 |\n", + "| 296 | 0 | 25223.3 | 94.75 | 94.7498 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 99 | 2018-10-01 15:18:03 |\n", + "| 297 | 0 | 25223.3 | 94.5 | 94.7499 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 99 | 2018-10-01 15:18:03 |\n", + "| 298 | 5.25e+06 | 25252.4 | 94.5 | 94.7499 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 100 | 2018-10-01 15:18:04 |\n", + "| 299 | 5.25e+06 | 25252.4 | 94.5 | 94.7499 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 100 | 2018-10-01 15:18:04 |\n", + "| 300 | 5.25e+06 | 25252.4 | 94.5 | 94.5825 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 100 | 2018-10-01 15:18:04 |\n", + "| 301 | 5.25e+06 | 25233.8 | 94.5 | 94.5825 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 101 | 2018-10-01 15:18:05 |\n", + "| 302 | 5.25e+06 | 25233.8 | 94.5 | 94.5825 | 0 | 0 | 2.1e+07 | 2 | 1 | 101 | 2018-10-01 15:18:05 |\n", + "| 303 | 5.25e+06 | 25233.8 | 94.75 | 94.5272 | 0 | 0 | 2.1e+07 | 3 | 1 | 101 | 2018-10-01 15:18:05 |\n", + "| 304 | 1.05e+07 | 25284.8 | 94.75 | 94.5272 | 0 | 0 | 2.1e+07 | 1 | 1 | 102 | 2018-10-01 15:18:06 |\n", + "| 305 | 1.05e+07 | 25284.8 | 94.75 | 94.5272 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 102 | 2018-10-01 15:18:06 |\n", + "| 306 | 1.05e+07 | 25284.8 | 95 | 94.6765 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 102 | 2018-10-01 15:18:06 |\n", + "| 307 | 5.25e+06 | 25301.6 | 95 | 94.6765 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 103 | 2018-10-01 15:18:07 |\n", + "| 308 | 5.25e+06 | 25301.6 | 95 | 94.6765 | 0 | 0 | 2.1e+07 | 2 | 1 | 103 | 2018-10-01 15:18:07 |\n", + "| 309 | 5.25e+06 | 25301.6 | 95.25 | 94.8932 | 0 | 0 | 2.1e+07 | 3 | 1 | 103 | 2018-10-01 15:18:07 |\n", + "| 310 | 5.25e+06 | 25326.4 | 95.25 | 94.8932 | 0 | 0 | 2.1e+07 | 1 | 1 | 104 | 2018-10-01 15:18:08 |\n", + "| 311 | 5.25e+06 | 25326.4 | 95.25 | 94.8932 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 104 | 2018-10-01 15:18:08 |\n", + "| 312 | 5.25e+06 | 25326.4 | 95.25 | 95.1323 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 104 | 2018-10-01 15:18:08 |\n", + "| 313 | 5.25e+06 | 25280.7 | 95.25 | 95.1323 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 105 | 2018-10-01 15:18:09 |\n", + "| 314 | 5.25e+06 | 25280.7 | 95.25 | 95.1323 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 105 | 2018-10-01 15:18:09 |\n", + "| 315 | 5.25e+06 | 25280.7 | 95.25 | 95.2111 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 105 | 2018-10-01 15:18:09 |\n", + "| 316 | 0 | 25287.8 | 95.25 | 95.2111 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 106 | 2018-10-01 15:18:10 |\n", + "| 317 | 0 | 25287.8 | 95.25 | 95.2111 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 106 | 2018-10-01 15:18:10 |\n", + "| 318 | 0 | 25287.8 | 95 | 95.2372 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 106 | 2018-10-01 15:18:10 |\n", + "| 319 | 0 | 25318.7 | 95 | 95.2372 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 107 | 2018-10-01 15:18:11 |\n", + "| 320 | 0 | 25318.7 | 95 | 95.2372 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 107 | 2018-10-01 15:18:11 |\n", + "| 321 | 0 | 25318.7 | 94.75 | 95.0783 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 107 | 2018-10-01 15:18:11 |\n", + "| 322 | 5.25e+06 | 25278.9 | 94.75 | 95.0783 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 108 | 2018-10-01 15:18:12 |\n", + "| 323 | 5.25e+06 | 25278.9 | 94.75 | 95.0783 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 108 | 2018-10-01 15:18:12 |\n", + "| 324 | 5.25e+06 | 25278.9 | 94.5 | 94.8583 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 108 | 2018-10-01 15:18:12 |\n", + "| 325 | 0 | 25267.8 | 94.5 | 94.8583 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 109 | 2018-10-01 15:18:13 |\n", + "| 326 | 0 | 25267.8 | 94.5 | 94.8583 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 109 | 2018-10-01 15:18:13 |\n", + "| 327 | 0 | 25267.8 | 94 | 94.6182 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 109 | 2018-10-01 15:18:13 |\n", + "| 328 | 0 | 25269.2 | 94 | 94.6182 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 110 | 2018-10-01 15:18:14 |\n", + "| 329 | 0 | 25269.2 | 94 | 94.6182 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 110 | 2018-10-01 15:18:14 |\n", + "| 330 | 0 | 25269.2 | 93.75 | 94.204 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 110 | 2018-10-01 15:18:14 |\n", + "| 331 | 5.25e+06 | 25212 | 93.75 | 94.204 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 111 | 2018-10-01 15:18:15 |\n", + "| 332 | 5.25e+06 | 25212 | 93.75 | 94.204 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 111 | 2018-10-01 15:18:15 |\n", + "| 333 | 5.25e+06 | 25212 | 93.5 | 93.8998 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 111 | 2018-10-01 15:18:15 |\n", + "| 334 | 0 | 25225.1 | 93.5 | 93.8998 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 112 | 2018-10-01 15:18:16 |\n", + "| 335 | 0 | 25225.1 | 93.5 | 93.8998 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 112 | 2018-10-01 15:18:16 |\n", + "| 336 | 0 | 25225.1 | 93.25 | 93.6319 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 112 | 2018-10-01 15:18:16 |\n", + "| 337 | 0 | 25260.4 | 93.25 | 93.6319 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 113 | 2018-10-01 15:18:17 |\n", + "| 338 | 0 | 25260.4 | 93.25 | 93.6319 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 113 | 2018-10-01 15:18:17 |\n", + "| 339 | 0 | 25260.4 | 93 | 93.376 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 113 | 2018-10-01 15:18:17 |\n", + "| 340 | 0 | 25224.5 | 93 | 93.376 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 114 | 2018-10-01 15:18:18 |\n", + "| 341 | 0 | 25224.5 | 93 | 93.376 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 114 | 2018-10-01 15:18:18 |\n", + "| 342 | 0 | 25224.5 | 92.75 | 93.1241 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 114 | 2018-10-01 15:18:18 |\n", + "| 343 | 5.25e+06 | 25239.2 | 92.75 | 93.1241 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 115 | 2018-10-01 15:18:19 |\n", + "| 344 | 5.25e+06 | 25239.2 | 92.75 | 93.1241 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 115 | 2018-10-01 15:18:19 |\n", + "| 345 | 5.25e+06 | 25239.2 | 92.5 | 92.8735 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 115 | 2018-10-01 15:18:19 |\n", + "| 346 | 5.25e+06 | 25184.5 | 92.5 | 92.8735 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 116 | 2018-10-01 15:18:20 |\n", + "| 347 | 5.25e+06 | 25184.5 | 92.5 | 92.8735 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 116 | 2018-10-01 15:18:20 |\n", + "| 348 | 5.25e+06 | 25184.5 | 92.25 | 92.6232 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 116 | 2018-10-01 15:18:20 |\n", + "| 349 | 5.25e+06 | 25182.9 | 92.25 | 92.6232 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 117 | 2018-10-01 15:18:21 |\n", + "| 350 | 5.25e+06 | 25182.9 | 92.25 | 92.6232 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 117 | 2018-10-01 15:18:21 |\n", + "| 351 | 5.25e+06 | 25182.9 | 92 | 92.3732 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 117 | 2018-10-01 15:18:21 |\n", + "| 352 | 0 | 25115.5 | 92 | 92.3732 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 118 | 2018-10-01 15:18:22 |\n", + "| 353 | 0 | 25115.5 | 92 | 92.3732 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 118 | 2018-10-01 15:18:22 |\n", + "| 354 | 0 | 25115.5 | 91.75 | 92.1231 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 118 | 2018-10-01 15:18:22 |\n", + "| 355 | 5.25e+06 | 25162.3 | 91.75 | 92.1231 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 119 | 2018-10-01 15:18:23 |\n", + "| 356 | 5.25e+06 | 25162.3 | 91.75 | 92.1231 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 119 | 2018-10-01 15:18:23 |\n", + "| 357 | 5.25e+06 | 25162.3 | 91.5 | 91.8731 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 119 | 2018-10-01 15:18:23 |\n", + "| 358 | 5.25e+06 | 25179.3 | 91.5 | 91.8731 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 120 | 2018-10-01 15:18:24 |\n", + "| 359 | 5.25e+06 | 25179.3 | 91.5 | 91.8731 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 120 | 2018-10-01 15:18:24 |\n", + "| 360 | 5.25e+06 | 25179.3 | 91.5 | 91.6231 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 120 | 2018-10-01 15:18:24 |\n", + "| 361 | 5.25e+06 | 25178.3 | 91.5 | 91.6231 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 121 | 2018-10-01 15:18:25 |\n", + "| 362 | 5.25e+06 | 25178.3 | 91.5 | 91.6231 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 121 | 2018-10-01 15:18:25 |\n", + "| 363 | 5.25e+06 | 25178.3 | 91.25 | 91.5406 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 121 | 2018-10-01 15:18:25 |\n", + "| 364 | 0 | 25146 | 91.25 | 91.5406 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 122 | 2018-10-01 15:18:26 |\n", + "| 365 | 0 | 25146 | 91.25 | 91.5406 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 122 | 2018-10-01 15:18:26 |\n", + "| 366 | 0 | 25146 | 90.75 | 91.3459 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 122 | 2018-10-01 15:18:26 |\n", + "| 367 | 0 | 25199.1 | 90.75 | 91.3459 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 123 | 2018-10-01 15:18:27 |\n", + "| 368 | 0 | 25199.1 | 90.75 | 91.3459 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 123 | 2018-10-01 15:18:27 |\n", + "| 369 | 0 | 25199.1 | 90.25 | 90.9467 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 123 | 2018-10-01 15:18:27 |\n", + "| 370 | 0 | 25281 | 90.25 | 90.9467 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 124 | 2018-10-01 15:18:28 |\n", + "| 371 | 0 | 25281 | 90.25 | 90.9467 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 124 | 2018-10-01 15:18:28 |\n", + "| 372 | 0 | 25281 | 89.75 | 90.4799 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 124 | 2018-10-01 15:18:28 |\n", + "| 373 | 0 | 25203.6 | 89.75 | 90.4799 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 125 | 2018-10-01 15:18:29 |\n", + "| 374 | 0 | 25203.6 | 89.75 | 90.4799 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 125 | 2018-10-01 15:18:29 |\n", + "| 375 | 0 | 25203.6 | 89.5 | 89.9909 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 125 | 2018-10-01 15:18:29 |\n", + "| 376 | 5.25e+06 | 25255.1 | 89.5 | 89.9909 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 126 | 2018-10-01 15:18:30 |\n", + "| 377 | 5.25e+06 | 25255.1 | 89.5 | 89.9909 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 126 | 2018-10-01 15:18:30 |\n", + "| 378 | 5.25e+06 | 25255.1 | 89.25 | 89.662 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 126 | 2018-10-01 15:18:30 |\n", + "| 379 | 5.25e+06 | 25322.9 | 89.25 | 89.662 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 127 | 2018-10-01 15:18:31 |\n", + "| 380 | 5.25e+06 | 25322.9 | 89.25 | 89.662 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 127 | 2018-10-01 15:18:31 |\n", + "| 381 | 5.25e+06 | 25322.9 | 89.25 | 89.386 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 127 | 2018-10-01 15:18:31 |\n", + "| 382 | 5.25e+06 | 25337 | 89.25 | 89.386 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 128 | 2018-10-01 15:18:32 |\n", + "| 383 | 5.25e+06 | 25337 | 89.25 | 89.386 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 128 | 2018-10-01 15:18:32 |\n", + "| 384 | 5.25e+06 | 25337 | 89.25 | 89.2949 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 128 | 2018-10-01 15:18:32 |\n", + "| 385 | 5.25e+06 | 25287 | 89.25 | 89.2949 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 129 | 2018-10-01 15:18:33 |\n", + "| 386 | 5.25e+06 | 25287 | 89.25 | 89.2949 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 129 | 2018-10-01 15:18:33 |\n", + "| 387 | 5.25e+06 | 25287 | 89.25 | 89.2648 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 129 | 2018-10-01 15:18:33 |\n", + "| 388 | 0 | 25323 | 89.25 | 89.2648 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 130 | 2018-10-01 15:18:34 |\n", + "| 389 | 0 | 25323 | 89.25 | 89.2648 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 130 | 2018-10-01 15:18:34 |\n", + "| 390 | 0 | 25323 | 89 | 89.2549 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 130 | 2018-10-01 15:18:34 |\n", + "| 391 | 0 | 25315.5 | 89 | 89.2549 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 131 | 2018-10-01 15:18:35 |\n", + "| 392 | 0 | 25315.5 | 89 | 89.2549 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 131 | 2018-10-01 15:18:35 |\n", + "| 393 | 0 | 25315.5 | 88.75 | 89.0841 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 131 | 2018-10-01 15:18:35 |\n", + "| 394 | 0 | 25290.3 | 88.75 | 89.0841 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 132 | 2018-10-01 15:18:36 |\n", + "| 395 | 0 | 25290.3 | 88.75 | 89.0841 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 132 | 2018-10-01 15:18:36 |\n", + "| 396 | 0 | 25290.3 | 88.25 | 88.8603 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 132 | 2018-10-01 15:18:36 |\n", + "| 397 | 0 | 25239.1 | 88.25 | 88.8603 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 133 | 2018-10-01 15:18:37 |\n", + "| 398 | 0 | 25239.1 | 88.25 | 88.8603 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 133 | 2018-10-01 15:18:37 |\n", + "| 399 | 0 | 25239.1 | 88 | 88.4514 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 133 | 2018-10-01 15:18:37 |\n", + "| 400 | 5.25e+06 | 25262 | 88 | 88.4514 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 134 | 2018-10-01 15:18:38 |\n", + "| 401 | 5.25e+06 | 25262 | 88 | 88.4514 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 134 | 2018-10-01 15:18:38 |\n", + "| 402 | 5.25e+06 | 25262 | 87.75 | 88.149 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 134 | 2018-10-01 15:18:38 |\n", + "| 403 | 0 | 25295 | 87.75 | 88.149 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 135 | 2018-10-01 15:18:39 |\n", + "| 404 | 0 | 25295 | 87.75 | 88.149 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 135 | 2018-10-01 15:18:39 |\n", + "| 405 | 0 | 25295 | 87.5 | 87.8817 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 135 | 2018-10-01 15:18:39 |\n", + "| 406 | 5.25e+06 | 25269 | 87.5 | 87.8817 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 136 | 2018-10-01 15:18:40 |\n", + "| 407 | 5.25e+06 | 25269 | 87.5 | 87.8817 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 136 | 2018-10-01 15:18:40 |\n", + "| 408 | 5.25e+06 | 25269 | 87.5 | 87.6259 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 136 | 2018-10-01 15:18:40 |\n", + "| 409 | 0 | 25290.7 | 87.5 | 87.6259 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 137 | 2018-10-01 15:18:41 |\n", + "| 410 | 0 | 25290.7 | 87.5 | 87.6259 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 137 | 2018-10-01 15:18:41 |\n", + "| 411 | 0 | 25290.7 | 87.25 | 87.5416 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 137 | 2018-10-01 15:18:41 |\n", + "| 412 | 5.25e+06 | 25243.1 | 87.25 | 87.5416 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 138 | 2018-10-01 15:18:42 |\n", + "| 413 | 5.25e+06 | 25243.1 | 87.25 | 87.5416 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 138 | 2018-10-01 15:18:42 |\n", + "| 414 | 5.25e+06 | 25243.1 | 87 | 87.3462 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 138 | 2018-10-01 15:18:42 |\n", + "| 415 | 0 | 25276.5 | 87 | 87.3462 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 139 | 2018-10-01 15:18:43 |\n", + "| 416 | 0 | 25276.5 | 87 | 87.3462 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 139 | 2018-10-01 15:18:43 |\n", + "| 417 | 0 | 25276.5 | 86.75 | 87.1143 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 139 | 2018-10-01 15:18:43 |\n", + "| 418 | 0 | 25278.4 | 86.75 | 87.1143 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 140 | 2018-10-01 15:18:44 |\n", + "| 419 | 0 | 25278.4 | 86.75 | 87.1143 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 140 | 2018-10-01 15:18:44 |\n", + "| 420 | 0 | 25278.4 | 86.25 | 86.8702 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 140 | 2018-10-01 15:18:44 |\n", + "| 421 | 0 | 25270.6 | 86.25 | 86.8702 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 141 | 2018-10-01 15:18:45 |\n", + "| 422 | 0 | 25270.6 | 86.25 | 86.8702 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 141 | 2018-10-01 15:18:45 |\n", + "| 423 | 0 | 25270.6 | 86 | 86.4547 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 141 | 2018-10-01 15:18:45 |\n", + "| 424 | 5.25e+06 | 25266.4 | 86 | 86.4547 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 142 | 2018-10-01 15:18:46 |\n", + "| 425 | 5.25e+06 | 25266.4 | 86 | 86.4547 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 142 | 2018-10-01 15:18:46 |\n", + "| 426 | 5.25e+06 | 25266.4 | 86 | 86.15 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 142 | 2018-10-01 15:18:46 |\n", + "| 427 | 0 | 25302.6 | 86 | 86.15 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 143 | 2018-10-01 15:18:47 |\n", + "| 428 | 0 | 25302.6 | 86 | 86.15 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 143 | 2018-10-01 15:18:47 |\n", + "| 429 | 0 | 25302.6 | 85.75 | 86.0495 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 143 | 2018-10-01 15:18:47 |\n", + "| 430 | 0 | 25333.9 | 85.75 | 86.0495 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 144 | 2018-10-01 15:18:48 |\n", + "| 431 | 0 | 25333.9 | 85.75 | 86.0495 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 144 | 2018-10-01 15:18:48 |\n", + "| 432 | 0 | 25333.9 | 85.25 | 85.8488 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 144 | 2018-10-01 15:18:48 |\n", + "| 433 | 0 | 25355.9 | 85.25 | 85.8488 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 145 | 2018-10-01 15:18:49 |\n", + "| 434 | 0 | 25355.9 | 85.25 | 85.8488 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 145 | 2018-10-01 15:18:49 |\n", + "| 435 | 0 | 25355.9 | 85 | 85.4476 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 145 | 2018-10-01 15:18:49 |\n", + "| 436 | 5.25e+06 | 25361.7 | 85 | 85.4476 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 146 | 2018-10-01 15:18:50 |\n", + "| 437 | 5.25e+06 | 25361.7 | 85 | 85.4476 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 146 | 2018-10-01 15:18:50 |\n", + "| 438 | 5.25e+06 | 25361.7 | 85 | 85.1477 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 146 | 2018-10-01 15:18:50 |\n", + "| 439 | 0 | 25364.9 | 85 | 85.1477 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 147 | 2018-10-01 15:18:51 |\n", + "| 440 | 0 | 25364.9 | 85 | 85.1477 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 147 | 2018-10-01 15:18:51 |\n", + "| 441 | 0 | 25364.9 | 84.5 | 85.0487 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 147 | 2018-10-01 15:18:51 |\n", + "| 442 | 0 | 25390.7 | 84.5 | 85.0487 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 148 | 2018-10-01 15:18:52 |\n", + "| 443 | 0 | 25390.7 | 84.5 | 85.0487 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 148 | 2018-10-01 15:18:52 |\n", + "| 444 | 0 | 25390.7 | 84.25 | 84.6811 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 148 | 2018-10-01 15:18:52 |\n", + "| 445 | 5.25e+06 | 25400.4 | 84.25 | 84.6811 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 149 | 2018-10-01 15:18:53 |\n", + "| 446 | 5.25e+06 | 25400.4 | 84.25 | 84.6811 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 149 | 2018-10-01 15:18:53 |\n", + "| 447 | 5.25e+06 | 25400.4 | 84 | 84.3923 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 149 | 2018-10-01 15:18:53 |\n", + "| 448 | 0 | 25428.8 | 84 | 84.3923 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 150 | 2018-10-01 15:18:54 |\n", + "| 449 | 0 | 25428.8 | 84 | 84.3923 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 150 | 2018-10-01 15:18:54 |\n", + "| 450 | 0 | 25428.8 | 83.75 | 84.1294 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 150 | 2018-10-01 15:18:54 |\n", + "| 451 | 5.25e+06 | 25415.9 | 83.75 | 84.1294 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 151 | 2018-10-01 15:18:55 |\n", + "| 452 | 5.25e+06 | 25415.9 | 83.75 | 84.1294 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 151 | 2018-10-01 15:18:55 |\n", + "| 453 | 5.25e+06 | 25415.9 | 83.75 | 83.8752 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 151 | 2018-10-01 15:18:55 |\n", + "| 454 | 5.25e+06 | 25314.4 | 83.75 | 83.8752 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 152 | 2018-10-01 15:18:56 |\n", + "| 455 | 5.25e+06 | 25314.4 | 83.75 | 83.8752 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 152 | 2018-10-01 15:18:56 |\n", + "| 456 | 5.25e+06 | 25314.4 | 83.5 | 83.7913 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 152 | 2018-10-01 15:18:56 |\n", + "| 457 | 0 | 25357.7 | 83.5 | 83.7913 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 153 | 2018-10-01 15:18:57 |\n", + "| 458 | 0 | 25357.7 | 83.5 | 83.7913 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 153 | 2018-10-01 15:18:57 |\n", + "| 459 | 0 | 25357.7 | 83.25 | 83.5961 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 153 | 2018-10-01 15:18:57 |\n", + "| 460 | 5.25e+06 | 25448.8 | 83.25 | 83.5961 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 154 | 2018-10-01 15:18:58 |\n", + "| 461 | 5.25e+06 | 25448.8 | 83.25 | 83.5961 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 154 | 2018-10-01 15:18:58 |\n", + "| 462 | 5.25e+06 | 25448.8 | 83 | 83.3642 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 154 | 2018-10-01 15:18:58 |\n", + "| 463 | 0 | 25467.2 | 83 | 83.3642 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 155 | 2018-10-01 15:18:59 |\n", + "| 464 | 0 | 25467.2 | 83 | 83.3642 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 155 | 2018-10-01 15:18:59 |\n", + "| 465 | 0 | 25467.2 | 82.5 | 83.1202 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 155 | 2018-10-01 15:18:59 |\n", + "| 466 | 0 | 25463.1 | 82.5 | 83.1202 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 156 | 2018-10-01 15:19:00 |\n", + "| 467 | 0 | 25463.1 | 82.5 | 83.1202 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 156 | 2018-10-01 15:19:00 |\n", + "| 468 | 0 | 25463.1 | 82 | 82.7047 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 156 | 2018-10-01 15:19:00 |\n", + "| 469 | 5.25e+06 | 25457.4 | 82 | 82.7047 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 157 | 2018-10-01 15:19:01 |\n", + "| 470 | 5.25e+06 | 25457.4 | 82 | 82.7047 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 157 | 2018-10-01 15:19:01 |\n", + "| 471 | 5.25e+06 | 25457.4 | 82 | 82.2325 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 157 | 2018-10-01 15:19:01 |\n", + "| 472 | 5.25e+06 | 25452.4 | 82 | 82.2325 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 158 | 2018-10-01 15:19:02 |\n", + "| 473 | 5.25e+06 | 25452.4 | 82 | 82.2325 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 158 | 2018-10-01 15:19:02 |\n", + "| 474 | 5.25e+06 | 25452.4 | 82 | 82.0767 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 158 | 2018-10-01 15:19:02 |\n", + "| 475 | 5.25e+06 | 25453.1 | 82 | 82.0767 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 159 | 2018-10-01 15:19:03 |\n", + "| 476 | 5.25e+06 | 25453.1 | 82 | 82.0767 | 0 | 0 | 2.1e+07 | 2 | 1 | 159 | 2018-10-01 15:19:03 |\n", + "| 477 | 5.25e+06 | 25453.1 | 82.25 | 82.0253 | 0 | 0 | 2.1e+07 | 3 | 1 | 159 | 2018-10-01 15:19:03 |\n", + "| 478 | 5.25e+06 | 25406.4 | 82.25 | 82.0253 | 0 | 0 | 2.1e+07 | 1 | 1 | 160 | 2018-10-01 15:19:04 |\n", + "| 479 | 5.25e+06 | 25406.4 | 82.25 | 82.0253 | 0 | 0 | 2.1e+07 | 2 | 1 | 160 | 2018-10-01 15:19:04 |\n", + "| 480 | 5.25e+06 | 25406.4 | 82.5 | 82.1759 | 0 | 0 | 2.1e+07 | 3 | 1 | 160 | 2018-10-01 15:19:04 |\n", + "| 481 | 1.05e+07 | 25384.8 | 82.5 | 82.1759 | 0 | 0 | 2.1e+07 | 1 | 1 | 161 | 2018-10-01 15:19:05 |\n", + "| 482 | 1.05e+07 | 25384.8 | 82.5 | 82.1759 | 0 | 0 | 2.1e+07 | 2 | 1 | 161 | 2018-10-01 15:19:05 |\n", + "| 483 | 1.05e+07 | 25384.8 | 83 | 82.393 | 0 | 0 | 2.1e+07 | 3 | 1 | 161 | 2018-10-01 15:19:05 |\n", + "| 484 | 1.05e+07 | 25343.3 | 83 | 82.393 | 0 | 0 | 2.1e+07 | 1 | 1 | 162 | 2018-10-01 15:19:06 |\n", + "| 485 | 1.05e+07 | 25343.3 | 83 | 82.393 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 162 | 2018-10-01 15:19:06 |\n", + "| 486 | 1.05e+07 | 25343.3 | 83.25 | 82.7997 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 162 | 2018-10-01 15:19:06 |\n", + "| 487 | 1.05e+07 | 25353.7 | 83.25 | 82.7997 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 163 | 2018-10-01 15:19:07 |\n", + "| 488 | 1.05e+07 | 25353.7 | 83.25 | 82.7997 | 0 | 0 | 2.1e+07 | 2 | 1 | 163 | 2018-10-01 15:19:07 |\n", + "| 489 | 1.05e+07 | 25353.7 | 83.75 | 83.1014 | 0 | 0 | 2.1e+07 | 3 | 1 | 163 | 2018-10-01 15:19:07 |\n", + "| 490 | 1.05e+07 | 25341.3 | 83.75 | 83.1014 | 0 | 0 | 2.1e+07 | 1 | 1 | 164 | 2018-10-01 15:19:08 |\n", + "| 491 | 1.05e+07 | 25341.3 | 83.75 | 83.1014 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 164 | 2018-10-01 15:19:08 |\n", + "| 492 | 1.05e+07 | 25341.3 | 84 | 83.536 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 164 | 2018-10-01 15:19:08 |\n", + "| 493 | 5.25e+06 | 25361.9 | 84 | 83.536 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 165 | 2018-10-01 15:19:09 |\n", + "| 494 | 5.25e+06 | 25361.9 | 84 | 83.536 | 0 | 0 | 2.1e+07 | 2 | 1 | 165 | 2018-10-01 15:19:09 |\n", + "| 495 | 5.25e+06 | 25361.9 | 84.25 | 83.8469 | 0 | 0 | 2.1e+07 | 3 | 1 | 165 | 2018-10-01 15:19:09 |\n", + "| 496 | 1.05e+07 | 25354.7 | 84.25 | 83.8469 | 0 | 0 | 2.1e+07 | 1 | 1 | 166 | 2018-10-01 15:19:10 |\n", + "| 497 | 1.05e+07 | 25354.7 | 84.25 | 83.8469 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 166 | 2018-10-01 15:19:10 |\n", + "| 498 | 1.05e+07 | 25354.7 | 84.5 | 84.117 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 166 | 2018-10-01 15:19:10 |\n", + "| 499 | 1.05e+07 | 25395.8 | 84.5 | 84.117 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 167 | 2018-10-01 15:19:11 |\n", + "| 500 | 1.05e+07 | 25395.8 | 84.5 | 84.117 | 0 | 0 | 2.1e+07 | 2 | 1 | 167 | 2018-10-01 15:19:11 |\n", + "| 501 | 1.05e+07 | 25395.8 | 85 | 84.3736 | 0 | 0 | 2.1e+07 | 3 | 1 | 167 | 2018-10-01 15:19:11 |\n", + "| 502 | 1.05e+07 | 25404.6 | 85 | 84.3736 | 0 | 0 | 2.1e+07 | 1 | 1 | 168 | 2018-10-01 15:19:12 |\n", + "| 503 | 1.05e+07 | 25404.6 | 85 | 84.3736 | 0 | 0 | 2.1e+07 | 2 | 1 | 168 | 2018-10-01 15:19:12 |\n", + "| 504 | 1.05e+07 | 25404.6 | 85.5 | 84.7933 | 0 | 0 | 2.1e+07 | 3 | 1 | 168 | 2018-10-01 15:19:12 |\n", + "| 505 | 5.25e+06 | 25495.9 | 85.5 | 84.7933 | 0 | 0 | 2.1e+07 | 1 | 1 | 169 | 2018-10-01 15:19:13 |\n", + "| 506 | 5.25e+06 | 25495.9 | 85.5 | 84.7933 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 169 | 2018-10-01 15:19:13 |\n", + "| 507 | 5.25e+06 | 25495.9 | 85.5 | 85.2668 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 169 | 2018-10-01 15:19:13 |\n", + "| 508 | 5.25e+06 | 25416.9 | 85.5 | 85.2668 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 170 | 2018-10-01 15:19:14 |\n", + "| 509 | 5.25e+06 | 25416.9 | 85.5 | 85.2668 | 0 | 0 | 2.1e+07 | 2 | 1 | 170 | 2018-10-01 15:19:14 |\n", + "| 510 | 5.25e+06 | 25416.9 | 85.75 | 85.423 | 0 | 0 | 2.1e+07 | 3 | 1 | 170 | 2018-10-01 15:19:14 |\n", + "| 511 | 1.05e+07 | 25390 | 85.75 | 85.423 | 0 | 0 | 2.1e+07 | 1 | 1 | 171 | 2018-10-01 15:19:15 |\n", + "| 512 | 1.05e+07 | 25390 | 85.75 | 85.423 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 171 | 2018-10-01 15:19:15 |\n", + "| 513 | 1.05e+07 | 25390 | 86 | 85.6421 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 171 | 2018-10-01 15:19:15 |\n", + "| 514 | 5.25e+06 | 25427.5 | 86 | 85.6421 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 172 | 2018-10-01 15:19:16 |\n", + "| 515 | 5.25e+06 | 25427.5 | 86 | 85.6421 | 0 | 0 | 2.1e+07 | 2 | 1 | 172 | 2018-10-01 15:19:16 |\n", + "| 516 | 5.25e+06 | 25427.5 | 86.25 | 85.8819 | 0 | 0 | 2.1e+07 | 3 | 1 | 172 | 2018-10-01 15:19:16 |\n", + "| 517 | 1.05e+07 | 25532.9 | 86.25 | 85.8819 | 0 | 0 | 2.1e+07 | 1 | 1 | 173 | 2018-10-01 15:19:17 |\n", + "| 518 | 1.05e+07 | 25532.9 | 86.25 | 85.8819 | 0 | 0 | 2.1e+07 | 2 | 1 | 173 | 2018-10-01 15:19:17 |\n", + "| 519 | 1.05e+07 | 25532.9 | 86.75 | 86.1285 | 0 | 0 | 2.1e+07 | 3 | 1 | 173 | 2018-10-01 15:19:17 |\n", + "| 520 | 5.25e+06 | 25522.5 | 86.75 | 86.1285 | 0 | 0 | 2.1e+07 | 1 | 1 | 174 | 2018-10-01 15:19:18 |\n", + "| 521 | 5.25e+06 | 25522.5 | 86.75 | 86.1285 | 0 | 0 | 2.1e+07 | 2 | 1 | 174 | 2018-10-01 15:19:18 |\n", + "| 522 | 5.25e+06 | 25522.5 | 87 | 86.5449 | 0 | 0 | 2.1e+07 | 3 | 1 | 174 | 2018-10-01 15:19:18 |\n", + "| 523 | 1.05e+07 | 25524.3 | 87 | 86.5449 | 0 | 0 | 2.1e+07 | 1 | 1 | 175 | 2018-10-01 15:19:19 |\n", + "| 524 | 1.05e+07 | 25524.3 | 87 | 86.5449 | 0 | 0 | 2.1e+07 | 2 | 1 | 175 | 2018-10-01 15:19:19 |\n", + "| 525 | 1.05e+07 | 25524.3 | 87.5 | 86.8498 | 0 | 0 | 2.1e+07 | 3 | 1 | 175 | 2018-10-01 15:19:19 |\n", + "| 526 | 1.05e+07 | 25514.9 | 87.5 | 86.8498 | 0 | 0 | 2.1e+07 | 1 | 1 | 176 | 2018-10-01 15:19:20 |\n", + "| 527 | 1.05e+07 | 25514.9 | 87.5 | 86.8498 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 176 | 2018-10-01 15:19:20 |\n", + "| 528 | 1.05e+07 | 25514.9 | 87.75 | 87.2854 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 176 | 2018-10-01 15:19:20 |\n", + "| 529 | 1.05e+07 | 25570.4 | 87.75 | 87.2854 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 177 | 2018-10-01 15:19:21 |\n", + "| 530 | 1.05e+07 | 25570.4 | 87.75 | 87.2854 | 0 | 0 | 2.1e+07 | 2 | 1 | 177 | 2018-10-01 15:19:21 |\n", + "| 531 | 1.05e+07 | 25570.4 | 88.25 | 87.5967 | 0 | 0 | 2.1e+07 | 3 | 1 | 177 | 2018-10-01 15:19:21 |\n", + "| 532 | 1.05e+07 | 25558.4 | 88.25 | 87.5967 | 0 | 0 | 2.1e+07 | 1 | 1 | 178 | 2018-10-01 15:19:22 |\n", + "| 533 | 1.05e+07 | 25558.4 | 88.25 | 87.5967 | 0 | 0 | 2.1e+07 | 2 | 1 | 178 | 2018-10-01 15:19:22 |\n", + "| 534 | 1.05e+07 | 25558.4 | 88.75 | 88.0344 | 0 | 0 | 2.1e+07 | 3 | 1 | 178 | 2018-10-01 15:19:22 |\n", + "| 535 | 5.25e+06 | 25586.7 | 88.75 | 88.0344 | 0 | 0 | 2.1e+07 | 1 | 1 | 179 | 2018-10-01 15:19:23 |\n", + "| 536 | 5.25e+06 | 25586.7 | 88.75 | 88.0344 | 0 | 0 | 2.1e+07 | 2 | 1 | 179 | 2018-10-01 15:19:23 |\n", + "| 537 | 5.25e+06 | 25586.7 | 89 | 88.5139 | 0 | 0 | 2.1e+07 | 3 | 1 | 179 | 2018-10-01 15:19:23 |\n", + "| 538 | 1.05e+07 | 25573.4 | 89 | 88.5139 | 0 | 0 | 2.1e+07 | 1 | 1 | 180 | 2018-10-01 15:19:24 |\n", + "| 539 | 1.05e+07 | 25573.4 | 89 | 88.5139 | 0 | 0 | 2.1e+07 | 2 | 1 | 180 | 2018-10-01 15:19:24 |\n", + "| 540 | 1.05e+07 | 25573.4 | 89.5 | 88.8396 | 0 | 0 | 2.1e+07 | 3 | 1 | 180 | 2018-10-01 15:19:24 |\n", + "| 541 | 1.05e+07 | 25520.4 | 89.5 | 88.8396 | 0 | 0 | 2.1e+07 | 1 | 1 | 181 | 2018-10-01 15:19:25 |\n", + "| 542 | 1.05e+07 | 25520.4 | 89.5 | 88.8396 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 181 | 2018-10-01 15:19:25 |\n", + "| 543 | 1.05e+07 | 25520.4 | 89.75 | 89.2821 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 181 | 2018-10-01 15:19:25 |\n", + "| 544 | 1.05e+07 | 25533.5 | 89.75 | 89.2821 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 182 | 2018-10-01 15:19:26 |\n", + "| 545 | 1.05e+07 | 25533.5 | 89.75 | 89.2821 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 182 | 2018-10-01 15:19:26 |\n", + "| 546 | 1.05e+07 | 25533.5 | 90 | 89.5956 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 182 | 2018-10-01 15:19:26 |\n", + "| 547 | 5.25e+06 | 25554.4 | 90 | 89.5956 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 183 | 2018-10-01 15:19:27 |\n", + "| 548 | 5.25e+06 | 25554.4 | 90 | 89.5956 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 183 | 2018-10-01 15:19:27 |\n", + "| 549 | 5.25e+06 | 25554.4 | 90 | 89.8665 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 183 | 2018-10-01 15:19:27 |\n", + "| 550 | 5.25e+06 | 25608.3 | 90 | 89.8665 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 184 | 2018-10-01 15:19:28 |\n", + "| 551 | 5.25e+06 | 25608.3 | 90 | 89.8665 | 0 | 0 | 2.1e+07 | 2 | 1 | 184 | 2018-10-01 15:19:28 |\n", + "| 552 | 5.25e+06 | 25608.3 | 90.25 | 89.956 | 0 | 0 | 2.1e+07 | 3 | 1 | 184 | 2018-10-01 15:19:28 |\n", + "| 553 | 5.25e+06 | 25603.7 | 90.25 | 89.956 | 0 | 0 | 2.1e+07 | 1 | 1 | 185 | 2018-10-01 15:19:29 |\n", + "| 554 | 5.25e+06 | 25603.7 | 90.25 | 89.956 | 0 | 0 | 2.1e+07 | 2 | 1 | 185 | 2018-10-01 15:19:29 |\n", + "| 555 | 5.25e+06 | 25603.7 | 90.5 | 90.153 | 0 | 0 | 2.1e+07 | 3 | 1 | 185 | 2018-10-01 15:19:29 |\n", + "| 556 | 1.05e+07 | 25578 | 90.5 | 90.153 | 0 | 0 | 2.1e+07 | 1 | 1 | 186 | 2018-10-01 15:19:30 |\n", + "| 557 | 1.05e+07 | 25578 | 90.5 | 90.153 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 186 | 2018-10-01 15:19:30 |\n", + "| 558 | 1.05e+07 | 25578 | 90.75 | 90.3855 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 186 | 2018-10-01 15:19:30 |\n", + "| 559 | 5.25e+06 | 25601.4 | 90.75 | 90.3855 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 187 | 2018-10-01 15:19:31 |\n", + "| 560 | 5.25e+06 | 25601.4 | 90.75 | 90.3855 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 187 | 2018-10-01 15:19:31 |\n", + "| 561 | 5.25e+06 | 25601.4 | 90.75 | 90.6297 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 187 | 2018-10-01 15:19:31 |\n", + "| 562 | 5.25e+06 | 25611.5 | 90.75 | 90.6297 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 188 | 2018-10-01 15:19:32 |\n", + "| 563 | 5.25e+06 | 25611.5 | 90.75 | 90.6297 | 0 | 0 | 2.1e+07 | 2 | 1 | 188 | 2018-10-01 15:19:32 |\n", + "| 564 | 5.25e+06 | 25611.5 | 91 | 90.7103 | 0 | 0 | 2.1e+07 | 3 | 1 | 188 | 2018-10-01 15:19:32 |\n", + "| 565 | 1.05e+07 | 25623.2 | 91 | 90.7103 | 0 | 0 | 2.1e+07 | 1 | 1 | 189 | 2018-10-01 15:19:33 |\n", + "| 566 | 1.05e+07 | 25623.2 | 91 | 90.7103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 189 | 2018-10-01 15:19:33 |\n", + "| 567 | 1.05e+07 | 25623.2 | 91.25 | 90.9044 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 189 | 2018-10-01 15:19:33 |\n", + "| 568 | 1.05e+07 | 25620.1 | 91.25 | 90.9044 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 190 | 2018-10-01 15:19:34 |\n", + "| 569 | 1.05e+07 | 25620.1 | 91.25 | 90.9044 | 0 | 0 | 2.1e+07 | 2 | 1 | 190 | 2018-10-01 15:19:34 |\n", + "| 570 | 1.05e+07 | 25620.1 | 91.75 | 91.136 | 0 | 0 | 2.1e+07 | 3 | 1 | 190 | 2018-10-01 15:19:34 |\n", + "| 571 | 1.05e+07 | 25668.5 | 91.75 | 91.136 | 0 | 0 | 2.1e+07 | 1 | 1 | 191 | 2018-10-01 15:19:35 |\n", + "| 572 | 1.05e+07 | 25668.5 | 91.75 | 91.136 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 191 | 2018-10-01 15:19:35 |\n", + "| 573 | 1.05e+07 | 25668.5 | 92 | 91.5474 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 191 | 2018-10-01 15:19:35 |\n", + "| 574 | 5.25e+06 | 25683.9 | 92 | 91.5474 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 192 | 2018-10-01 15:19:36 |\n", + "| 575 | 5.25e+06 | 25683.9 | 92 | 91.5474 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 192 | 2018-10-01 15:19:36 |\n", + "| 576 | 5.25e+06 | 25683.9 | 92 | 91.8506 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 192 | 2018-10-01 15:19:36 |\n", + "| 577 | 5.25e+06 | 25763.2 | 92 | 91.8506 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 193 | 2018-10-01 15:19:37 |\n", + "| 578 | 5.25e+06 | 25763.2 | 92 | 91.8506 | 0 | 0 | 2.1e+07 | 2 | 1 | 193 | 2018-10-01 15:19:37 |\n", + "| 579 | 5.25e+06 | 25763.2 | 92.25 | 91.9507 | 0 | 0 | 2.1e+07 | 3 | 1 | 193 | 2018-10-01 15:19:37 |\n", + "| 580 | 5.25e+06 | 25809.5 | 92.25 | 91.9507 | 0 | 0 | 2.1e+07 | 1 | 1 | 194 | 2018-10-01 15:19:38 |\n", + "| 581 | 5.25e+06 | 25809.5 | 92.25 | 91.9507 | 0 | 0 | 2.1e+07 | 2 | 1 | 194 | 2018-10-01 15:19:38 |\n", + "| 582 | 5.25e+06 | 25809.5 | 92.5 | 92.1512 | 0 | 0 | 2.1e+07 | 3 | 1 | 194 | 2018-10-01 15:19:38 |\n", + "| 583 | 1.05e+07 | 25837 | 92.5 | 92.1512 | 0 | 0 | 2.1e+07 | 1 | 1 | 195 | 2018-10-01 15:19:39 |\n", + "| 584 | 1.05e+07 | 25837 | 92.5 | 92.1512 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 195 | 2018-10-01 15:19:39 |\n", + "| 585 | 1.05e+07 | 25837 | 92.75 | 92.3849 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 195 | 2018-10-01 15:19:39 |\n", + "| 586 | 5.25e+06 | 25769.2 | 92.75 | 92.3849 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 196 | 2018-10-01 15:19:40 |\n", + "| 587 | 5.25e+06 | 25769.2 | 92.75 | 92.3849 | 0 | 0 | 2.1e+07 | 2 | 1 | 196 | 2018-10-01 15:19:40 |\n", + "| 588 | 5.25e+06 | 25769.2 | 93 | 92.6295 | 0 | 0 | 2.1e+07 | 3 | 1 | 196 | 2018-10-01 15:19:40 |\n", + "| 589 | 1.05e+07 | 25794.3 | 93 | 92.6295 | 0 | 0 | 2.1e+07 | 1 | 1 | 197 | 2018-10-01 15:19:41 |\n", + "| 590 | 1.05e+07 | 25794.3 | 93 | 92.6295 | 0 | 0 | 2.1e+07 | 2 | 1 | 197 | 2018-10-01 15:19:41 |\n", + "| 591 | 1.05e+07 | 25794.3 | 93.5 | 92.8777 | 0 | 0 | 2.1e+07 | 3 | 1 | 197 | 2018-10-01 15:19:41 |\n", + "| 592 | 5.25e+06 | 25811.8 | 93.5 | 92.8777 | 0 | 0 | 2.1e+07 | 1 | 1 | 198 | 2018-10-01 15:19:42 |\n", + "| 593 | 5.25e+06 | 25811.8 | 93.5 | 92.8777 | 0 | 0 | 2.1e+07 | 2 | 1 | 198 | 2018-10-01 15:19:42 |\n", + "| 594 | 5.25e+06 | 25811.8 | 93.75 | 93.2947 | 0 | 0 | 2.1e+07 | 3 | 1 | 198 | 2018-10-01 15:19:42 |\n", + "| 595 | 1.05e+07 | 25845.6 | 93.75 | 93.2947 | 0 | 0 | 2.1e+07 | 1 | 1 | 199 | 2018-10-01 15:19:43 |\n", + "| 596 | 1.05e+07 | 25845.6 | 93.75 | 93.2947 | 0 | 0 | 2.1e+07 | 2 | 1 | 199 | 2018-10-01 15:19:43 |\n", + "| 597 | 1.05e+07 | 25845.6 | 94.25 | 93.5997 | 0 | 0 | 2.1e+07 | 3 | 1 | 199 | 2018-10-01 15:19:43 |\n", + "| 598 | 1.05e+07 | 25889.1 | 94.25 | 93.5997 | 0 | 0 | 2.1e+07 | 1 | 1 | 200 | 2018-10-01 15:19:44 |\n", + "| 599 | 1.05e+07 | 25889.1 | 94.25 | 93.5997 | 0 | 0 | 2.1e+07 | 2 | 1 | 200 | 2018-10-01 15:19:44 |\n", + "| 600 | 1.05e+07 | 25889.1 | 94.75 | 94.0354 | 0 | 0 | 2.1e+07 | 3 | 1 | 200 | 2018-10-01 15:19:44 |\n", + "| 601 | 1.05e+07 | 25872.4 | 94.75 | 94.0354 | 0 | 0 | 2.1e+07 | 1 | 1 | 201 | 2018-10-01 15:19:45 |\n", + "| 602 | 1.05e+07 | 25872.4 | 94.75 | 94.0354 | 0 | 0 | 2.1e+07 | 2 | 1 | 201 | 2018-10-01 15:19:45 |\n", + "| 603 | 1.05e+07 | 25872.4 | 95.25 | 94.5142 | 0 | 0 | 2.1e+07 | 3 | 1 | 201 | 2018-10-01 15:19:45 |\n", + "| 604 | 1.05e+07 | 25906.7 | 95.25 | 94.5142 | 0 | 0 | 2.1e+07 | 1 | 1 | 202 | 2018-10-01 15:19:46 |\n", + "| 605 | 1.05e+07 | 25906.7 | 95.25 | 94.5142 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 202 | 2018-10-01 15:19:46 |\n", + "| 606 | 1.05e+07 | 25906.7 | 95.5 | 95.0072 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 202 | 2018-10-01 15:19:46 |\n", + "| 607 | 5.25e+06 | 25883.3 | 95.5 | 95.0072 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 203 | 2018-10-01 15:19:47 |\n", + "| 608 | 5.25e+06 | 25883.3 | 95.5 | 95.0072 | 0 | 0 | 2.1e+07 | 2 | 1 | 203 | 2018-10-01 15:19:47 |\n", + "| 609 | 5.25e+06 | 25883.3 | 95.75 | 95.3374 | 0 | 0 | 2.1e+07 | 3 | 1 | 203 | 2018-10-01 15:19:47 |\n", + "| 610 | 1.05e+07 | 25964.7 | 95.75 | 95.3374 | 0 | 0 | 2.1e+07 | 1 | 1 | 204 | 2018-10-01 15:19:48 |\n", + "| 611 | 1.05e+07 | 25964.7 | 95.75 | 95.3374 | 0 | 0 | 2.1e+07 | 2 | 1 | 204 | 2018-10-01 15:19:48 |\n", + "| 612 | 1.05e+07 | 25964.7 | 96.25 | 95.6138 | 0 | 0 | 2.1e+07 | 3 | 1 | 204 | 2018-10-01 15:19:48 |\n", + "| 613 | 5.25e+06 | 25909.2 | 96.25 | 95.6138 | 0 | 0 | 2.1e+07 | 1 | 1 | 205 | 2018-10-01 15:19:49 |\n", + "| 614 | 5.25e+06 | 25909.2 | 96.25 | 95.6138 | 0 | 0 | 2.1e+07 | 2 | 1 | 205 | 2018-10-01 15:19:49 |\n", + "| 615 | 5.25e+06 | 25909.2 | 96.5 | 96.0401 | 0 | 0 | 2.1e+07 | 3 | 1 | 205 | 2018-10-01 15:19:49 |\n", + "| 616 | 5.25e+06 | 25835.9 | 96.5 | 96.0401 | 0 | 0 | 2.1e+07 | 1 | 1 | 206 | 2018-10-01 15:19:50 |\n", + "| 617 | 5.25e+06 | 25835.9 | 96.5 | 96.0401 | 0 | 0 | 2.1e+07 | 2 | 1 | 206 | 2018-10-01 15:19:50 |\n", + "| 618 | 5.25e+06 | 25835.9 | 96.75 | 96.3482 | 0 | 0 | 2.1e+07 | 3 | 1 | 206 | 2018-10-01 15:19:50 |\n", + "| 619 | 1.05e+07 | 25767.1 | 96.75 | 96.3482 | 0 | 0 | 2.1e+07 | 1 | 1 | 207 | 2018-10-01 15:19:51 |\n", + "| 620 | 1.05e+07 | 25767.1 | 96.75 | 96.3482 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 207 | 2018-10-01 15:19:51 |\n", + "| 621 | 1.05e+07 | 25767.1 | 97 | 96.6174 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 207 | 2018-10-01 15:19:51 |\n", + "| 622 | 5.25e+06 | 25730 | 97 | 96.6174 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 208 | 2018-10-01 15:19:52 |\n", + "| 623 | 5.25e+06 | 25730 | 97 | 96.6174 | 0 | 0 | 2.1e+07 | 2 | 1 | 208 | 2018-10-01 15:19:52 |\n", + "| 624 | 5.25e+06 | 25730 | 97.25 | 96.8737 | 0 | 0 | 2.1e+07 | 3 | 1 | 208 | 2018-10-01 15:19:52 |\n", + "| 625 | 1.05e+07 | 25683.4 | 97.25 | 96.8737 | 0 | 0 | 2.1e+07 | 1 | 1 | 209 | 2018-10-01 15:19:53 |\n", + "| 626 | 1.05e+07 | 25683.4 | 97.25 | 96.8737 | 0 | 0 | 2.1e+07 | 2 | 1 | 209 | 2018-10-01 15:19:53 |\n", + "| 627 | 1.05e+07 | 25683.4 | 97.75 | 97.1258 | 0 | 0 | 2.1e+07 | 3 | 1 | 209 | 2018-10-01 15:19:53 |\n", + "| 628 | 5.25e+06 | 25764.9 | 97.75 | 97.1258 | 0 | 0 | 2.1e+07 | 1 | 1 | 210 | 2018-10-01 15:19:54 |\n", + "| 629 | 5.25e+06 | 25764.9 | 97.75 | 97.1258 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 210 | 2018-10-01 15:19:54 |\n", + "| 630 | 5.25e+06 | 25764.9 | 97.75 | 97.544 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 210 | 2018-10-01 15:19:54 |\n", + "| 631 | 5.25e+06 | 25751.3 | 97.75 | 97.544 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 211 | 2018-10-01 15:19:55 |\n", + "| 632 | 5.25e+06 | 25751.3 | 97.75 | 97.544 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 211 | 2018-10-01 15:19:55 |\n", + "| 633 | 5.25e+06 | 25751.3 | 97.75 | 97.682 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 211 | 2018-10-01 15:19:55 |\n", + "| 634 | 0 | 25695.3 | 97.75 | 97.682 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 212 | 2018-10-01 15:19:56 |\n", + "| 635 | 0 | 25695.3 | 97.75 | 97.682 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 212 | 2018-10-01 15:19:56 |\n", + "| 636 | 0 | 25695.3 | 97.5 | 97.7276 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 212 | 2018-10-01 15:19:56 |\n", + "| 637 | 0 | 25741.7 | 97.5 | 97.7276 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 213 | 2018-10-01 15:19:57 |\n", + "| 638 | 0 | 25741.7 | 97.5 | 97.7276 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 213 | 2018-10-01 15:19:57 |\n", + "| 639 | 0 | 25741.7 | 97 | 97.5751 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 213 | 2018-10-01 15:19:57 |\n", + "| 640 | 0 | 25717.3 | 97 | 97.5751 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 214 | 2018-10-01 15:19:58 |\n", + "| 641 | 0 | 25717.3 | 97 | 97.5751 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 214 | 2018-10-01 15:19:58 |\n", + "| 642 | 0 | 25717.3 | 96.5 | 97.1898 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 214 | 2018-10-01 15:19:58 |\n", + "| 643 | 0 | 25665.8 | 96.5 | 97.1898 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 215 | 2018-10-01 15:19:59 |\n", + "| 644 | 0 | 25665.8 | 96.5 | 97.1898 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 215 | 2018-10-01 15:19:59 |\n", + "| 645 | 0 | 25665.8 | 96 | 96.7276 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 215 | 2018-10-01 15:19:59 |\n", + "| 646 | 0 | 25702.3 | 96 | 96.7276 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 216 | 2018-10-01 15:20:00 |\n", + "| 647 | 0 | 25702.3 | 96 | 96.7276 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 216 | 2018-10-01 15:20:00 |\n", + "| 648 | 0 | 25702.3 | 95.75 | 96.2401 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 216 | 2018-10-01 15:20:00 |\n", + "| 649 | 5.25e+06 | 25728.2 | 95.75 | 96.2401 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 217 | 2018-10-01 15:20:01 |\n", + "| 650 | 5.25e+06 | 25728.2 | 95.75 | 96.2401 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 217 | 2018-10-01 15:20:01 |\n", + "| 651 | 5.25e+06 | 25728.2 | 95.75 | 95.9117 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 217 | 2018-10-01 15:20:01 |\n", + "| 652 | 5.25e+06 | 25710.1 | 95.75 | 95.9117 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 218 | 2018-10-01 15:20:02 |\n", + "| 653 | 5.25e+06 | 25710.1 | 95.75 | 95.9117 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 218 | 2018-10-01 15:20:02 |\n", + "| 654 | 5.25e+06 | 25710.1 | 95.5 | 95.8034 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 218 | 2018-10-01 15:20:02 |\n", + "| 655 | 0 | 25768.8 | 95.5 | 95.8034 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 219 | 2018-10-01 15:20:03 |\n", + "| 656 | 0 | 25768.8 | 95.5 | 95.8034 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 219 | 2018-10-01 15:20:03 |\n", + "| 657 | 0 | 25768.8 | 95.25 | 95.6001 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 219 | 2018-10-01 15:20:03 |\n", + "| 658 | 5.25e+06 | 25774.1 | 95.25 | 95.6001 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 220 | 2018-10-01 15:20:04 |\n", + "| 659 | 5.25e+06 | 25774.1 | 95.25 | 95.6001 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 220 | 2018-10-01 15:20:04 |\n", + "| 660 | 5.25e+06 | 25774.1 | 95.25 | 95.3655 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 220 | 2018-10-01 15:20:04 |\n", + "| 661 | 5.25e+06 | 25841.5 | 95.25 | 95.3655 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 221 | 2018-10-01 15:20:05 |\n", + "| 662 | 5.25e+06 | 25841.5 | 95.25 | 95.3655 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 221 | 2018-10-01 15:20:05 |\n", + "| 663 | 5.25e+06 | 25841.5 | 95 | 95.2881 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 221 | 2018-10-01 15:20:05 |\n", + "| 664 | 0 | 25862.5 | 95 | 95.2881 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 222 | 2018-10-01 15:20:06 |\n", + "| 665 | 0 | 25862.5 | 95 | 95.2881 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 222 | 2018-10-01 15:20:06 |\n", + "| 666 | 0 | 25862.5 | 94.5 | 95.0951 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 222 | 2018-10-01 15:20:06 |\n", + "| 667 | 0 | 25927.4 | 94.5 | 95.0951 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 223 | 2018-10-01 15:20:07 |\n", + "| 668 | 0 | 25927.4 | 94.5 | 95.0951 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 223 | 2018-10-01 15:20:07 |\n", + "| 669 | 0 | 25927.4 | 94 | 94.6964 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 223 | 2018-10-01 15:20:07 |\n", + "| 670 | 5.25e+06 | 25932 | 94 | 94.6964 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 224 | 2018-10-01 15:20:08 |\n", + "| 671 | 5.25e+06 | 25932 | 94 | 94.6964 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 224 | 2018-10-01 15:20:08 |\n", + "| 672 | 5.25e+06 | 25932 | 93.75 | 94.2298 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 224 | 2018-10-01 15:20:08 |\n", + "| 673 | 5.25e+06 | 25881.1 | 93.75 | 94.2298 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 225 | 2018-10-01 15:20:09 |\n", + "| 674 | 5.25e+06 | 25881.1 | 93.75 | 94.2298 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 225 | 2018-10-01 15:20:09 |\n", + "| 675 | 5.25e+06 | 25881.1 | 93.5 | 93.9083 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 225 | 2018-10-01 15:20:09 |\n", + "| 676 | 5.25e+06 | 25983.2 | 93.5 | 93.9083 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 226 | 2018-10-01 15:20:10 |\n", + "| 677 | 5.25e+06 | 25983.2 | 93.5 | 93.9083 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 226 | 2018-10-01 15:20:10 |\n", + "| 678 | 5.25e+06 | 25983.2 | 93.25 | 93.6348 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 226 | 2018-10-01 15:20:10 |\n", + "| 679 | 0 | 25960.5 | 93.25 | 93.6348 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 227 | 2018-10-01 15:20:11 |\n", + "| 680 | 0 | 25960.5 | 93.25 | 93.6348 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 227 | 2018-10-01 15:20:11 |\n", + "| 681 | 0 | 25960.5 | 93 | 93.377 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 227 | 2018-10-01 15:20:11 |\n", + "| 682 | 0 | 25952.2 | 93 | 93.377 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 228 | 2018-10-01 15:20:12 |\n", + "| 683 | 0 | 25952.2 | 93 | 93.377 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 228 | 2018-10-01 15:20:12 |\n", + "| 684 | 0 | 25952.2 | 92.5 | 93.1244 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 228 | 2018-10-01 15:20:12 |\n", + "| 685 | 0 | 25923 | 92.5 | 93.1244 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 229 | 2018-10-01 15:20:13 |\n", + "| 686 | 0 | 25923 | 92.5 | 93.1244 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 229 | 2018-10-01 15:20:13 |\n", + "| 687 | 0 | 25923 | 92 | 92.7061 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 229 | 2018-10-01 15:20:13 |\n", + "| 688 | 0 | 25914.5 | 92 | 92.7061 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 230 | 2018-10-01 15:20:14 |\n", + "| 689 | 0 | 25914.5 | 92 | 92.7061 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 230 | 2018-10-01 15:20:14 |\n", + "| 690 | 0 | 25914.5 | 91.75 | 92.233 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 230 | 2018-10-01 15:20:14 |\n", + "| 691 | 5.25e+06 | 25924.6 | 91.75 | 92.233 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 231 | 2018-10-01 15:20:15 |\n", + "| 692 | 5.25e+06 | 25924.6 | 91.75 | 92.233 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 231 | 2018-10-01 15:20:15 |\n", + "| 693 | 5.25e+06 | 25924.6 | 91.5 | 91.9094 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 231 | 2018-10-01 15:20:15 |\n", + "| 694 | 0 | 25933 | 91.5 | 91.9094 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 232 | 2018-10-01 15:20:16 |\n", + "| 695 | 0 | 25933 | 91.5 | 91.9094 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 232 | 2018-10-01 15:20:16 |\n", + "| 696 | 0 | 25933 | 91.25 | 91.6351 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 232 | 2018-10-01 15:20:16 |\n", + "| 697 | 0 | 25960.6 | 91.25 | 91.6351 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 233 | 2018-10-01 15:20:17 |\n", + "| 698 | 0 | 25960.6 | 91.25 | 91.6351 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 233 | 2018-10-01 15:20:17 |\n", + "| 699 | 0 | 25960.6 | 90.75 | 91.3771 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 233 | 2018-10-01 15:20:17 |\n", + "| 700 | 0 | 26035.3 | 90.75 | 91.3771 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 234 | 2018-10-01 15:20:18 |\n", + "| 701 | 0 | 26035.3 | 90.75 | 91.3771 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 234 | 2018-10-01 15:20:18 |\n", + "| 702 | 0 | 26035.3 | 90.25 | 90.9569 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 234 | 2018-10-01 15:20:18 |\n", + "| 703 | 0 | 26030.2 | 90.25 | 90.9569 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 235 | 2018-10-01 15:20:19 |\n", + "| 704 | 0 | 26030.2 | 90.25 | 90.9569 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 235 | 2018-10-01 15:20:19 |\n", + "| 705 | 0 | 26030.2 | 89.75 | 90.4833 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 235 | 2018-10-01 15:20:19 |\n", + "| 706 | 5.25e+06 | 25978.9 | 89.75 | 90.4833 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 236 | 2018-10-01 15:20:20 |\n", + "| 707 | 5.25e+06 | 25978.9 | 89.75 | 90.4833 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 236 | 2018-10-01 15:20:20 |\n", + "| 708 | 5.25e+06 | 25978.9 | 89.5 | 89.992 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 236 | 2018-10-01 15:20:20 |\n", + "| 709 | 0 | 25929.6 | 89.5 | 89.992 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 237 | 2018-10-01 15:20:21 |\n", + "| 710 | 0 | 25929.6 | 89.5 | 89.992 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 237 | 2018-10-01 15:20:21 |\n", + "| 711 | 0 | 25929.6 | 89 | 89.6624 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 237 | 2018-10-01 15:20:21 |\n", + "| 712 | 0 | 25901.8 | 89 | 89.6624 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 238 | 2018-10-01 15:20:22 |\n", + "| 713 | 0 | 25901.8 | 89 | 89.6624 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 238 | 2018-10-01 15:20:22 |\n", + "| 714 | 0 | 25901.8 | 88.75 | 89.2186 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 238 | 2018-10-01 15:20:22 |\n", + "| 715 | 0 | 25832.1 | 88.75 | 89.2186 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 239 | 2018-10-01 15:20:23 |\n", + "| 716 | 0 | 25832.1 | 88.75 | 89.2186 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 239 | 2018-10-01 15:20:23 |\n", + "| 717 | 0 | 25832.1 | 88.25 | 88.9046 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 239 | 2018-10-01 15:20:23 |\n", + "| 718 | 0 | 25866.5 | 88.25 | 88.9046 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 240 | 2018-10-01 15:20:24 |\n", + "| 719 | 0 | 25866.5 | 88.25 | 88.9046 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 240 | 2018-10-01 15:20:24 |\n", + "| 720 | 0 | 25866.5 | 88 | 88.466 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 240 | 2018-10-01 15:20:24 |\n", + "| 721 | 5.25e+06 | 25845.7 | 88 | 88.466 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 241 | 2018-10-01 15:20:25 |\n", + "| 722 | 5.25e+06 | 25845.7 | 88 | 88.466 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 241 | 2018-10-01 15:20:25 |\n", + "| 723 | 5.25e+06 | 25845.7 | 87.75 | 88.1538 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 241 | 2018-10-01 15:20:25 |\n", + "| 724 | 0 | 25832.7 | 87.75 | 88.1538 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 242 | 2018-10-01 15:20:26 |\n", + "| 725 | 0 | 25832.7 | 87.75 | 88.1538 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 242 | 2018-10-01 15:20:26 |\n", + "| 726 | 0 | 25832.7 | 87.25 | 87.8833 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 242 | 2018-10-01 15:20:26 |\n", + "| 727 | 0 | 25832.7 | 87.25 | 87.8833 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 243 | 2018-10-01 15:20:27 |\n", + "| 728 | 0 | 25832.7 | 87.25 | 87.8833 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 243 | 2018-10-01 15:20:27 |\n", + "| 729 | 0 | 25832.7 | 86.75 | 87.459 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 243 | 2018-10-01 15:20:27 |\n", + "| 730 | 0 | 25774.5 | 86.75 | 87.459 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 244 | 2018-10-01 15:20:28 |\n", + "| 731 | 0 | 25774.5 | 86.75 | 87.459 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 244 | 2018-10-01 15:20:28 |\n", + "| 732 | 0 | 25774.5 | 86.25 | 86.984 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 244 | 2018-10-01 15:20:28 |\n", + "| 733 | 0 | 25738.6 | 86.25 | 86.984 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 245 | 2018-10-01 15:20:29 |\n", + "| 734 | 0 | 25738.6 | 86.25 | 86.984 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 245 | 2018-10-01 15:20:29 |\n", + "| 735 | 0 | 25738.6 | 85.75 | 86.4922 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 245 | 2018-10-01 15:20:29 |\n", + "| 736 | 0 | 25766.7 | 85.75 | 86.4922 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 246 | 2018-10-01 15:20:30 |\n", + "| 737 | 0 | 25766.7 | 85.75 | 86.4922 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 246 | 2018-10-01 15:20:30 |\n", + "| 738 | 0 | 25766.7 | 85.25 | 85.9949 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 246 | 2018-10-01 15:20:30 |\n", + "| 739 | 0 | 25792.5 | 85.25 | 85.9949 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 247 | 2018-10-01 15:20:31 |\n", + "| 740 | 0 | 25792.5 | 85.25 | 85.9949 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 247 | 2018-10-01 15:20:31 |\n", + "| 741 | 0 | 25792.5 | 85 | 85.4958 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 247 | 2018-10-01 15:20:31 |\n", + "| 742 | 0 | 25774 | 85 | 85.4958 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 248 | 2018-10-01 15:20:32 |\n", + "| 743 | 0 | 25774 | 85 | 85.4958 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 248 | 2018-10-01 15:20:32 |\n", + "| 744 | 0 | 25774 | 84.75 | 85.1636 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 248 | 2018-10-01 15:20:32 |\n", + "| 745 | 5.25e+06 | 25849.4 | 84.75 | 85.1636 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 249 | 2018-10-01 15:20:33 |\n", + "| 746 | 5.25e+06 | 25849.4 | 84.75 | 85.1636 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 249 | 2018-10-01 15:20:33 |\n", + "| 747 | 5.25e+06 | 25849.4 | 84.75 | 84.8865 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 249 | 2018-10-01 15:20:33 |\n", + "| 748 | 0 | 25795 | 84.75 | 84.8865 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 250 | 2018-10-01 15:20:34 |\n", + "| 749 | 0 | 25795 | 84.75 | 84.8865 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 250 | 2018-10-01 15:20:34 |\n", + "| 750 | 0 | 25795 | 84.25 | 84.795 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 250 | 2018-10-01 15:20:34 |\n", + "| 751 | 0 | 25780.7 | 84.25 | 84.795 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 251 | 2018-10-01 15:20:35 |\n", + "| 752 | 0 | 25780.7 | 84.25 | 84.795 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 251 | 2018-10-01 15:20:35 |\n", + "| 753 | 0 | 25780.7 | 84 | 84.4299 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 251 | 2018-10-01 15:20:35 |\n", + "| 754 | 5.25e+06 | 25771.1 | 84 | 84.4299 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 252 | 2018-10-01 15:20:36 |\n", + "| 755 | 5.25e+06 | 25771.1 | 84 | 84.4299 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 252 | 2018-10-01 15:20:36 |\n", + "| 756 | 5.25e+06 | 25771.1 | 84 | 84.1419 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 252 | 2018-10-01 15:20:36 |\n", + "| 757 | 5.25e+06 | 25654.7 | 84 | 84.1419 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 253 | 2018-10-01 15:20:37 |\n", + "| 758 | 5.25e+06 | 25654.7 | 84 | 84.1419 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 253 | 2018-10-01 15:20:37 |\n", + "| 759 | 5.25e+06 | 25654.7 | 83.75 | 84.0468 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 253 | 2018-10-01 15:20:37 |\n", + "| 760 | 0 | 25735.4 | 83.75 | 84.0468 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 254 | 2018-10-01 15:20:38 |\n", + "| 761 | 0 | 25735.4 | 83.75 | 84.0468 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 254 | 2018-10-01 15:20:38 |\n", + "| 762 | 0 | 25735.4 | 83.25 | 83.8479 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 254 | 2018-10-01 15:20:38 |\n", + "| 763 | 0 | 25750.7 | 83.25 | 83.8479 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 255 | 2018-10-01 15:20:39 |\n", + "| 764 | 0 | 25750.7 | 83.25 | 83.8479 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 255 | 2018-10-01 15:20:39 |\n", + "| 765 | 0 | 25750.7 | 82.75 | 83.4473 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 255 | 2018-10-01 15:20:39 |\n", + "| 766 | 0 | 25707.1 | 82.75 | 83.4473 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 256 | 2018-10-01 15:20:40 |\n", + "| 767 | 0 | 25707.1 | 82.75 | 83.4473 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 256 | 2018-10-01 15:20:40 |\n", + "| 768 | 0 | 25707.1 | 82.25 | 82.9801 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 256 | 2018-10-01 15:20:40 |\n", + "| 769 | 0 | 25792.6 | 82.25 | 82.9801 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 257 | 2018-10-01 15:20:41 |\n", + "| 770 | 0 | 25792.6 | 82.25 | 82.9801 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 257 | 2018-10-01 15:20:41 |\n", + "| 771 | 0 | 25792.6 | 82 | 82.4909 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 257 | 2018-10-01 15:20:41 |\n", + "| 772 | 0 | 25817 | 82 | 82.4909 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 258 | 2018-10-01 15:20:42 |\n", + "| 773 | 0 | 25817 | 82 | 82.4909 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 258 | 2018-10-01 15:20:42 |\n", + "| 774 | 0 | 25817 | 81.75 | 82.162 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 258 | 2018-10-01 15:20:42 |\n", + "| 775 | 5.25e+06 | 25834.9 | 81.75 | 82.162 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 259 | 2018-10-01 15:20:43 |\n", + "| 776 | 5.25e+06 | 25834.9 | 81.75 | 82.162 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 259 | 2018-10-01 15:20:43 |\n", + "| 777 | 5.25e+06 | 25834.9 | 81.75 | 81.886 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 259 | 2018-10-01 15:20:43 |\n", + "| 778 | 5.25e+06 | 25809.6 | 81.75 | 81.886 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 260 | 2018-10-01 15:20:44 |\n", + "| 779 | 5.25e+06 | 25809.6 | 81.75 | 81.886 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 260 | 2018-10-01 15:20:44 |\n", + "| 780 | 5.25e+06 | 25809.6 | 81.75 | 81.7949 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 260 | 2018-10-01 15:20:44 |\n", + "| 781 | 5.25e+06 | 25814 | 81.75 | 81.7949 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 261 | 2018-10-01 15:20:45 |\n", + "| 782 | 5.25e+06 | 25814 | 81.75 | 81.7949 | 0 | 0 | 2.1e+07 | 2 | 1 | 261 | 2018-10-01 15:20:45 |\n", + "| 783 | 5.25e+06 | 25814 | 82 | 81.7648 | 0 | 0 | 2.1e+07 | 3 | 1 | 261 | 2018-10-01 15:20:45 |\n", + "| 784 | 1.05e+07 | 25750.5 | 82 | 81.7648 | 0 | 0 | 2.1e+07 | 1 | 1 | 262 | 2018-10-01 15:20:46 |\n", + "| 785 | 1.05e+07 | 25750.5 | 82 | 81.7648 | 0 | 0 | 2.1e+07 | 2 | 1 | 262 | 2018-10-01 15:20:46 |\n", + "| 786 | 1.05e+07 | 25750.5 | 82.5 | 81.9224 | 0 | 0 | 2.1e+07 | 3 | 1 | 262 | 2018-10-01 15:20:46 |\n", + "| 787 | 5.25e+06 | 25783.6 | 82.5 | 81.9224 | 0 | 0 | 2.1e+07 | 1 | 1 | 263 | 2018-10-01 15:20:47 |\n", + "| 788 | 5.25e+06 | 25783.6 | 82.5 | 81.9224 | 0 | 0 | 2.1e+07 | 2 | 1 | 263 | 2018-10-01 15:20:47 |\n", + "| 789 | 5.25e+06 | 25783.6 | 82.75 | 82.3094 | 0 | 0 | 2.1e+07 | 3 | 1 | 263 | 2018-10-01 15:20:47 |\n", + "| 790 | 5.25e+06 | 25768 | 82.75 | 82.3094 | 0 | 0 | 2.1e+07 | 1 | 1 | 264 | 2018-10-01 15:20:48 |\n", + "| 791 | 5.25e+06 | 25768 | 82.75 | 82.3094 | 0 | 0 | 2.1e+07 | 2 | 1 | 264 | 2018-10-01 15:20:48 |\n", + "| 792 | 5.25e+06 | 25768 | 83 | 82.6046 | 0 | 0 | 2.1e+07 | 3 | 1 | 264 | 2018-10-01 15:20:48 |\n", + "| 793 | 5.25e+06 | 25773.6 | 83 | 82.6046 | 0 | 0 | 2.1e+07 | 1 | 1 | 265 | 2018-10-01 15:20:49 |\n", + "| 794 | 5.25e+06 | 25773.6 | 83 | 82.6046 | 0 | 0 | 2.1e+07 | 2 | 1 | 265 | 2018-10-01 15:20:49 |\n", + "| 795 | 5.25e+06 | 25773.6 | 83.25 | 82.8695 | 0 | 0 | 2.1e+07 | 3 | 1 | 265 | 2018-10-01 15:20:49 |\n", + "| 796 | 1.05e+07 | 25823.7 | 83.25 | 82.8695 | 0 | 0 | 2.1e+07 | 1 | 1 | 266 | 2018-10-01 15:20:50 |\n", + "| 797 | 1.05e+07 | 25823.7 | 83.25 | 82.8695 | 0 | 0 | 2.1e+07 | 2 | 1 | 266 | 2018-10-01 15:20:50 |\n", + "| 798 | 1.05e+07 | 25823.7 | 83.75 | 83.1244 | 0 | 0 | 2.1e+07 | 3 | 1 | 266 | 2018-10-01 15:20:50 |\n", + "| 799 | 5.25e+06 | 25835.5 | 83.75 | 83.1244 | 0 | 0 | 2.1e+07 | 1 | 1 | 267 | 2018-10-01 15:20:51 |\n", + "| 800 | 5.25e+06 | 25835.5 | 83.75 | 83.1244 | 0 | 0 | 2.1e+07 | 2 | 1 | 267 | 2018-10-01 15:20:51 |\n", + "| 801 | 5.25e+06 | 25835.5 | 84 | 83.5436 | 0 | 0 | 2.1e+07 | 3 | 1 | 267 | 2018-10-01 15:20:51 |\n", + "| 802 | 1.05e+07 | 25846.5 | 84 | 83.5436 | 0 | 0 | 2.1e+07 | 1 | 1 | 268 | 2018-10-01 15:20:52 |\n", + "| 803 | 1.05e+07 | 25846.5 | 84 | 83.5436 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 268 | 2018-10-01 15:20:52 |\n", + "| 804 | 1.05e+07 | 25846.5 | 84.25 | 83.8494 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 268 | 2018-10-01 15:20:52 |\n", + "| 805 | 1.05e+07 | 25858 | 84.25 | 83.8494 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 269 | 2018-10-01 15:20:53 |\n", + "| 806 | 1.05e+07 | 25858 | 84.25 | 83.8494 | 0 | 0 | 2.1e+07 | 2 | 1 | 269 | 2018-10-01 15:20:53 |\n", + "| 807 | 1.05e+07 | 25858 | 84.75 | 84.1178 | 0 | 0 | 2.1e+07 | 3 | 1 | 269 | 2018-10-01 15:20:53 |\n", + "| 808 | 1.05e+07 | 25827.4 | 84.75 | 84.1178 | 0 | 0 | 2.1e+07 | 1 | 1 | 270 | 2018-10-01 15:20:54 |\n", + "| 809 | 1.05e+07 | 25827.4 | 84.75 | 84.1178 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 270 | 2018-10-01 15:20:54 |\n", + "| 810 | 1.05e+07 | 25827.4 | 85 | 84.5414 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 270 | 2018-10-01 15:20:54 |\n", + "| 811 | 5.25e+06 | 25862.3 | 85 | 84.5414 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 271 | 2018-10-01 15:20:55 |\n", + "| 812 | 5.25e+06 | 25862.3 | 85 | 84.5414 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 271 | 2018-10-01 15:20:55 |\n", + "| 813 | 5.25e+06 | 25862.3 | 85 | 84.8487 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 271 | 2018-10-01 15:20:55 |\n", + "| 814 | 5.25e+06 | 25926.6 | 85 | 84.8487 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 272 | 2018-10-01 15:20:56 |\n", + "| 815 | 5.25e+06 | 25926.6 | 85 | 84.8487 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 272 | 2018-10-01 15:20:56 |\n", + "| 816 | 5.25e+06 | 25926.6 | 85 | 84.9501 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 272 | 2018-10-01 15:20:56 |\n", + "| 817 | 0 | 25958.2 | 85 | 84.9501 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 273 | 2018-10-01 15:20:57 |\n", + "| 818 | 0 | 25958.2 | 85 | 84.9501 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 273 | 2018-10-01 15:20:57 |\n", + "| 819 | 0 | 25958.2 | 84.75 | 84.9835 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 273 | 2018-10-01 15:20:57 |\n", + "| 820 | 5.25e+06 | 25995.1 | 84.75 | 84.9835 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 274 | 2018-10-01 15:20:58 |\n", + "| 821 | 5.25e+06 | 25995.1 | 84.75 | 84.9835 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 274 | 2018-10-01 15:20:58 |\n", + "| 822 | 5.25e+06 | 25995.1 | 84.5 | 84.8271 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 274 | 2018-10-01 15:20:58 |\n", + "| 823 | 0 | 25958.5 | 84.5 | 84.8271 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 275 | 2018-10-01 15:20:59 |\n", + "| 824 | 0 | 25958.5 | 84.5 | 84.8271 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 275 | 2018-10-01 15:20:59 |\n", + "| 825 | 0 | 25958.5 | 84 | 84.6079 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 275 | 2018-10-01 15:20:59 |\n", + "| 826 | 5.25e+06 | 25922.4 | 84 | 84.6079 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 276 | 2018-10-01 15:21:00 |\n", + "| 827 | 5.25e+06 | 25922.4 | 84 | 84.6079 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 276 | 2018-10-01 15:21:00 |\n", + "| 828 | 5.25e+06 | 25922.4 | 83.75 | 84.2006 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 276 | 2018-10-01 15:21:00 |\n", + "| 829 | 5.25e+06 | 25862.3 | 83.75 | 84.2006 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 277 | 2018-10-01 15:21:01 |\n", + "| 830 | 5.25e+06 | 25862.3 | 83.75 | 84.2006 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 277 | 2018-10-01 15:21:01 |\n", + "| 831 | 5.25e+06 | 25862.3 | 83.5 | 83.8987 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 277 | 2018-10-01 15:21:01 |\n", + "| 832 | 5.25e+06 | 25913.7 | 83.5 | 83.8987 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 278 | 2018-10-01 15:21:02 |\n", + "| 833 | 5.25e+06 | 25913.7 | 83.5 | 83.8987 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 278 | 2018-10-01 15:21:02 |\n", + "| 834 | 5.25e+06 | 25913.7 | 83.5 | 83.6316 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 278 | 2018-10-01 15:21:02 |\n", + "| 835 | 5.25e+06 | 25903.1 | 83.5 | 83.6316 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 279 | 2018-10-01 15:21:03 |\n", + "| 836 | 5.25e+06 | 25903.1 | 83.5 | 83.6316 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 279 | 2018-10-01 15:21:03 |\n", + "| 837 | 5.25e+06 | 25903.1 | 83.5 | 83.5434 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 279 | 2018-10-01 15:21:03 |\n", + "| 838 | 5.25e+06 | 25961.4 | 83.5 | 83.5434 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 280 | 2018-10-01 15:21:04 |\n", + "| 839 | 5.25e+06 | 25961.4 | 83.5 | 83.5434 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 280 | 2018-10-01 15:21:04 |\n", + "| 840 | 5.25e+06 | 25961.4 | 83.5 | 83.5143 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 280 | 2018-10-01 15:21:04 |\n", + "| 841 | 0 | 25928.8 | 83.5 | 83.5143 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 281 | 2018-10-01 15:21:05 |\n", + "| 842 | 0 | 25928.8 | 83.5 | 83.5143 | 0 | 0 | 2.1e+07 | 2 | 1 | 281 | 2018-10-01 15:21:05 |\n", + "| 843 | 0 | 25928.8 | 83.5 | 83.5047 | 0 | 0 | 2.1e+07 | 3 | 1 | 281 | 2018-10-01 15:21:05 |\n", + "| 844 | 5.25e+06 | 25910.6 | 83.5 | 83.5047 | 0 | 0 | 2.1e+07 | 1 | 1 | 282 | 2018-10-01 15:21:06 |\n", + "| 845 | 5.25e+06 | 25910.6 | 83.5 | 83.5047 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 282 | 2018-10-01 15:21:06 |\n", + "| 846 | 5.25e+06 | 25910.6 | 83.5 | 83.5016 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 282 | 2018-10-01 15:21:06 |\n", + "| 847 | 0 | 25914.6 | 83.5 | 83.5016 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 283 | 2018-10-01 15:21:07 |\n", + "| 848 | 0 | 25914.6 | 83.5 | 83.5016 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 283 | 2018-10-01 15:21:07 |\n", + "| 849 | 0 | 25914.6 | 83.25 | 83.5005 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 283 | 2018-10-01 15:21:07 |\n", + "| 850 | 5.25e+06 | 25953 | 83.25 | 83.5005 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 284 | 2018-10-01 15:21:08 |\n", + "| 851 | 5.25e+06 | 25953 | 83.25 | 83.5005 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 284 | 2018-10-01 15:21:08 |\n", + "| 852 | 5.25e+06 | 25953 | 83.25 | 83.3327 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 284 | 2018-10-01 15:21:08 |\n", + "| 853 | 0 | 25955.5 | 83.25 | 83.3327 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 285 | 2018-10-01 15:21:09 |\n", + "| 854 | 0 | 25955.5 | 83.25 | 83.3327 | 0 | 0 | 2.1e+07 | 2 | 1 | 285 | 2018-10-01 15:21:09 |\n", + "| 855 | 0 | 25955.5 | 83.25 | 83.2773 | 0 | 0 | 2.1e+07 | 3 | 1 | 285 | 2018-10-01 15:21:09 |\n", + "| 856 | 5.25e+06 | 25964.3 | 83.25 | 83.2773 | 0 | 0 | 2.1e+07 | 1 | 1 | 286 | 2018-10-01 15:21:10 |\n", + "| 857 | 5.25e+06 | 25964.3 | 83.25 | 83.2773 | 0 | 0 | 2.1e+07 | 2 | 1 | 286 | 2018-10-01 15:21:10 |\n", + "| 858 | 5.25e+06 | 25964.3 | 83.5 | 83.259 | 0 | 0 | 2.1e+07 | 3 | 1 | 286 | 2018-10-01 15:21:10 |\n", + "| 859 | 5.25e+06 | 25965 | 83.5 | 83.259 | 0 | 0 | 2.1e+07 | 1 | 1 | 287 | 2018-10-01 15:21:11 |\n", + "| 860 | 5.25e+06 | 25965 | 83.5 | 83.259 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 287 | 2018-10-01 15:21:11 |\n", + "| 861 | 5.25e+06 | 25965 | 83.5 | 83.4205 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 287 | 2018-10-01 15:21:11 |\n", + "| 862 | 0 | 25972.4 | 83.5 | 83.4205 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 288 | 2018-10-01 15:21:12 |\n", + "| 863 | 0 | 25972.4 | 83.5 | 83.4205 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 288 | 2018-10-01 15:21:12 |\n", + "| 864 | 0 | 25972.4 | 83.25 | 83.4738 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 288 | 2018-10-01 15:21:12 |\n", + "| 865 | 0 | 25925.8 | 83.25 | 83.4738 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 289 | 2018-10-01 15:21:13 |\n", + "| 866 | 0 | 25925.8 | 83.25 | 83.4738 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 289 | 2018-10-01 15:21:13 |\n", + "| 867 | 0 | 25925.8 | 82.75 | 83.3238 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 289 | 2018-10-01 15:21:13 |\n", + "| 868 | 0 | 25929.2 | 82.75 | 83.3238 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 290 | 2018-10-01 15:21:14 |\n", + "| 869 | 0 | 25929.2 | 82.75 | 83.3238 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 290 | 2018-10-01 15:21:14 |\n", + "| 870 | 0 | 25929.2 | 82.25 | 82.9394 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 290 | 2018-10-01 15:21:14 |\n", + "| 871 | 5.25e+06 | 25921.4 | 82.25 | 82.9394 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 291 | 2018-10-01 15:21:15 |\n", + "| 872 | 5.25e+06 | 25921.4 | 82.25 | 82.9394 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 291 | 2018-10-01 15:21:15 |\n", + "| 873 | 5.25e+06 | 25921.4 | 82 | 82.4775 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 291 | 2018-10-01 15:21:15 |\n", + "| 874 | 0 | 25919.1 | 82 | 82.4775 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 292 | 2018-10-01 15:21:16 |\n", + "| 875 | 0 | 25919.1 | 82 | 82.4775 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 292 | 2018-10-01 15:21:16 |\n", + "| 876 | 0 | 25919.1 | 81.5 | 82.1576 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 292 | 2018-10-01 15:21:16 |\n", + "| 877 | 5.25e+06 | 25939.6 | 81.5 | 82.1576 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 293 | 2018-10-01 15:21:17 |\n", + "| 878 | 5.25e+06 | 25939.6 | 81.5 | 82.1576 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 293 | 2018-10-01 15:21:17 |\n", + "| 879 | 5.25e+06 | 25939.6 | 81.25 | 81.717 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 293 | 2018-10-01 15:21:17 |\n", + "| 880 | 5.25e+06 | 25911.2 | 81.25 | 81.717 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 294 | 2018-10-01 15:21:18 |\n", + "| 881 | 5.25e+06 | 25911.2 | 81.25 | 81.717 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 294 | 2018-10-01 15:21:18 |\n", + "| 882 | 5.25e+06 | 25911.2 | 81 | 81.4041 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 294 | 2018-10-01 15:21:18 |\n", + "| 883 | 0 | 25907.7 | 81 | 81.4041 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 295 | 2018-10-01 15:21:19 |\n", + "| 884 | 0 | 25907.7 | 81 | 81.4041 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 295 | 2018-10-01 15:21:19 |\n", + "| 885 | 0 | 25907.7 | 80.5 | 81.1334 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 295 | 2018-10-01 15:21:19 |\n", + "| 886 | 5.25e+06 | 25895.3 | 80.5 | 81.1334 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 296 | 2018-10-01 15:21:20 |\n", + "| 887 | 5.25e+06 | 25895.3 | 80.5 | 81.1334 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 296 | 2018-10-01 15:21:20 |\n", + "| 888 | 5.25e+06 | 25895.3 | 80.5 | 80.709 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 296 | 2018-10-01 15:21:20 |\n", + "| 889 | 5.25e+06 | 25912.7 | 80.5 | 80.709 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 297 | 2018-10-01 15:21:21 |\n", + "| 890 | 5.25e+06 | 25912.7 | 80.5 | 80.709 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 297 | 2018-10-01 15:21:21 |\n", + "| 891 | 5.25e+06 | 25912.7 | 80.25 | 80.569 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 297 | 2018-10-01 15:21:21 |\n", + "| 892 | 0 | 25945.4 | 80.25 | 80.569 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 298 | 2018-10-01 15:21:22 |\n", + "| 893 | 0 | 25945.4 | 80.25 | 80.569 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 298 | 2018-10-01 15:21:22 |\n", + "| 894 | 0 | 25945.4 | 80 | 80.3553 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 298 | 2018-10-01 15:21:22 |\n", + "| 895 | 5.25e+06 | 25905.6 | 80 | 80.3553 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 299 | 2018-10-01 15:21:23 |\n", + "| 896 | 5.25e+06 | 25905.6 | 80 | 80.3553 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 299 | 2018-10-01 15:21:23 |\n", + "| 897 | 5.25e+06 | 25905.6 | 80 | 80.1172 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 299 | 2018-10-01 15:21:23 |\n", + "| 898 | 5.25e+06 | 25930 | 80 | 80.1172 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 300 | 2018-10-01 15:21:24 |\n", + "| 899 | 5.25e+06 | 25930 | 80 | 80.1172 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 300 | 2018-10-01 15:21:24 |\n", + "| 900 | 5.25e+06 | 25930 | 80 | 80.0387 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 300 | 2018-10-01 15:21:24 |\n", + "| 901 | 5.25e+06 | 26016.1 | 80 | 80.0387 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 301 | 2018-10-01 15:21:25 |\n", + "| 902 | 5.25e+06 | 26016.1 | 80 | 80.0387 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 301 | 2018-10-01 15:21:25 |\n", + "| 903 | 5.25e+06 | 26016.1 | 80 | 80.0128 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 301 | 2018-10-01 15:21:25 |\n", + "| 904 | 0 | 25954.8 | 80 | 80.0128 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 302 | 2018-10-01 15:21:26 |\n", + "| 905 | 0 | 25954.8 | 80 | 80.0128 | 0 | 0 | 2.1e+07 | 2 | 1 | 302 | 2018-10-01 15:21:26 |\n", + "| 906 | 0 | 25954.8 | 80 | 80.0042 | 0 | 0 | 2.1e+07 | 3 | 1 | 302 | 2018-10-01 15:21:26 |\n", + "| 907 | 5.25e+06 | 25920.2 | 80 | 80.0042 | 0 | 0 | 2.1e+07 | 1 | 1 | 303 | 2018-10-01 15:21:27 |\n", + "| 908 | 5.25e+06 | 25920.2 | 80 | 80.0042 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 303 | 2018-10-01 15:21:27 |\n", + "| 909 | 5.25e+06 | 25920.2 | 80 | 80.0014 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 303 | 2018-10-01 15:21:27 |\n", + "| 910 | 0 | 25883.5 | 80 | 80.0014 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 304 | 2018-10-01 15:21:28 |\n", + "| 911 | 0 | 25883.5 | 80 | 80.0014 | 0 | 0 | 2.1e+07 | 2 | 1 | 304 | 2018-10-01 15:21:28 |\n", + "| 912 | 0 | 25883.5 | 80 | 80.0005 | 0 | 0 | 2.1e+07 | 3 | 1 | 304 | 2018-10-01 15:21:28 |\n", + "| 913 | 5.25e+06 | 25871.9 | 80 | 80.0005 | 0 | 0 | 2.1e+07 | 1 | 1 | 305 | 2018-10-01 15:21:29 |\n", + "| 914 | 5.25e+06 | 25871.9 | 80 | 80.0005 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 305 | 2018-10-01 15:21:29 |\n", + "| 915 | 5.25e+06 | 25871.9 | 80 | 80.0002 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 305 | 2018-10-01 15:21:29 |\n", + "| 916 | 0 | 25939.5 | 80 | 80.0002 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 306 | 2018-10-01 15:21:30 |\n", + "| 917 | 0 | 25939.5 | 80 | 80.0002 | 0 | 0 | 2.1e+07 | 2 | 1 | 306 | 2018-10-01 15:21:30 |\n", + "| 918 | 0 | 25939.5 | 80 | 80 | 0 | 0 | 2.1e+07 | 3 | 1 | 306 | 2018-10-01 15:21:30 |\n", + "| 919 | 5.25e+06 | 25940 | 80 | 80 | 0 | 0 | 2.1e+07 | 1 | 1 | 307 | 2018-10-01 15:21:31 |\n", + "| 920 | 5.25e+06 | 25940 | 80 | 80 | 0 | 0 | 2.1e+07 | 2 | 1 | 307 | 2018-10-01 15:21:31 |\n", + "| 921 | 5.25e+06 | 25940 | 80.25 | 80 | 0 | 0 | 2.1e+07 | 3 | 1 | 307 | 2018-10-01 15:21:31 |\n", + "| 922 | 5.25e+06 | 25911.1 | 80.25 | 80 | 0 | 0 | 2.1e+07 | 1 | 1 | 308 | 2018-10-01 15:21:32 |\n", + "| 923 | 5.25e+06 | 25911.1 | 80.25 | 80 | 0 | 0 | 2.1e+07 | 2 | 1 | 308 | 2018-10-01 15:21:32 |\n", + "| 924 | 5.25e+06 | 25911.1 | 80.5 | 80.1675 | 0 | 0 | 2.1e+07 | 3 | 1 | 308 | 2018-10-01 15:21:32 |\n", + "| 925 | 5.25e+06 | 25937 | 80.5 | 80.1675 | 0 | 0 | 2.1e+07 | 1 | 1 | 309 | 2018-10-01 15:21:33 |\n", + "| 926 | 5.25e+06 | 25937 | 80.5 | 80.1675 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 309 | 2018-10-01 15:21:33 |\n", + "| 927 | 5.25e+06 | 25937 | 80.5 | 80.3903 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 309 | 2018-10-01 15:21:33 |\n", + "| 928 | 5.25e+06 | 25912 | 80.5 | 80.3903 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 310 | 2018-10-01 15:21:34 |\n", + "| 929 | 5.25e+06 | 25912 | 80.5 | 80.3903 | 0 | 0 | 2.1e+07 | 2 | 1 | 310 | 2018-10-01 15:21:34 |\n", + "| 930 | 5.25e+06 | 25912 | 80.75 | 80.4638 | 0 | 0 | 2.1e+07 | 3 | 1 | 310 | 2018-10-01 15:21:34 |\n", + "| 931 | 5.25e+06 | 25958.8 | 80.75 | 80.4638 | 0 | 0 | 2.1e+07 | 1 | 1 | 311 | 2018-10-01 15:21:35 |\n", + "| 932 | 5.25e+06 | 25958.8 | 80.75 | 80.4638 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 311 | 2018-10-01 15:21:35 |\n", + "| 933 | 5.25e+06 | 25958.8 | 80.75 | 80.6556 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 311 | 2018-10-01 15:21:35 |\n", + "| 934 | 0 | 25971.5 | 80.75 | 80.6556 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 312 | 2018-10-01 15:21:36 |\n", + "| 935 | 0 | 25971.5 | 80.75 | 80.6556 | 0 | 0 | 2.1e+07 | 2 | 1 | 312 | 2018-10-01 15:21:36 |\n", + "| 936 | 0 | 25971.5 | 80.75 | 80.7188 | 0 | 0 | 2.1e+07 | 3 | 1 | 312 | 2018-10-01 15:21:36 |\n", + "| 937 | 5.25e+06 | 26029.4 | 80.75 | 80.7188 | 0 | 0 | 2.1e+07 | 1 | 1 | 313 | 2018-10-01 15:21:37 |\n", + "| 938 | 5.25e+06 | 26029.4 | 80.75 | 80.7188 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 313 | 2018-10-01 15:21:37 |\n", + "| 939 | 5.25e+06 | 26029.4 | 80.75 | 80.7397 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 313 | 2018-10-01 15:21:37 |\n", + "| 940 | 0 | 26001.8 | 80.75 | 80.7397 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 314 | 2018-10-01 15:21:38 |\n", + "| 941 | 0 | 26001.8 | 80.75 | 80.7397 | 0 | 0 | 2.1e+07 | 2 | 1 | 314 | 2018-10-01 15:21:38 |\n", + "| 942 | 0 | 26001.8 | 80.75 | 80.7466 | 0 | 0 | 2.1e+07 | 3 | 1 | 314 | 2018-10-01 15:21:38 |\n", + "| 943 | 5.25e+06 | 26036.2 | 80.75 | 80.7466 | 0 | 0 | 2.1e+07 | 1 | 1 | 315 | 2018-10-01 15:21:39 |\n", + "| 944 | 5.25e+06 | 26036.2 | 80.75 | 80.7466 | 0 | 0 | 2.1e+07 | 2 | 1 | 315 | 2018-10-01 15:21:39 |\n", + "| 945 | 5.25e+06 | 26036.2 | 81 | 80.7489 | 0 | 0 | 2.1e+07 | 3 | 1 | 315 | 2018-10-01 15:21:39 |\n", + "| 946 | 1.05e+07 | 26063.5 | 81 | 80.7489 | 0 | 0 | 2.1e+07 | 1 | 1 | 316 | 2018-10-01 15:21:40 |\n", + "| 947 | 1.05e+07 | 26063.5 | 81 | 80.7489 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 316 | 2018-10-01 15:21:40 |\n", + "| 948 | 1.05e+07 | 26063.5 | 81.25 | 80.9171 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 316 | 2018-10-01 15:21:40 |\n", + "| 949 | 5.25e+06 | 26061.3 | 81.25 | 80.9171 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 317 | 2018-10-01 15:21:41 |\n", + "| 950 | 5.25e+06 | 26061.3 | 81.25 | 80.9171 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 317 | 2018-10-01 15:21:41 |\n", + "| 951 | 5.25e+06 | 26061.3 | 81.25 | 81.1402 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 317 | 2018-10-01 15:21:41 |\n", + "| 952 | 5.25e+06 | 26031.1 | 81.25 | 81.1402 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 318 | 2018-10-01 15:21:42 |\n", + "| 953 | 5.25e+06 | 26031.1 | 81.25 | 81.1402 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 318 | 2018-10-01 15:21:42 |\n", + "| 954 | 5.25e+06 | 26031.1 | 81.25 | 81.2138 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 318 | 2018-10-01 15:21:42 |\n", + "| 955 | 0 | 25995 | 81.25 | 81.2138 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 319 | 2018-10-01 15:21:43 |\n", + "| 956 | 0 | 25995 | 81.25 | 81.2138 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 319 | 2018-10-01 15:21:43 |\n", + "| 957 | 0 | 25995 | 81 | 81.238 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 319 | 2018-10-01 15:21:43 |\n", + "| 958 | 0 | 25989.3 | 81 | 81.238 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 320 | 2018-10-01 15:21:44 |\n", + "| 959 | 0 | 25989.3 | 81 | 81.238 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 320 | 2018-10-01 15:21:44 |\n", + "| 960 | 0 | 25989.3 | 80.5 | 81.0786 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 320 | 2018-10-01 15:21:44 |\n", + "| 961 | 5.25e+06 | 25956.1 | 80.5 | 81.0786 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 321 | 2018-10-01 15:21:45 |\n", + "| 962 | 5.25e+06 | 25956.1 | 80.5 | 81.0786 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 321 | 2018-10-01 15:21:45 |\n", + "| 963 | 5.25e+06 | 25956.1 | 80.25 | 80.6909 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 321 | 2018-10-01 15:21:45 |\n", + "| 964 | 5.25e+06 | 25967.8 | 80.25 | 80.6909 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 322 | 2018-10-01 15:21:46 |\n", + "| 965 | 5.25e+06 | 25967.8 | 80.25 | 80.6909 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 322 | 2018-10-01 15:21:46 |\n", + "| 966 | 5.25e+06 | 25967.8 | 80 | 80.3955 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 322 | 2018-10-01 15:21:46 |\n", + "| 967 | 0 | 25933.4 | 80 | 80.3955 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 323 | 2018-10-01 15:21:47 |\n", + "| 968 | 0 | 25933.4 | 80 | 80.3955 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 323 | 2018-10-01 15:21:47 |\n", + "| 969 | 0 | 25933.4 | 79.5 | 80.1305 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 323 | 2018-10-01 15:21:47 |\n", + "| 970 | 5.25e+06 | 25959.3 | 79.5 | 80.1305 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 324 | 2018-10-01 15:21:48 |\n", + "| 971 | 5.25e+06 | 25959.3 | 79.5 | 80.1305 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 324 | 2018-10-01 15:21:48 |\n", + "| 972 | 5.25e+06 | 25959.3 | 79.25 | 79.7081 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 324 | 2018-10-01 15:21:48 |\n", + "| 973 | 5.25e+06 | 25999.1 | 79.25 | 79.7081 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 325 | 2018-10-01 15:21:49 |\n", + "| 974 | 5.25e+06 | 25999.1 | 79.25 | 79.7081 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 325 | 2018-10-01 15:21:49 |\n", + "| 975 | 5.25e+06 | 25999.1 | 79.25 | 79.4012 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 325 | 2018-10-01 15:21:49 |\n", + "| 976 | 5.25e+06 | 25969.7 | 79.25 | 79.4012 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 326 | 2018-10-01 15:21:50 |\n", + "| 977 | 5.25e+06 | 25969.7 | 79.25 | 79.4012 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 326 | 2018-10-01 15:21:50 |\n", + "| 978 | 5.25e+06 | 25969.7 | 79.25 | 79.2999 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 326 | 2018-10-01 15:21:50 |\n", + "| 979 | 5.25e+06 | 26019.4 | 79.25 | 79.2999 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 327 | 2018-10-01 15:21:51 |\n", + "| 980 | 5.25e+06 | 26019.4 | 79.25 | 79.2999 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 327 | 2018-10-01 15:21:51 |\n", + "| 981 | 5.25e+06 | 26019.4 | 79.25 | 79.2665 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 327 | 2018-10-01 15:21:51 |\n", + "| 982 | 0 | 26009.5 | 79.25 | 79.2665 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 328 | 2018-10-01 15:21:52 |\n", + "| 983 | 0 | 26009.5 | 79.25 | 79.2665 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 328 | 2018-10-01 15:21:52 |\n", + "| 984 | 0 | 26009.5 | 79 | 79.2554 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 328 | 2018-10-01 15:21:52 |\n", + "| 985 | 0 | 26057.7 | 79 | 79.2554 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 329 | 2018-10-01 15:21:53 |\n", + "| 986 | 0 | 26057.7 | 79 | 79.2554 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 329 | 2018-10-01 15:21:53 |\n", + "| 987 | 0 | 26057.7 | 78.75 | 79.0843 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 329 | 2018-10-01 15:21:53 |\n", + "| 988 | 5.25e+06 | 26075.9 | 78.75 | 79.0843 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 330 | 2018-10-01 15:21:54 |\n", + "| 989 | 5.25e+06 | 26075.9 | 78.75 | 79.0843 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 330 | 2018-10-01 15:21:54 |\n", + "| 990 | 5.25e+06 | 26075.9 | 78.75 | 78.8603 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 330 | 2018-10-01 15:21:54 |\n", + "| 991 | 5.25e+06 | 26122.7 | 78.75 | 78.8603 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 331 | 2018-10-01 15:21:55 |\n", + "| 992 | 5.25e+06 | 26122.7 | 78.75 | 78.8603 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 331 | 2018-10-01 15:21:55 |\n", + "| 993 | 5.25e+06 | 26122.7 | 78.75 | 78.7864 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 331 | 2018-10-01 15:21:55 |\n", + "| 994 | 5.25e+06 | 26081.1 | 78.75 | 78.7864 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 332 | 2018-10-01 15:21:56 |\n", + "| 995 | 5.25e+06 | 26081.1 | 78.75 | 78.7864 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 332 | 2018-10-01 15:21:56 |\n", + "| 996 | 5.25e+06 | 26081.1 | 78.75 | 78.762 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 332 | 2018-10-01 15:21:56 |\n", + "| 997 | 0 | 26076.7 | 78.75 | 78.762 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 333 | 2018-10-01 15:21:57 |\n", + "| 998 | 0 | 26076.7 | 78.75 | 78.762 | 0 | 0 | 2.1e+07 | 2 | 1 | 333 | 2018-10-01 15:21:57 |\n", + "| 999 | 0 | 26076.7 | 78.75 | 78.754 | 0 | 0 | 2.1e+07 | 3 | 1 | 333 | 2018-10-01 15:21:57 |\n", + "| 1000 | 0 | 26137.2 | 78.75 | 78.754 | 0 | 0 | 2.1e+07 | 1 | 1 | 334 | 2018-10-01 15:21:58 |\n", + "| 1001 | 0 | 26137.2 | 78.75 | 78.754 | 0 | 0 | 2.1e+07 | 2 | 1 | 334 | 2018-10-01 15:21:58 |\n", + "| 1002 | 0 | 26137.2 | 78.75 | 78.7513 | 0 | 0 | 2.1e+07 | 3 | 1 | 334 | 2018-10-01 15:21:58 |\n", + "| 1003 | 5.25e+06 | 26111.4 | 78.75 | 78.7513 | 0 | 0 | 2.1e+07 | 1 | 1 | 335 | 2018-10-01 15:21:59 |\n", + "| 1004 | 5.25e+06 | 26111.4 | 78.75 | 78.7513 | 0 | 0 | 2.1e+07 | 2 | 1 | 335 | 2018-10-01 15:21:59 |\n", + "| 1005 | 5.25e+06 | 26111.4 | 79 | 78.7504 | 0 | 0 | 2.1e+07 | 3 | 1 | 335 | 2018-10-01 15:21:59 |\n", + "| 1006 | 5.25e+06 | 26026.5 | 79 | 78.7504 | 0 | 0 | 2.1e+07 | 1 | 1 | 336 | 2018-10-01 15:22:00 |\n", + "| 1007 | 5.25e+06 | 26026.5 | 79 | 78.7504 | 0 | 0 | 2.1e+07 | 2 | 1 | 336 | 2018-10-01 15:22:00 |\n", + "| 1008 | 5.25e+06 | 26026.5 | 79.25 | 78.9176 | 0 | 0 | 2.1e+07 | 3 | 1 | 336 | 2018-10-01 15:22:00 |\n", + "| 1009 | 1.05e+07 | 25945.6 | 79.25 | 78.9176 | 0 | 0 | 2.1e+07 | 1 | 1 | 337 | 2018-10-01 15:22:01 |\n", + "| 1010 | 1.05e+07 | 25945.6 | 79.25 | 78.9176 | 0 | 0 | 2.1e+07 | 2 | 1 | 337 | 2018-10-01 15:22:01 |\n", + "| 1011 | 1.05e+07 | 25945.6 | 79.75 | 79.1403 | 0 | 0 | 2.1e+07 | 3 | 1 | 337 | 2018-10-01 15:22:01 |\n", + "| 1012 | 1.05e+07 | 25841.1 | 79.75 | 79.1403 | 0 | 0 | 2.1e+07 | 1 | 1 | 338 | 2018-10-01 15:22:02 |\n", + "| 1013 | 1.05e+07 | 25841.1 | 79.75 | 79.1403 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 338 | 2018-10-01 15:22:02 |\n", + "| 1014 | 1.05e+07 | 25841.1 | 80 | 79.5488 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 338 | 2018-10-01 15:22:02 |\n", + "| 1015 | 5.25e+06 | 25753.1 | 80 | 79.5488 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 339 | 2018-10-01 15:22:03 |\n", + "| 1016 | 5.25e+06 | 25753.1 | 80 | 79.5488 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 339 | 2018-10-01 15:22:03 |\n", + "| 1017 | 5.25e+06 | 25753.1 | 80 | 79.8511 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 339 | 2018-10-01 15:22:03 |\n", + "| 1018 | 5.25e+06 | 25735.9 | 80 | 79.8511 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 340 | 2018-10-01 15:22:04 |\n", + "| 1019 | 5.25e+06 | 25735.9 | 80 | 79.8511 | 0 | 0 | 2.1e+07 | 2 | 1 | 340 | 2018-10-01 15:22:04 |\n", + "| 1020 | 5.25e+06 | 25735.9 | 80.25 | 79.9509 | 0 | 0 | 2.1e+07 | 3 | 1 | 340 | 2018-10-01 15:22:04 |\n", + "| 1021 | 5.25e+06 | 25789.2 | 80.25 | 79.9509 | 0 | 0 | 2.1e+07 | 1 | 1 | 341 | 2018-10-01 15:22:05 |\n", + "| 1022 | 5.25e+06 | 25789.2 | 80.25 | 79.9509 | 0 | 0 | 2.1e+07 | 2 | 1 | 341 | 2018-10-01 15:22:05 |\n", + "| 1023 | 5.25e+06 | 25789.2 | 80.5 | 80.1513 | 0 | 0 | 2.1e+07 | 3 | 1 | 341 | 2018-10-01 15:22:05 |\n", + "| 1024 | 1.05e+07 | 25770.8 | 80.5 | 80.1513 | 0 | 0 | 2.1e+07 | 1 | 1 | 342 | 2018-10-01 15:22:06 |\n", + "| 1025 | 1.05e+07 | 25770.8 | 80.5 | 80.1513 | 0 | 0 | 2.1e+07 | 2 | 1 | 342 | 2018-10-01 15:22:06 |\n", + "| 1026 | 1.05e+07 | 25770.8 | 81 | 80.3849 | 0 | 0 | 2.1e+07 | 3 | 1 | 342 | 2018-10-01 15:22:06 |\n", + "| 1027 | 1.05e+07 | 25784.2 | 81 | 80.3849 | 0 | 0 | 2.1e+07 | 1 | 1 | 343 | 2018-10-01 15:22:07 |\n", + "| 1028 | 1.05e+07 | 25784.2 | 81 | 80.3849 | 0 | 0 | 2.1e+07 | 2 | 1 | 343 | 2018-10-01 15:22:07 |\n", + "| 1029 | 1.05e+07 | 25784.2 | 81.5 | 80.797 | 0 | 0 | 2.1e+07 | 3 | 1 | 343 | 2018-10-01 15:22:07 |\n", + "| 1030 | 5.25e+06 | 25779.6 | 81.5 | 80.797 | 0 | 0 | 2.1e+07 | 1 | 1 | 344 | 2018-10-01 15:22:08 |\n", + "| 1031 | 5.25e+06 | 25779.6 | 81.5 | 80.797 | 0 | 0 | 2.1e+07 | 2 | 1 | 344 | 2018-10-01 15:22:08 |\n", + "| 1032 | 5.25e+06 | 25779.6 | 81.75 | 81.268 | 0 | 0 | 2.1e+07 | 3 | 1 | 344 | 2018-10-01 15:22:08 |\n", + "| 1033 | 5.25e+06 | 25780 | 81.75 | 81.268 | 0 | 0 | 2.1e+07 | 1 | 1 | 345 | 2018-10-01 15:22:09 |\n", + "| 1034 | 5.25e+06 | 25780 | 81.75 | 81.268 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 345 | 2018-10-01 15:22:09 |\n", + "| 1035 | 5.25e+06 | 25780 | 81.75 | 81.5909 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 345 | 2018-10-01 15:22:09 |\n", + "| 1036 | 5.25e+06 | 25773 | 81.75 | 81.5909 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 346 | 2018-10-01 15:22:10 |\n", + "| 1037 | 5.25e+06 | 25773 | 81.75 | 81.5909 | 0 | 0 | 2.1e+07 | 2 | 1 | 346 | 2018-10-01 15:22:10 |\n", + "| 1038 | 5.25e+06 | 25773 | 82 | 81.6975 | 0 | 0 | 2.1e+07 | 3 | 1 | 346 | 2018-10-01 15:22:10 |\n", + "| 1039 | 1.05e+07 | 25765.7 | 82 | 81.6975 | 0 | 0 | 2.1e+07 | 1 | 1 | 347 | 2018-10-01 15:22:11 |\n", + "| 1040 | 1.05e+07 | 25765.7 | 82 | 81.6975 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 347 | 2018-10-01 15:22:11 |\n", + "| 1041 | 1.05e+07 | 25765.7 | 82.25 | 81.9002 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 347 | 2018-10-01 15:22:11 |\n", + "| 1042 | 5.25e+06 | 25785 | 82.25 | 81.9002 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 348 | 2018-10-01 15:22:12 |\n", + "| 1043 | 5.25e+06 | 25785 | 82.25 | 81.9002 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 348 | 2018-10-01 15:22:12 |\n", + "| 1044 | 5.25e+06 | 25785 | 82.25 | 82.1346 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 348 | 2018-10-01 15:22:12 |\n", + "| 1045 | 5.25e+06 | 25736 | 82.25 | 82.1346 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 349 | 2018-10-01 15:22:13 |\n", + "| 1046 | 5.25e+06 | 25736 | 82.25 | 82.1346 | 0 | 0 | 2.1e+07 | 2 | 1 | 349 | 2018-10-01 15:22:13 |\n", + "| 1047 | 5.25e+06 | 25736 | 82.5 | 82.2119 | 0 | 0 | 2.1e+07 | 3 | 1 | 349 | 2018-10-01 15:22:13 |\n", + "| 1048 | 1.05e+07 | 25778 | 82.5 | 82.2119 | 0 | 0 | 2.1e+07 | 1 | 1 | 350 | 2018-10-01 15:22:14 |\n", + "| 1049 | 1.05e+07 | 25778 | 82.5 | 82.2119 | 0 | 0 | 2.1e+07 | 2 | 1 | 350 | 2018-10-01 15:22:14 |\n", + "| 1050 | 1.05e+07 | 25778 | 83 | 82.4049 | 0 | 0 | 2.1e+07 | 3 | 1 | 350 | 2018-10-01 15:22:14 |\n", + "| 1051 | 5.25e+06 | 25816.4 | 83 | 82.4049 | 0 | 0 | 2.1e+07 | 1 | 1 | 351 | 2018-10-01 15:22:15 |\n", + "| 1052 | 5.25e+06 | 25816.4 | 83 | 82.4049 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 351 | 2018-10-01 15:22:15 |\n", + "| 1053 | 5.25e+06 | 25816.4 | 83 | 82.8036 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 351 | 2018-10-01 15:22:15 |\n", + "| 1054 | 5.25e+06 | 25808.3 | 83 | 82.8036 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 352 | 2018-10-01 15:22:16 |\n", + "| 1055 | 5.25e+06 | 25808.3 | 83 | 82.8036 | 0 | 0 | 2.1e+07 | 2 | 1 | 352 | 2018-10-01 15:22:16 |\n", + "| 1056 | 5.25e+06 | 25808.3 | 83.25 | 82.9352 | 0 | 0 | 2.1e+07 | 3 | 1 | 352 | 2018-10-01 15:22:16 |\n", + "| 1057 | 5.25e+06 | 25841.8 | 83.25 | 82.9352 | 0 | 0 | 2.1e+07 | 1 | 1 | 353 | 2018-10-01 15:22:17 |\n", + "| 1058 | 5.25e+06 | 25841.8 | 83.25 | 82.9352 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 353 | 2018-10-01 15:22:17 |\n", + "| 1059 | 5.25e+06 | 25841.8 | 83.25 | 83.1461 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 353 | 2018-10-01 15:22:17 |\n", + "| 1060 | 5.25e+06 | 25812.6 | 83.25 | 83.1461 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 354 | 2018-10-01 15:22:18 |\n", + "| 1061 | 5.25e+06 | 25812.6 | 83.25 | 83.1461 | 0 | 0 | 2.1e+07 | 2 | 1 | 354 | 2018-10-01 15:22:18 |\n", + "| 1062 | 5.25e+06 | 25812.6 | 83.5 | 83.2157 | 0 | 0 | 2.1e+07 | 3 | 1 | 354 | 2018-10-01 15:22:18 |\n", + "| 1063 | 1.05e+07 | 25790.2 | 83.5 | 83.2157 | 0 | 0 | 2.1e+07 | 1 | 1 | 355 | 2018-10-01 15:22:19 |\n", + "| 1064 | 1.05e+07 | 25790.2 | 83.5 | 83.2157 | 0 | 0 | 2.1e+07 | 2 | 1 | 355 | 2018-10-01 15:22:19 |\n", + "| 1065 | 1.05e+07 | 25790.2 | 84 | 83.4062 | 0 | 0 | 2.1e+07 | 3 | 1 | 355 | 2018-10-01 15:22:19 |\n", + "| 1066 | 1.05e+07 | 25796.7 | 84 | 83.4062 | 0 | 0 | 2.1e+07 | 1 | 1 | 356 | 2018-10-01 15:22:20 |\n", + "| 1067 | 1.05e+07 | 25796.7 | 84 | 83.4062 | 0 | 0 | 2.1e+07 | 2 | 1 | 356 | 2018-10-01 15:22:20 |\n", + "| 1068 | 1.05e+07 | 25796.7 | 84.5 | 83.804 | 0 | 0 | 2.1e+07 | 3 | 1 | 356 | 2018-10-01 15:22:20 |\n", + "| 1069 | 5.25e+06 | 25788.8 | 84.5 | 83.804 | 0 | 0 | 2.1e+07 | 1 | 1 | 357 | 2018-10-01 15:22:21 |\n", + "| 1070 | 5.25e+06 | 25788.8 | 84.5 | 83.804 | 0 | 0 | 2.1e+07 | 2 | 1 | 357 | 2018-10-01 15:22:21 |\n", + "| 1071 | 5.25e+06 | 25788.8 | 84.75 | 84.2703 | 0 | 0 | 2.1e+07 | 3 | 1 | 357 | 2018-10-01 15:22:21 |\n", + "| 1072 | 1.05e+07 | 25770.1 | 84.75 | 84.2703 | 0 | 0 | 2.1e+07 | 1 | 1 | 358 | 2018-10-01 15:22:22 |\n", + "| 1073 | 1.05e+07 | 25770.1 | 84.75 | 84.2703 | 0 | 0 | 2.1e+07 | 2 | 1 | 358 | 2018-10-01 15:22:22 |\n", + "| 1074 | 1.05e+07 | 25770.1 | 85.25 | 84.5917 | 0 | 0 | 2.1e+07 | 3 | 1 | 358 | 2018-10-01 15:22:22 |\n", + "| 1075 | 1.05e+07 | 25742.1 | 85.25 | 84.5917 | 0 | 0 | 2.1e+07 | 1 | 1 | 359 | 2018-10-01 15:22:23 |\n", + "| 1076 | 1.05e+07 | 25742.1 | 85.25 | 84.5917 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 359 | 2018-10-01 15:22:23 |\n", + "| 1077 | 1.05e+07 | 25742.1 | 85.5 | 85.0328 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 359 | 2018-10-01 15:22:23 |\n", + "| 1078 | 5.25e+06 | 25718.8 | 85.5 | 85.0328 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 360 | 2018-10-01 15:22:24 |\n", + "| 1079 | 5.25e+06 | 25718.8 | 85.5 | 85.0328 | 0 | 0 | 2.1e+07 | 2 | 1 | 360 | 2018-10-01 15:22:24 |\n", + "| 1080 | 5.25e+06 | 25718.8 | 85.75 | 85.3458 | 0 | 0 | 2.1e+07 | 3 | 1 | 360 | 2018-10-01 15:22:24 |\n", + "| 1081 | 1.05e+07 | 25758 | 85.75 | 85.3458 | 0 | 0 | 2.1e+07 | 1 | 1 | 361 | 2018-10-01 15:22:25 |\n", + "| 1082 | 1.05e+07 | 25758 | 85.75 | 85.3458 | 0 | 0 | 2.1e+07 | 2 | 1 | 361 | 2018-10-01 15:22:25 |\n", + "| 1083 | 1.05e+07 | 25758 | 86.25 | 85.6166 | 0 | 0 | 2.1e+07 | 3 | 1 | 361 | 2018-10-01 15:22:25 |\n", + "| 1084 | 1.05e+07 | 25677 | 86.25 | 85.6166 | 0 | 0 | 2.1e+07 | 1 | 1 | 362 | 2018-10-01 15:22:26 |\n", + "| 1085 | 1.05e+07 | 25677 | 86.25 | 85.6166 | 0 | 0 | 2.1e+07 | 2 | 1 | 362 | 2018-10-01 15:22:26 |\n", + "| 1086 | 1.05e+07 | 25677 | 86.75 | 86.041 | 0 | 0 | 2.1e+07 | 3 | 1 | 362 | 2018-10-01 15:22:26 |\n", + "| 1087 | 1.05e+07 | 25691.7 | 86.75 | 86.041 | 0 | 0 | 2.1e+07 | 1 | 1 | 363 | 2018-10-01 15:22:27 |\n", + "| 1088 | 1.05e+07 | 25691.7 | 86.75 | 86.041 | 0 | 0 | 2.1e+07 | 2 | 1 | 363 | 2018-10-01 15:22:27 |\n", + "| 1089 | 1.05e+07 | 25691.7 | 87.25 | 86.516 | 0 | 0 | 2.1e+07 | 3 | 1 | 363 | 2018-10-01 15:22:27 |\n", + "| 1090 | 1.05e+07 | 25681.8 | 87.25 | 86.516 | 0 | 0 | 2.1e+07 | 1 | 1 | 364 | 2018-10-01 15:22:28 |\n", + "| 1091 | 1.05e+07 | 25681.8 | 87.25 | 86.516 | 0 | 0 | 2.1e+07 | 2 | 1 | 364 | 2018-10-01 15:22:28 |\n", + "| 1092 | 1.05e+07 | 25681.8 | 87.75 | 87.0078 | 0 | 0 | 2.1e+07 | 3 | 1 | 364 | 2018-10-01 15:22:28 |\n", + "| 1093 | 5.25e+06 | 25712.2 | 87.75 | 87.0078 | 0 | 0 | 2.1e+07 | 1 | 1 | 365 | 2018-10-01 15:22:29 |\n", + "| 1094 | 5.25e+06 | 25712.2 | 87.75 | 87.0078 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 365 | 2018-10-01 15:22:29 |\n", + "| 1095 | 5.25e+06 | 25712.2 | 87.75 | 87.5051 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 365 | 2018-10-01 15:22:29 |\n", + "| 1096 | 5.25e+06 | 25733.6 | 87.75 | 87.5051 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 366 | 2018-10-01 15:22:30 |\n", + "| 1097 | 5.25e+06 | 25733.6 | 87.75 | 87.5051 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 366 | 2018-10-01 15:22:30 |\n", + "| 1098 | 5.25e+06 | 25733.6 | 87.75 | 87.6692 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 366 | 2018-10-01 15:22:30 |\n", + "| 1099 | 0 | 25617.7 | 87.75 | 87.6692 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 367 | 2018-10-01 15:22:31 |\n", + "| 1100 | 0 | 25617.7 | 87.75 | 87.6692 | 0 | 0 | 2.1e+07 | 2 | 1 | 367 | 2018-10-01 15:22:31 |\n", + "| 1101 | 0 | 25617.7 | 87.75 | 87.7233 | 0 | 0 | 2.1e+07 | 3 | 1 | 367 | 2018-10-01 15:22:31 |\n", + "| 1102 | 5.25e+06 | 25642 | 87.75 | 87.7233 | 0 | 0 | 2.1e+07 | 1 | 1 | 368 | 2018-10-01 15:22:32 |\n", + "| 1103 | 5.25e+06 | 25642 | 87.75 | 87.7233 | 0 | 0 | 2.1e+07 | 2 | 1 | 368 | 2018-10-01 15:22:32 |\n", + "| 1104 | 5.25e+06 | 25642 | 88 | 87.7412 | 0 | 0 | 2.1e+07 | 3 | 1 | 368 | 2018-10-01 15:22:32 |\n", + "| 1105 | 1.05e+07 | 25655.6 | 88 | 87.7412 | 0 | 0 | 2.1e+07 | 1 | 1 | 369 | 2018-10-01 15:22:33 |\n", + "| 1106 | 1.05e+07 | 25655.6 | 88 | 87.7412 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 369 | 2018-10-01 15:22:33 |\n", + "| 1107 | 1.05e+07 | 25655.6 | 88.25 | 87.9146 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 369 | 2018-10-01 15:22:33 |\n", + "| 1108 | 5.25e+06 | 25656.5 | 88.25 | 87.9146 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 370 | 2018-10-01 15:22:34 |\n", + "| 1109 | 5.25e+06 | 25656.5 | 88.25 | 87.9146 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 370 | 2018-10-01 15:22:34 |\n", + "| 1110 | 5.25e+06 | 25656.5 | 88.25 | 88.1393 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 370 | 2018-10-01 15:22:34 |\n", + "| 1111 | 5.25e+06 | 25636.9 | 88.25 | 88.1393 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 371 | 2018-10-01 15:22:35 |\n", + "| 1112 | 5.25e+06 | 25636.9 | 88.25 | 88.1393 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 371 | 2018-10-01 15:22:35 |\n", + "| 1113 | 5.25e+06 | 25636.9 | 88.25 | 88.2135 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 371 | 2018-10-01 15:22:35 |\n", + "| 1114 | 0 | 25672.5 | 88.25 | 88.2135 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 372 | 2018-10-01 15:22:36 |\n", + "| 1115 | 0 | 25672.5 | 88.25 | 88.2135 | 0 | 0 | 2.1e+07 | 2 | 1 | 372 | 2018-10-01 15:22:36 |\n", + "| 1116 | 0 | 25672.5 | 88.25 | 88.2379 | 0 | 0 | 2.1e+07 | 3 | 1 | 372 | 2018-10-01 15:22:36 |\n", + "| 1117 | 0 | 25655.3 | 88.25 | 88.2379 | 0 | 0 | 2.1e+07 | 1 | 1 | 373 | 2018-10-01 15:22:37 |\n", + "| 1118 | 0 | 25655.3 | 88.25 | 88.2379 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 373 | 2018-10-01 15:22:37 |\n", + "| 1119 | 0 | 25655.3 | 88 | 88.246 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 373 | 2018-10-01 15:22:37 |\n", + "| 1120 | 5.25e+06 | 25731.7 | 88 | 88.246 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 374 | 2018-10-01 15:22:38 |\n", + "| 1121 | 5.25e+06 | 25731.7 | 88 | 88.246 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 374 | 2018-10-01 15:22:38 |\n", + "| 1122 | 5.25e+06 | 25731.7 | 88 | 88.0812 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 374 | 2018-10-01 15:22:38 |\n", + "| 1123 | 5.25e+06 | 25755.2 | 88 | 88.0812 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 375 | 2018-10-01 15:22:39 |\n", + "| 1124 | 5.25e+06 | 25755.2 | 88 | 88.0812 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 375 | 2018-10-01 15:22:39 |\n", + "| 1125 | 5.25e+06 | 25755.2 | 88 | 88.0268 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 375 | 2018-10-01 15:22:39 |\n", + "| 1126 | 0 | 25844.3 | 88 | 88.0268 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 376 | 2018-10-01 15:22:40 |\n", + "| 1127 | 0 | 25844.3 | 88 | 88.0268 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 376 | 2018-10-01 15:22:40 |\n", + "| 1128 | 0 | 25844.3 | 87.75 | 88.0088 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 376 | 2018-10-01 15:22:40 |\n", + "| 1129 | 5.25e+06 | 25811.6 | 87.75 | 88.0088 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 377 | 2018-10-01 15:22:41 |\n", + "| 1130 | 5.25e+06 | 25811.6 | 87.75 | 88.0088 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 377 | 2018-10-01 15:22:41 |\n", + "| 1131 | 5.25e+06 | 25811.6 | 87.75 | 87.8354 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 377 | 2018-10-01 15:22:41 |\n", + "| 1132 | 5.25e+06 | 25738.4 | 87.75 | 87.8354 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 378 | 2018-10-01 15:22:42 |\n", + "| 1133 | 5.25e+06 | 25738.4 | 87.75 | 87.8354 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 378 | 2018-10-01 15:22:42 |\n", + "| 1134 | 5.25e+06 | 25738.4 | 87.75 | 87.7782 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 378 | 2018-10-01 15:22:42 |\n", + "| 1135 | 0 | 25768.2 | 87.75 | 87.7782 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 379 | 2018-10-01 15:22:43 |\n", + "| 1136 | 0 | 25768.2 | 87.75 | 87.7782 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 379 | 2018-10-01 15:22:43 |\n", + "| 1137 | 0 | 25768.2 | 87.5 | 87.7593 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 379 | 2018-10-01 15:22:43 |\n", + "| 1138 | 5.25e+06 | 25803.7 | 87.5 | 87.7593 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 380 | 2018-10-01 15:22:44 |\n", + "| 1139 | 5.25e+06 | 25803.7 | 87.5 | 87.7593 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 380 | 2018-10-01 15:22:44 |\n", + "| 1140 | 5.25e+06 | 25803.7 | 87.5 | 87.5856 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 380 | 2018-10-01 15:22:44 |\n", + "| 1141 | 5.25e+06 | 25805.2 | 87.5 | 87.5856 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 381 | 2018-10-01 15:22:45 |\n", + "| 1142 | 5.25e+06 | 25805.2 | 87.5 | 87.5856 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 381 | 2018-10-01 15:22:45 |\n", + "| 1143 | 5.25e+06 | 25805.2 | 87.5 | 87.5282 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 381 | 2018-10-01 15:22:45 |\n", + "| 1144 | 0 | 25741.1 | 87.5 | 87.5282 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 382 | 2018-10-01 15:22:46 |\n", + "| 1145 | 0 | 25741.1 | 87.5 | 87.5282 | 0 | 0 | 2.1e+07 | 2 | 1 | 382 | 2018-10-01 15:22:46 |\n", + "| 1146 | 0 | 25741.1 | 87.5 | 87.5093 | 0 | 0 | 2.1e+07 | 3 | 1 | 382 | 2018-10-01 15:22:46 |\n", + "| 1147 | 5.25e+06 | 25722.4 | 87.5 | 87.5093 | 0 | 0 | 2.1e+07 | 1 | 1 | 383 | 2018-10-01 15:22:47 |\n", + "| 1148 | 5.25e+06 | 25722.4 | 87.5 | 87.5093 | 0 | 0 | 2.1e+07 | 2 | 1 | 383 | 2018-10-01 15:22:47 |\n", + "| 1149 | 5.25e+06 | 25722.4 | 87.75 | 87.5031 | 0 | 0 | 2.1e+07 | 3 | 1 | 383 | 2018-10-01 15:22:47 |\n", + "| 1150 | 1.05e+07 | 25748.2 | 87.75 | 87.5031 | 0 | 0 | 2.1e+07 | 1 | 1 | 384 | 2018-10-01 15:22:48 |\n", + "| 1151 | 1.05e+07 | 25748.2 | 87.75 | 87.5031 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 384 | 2018-10-01 15:22:48 |\n", + "| 1152 | 1.05e+07 | 25748.2 | 88 | 87.6685 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 384 | 2018-10-01 15:22:48 |\n", + "| 1153 | 1.05e+07 | 25740.5 | 88 | 87.6685 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 385 | 2018-10-01 15:22:49 |\n", + "| 1154 | 1.05e+07 | 25740.5 | 88 | 87.6685 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 385 | 2018-10-01 15:22:49 |\n", + "| 1155 | 1.05e+07 | 25740.5 | 88.25 | 87.8906 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 385 | 2018-10-01 15:22:49 |\n", + "| 1156 | 1.05e+07 | 25735.7 | 88.25 | 87.8906 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 386 | 2018-10-01 15:22:50 |\n", + "| 1157 | 1.05e+07 | 25735.7 | 88.25 | 87.8906 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 386 | 2018-10-01 15:22:50 |\n", + "| 1158 | 1.05e+07 | 25735.7 | 88.5 | 88.1314 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 386 | 2018-10-01 15:22:50 |\n", + "| 1159 | 5.25e+06 | 25728.4 | 88.5 | 88.1314 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 387 | 2018-10-01 15:22:51 |\n", + "| 1160 | 5.25e+06 | 25728.4 | 88.5 | 88.1314 | 0 | 0 | 2.1e+07 | 2 | 1 | 387 | 2018-10-01 15:22:51 |\n", + "| 1161 | 5.25e+06 | 25728.4 | 88.75 | 88.3784 | 0 | 0 | 2.1e+07 | 3 | 1 | 387 | 2018-10-01 15:22:51 |\n", + "| 1162 | 1.05e+07 | 25689.5 | 88.75 | 88.3784 | 0 | 0 | 2.1e+07 | 1 | 1 | 388 | 2018-10-01 15:22:52 |\n", + "| 1163 | 1.05e+07 | 25689.5 | 88.75 | 88.3784 | 0 | 0 | 2.1e+07 | 2 | 1 | 388 | 2018-10-01 15:22:52 |\n", + "| 1164 | 1.05e+07 | 25689.5 | 89.25 | 88.6274 | 0 | 0 | 2.1e+07 | 3 | 1 | 388 | 2018-10-01 15:22:52 |\n", + "| 1165 | 1.05e+07 | 25667.2 | 89.25 | 88.6274 | 0 | 0 | 2.1e+07 | 1 | 1 | 389 | 2018-10-01 15:22:53 |\n", + "| 1166 | 1.05e+07 | 25667.2 | 89.25 | 88.6274 | 0 | 0 | 2.1e+07 | 2 | 1 | 389 | 2018-10-01 15:22:53 |\n", + "| 1167 | 1.05e+07 | 25667.2 | 89.75 | 89.0445 | 0 | 0 | 2.1e+07 | 3 | 1 | 389 | 2018-10-01 15:22:53 |\n", + "| 1168 | 1.05e+07 | 25607.8 | 89.75 | 89.0445 | 0 | 0 | 2.1e+07 | 1 | 1 | 390 | 2018-10-01 15:22:54 |\n", + "| 1169 | 1.05e+07 | 25607.8 | 89.75 | 89.0445 | 0 | 0 | 2.1e+07 | 2 | 1 | 390 | 2018-10-01 15:22:54 |\n", + "| 1170 | 1.05e+07 | 25607.8 | 90.25 | 89.5172 | 0 | 0 | 2.1e+07 | 3 | 1 | 390 | 2018-10-01 15:22:54 |\n", + "| 1171 | 1.05e+07 | 25681.5 | 90.25 | 89.5172 | 0 | 0 | 2.1e+07 | 1 | 1 | 391 | 2018-10-01 15:22:55 |\n", + "| 1172 | 1.05e+07 | 25681.5 | 90.25 | 89.5172 | 0 | 0 | 2.1e+07 | 2 | 1 | 391 | 2018-10-01 15:22:55 |\n", + "| 1173 | 1.05e+07 | 25681.5 | 90.75 | 90.0082 | 0 | 0 | 2.1e+07 | 3 | 1 | 391 | 2018-10-01 15:22:55 |\n", + "| 1174 | 1.05e+07 | 25661.7 | 90.75 | 90.0082 | 0 | 0 | 2.1e+07 | 1 | 1 | 392 | 2018-10-01 15:22:56 |\n", + "| 1175 | 1.05e+07 | 25661.7 | 90.75 | 90.0082 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 392 | 2018-10-01 15:22:56 |\n", + "| 1176 | 1.05e+07 | 25661.7 | 91 | 90.5052 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 392 | 2018-10-01 15:22:56 |\n", + "| 1177 | 5.25e+06 | 25681.6 | 91 | 90.5052 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 393 | 2018-10-01 15:22:57 |\n", + "| 1178 | 5.25e+06 | 25681.6 | 91 | 90.5052 | 0 | 0 | 2.1e+07 | 2 | 1 | 393 | 2018-10-01 15:22:57 |\n", + "| 1179 | 5.25e+06 | 25681.6 | 91.25 | 90.8367 | 0 | 0 | 2.1e+07 | 3 | 1 | 393 | 2018-10-01 15:22:57 |\n", + "| 1180 | 5.25e+06 | 25639 | 91.25 | 90.8367 | 0 | 0 | 2.1e+07 | 1 | 1 | 394 | 2018-10-01 15:22:58 |\n", + "| 1181 | 5.25e+06 | 25639 | 91.25 | 90.8367 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 394 | 2018-10-01 15:22:58 |\n", + "| 1182 | 5.25e+06 | 25639 | 91.25 | 91.1136 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 394 | 2018-10-01 15:22:58 |\n", + "| 1183 | 5.25e+06 | 25672.1 | 91.25 | 91.1136 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 395 | 2018-10-01 15:22:59 |\n", + "| 1184 | 5.25e+06 | 25672.1 | 91.25 | 91.1136 | 0 | 0 | 2.1e+07 | 2 | 1 | 395 | 2018-10-01 15:22:59 |\n", + "| 1185 | 5.25e+06 | 25672.1 | 91.5 | 91.205 | 0 | 0 | 2.1e+07 | 3 | 1 | 395 | 2018-10-01 15:22:59 |\n", + "| 1186 | 1.05e+07 | 25594 | 91.5 | 91.205 | 0 | 0 | 2.1e+07 | 1 | 1 | 396 | 2018-10-01 15:23:00 |\n", + "| 1187 | 1.05e+07 | 25594 | 91.5 | 91.205 | 0 | 0 | 2.1e+07 | 2 | 1 | 396 | 2018-10-01 15:23:00 |\n", + "| 1188 | 1.05e+07 | 25594 | 92 | 91.4026 | 0 | 0 | 2.1e+07 | 3 | 1 | 396 | 2018-10-01 15:23:00 |\n", + "| 1189 | 5.25e+06 | 25632.4 | 92 | 91.4026 | 0 | 0 | 2.1e+07 | 1 | 1 | 397 | 2018-10-01 15:23:01 |\n", + "| 1190 | 5.25e+06 | 25632.4 | 92 | 91.4026 | 0 | 0 | 2.1e+07 | 2 | 1 | 397 | 2018-10-01 15:23:01 |\n", + "| 1191 | 5.25e+06 | 25632.4 | 92.25 | 91.8029 | 0 | 0 | 2.1e+07 | 3 | 1 | 397 | 2018-10-01 15:23:01 |\n", + "| 1192 | 5.25e+06 | 25630.9 | 92.25 | 91.8029 | 0 | 0 | 2.1e+07 | 1 | 1 | 398 | 2018-10-01 15:23:02 |\n", + "| 1193 | 5.25e+06 | 25630.9 | 92.25 | 91.8029 | 0 | 0 | 2.1e+07 | 2 | 1 | 398 | 2018-10-01 15:23:02 |\n", + "| 1194 | 5.25e+06 | 25630.9 | 92.5 | 92.1024 | 0 | 0 | 2.1e+07 | 3 | 1 | 398 | 2018-10-01 15:23:02 |\n", + "| 1195 | 5.25e+06 | 25718.9 | 92.5 | 92.1024 | 0 | 0 | 2.1e+07 | 1 | 1 | 399 | 2018-10-01 15:23:03 |\n", + "| 1196 | 5.25e+06 | 25718.9 | 92.5 | 92.1024 | 0 | 0 | 2.1e+07 | 2 | 1 | 399 | 2018-10-01 15:23:03 |\n", + "| 1197 | 5.25e+06 | 25718.9 | 92.75 | 92.3688 | 0 | 0 | 2.1e+07 | 3 | 1 | 399 | 2018-10-01 15:23:03 |\n", + "| 1198 | 1.05e+07 | 25664.4 | 92.75 | 92.3688 | 0 | 0 | 2.1e+07 | 1 | 1 | 400 | 2018-10-01 15:23:04 |\n", + "| 1199 | 1.05e+07 | 25664.4 | 92.75 | 92.3688 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 400 | 2018-10-01 15:23:04 |\n", + "| 1200 | 1.05e+07 | 25664.4 | 93 | 92.6242 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 400 | 2018-10-01 15:23:04 |\n", + "| 1201 | 5.25e+06 | 25667.6 | 93 | 92.6242 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 401 | 2018-10-01 15:23:05 |\n", + "| 1202 | 5.25e+06 | 25667.6 | 93 | 92.6242 | 0 | 0 | 2.1e+07 | 2 | 1 | 401 | 2018-10-01 15:23:05 |\n", + "| 1203 | 5.25e+06 | 25667.6 | 93.25 | 92.876 | 0 | 0 | 2.1e+07 | 3 | 1 | 401 | 2018-10-01 15:23:05 |\n", + "| 1204 | 1.05e+07 | 25682.9 | 93.25 | 92.876 | 0 | 0 | 2.1e+07 | 1 | 1 | 402 | 2018-10-01 15:23:06 |\n", + "| 1205 | 1.05e+07 | 25682.9 | 93.25 | 92.876 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 402 | 2018-10-01 15:23:06 |\n", + "| 1206 | 1.05e+07 | 25682.9 | 93.5 | 93.1266 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 402 | 2018-10-01 15:23:06 |\n", + "| 1207 | 1.05e+07 | 25734.3 | 93.5 | 93.1266 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 403 | 2018-10-01 15:23:07 |\n", + "| 1208 | 1.05e+07 | 25734.3 | 93.5 | 93.1266 | 0 | 0 | 2.1e+07 | 2 | 1 | 403 | 2018-10-01 15:23:07 |\n", + "| 1209 | 1.05e+07 | 25734.3 | 94 | 93.3768 | 0 | 0 | 2.1e+07 | 3 | 1 | 403 | 2018-10-01 15:23:07 |\n", + "| 1210 | 1.05e+07 | 25716.7 | 94 | 93.3768 | 0 | 0 | 2.1e+07 | 1 | 1 | 404 | 2018-10-01 15:23:08 |\n", + "| 1211 | 1.05e+07 | 25716.7 | 94 | 93.3768 | 0 | 0 | 2.1e+07 | 2 | 1 | 404 | 2018-10-01 15:23:08 |\n", + "| 1212 | 1.05e+07 | 25716.7 | 94.5 | 93.7943 | 0 | 0 | 2.1e+07 | 3 | 1 | 404 | 2018-10-01 15:23:08 |\n", + "| 1213 | 5.25e+06 | 25720.3 | 94.5 | 93.7943 | 0 | 0 | 2.1e+07 | 1 | 1 | 405 | 2018-10-01 15:23:09 |\n", + "| 1214 | 5.25e+06 | 25720.3 | 94.5 | 93.7943 | 0 | 0 | 2.1e+07 | 2 | 1 | 405 | 2018-10-01 15:23:09 |\n", + "| 1215 | 5.25e+06 | 25720.3 | 94.75 | 94.2671 | 0 | 0 | 2.1e+07 | 3 | 1 | 405 | 2018-10-01 15:23:09 |\n", + "| 1216 | 1.05e+07 | 25631 | 94.75 | 94.2671 | 0 | 0 | 2.1e+07 | 1 | 1 | 406 | 2018-10-01 15:23:10 |\n", + "| 1217 | 1.05e+07 | 25631 | 94.75 | 94.2671 | 0 | 0 | 2.1e+07 | 2 | 1 | 406 | 2018-10-01 15:23:10 |\n", + "| 1218 | 1.05e+07 | 25631 | 95.25 | 94.5907 | 0 | 0 | 2.1e+07 | 3 | 1 | 406 | 2018-10-01 15:23:10 |\n", + "| 1219 | 5.25e+06 | 25596.4 | 95.25 | 94.5907 | 0 | 0 | 2.1e+07 | 1 | 1 | 407 | 2018-10-01 15:23:11 |\n", + "| 1220 | 5.25e+06 | 25596.4 | 95.25 | 94.5907 | 0 | 0 | 2.1e+07 | 2 | 1 | 407 | 2018-10-01 15:23:11 |\n", + "| 1221 | 5.25e+06 | 25596.4 | 95.5 | 95.0324 | 0 | 0 | 2.1e+07 | 3 | 1 | 407 | 2018-10-01 15:23:11 |\n", + "| 1222 | 1.05e+07 | 25615.2 | 95.5 | 95.0324 | 0 | 0 | 2.1e+07 | 1 | 1 | 408 | 2018-10-01 15:23:12 |\n", + "| 1223 | 1.05e+07 | 25615.2 | 95.5 | 95.0324 | 0 | 0 | 2.1e+07 | 2 | 1 | 408 | 2018-10-01 15:23:12 |\n", + "| 1224 | 1.05e+07 | 25615.2 | 96 | 95.3457 | 0 | 0 | 2.1e+07 | 3 | 1 | 408 | 2018-10-01 15:23:12 |\n", + "| 1225 | 5.25e+06 | 25661.2 | 96 | 95.3457 | 0 | 0 | 2.1e+07 | 1 | 1 | 409 | 2018-10-01 15:23:13 |\n", + "| 1226 | 5.25e+06 | 25661.2 | 96 | 95.3457 | 0 | 0 | 2.1e+07 | 2 | 1 | 409 | 2018-10-01 15:23:13 |\n", + "| 1227 | 5.25e+06 | 25661.2 | 96.25 | 95.7841 | 0 | 0 | 2.1e+07 | 3 | 1 | 409 | 2018-10-01 15:23:13 |\n", + "| 1228 | 5.25e+06 | 25649.5 | 96.25 | 95.7841 | 0 | 0 | 2.1e+07 | 1 | 1 | 410 | 2018-10-01 15:23:14 |\n", + "| 1229 | 5.25e+06 | 25649.5 | 96.25 | 95.7841 | 0 | 0 | 2.1e+07 | 2 | 1 | 410 | 2018-10-01 15:23:14 |\n", + "| 1230 | 5.25e+06 | 25649.5 | 96.5 | 96.0962 | 0 | 0 | 2.1e+07 | 3 | 1 | 410 | 2018-10-01 15:23:14 |\n", + "| 1231 | 5.25e+06 | 25735.2 | 96.5 | 96.0962 | 0 | 0 | 2.1e+07 | 1 | 1 | 411 | 2018-10-01 15:23:15 |\n", + "| 1232 | 5.25e+06 | 25735.2 | 96.5 | 96.0962 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 411 | 2018-10-01 15:23:15 |\n", + "| 1233 | 5.25e+06 | 25735.2 | 96.5 | 96.3668 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 411 | 2018-10-01 15:23:15 |\n", + "| 1234 | 5.25e+06 | 25808.5 | 96.5 | 96.3668 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 412 | 2018-10-01 15:23:16 |\n", + "| 1235 | 5.25e+06 | 25808.5 | 96.5 | 96.3668 | 0 | 0 | 2.1e+07 | 2 | 1 | 412 | 2018-10-01 15:23:16 |\n", + "| 1236 | 5.25e+06 | 25808.5 | 96.75 | 96.456 | 0 | 0 | 2.1e+07 | 3 | 1 | 412 | 2018-10-01 15:23:16 |\n", + "| 1237 | 5.25e+06 | 25806 | 96.75 | 96.456 | 0 | 0 | 2.1e+07 | 1 | 1 | 413 | 2018-10-01 15:23:17 |\n", + "| 1238 | 5.25e+06 | 25806 | 96.75 | 96.456 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 413 | 2018-10-01 15:23:17 |\n", + "| 1239 | 5.25e+06 | 25806 | 96.75 | 96.653 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 413 | 2018-10-01 15:23:17 |\n", + "| 1240 | 0 | 25705.4 | 96.75 | 96.653 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 414 | 2018-10-01 15:23:18 |\n", + "| 1241 | 0 | 25705.4 | 96.75 | 96.653 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 414 | 2018-10-01 15:23:18 |\n", + "| 1242 | 0 | 25705.4 | 96.5 | 96.718 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 414 | 2018-10-01 15:23:18 |\n", + "| 1243 | 0 | 25631.4 | 96.5 | 96.718 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 415 | 2018-10-01 15:23:19 |\n", + "| 1244 | 0 | 25631.4 | 96.5 | 96.718 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 415 | 2018-10-01 15:23:19 |\n", + "| 1245 | 0 | 25631.4 | 96 | 96.5719 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 415 | 2018-10-01 15:23:19 |\n", + "| 1246 | 0 | 25599 | 96 | 96.5719 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 416 | 2018-10-01 15:23:20 |\n", + "| 1247 | 0 | 25599 | 96 | 96.5719 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 416 | 2018-10-01 15:23:20 |\n", + "| 1248 | 0 | 25599 | 95.75 | 96.1887 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 416 | 2018-10-01 15:23:20 |\n", + "| 1249 | 5.25e+06 | 25645.4 | 95.75 | 96.1887 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 417 | 2018-10-01 15:23:21 |\n", + "| 1250 | 5.25e+06 | 25645.4 | 95.75 | 96.1887 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 417 | 2018-10-01 15:23:21 |\n", + "| 1251 | 5.25e+06 | 25645.4 | 95.5 | 95.8948 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 417 | 2018-10-01 15:23:21 |\n", + "| 1252 | 5.25e+06 | 25658.4 | 95.5 | 95.8948 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 418 | 2018-10-01 15:23:22 |\n", + "| 1253 | 5.25e+06 | 25658.4 | 95.5 | 95.8948 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 418 | 2018-10-01 15:23:22 |\n", + "| 1254 | 5.25e+06 | 25658.4 | 95.5 | 95.6303 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 418 | 2018-10-01 15:23:22 |\n", + "| 1255 | 0 | 25571.1 | 95.5 | 95.6303 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 419 | 2018-10-01 15:23:23 |\n", + "| 1256 | 0 | 25571.1 | 95.5 | 95.6303 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 419 | 2018-10-01 15:23:23 |\n", + "| 1257 | 0 | 25571.1 | 95 | 95.543 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 419 | 2018-10-01 15:23:23 |\n", + "| 1258 | 0 | 25561.6 | 95 | 95.543 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 420 | 2018-10-01 15:23:24 |\n", + "| 1259 | 0 | 25561.6 | 95 | 95.543 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 420 | 2018-10-01 15:23:24 |\n", + "| 1260 | 0 | 25561.6 | 94.75 | 95.1792 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 420 | 2018-10-01 15:23:24 |\n", + "| 1261 | 0 | 25628.8 | 94.75 | 95.1792 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 421 | 2018-10-01 15:23:25 |\n", + "| 1262 | 0 | 25628.8 | 94.75 | 95.1792 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 421 | 2018-10-01 15:23:25 |\n", + "| 1263 | 0 | 25628.8 | 94.5 | 94.8916 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 421 | 2018-10-01 15:23:25 |\n", + "| 1264 | 5.25e+06 | 25613.2 | 94.5 | 94.8916 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 422 | 2018-10-01 15:23:26 |\n", + "| 1265 | 5.25e+06 | 25613.2 | 94.5 | 94.8916 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 422 | 2018-10-01 15:23:26 |\n", + "| 1266 | 5.25e+06 | 25613.2 | 94.25 | 94.6292 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 422 | 2018-10-01 15:23:26 |\n", + "| 1267 | 0 | 25581.9 | 94.25 | 94.6292 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 423 | 2018-10-01 15:23:27 |\n", + "| 1268 | 0 | 25581.9 | 94.25 | 94.6292 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 423 | 2018-10-01 15:23:27 |\n", + "| 1269 | 0 | 25581.9 | 94 | 94.3751 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 423 | 2018-10-01 15:23:27 |\n", + "| 1270 | 0 | 25667.5 | 94 | 94.3751 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 424 | 2018-10-01 15:23:28 |\n", + "| 1271 | 0 | 25667.5 | 94 | 94.3751 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 424 | 2018-10-01 15:23:28 |\n", + "| 1272 | 0 | 25667.5 | 93.5 | 94.1238 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 424 | 2018-10-01 15:23:28 |\n", + "| 1273 | 0 | 25669.8 | 93.5 | 94.1238 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 425 | 2018-10-01 15:23:29 |\n", + "| 1274 | 0 | 25669.8 | 93.5 | 94.1238 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 425 | 2018-10-01 15:23:29 |\n", + "| 1275 | 0 | 25669.8 | 93 | 93.7059 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 425 | 2018-10-01 15:23:29 |\n", + "| 1276 | 0 | 25649.8 | 93 | 93.7059 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 426 | 2018-10-01 15:23:30 |\n", + "| 1277 | 0 | 25649.8 | 93 | 93.7059 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 426 | 2018-10-01 15:23:30 |\n", + "| 1278 | 0 | 25649.8 | 92.5 | 93.2329 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 426 | 2018-10-01 15:23:30 |\n", + "| 1279 | 0 | 25664.4 | 92.5 | 93.2329 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 427 | 2018-10-01 15:23:31 |\n", + "| 1280 | 0 | 25664.4 | 92.5 | 93.2329 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 427 | 2018-10-01 15:23:31 |\n", + "| 1281 | 0 | 25664.4 | 92 | 92.7419 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 427 | 2018-10-01 15:23:31 |\n", + "| 1282 | 0 | 25665.1 | 92 | 92.7419 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 428 | 2018-10-01 15:23:32 |\n", + "| 1283 | 0 | 25665.1 | 92 | 92.7419 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 428 | 2018-10-01 15:23:32 |\n", + "| 1284 | 0 | 25665.1 | 91.75 | 92.2448 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 428 | 2018-10-01 15:23:32 |\n", + "| 1285 | 5.25e+06 | 25647.2 | 91.75 | 92.2448 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 429 | 2018-10-01 15:23:33 |\n", + "| 1286 | 5.25e+06 | 25647.2 | 91.75 | 92.2448 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 429 | 2018-10-01 15:23:33 |\n", + "| 1287 | 5.25e+06 | 25647.2 | 91.75 | 91.9133 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 429 | 2018-10-01 15:23:33 |\n", + "| 1288 | 5.25e+06 | 25697.6 | 91.75 | 91.9133 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 430 | 2018-10-01 15:23:34 |\n", + "| 1289 | 5.25e+06 | 25697.6 | 91.75 | 91.9133 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 430 | 2018-10-01 15:23:34 |\n", + "| 1290 | 5.25e+06 | 25697.6 | 91.75 | 91.8039 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 430 | 2018-10-01 15:23:34 |\n", + "| 1291 | 5.25e+06 | 25744.1 | 91.75 | 91.8039 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 431 | 2018-10-01 15:23:35 |\n", + "| 1292 | 5.25e+06 | 25744.1 | 91.75 | 91.8039 | 0 | 0 | 2.1e+07 | 2 | 1 | 431 | 2018-10-01 15:23:35 |\n", + "| 1293 | 5.25e+06 | 25744.1 | 92 | 91.7678 | 0 | 0 | 2.1e+07 | 3 | 1 | 431 | 2018-10-01 15:23:35 |\n", + "| 1294 | 5.25e+06 | 25779.1 | 92 | 91.7678 | 0 | 0 | 2.1e+07 | 1 | 1 | 432 | 2018-10-01 15:23:36 |\n", + "| 1295 | 5.25e+06 | 25779.1 | 92 | 91.7678 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 432 | 2018-10-01 15:23:36 |\n", + "| 1296 | 5.25e+06 | 25779.1 | 92 | 91.9234 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 432 | 2018-10-01 15:23:36 |\n", + "| 1297 | 0 | 25774.8 | 92 | 91.9234 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 433 | 2018-10-01 15:23:37 |\n", + "| 1298 | 0 | 25774.8 | 92 | 91.9234 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 433 | 2018-10-01 15:23:37 |\n", + "| 1299 | 0 | 25774.8 | 91.75 | 91.9747 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 433 | 2018-10-01 15:23:37 |\n", + "| 1300 | 5.25e+06 | 25822.6 | 91.75 | 91.9747 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 434 | 2018-10-01 15:23:38 |\n", + "| 1301 | 5.25e+06 | 25822.6 | 91.75 | 91.9747 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 434 | 2018-10-01 15:23:38 |\n", + "| 1302 | 5.25e+06 | 25822.6 | 91.75 | 91.8242 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 434 | 2018-10-01 15:23:38 |\n", + "| 1303 | 5.25e+06 | 25820.5 | 91.75 | 91.8242 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 435 | 2018-10-01 15:23:39 |\n", + "| 1304 | 5.25e+06 | 25820.5 | 91.75 | 91.8242 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 435 | 2018-10-01 15:23:39 |\n", + "| 1305 | 5.25e+06 | 25820.5 | 91.75 | 91.7745 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 435 | 2018-10-01 15:23:39 |\n", + "| 1306 | 0 | 25840 | 91.75 | 91.7745 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 436 | 2018-10-01 15:23:40 |\n", + "| 1307 | 0 | 25840 | 91.75 | 91.7745 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 436 | 2018-10-01 15:23:40 |\n", + "| 1308 | 0 | 25840 | 91.5 | 91.7581 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 436 | 2018-10-01 15:23:40 |\n", + "| 1309 | 0 | 25883.1 | 91.5 | 91.7581 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 437 | 2018-10-01 15:23:41 |\n", + "| 1310 | 0 | 25883.1 | 91.5 | 91.7581 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 437 | 2018-10-01 15:23:41 |\n", + "| 1311 | 0 | 25883.1 | 91.25 | 91.5852 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 437 | 2018-10-01 15:23:41 |\n", + "| 1312 | 0 | 25916.8 | 91.25 | 91.5852 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 438 | 2018-10-01 15:23:42 |\n", + "| 1313 | 0 | 25916.8 | 91.25 | 91.5852 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 438 | 2018-10-01 15:23:42 |\n", + "| 1314 | 0 | 25916.8 | 90.75 | 91.3606 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 438 | 2018-10-01 15:23:42 |\n", + "| 1315 | 0 | 25991.3 | 90.75 | 91.3606 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 439 | 2018-10-01 15:23:43 |\n", + "| 1316 | 0 | 25991.3 | 90.75 | 91.3606 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 439 | 2018-10-01 15:23:43 |\n", + "| 1317 | 0 | 25991.3 | 90.25 | 90.9515 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 439 | 2018-10-01 15:23:43 |\n", + "| 1318 | 0 | 26010.1 | 90.25 | 90.9515 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 440 | 2018-10-01 15:23:44 |\n", + "| 1319 | 0 | 26010.1 | 90.25 | 90.9515 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 440 | 2018-10-01 15:23:44 |\n", + "| 1320 | 0 | 26010.1 | 90 | 90.4815 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 440 | 2018-10-01 15:23:44 |\n", + "| 1321 | 0 | 25940 | 90 | 90.4815 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 441 | 2018-10-01 15:23:45 |\n", + "| 1322 | 0 | 25940 | 90 | 90.4815 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 441 | 2018-10-01 15:23:45 |\n", + "| 1323 | 0 | 25940 | 89.75 | 90.1589 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 441 | 2018-10-01 15:23:45 |\n", + "| 1324 | 0 | 25891.6 | 89.75 | 90.1589 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 442 | 2018-10-01 15:23:46 |\n", + "| 1325 | 0 | 25891.6 | 89.75 | 90.1589 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 442 | 2018-10-01 15:23:46 |\n", + "| 1326 | 0 | 25891.6 | 89.5 | 89.8849 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 442 | 2018-10-01 15:23:46 |\n", + "| 1327 | 5.25e+06 | 25947.9 | 89.5 | 89.8849 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 443 | 2018-10-01 15:23:47 |\n", + "| 1328 | 5.25e+06 | 25947.9 | 89.5 | 89.8849 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 443 | 2018-10-01 15:23:47 |\n", + "| 1329 | 5.25e+06 | 25947.9 | 89.5 | 89.627 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 443 | 2018-10-01 15:23:47 |\n", + "| 1330 | 5.25e+06 | 25934.1 | 89.5 | 89.627 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 444 | 2018-10-01 15:23:48 |\n", + "| 1331 | 5.25e+06 | 25934.1 | 89.5 | 89.627 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 444 | 2018-10-01 15:23:48 |\n", + "| 1332 | 5.25e+06 | 25934.1 | 89.25 | 89.5419 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 444 | 2018-10-01 15:23:48 |\n", + "| 1333 | 5.25e+06 | 25950.2 | 89.25 | 89.5419 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 445 | 2018-10-01 15:23:49 |\n", + "| 1334 | 5.25e+06 | 25950.2 | 89.25 | 89.5419 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 445 | 2018-10-01 15:23:49 |\n", + "| 1335 | 5.25e+06 | 25950.2 | 89 | 89.3463 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 445 | 2018-10-01 15:23:49 |\n", + "| 1336 | 0 | 25914.7 | 89 | 89.3463 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 446 | 2018-10-01 15:23:50 |\n", + "| 1337 | 0 | 25914.7 | 89 | 89.3463 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 446 | 2018-10-01 15:23:50 |\n", + "| 1338 | 0 | 25914.7 | 88.75 | 89.1143 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 446 | 2018-10-01 15:23:50 |\n", + "| 1339 | 5.25e+06 | 25956.4 | 88.75 | 89.1143 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 447 | 2018-10-01 15:23:51 |\n", + "| 1340 | 5.25e+06 | 25956.4 | 88.75 | 89.1143 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 447 | 2018-10-01 15:23:51 |\n", + "| 1341 | 5.25e+06 | 25956.4 | 88.75 | 88.8702 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 447 | 2018-10-01 15:23:51 |\n", + "| 1342 | 5.25e+06 | 25940.4 | 88.75 | 88.8702 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 448 | 2018-10-01 15:23:52 |\n", + "| 1343 | 5.25e+06 | 25940.4 | 88.75 | 88.8702 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 448 | 2018-10-01 15:23:52 |\n", + "| 1344 | 5.25e+06 | 25940.4 | 88.75 | 88.7897 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 448 | 2018-10-01 15:23:52 |\n", + "| 1345 | 0 | 26001.1 | 88.75 | 88.7897 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 449 | 2018-10-01 15:23:53 |\n", + "| 1346 | 0 | 26001.1 | 88.75 | 88.7897 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 449 | 2018-10-01 15:23:53 |\n", + "| 1347 | 0 | 26001.1 | 88.5 | 88.7631 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 449 | 2018-10-01 15:23:53 |\n", + "| 1348 | 5.25e+06 | 25978.9 | 88.5 | 88.7631 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 450 | 2018-10-01 15:23:54 |\n", + "| 1349 | 5.25e+06 | 25978.9 | 88.5 | 88.7631 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 450 | 2018-10-01 15:23:54 |\n", + "| 1350 | 5.25e+06 | 25978.9 | 88.5 | 88.5868 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 450 | 2018-10-01 15:23:54 |\n", + "| 1351 | 0 | 26025.5 | 88.5 | 88.5868 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 451 | 2018-10-01 15:23:55 |\n", + "| 1352 | 0 | 26025.5 | 88.5 | 88.5868 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 451 | 2018-10-01 15:23:55 |\n", + "| 1353 | 0 | 26025.5 | 88.25 | 88.5287 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 451 | 2018-10-01 15:23:55 |\n", + "| 1354 | 5.25e+06 | 26053.6 | 88.25 | 88.5287 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 452 | 2018-10-01 15:23:56 |\n", + "| 1355 | 5.25e+06 | 26053.6 | 88.25 | 88.5287 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 452 | 2018-10-01 15:23:56 |\n", + "| 1356 | 5.25e+06 | 26053.6 | 88 | 88.342 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 452 | 2018-10-01 15:23:56 |\n", + "| 1357 | 0 | 26023.5 | 88 | 88.342 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 453 | 2018-10-01 15:23:57 |\n", + "| 1358 | 0 | 26023.5 | 88 | 88.342 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 453 | 2018-10-01 15:23:57 |\n", + "| 1359 | 0 | 26023.5 | 87.75 | 88.1128 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 453 | 2018-10-01 15:23:57 |\n", + "| 1360 | 0 | 26069.3 | 87.75 | 88.1128 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 454 | 2018-10-01 15:23:58 |\n", + "| 1361 | 0 | 26069.3 | 87.75 | 88.1128 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 454 | 2018-10-01 15:23:58 |\n", + "| 1362 | 0 | 26069.3 | 87.5 | 87.8697 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 454 | 2018-10-01 15:23:58 |\n", + "| 1363 | 5.25e+06 | 26031.8 | 87.5 | 87.8697 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 455 | 2018-10-01 15:23:59 |\n", + "| 1364 | 5.25e+06 | 26031.8 | 87.5 | 87.8697 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 455 | 2018-10-01 15:23:59 |\n", + "| 1365 | 5.25e+06 | 26031.8 | 87.25 | 87.622 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 455 | 2018-10-01 15:23:59 |\n", + "| 1366 | 0 | 25997.5 | 87.25 | 87.622 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 456 | 2018-10-01 15:24:00 |\n", + "| 1367 | 0 | 25997.5 | 87.25 | 87.622 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 456 | 2018-10-01 15:24:00 |\n", + "| 1368 | 0 | 25997.5 | 86.75 | 87.3728 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 456 | 2018-10-01 15:24:00 |\n", + "| 1369 | 0 | 26027.6 | 86.75 | 87.3728 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 457 | 2018-10-01 15:24:01 |\n", + "| 1370 | 0 | 26027.6 | 86.75 | 87.3728 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 457 | 2018-10-01 15:24:01 |\n", + "| 1371 | 0 | 26027.6 | 86.25 | 86.9555 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 457 | 2018-10-01 15:24:01 |\n", + "| 1372 | 5.25e+06 | 26001.5 | 86.25 | 86.9555 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 458 | 2018-10-01 15:24:02 |\n", + "| 1373 | 5.25e+06 | 26001.5 | 86.25 | 86.9555 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 458 | 2018-10-01 15:24:02 |\n", + "| 1374 | 5.25e+06 | 26001.5 | 86.25 | 86.4828 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 458 | 2018-10-01 15:24:02 |\n", + "| 1375 | 5.25e+06 | 25976.8 | 86.25 | 86.4828 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 459 | 2018-10-01 15:24:03 |\n", + "| 1376 | 5.25e+06 | 25976.8 | 86.25 | 86.4828 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 459 | 2018-10-01 15:24:03 |\n", + "| 1377 | 5.25e+06 | 25976.8 | 86 | 86.3268 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 459 | 2018-10-01 15:24:03 |\n", + "| 1378 | 5.25e+06 | 25962.4 | 86 | 86.3268 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 460 | 2018-10-01 15:24:04 |\n", + "| 1379 | 5.25e+06 | 25962.4 | 86 | 86.3268 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 460 | 2018-10-01 15:24:04 |\n", + "| 1380 | 5.25e+06 | 25962.4 | 85.75 | 86.1079 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 460 | 2018-10-01 15:24:04 |\n", + "| 1381 | 0 | 25920.8 | 85.75 | 86.1079 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 461 | 2018-10-01 15:24:05 |\n", + "| 1382 | 0 | 25920.8 | 85.75 | 86.1079 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 461 | 2018-10-01 15:24:05 |\n", + "| 1383 | 0 | 25920.8 | 85.5 | 85.8681 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 461 | 2018-10-01 15:24:05 |\n", + "| 1384 | 5.25e+06 | 25964.3 | 85.5 | 85.8681 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 462 | 2018-10-01 15:24:06 |\n", + "| 1385 | 5.25e+06 | 25964.3 | 85.5 | 85.8681 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 462 | 2018-10-01 15:24:06 |\n", + "| 1386 | 5.25e+06 | 25964.3 | 85.25 | 85.6215 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 462 | 2018-10-01 15:24:06 |\n", + "| 1387 | 5.25e+06 | 25989.7 | 85.25 | 85.6215 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 463 | 2018-10-01 15:24:07 |\n", + "| 1388 | 5.25e+06 | 25989.7 | 85.25 | 85.6215 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 463 | 2018-10-01 15:24:07 |\n", + "| 1389 | 5.25e+06 | 25989.7 | 85.25 | 85.3726 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 463 | 2018-10-01 15:24:07 |\n", + "| 1390 | 0 | 25986.8 | 85.25 | 85.3726 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 464 | 2018-10-01 15:24:08 |\n", + "| 1391 | 0 | 25986.8 | 85.25 | 85.3726 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 464 | 2018-10-01 15:24:08 |\n", + "| 1392 | 0 | 25986.8 | 85 | 85.2905 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 464 | 2018-10-01 15:24:08 |\n", + "| 1393 | 5.25e+06 | 25982.3 | 85 | 85.2905 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 465 | 2018-10-01 15:24:09 |\n", + "| 1394 | 5.25e+06 | 25982.3 | 85 | 85.2905 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 465 | 2018-10-01 15:24:09 |\n", + "| 1395 | 5.25e+06 | 25982.3 | 85 | 85.0958 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 465 | 2018-10-01 15:24:09 |\n", + "| 1396 | 5.25e+06 | 26001 | 85 | 85.0958 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 466 | 2018-10-01 15:24:10 |\n", + "| 1397 | 5.25e+06 | 26001 | 85 | 85.0958 | 0 | 0 | 2.1e+07 | 2 | 1 | 466 | 2018-10-01 15:24:10 |\n", + "| 1398 | 5.25e+06 | 26001 | 85.25 | 85.0316 | 0 | 0 | 2.1e+07 | 3 | 1 | 466 | 2018-10-01 15:24:10 |\n", + "| 1399 | 5.25e+06 | 26074.6 | 85.25 | 85.0316 | 0 | 0 | 2.1e+07 | 1 | 1 | 467 | 2018-10-01 15:24:11 |\n", + "| 1400 | 5.25e+06 | 26074.6 | 85.25 | 85.0316 | 0 | 0 | 2.1e+07 | 2 | 1 | 467 | 2018-10-01 15:24:11 |\n", + "| 1401 | 5.25e+06 | 26074.6 | 85.5 | 85.1779 | 0 | 0 | 2.1e+07 | 3 | 1 | 467 | 2018-10-01 15:24:11 |\n", + "| 1402 | 1.05e+07 | 26110.9 | 85.5 | 85.1779 | 0 | 0 | 2.1e+07 | 1 | 1 | 468 | 2018-10-01 15:24:12 |\n", + "| 1403 | 1.05e+07 | 26110.9 | 85.5 | 85.1779 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 468 | 2018-10-01 15:24:12 |\n", + "| 1404 | 1.05e+07 | 26110.9 | 85.75 | 85.3937 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 468 | 2018-10-01 15:24:12 |\n", + "| 1405 | 5.25e+06 | 26089.7 | 85.75 | 85.3937 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 469 | 2018-10-01 15:24:13 |\n", + "| 1406 | 5.25e+06 | 26089.7 | 85.75 | 85.3937 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 469 | 2018-10-01 15:24:13 |\n", + "| 1407 | 5.25e+06 | 26089.7 | 85.75 | 85.6324 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 469 | 2018-10-01 15:24:13 |\n", + "| 1408 | 5.25e+06 | 26122.1 | 85.75 | 85.6324 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 470 | 2018-10-01 15:24:14 |\n", + "| 1409 | 5.25e+06 | 26122.1 | 85.75 | 85.6324 | 0 | 0 | 2.1e+07 | 2 | 1 | 470 | 2018-10-01 15:24:14 |\n", + "| 1410 | 5.25e+06 | 26122.1 | 86 | 85.7112 | 0 | 0 | 2.1e+07 | 3 | 1 | 470 | 2018-10-01 15:24:14 |\n", + "| 1411 | 5.25e+06 | 26117.1 | 86 | 85.7112 | 0 | 0 | 2.1e+07 | 1 | 1 | 471 | 2018-10-01 15:24:15 |\n", + "| 1412 | 5.25e+06 | 26117.1 | 86 | 85.7112 | 0 | 0 | 2.1e+07 | 2 | 1 | 471 | 2018-10-01 15:24:15 |\n", + "| 1413 | 5.25e+06 | 26117.1 | 86.25 | 85.9047 | 0 | 0 | 2.1e+07 | 3 | 1 | 471 | 2018-10-01 15:24:15 |\n", + "| 1414 | 1.05e+07 | 26108.8 | 86.25 | 85.9047 | 0 | 0 | 2.1e+07 | 1 | 1 | 472 | 2018-10-01 15:24:16 |\n", + "| 1415 | 1.05e+07 | 26108.8 | 86.25 | 85.9047 | 0 | 0 | 2.1e+07 | 2 | 1 | 472 | 2018-10-01 15:24:16 |\n", + "| 1416 | 1.05e+07 | 26108.8 | 86.75 | 86.136 | 0 | 0 | 2.1e+07 | 3 | 1 | 472 | 2018-10-01 15:24:16 |\n", + "| 1417 | 5.25e+06 | 26186.6 | 86.75 | 86.136 | 0 | 0 | 2.1e+07 | 1 | 1 | 473 | 2018-10-01 15:24:17 |\n", + "| 1418 | 5.25e+06 | 26186.6 | 86.75 | 86.136 | 0 | 0 | 2.1e+07 | 2 | 1 | 473 | 2018-10-01 15:24:17 |\n", + "| 1419 | 5.25e+06 | 26186.6 | 87 | 86.5474 | 0 | 0 | 2.1e+07 | 3 | 1 | 473 | 2018-10-01 15:24:17 |\n", + "| 1420 | 1.05e+07 | 26169.1 | 87 | 86.5474 | 0 | 0 | 2.1e+07 | 1 | 1 | 474 | 2018-10-01 15:24:18 |\n", + "| 1421 | 1.05e+07 | 26169.1 | 87 | 86.5474 | 0 | 0 | 2.1e+07 | 2 | 1 | 474 | 2018-10-01 15:24:18 |\n", + "| 1422 | 1.05e+07 | 26169.1 | 87.5 | 86.8506 | 0 | 0 | 2.1e+07 | 3 | 1 | 474 | 2018-10-01 15:24:18 |\n", + "| 1423 | 5.25e+06 | 26149.2 | 87.5 | 86.8506 | 0 | 0 | 2.1e+07 | 1 | 1 | 475 | 2018-10-01 15:24:19 |\n", + "| 1424 | 5.25e+06 | 26149.2 | 87.5 | 86.8506 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 475 | 2018-10-01 15:24:19 |\n", + "| 1425 | 5.25e+06 | 26149.2 | 87.5 | 87.2857 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 475 | 2018-10-01 15:24:19 |\n", + "| 1426 | 5.25e+06 | 26067.8 | 87.5 | 87.2857 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 476 | 2018-10-01 15:24:20 |\n", + "| 1427 | 5.25e+06 | 26067.8 | 87.5 | 87.2857 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 476 | 2018-10-01 15:24:20 |\n", + "| 1428 | 5.25e+06 | 26067.8 | 87.5 | 87.4293 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 476 | 2018-10-01 15:24:20 |\n", + "| 1429 | 0 | 26009.4 | 87.5 | 87.4293 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 477 | 2018-10-01 15:24:21 |\n", + "| 1430 | 0 | 26009.4 | 87.5 | 87.4293 | 0 | 0 | 2.1e+07 | 2 | 1 | 477 | 2018-10-01 15:24:21 |\n", + "| 1431 | 0 | 26009.4 | 87.5 | 87.4767 | 0 | 0 | 2.1e+07 | 3 | 1 | 477 | 2018-10-01 15:24:21 |\n", + "| 1432 | 5.25e+06 | 26028.2 | 87.5 | 87.4767 | 0 | 0 | 2.1e+07 | 1 | 1 | 478 | 2018-10-01 15:24:22 |\n", + "| 1433 | 5.25e+06 | 26028.2 | 87.5 | 87.4767 | 0 | 0 | 2.1e+07 | 2 | 1 | 478 | 2018-10-01 15:24:22 |\n", + "| 1434 | 5.25e+06 | 26028.2 | 87.75 | 87.4923 | 0 | 0 | 2.1e+07 | 3 | 1 | 478 | 2018-10-01 15:24:22 |\n", + "| 1435 | 5.25e+06 | 25999.2 | 87.75 | 87.4923 | 0 | 0 | 2.1e+07 | 1 | 1 | 479 | 2018-10-01 15:24:23 |\n", + "| 1436 | 5.25e+06 | 25999.2 | 87.75 | 87.4923 | 0 | 0 | 2.1e+07 | 2 | 1 | 479 | 2018-10-01 15:24:23 |\n", + "| 1437 | 5.25e+06 | 25999.2 | 88 | 87.665 | 0 | 0 | 2.1e+07 | 3 | 1 | 479 | 2018-10-01 15:24:23 |\n", + "| 1438 | 1.05e+07 | 26020.7 | 88 | 87.665 | 0 | 0 | 2.1e+07 | 1 | 1 | 480 | 2018-10-01 15:24:24 |\n", + "| 1439 | 1.05e+07 | 26020.7 | 88 | 87.665 | 0 | 0 | 2.1e+07 | 2 | 1 | 480 | 2018-10-01 15:24:24 |\n", + "| 1440 | 1.05e+07 | 26020.7 | 88.5 | 87.8894 | 0 | 0 | 2.1e+07 | 3 | 1 | 480 | 2018-10-01 15:24:24 |\n", + "| 1441 | 5.25e+06 | 25974.3 | 88.5 | 87.8894 | 0 | 0 | 2.1e+07 | 1 | 1 | 481 | 2018-10-01 15:24:25 |\n", + "| 1442 | 5.25e+06 | 25974.3 | 88.5 | 87.8894 | 0 | 0 | 2.1e+07 | 2 | 1 | 481 | 2018-10-01 15:24:25 |\n", + "| 1443 | 5.25e+06 | 25974.3 | 88.75 | 88.2985 | 0 | 0 | 2.1e+07 | 3 | 1 | 481 | 2018-10-01 15:24:25 |\n", + "| 1444 | 1.05e+07 | 25942.3 | 88.75 | 88.2985 | 0 | 0 | 2.1e+07 | 1 | 1 | 482 | 2018-10-01 15:24:26 |\n", + "| 1445 | 1.05e+07 | 25942.3 | 88.75 | 88.2985 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 482 | 2018-10-01 15:24:26 |\n", + "| 1446 | 1.05e+07 | 25942.3 | 89 | 88.601 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 482 | 2018-10-01 15:24:26 |\n", + "| 1447 | 5.25e+06 | 25970.4 | 89 | 88.601 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 483 | 2018-10-01 15:24:27 |\n", + "| 1448 | 5.25e+06 | 25970.4 | 89 | 88.601 | 0 | 0 | 2.1e+07 | 2 | 1 | 483 | 2018-10-01 15:24:27 |\n", + "| 1449 | 5.25e+06 | 25970.4 | 89.25 | 88.8683 | 0 | 0 | 2.1e+07 | 3 | 1 | 483 | 2018-10-01 15:24:27 |\n", + "| 1450 | 1.05e+07 | 26031.3 | 89.25 | 88.8683 | 0 | 0 | 2.1e+07 | 1 | 1 | 484 | 2018-10-01 15:24:28 |\n", + "| 1451 | 1.05e+07 | 26031.3 | 89.25 | 88.8683 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 484 | 2018-10-01 15:24:28 |\n", + "| 1452 | 1.05e+07 | 26031.3 | 89.5 | 89.124 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 484 | 2018-10-01 15:24:28 |\n", + "| 1453 | 1.05e+07 | 26056 | 89.5 | 89.124 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 485 | 2018-10-01 15:24:29 |\n", + "| 1454 | 1.05e+07 | 26056 | 89.5 | 89.124 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 485 | 2018-10-01 15:24:29 |\n", + "| 1455 | 1.05e+07 | 26056 | 89.75 | 89.3759 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 485 | 2018-10-01 15:24:29 |\n", + "| 1456 | 5.25e+06 | 26105.9 | 89.75 | 89.3759 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 486 | 2018-10-01 15:24:30 |\n", + "| 1457 | 5.25e+06 | 26105.9 | 89.75 | 89.3759 | 0 | 0 | 2.1e+07 | 2 | 1 | 486 | 2018-10-01 15:24:30 |\n", + "| 1458 | 5.25e+06 | 26105.9 | 90 | 89.6266 | 0 | 0 | 2.1e+07 | 3 | 1 | 486 | 2018-10-01 15:24:30 |\n", + "| 1459 | 5.25e+06 | 26176.9 | 90 | 89.6266 | 0 | 0 | 2.1e+07 | 1 | 1 | 487 | 2018-10-01 15:24:31 |\n", + "| 1460 | 5.25e+06 | 26176.9 | 90 | 89.6266 | 0 | 0 | 2.1e+07 | 2 | 1 | 487 | 2018-10-01 15:24:31 |\n", + "| 1461 | 5.25e+06 | 26176.9 | 90.25 | 89.8768 | 0 | 0 | 2.1e+07 | 3 | 1 | 487 | 2018-10-01 15:24:31 |\n", + "| 1462 | 1.05e+07 | 26220.2 | 90.25 | 89.8768 | 0 | 0 | 2.1e+07 | 1 | 1 | 488 | 2018-10-01 15:24:32 |\n", + "| 1463 | 1.05e+07 | 26220.2 | 90.25 | 89.8768 | 0 | 0 | 2.1e+07 | 2 | 1 | 488 | 2018-10-01 15:24:32 |\n", + "| 1464 | 1.05e+07 | 26220.2 | 90.75 | 90.1268 | 0 | 0 | 2.1e+07 | 3 | 1 | 488 | 2018-10-01 15:24:32 |\n", + "| 1465 | 1.05e+07 | 26182 | 90.75 | 90.1268 | 0 | 0 | 2.1e+07 | 1 | 1 | 489 | 2018-10-01 15:24:33 |\n", + "| 1466 | 1.05e+07 | 26182 | 90.75 | 90.1268 | 0 | 0 | 2.1e+07 | 2 | 1 | 489 | 2018-10-01 15:24:33 |\n", + "| 1467 | 1.05e+07 | 26182 | 91.25 | 90.5444 | 0 | 0 | 2.1e+07 | 3 | 1 | 489 | 2018-10-01 15:24:33 |\n", + "| 1468 | 1.05e+07 | 26177.6 | 91.25 | 90.5444 | 0 | 0 | 2.1e+07 | 1 | 1 | 490 | 2018-10-01 15:24:34 |\n", + "| 1469 | 1.05e+07 | 26177.6 | 91.25 | 90.5444 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 490 | 2018-10-01 15:24:34 |\n", + "| 1470 | 1.05e+07 | 26177.6 | 91.5 | 91.0171 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 490 | 2018-10-01 15:24:34 |\n", + "| 1471 | 5.25e+06 | 26203.8 | 91.5 | 91.0171 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 491 | 2018-10-01 15:24:35 |\n", + "| 1472 | 5.25e+06 | 26203.8 | 91.5 | 91.0171 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 491 | 2018-10-01 15:24:35 |\n", + "| 1473 | 5.25e+06 | 26203.8 | 91.5 | 91.3407 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 491 | 2018-10-01 15:24:35 |\n", + "| 1474 | 5.25e+06 | 26186.5 | 91.5 | 91.3407 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 492 | 2018-10-01 15:24:36 |\n", + "| 1475 | 5.25e+06 | 26186.5 | 91.5 | 91.3407 | 0 | 0 | 2.1e+07 | 2 | 1 | 492 | 2018-10-01 15:24:36 |\n", + "| 1476 | 5.25e+06 | 26186.5 | 91.75 | 91.4474 | 0 | 0 | 2.1e+07 | 3 | 1 | 492 | 2018-10-01 15:24:36 |\n", + "| 1477 | 1.05e+07 | 26205.4 | 91.75 | 91.4474 | 0 | 0 | 2.1e+07 | 1 | 1 | 493 | 2018-10-01 15:24:37 |\n", + "| 1478 | 1.05e+07 | 26205.4 | 91.75 | 91.4474 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 493 | 2018-10-01 15:24:37 |\n", + "| 1479 | 1.05e+07 | 26205.4 | 92 | 91.6501 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 493 | 2018-10-01 15:24:37 |\n", + "| 1480 | 5.25e+06 | 26139.6 | 92 | 91.6501 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 494 | 2018-10-01 15:24:38 |\n", + "| 1481 | 5.25e+06 | 26139.6 | 92 | 91.6501 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 494 | 2018-10-01 15:24:38 |\n", + "| 1482 | 5.25e+06 | 26139.6 | 92 | 91.8845 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 494 | 2018-10-01 15:24:38 |\n", + "| 1483 | 5.25e+06 | 26105.1 | 92 | 91.8845 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 495 | 2018-10-01 15:24:39 |\n", + "| 1484 | 5.25e+06 | 26105.1 | 92 | 91.8845 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 495 | 2018-10-01 15:24:39 |\n", + "| 1485 | 5.25e+06 | 26105.1 | 92 | 91.9619 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 495 | 2018-10-01 15:24:39 |\n", + "| 1486 | 0 | 26127.1 | 92 | 91.9619 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 496 | 2018-10-01 15:24:40 |\n", + "| 1487 | 0 | 26127.1 | 92 | 91.9619 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 496 | 2018-10-01 15:24:40 |\n", + "| 1488 | 0 | 26127.1 | 91.75 | 91.9874 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 496 | 2018-10-01 15:24:40 |\n", + "| 1489 | 0 | 26033.9 | 91.75 | 91.9874 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 497 | 2018-10-01 15:24:41 |\n", + "| 1490 | 0 | 26033.9 | 91.75 | 91.9874 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 497 | 2018-10-01 15:24:41 |\n", + "| 1491 | 0 | 26033.9 | 91.5 | 91.8284 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 497 | 2018-10-01 15:24:41 |\n", + "| 1492 | 5.25e+06 | 25987.7 | 91.5 | 91.8284 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 498 | 2018-10-01 15:24:42 |\n", + "| 1493 | 5.25e+06 | 25987.7 | 91.5 | 91.8284 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 498 | 2018-10-01 15:24:42 |\n", + "| 1494 | 5.25e+06 | 25987.7 | 91.5 | 91.6084 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 498 | 2018-10-01 15:24:42 |\n", + "| 1495 | 5.25e+06 | 25987 | 91.5 | 91.6084 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 499 | 2018-10-01 15:24:43 |\n", + "| 1496 | 5.25e+06 | 25987 | 91.5 | 91.6084 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 499 | 2018-10-01 15:24:43 |\n", + "| 1497 | 5.25e+06 | 25987 | 91.5 | 91.5358 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 499 | 2018-10-01 15:24:43 |\n", + "| 1498 | 5.25e+06 | 25915.3 | 91.5 | 91.5358 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 500 | 2018-10-01 15:24:44 |\n", + "| 1499 | 5.25e+06 | 25915.3 | 91.5 | 91.5358 | 0 | 0 | 2.1e+07 | 2 | 1 | 500 | 2018-10-01 15:24:44 |\n", + "| 1500 | 5.25e+06 | 25915.3 | 91.75 | 91.5118 | 0 | 0 | 2.1e+07 | 3 | 1 | 500 | 2018-10-01 15:24:44 |\n", + "| 1501 | 1.05e+07 | 25917.7 | 91.75 | 91.5118 | 0 | 0 | 2.1e+07 | 1 | 1 | 501 | 2018-10-01 15:24:45 |\n", + "| 1502 | 1.05e+07 | 25917.7 | 91.75 | 91.5118 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 501 | 2018-10-01 15:24:45 |\n", + "| 1503 | 1.05e+07 | 25917.7 | 92 | 91.6714 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 501 | 2018-10-01 15:24:45 |\n", + "| 1504 | 1.05e+07 | 25884.4 | 92 | 91.6714 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 502 | 2018-10-01 15:24:46 |\n", + "| 1505 | 1.05e+07 | 25884.4 | 92 | 91.6714 | 0 | 0 | 2.1e+07 | 2 | 1 | 502 | 2018-10-01 15:24:46 |\n", + "| 1506 | 1.05e+07 | 25884.4 | 92.5 | 91.8916 | 0 | 0 | 2.1e+07 | 3 | 1 | 502 | 2018-10-01 15:24:46 |\n", + "| 1507 | 1.05e+07 | 25872.3 | 92.5 | 91.8916 | 0 | 0 | 2.1e+07 | 1 | 1 | 503 | 2018-10-01 15:24:47 |\n", + "| 1508 | 1.05e+07 | 25872.3 | 92.5 | 91.8916 | 0 | 0 | 2.1e+07 | 2 | 1 | 503 | 2018-10-01 15:24:47 |\n", + "| 1509 | 1.05e+07 | 25872.3 | 93 | 92.2992 | 0 | 0 | 2.1e+07 | 3 | 1 | 503 | 2018-10-01 15:24:47 |\n", + "| 1510 | 1.05e+07 | 25861.5 | 93 | 92.2992 | 0 | 0 | 2.1e+07 | 1 | 1 | 504 | 2018-10-01 15:24:48 |\n", + "| 1511 | 1.05e+07 | 25861.5 | 93 | 92.2992 | 0 | 0 | 2.1e+07 | 2 | 1 | 504 | 2018-10-01 15:24:48 |\n", + "| 1512 | 1.05e+07 | 25861.5 | 93.5 | 92.7687 | 0 | 0 | 2.1e+07 | 3 | 1 | 504 | 2018-10-01 15:24:48 |\n", + "| 1513 | 5.25e+06 | 25869.4 | 93.5 | 92.7687 | 0 | 0 | 2.1e+07 | 1 | 1 | 505 | 2018-10-01 15:24:49 |\n", + "| 1514 | 5.25e+06 | 25869.4 | 93.5 | 92.7687 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 505 | 2018-10-01 15:24:49 |\n", + "| 1515 | 5.25e+06 | 25869.4 | 93.5 | 93.2587 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 505 | 2018-10-01 15:24:49 |\n", + "| 1516 | 5.25e+06 | 25845.9 | 93.5 | 93.2587 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 506 | 2018-10-01 15:24:50 |\n", + "| 1517 | 5.25e+06 | 25845.9 | 93.5 | 93.2587 | 0 | 0 | 2.1e+07 | 2 | 1 | 506 | 2018-10-01 15:24:50 |\n", + "| 1518 | 5.25e+06 | 25845.9 | 93.75 | 93.4204 | 0 | 0 | 2.1e+07 | 3 | 1 | 506 | 2018-10-01 15:24:50 |\n", + "| 1519 | 1.05e+07 | 25849.6 | 93.75 | 93.4204 | 0 | 0 | 2.1e+07 | 1 | 1 | 507 | 2018-10-01 15:24:51 |\n", + "| 1520 | 1.05e+07 | 25849.6 | 93.75 | 93.4204 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 507 | 2018-10-01 15:24:51 |\n", + "| 1521 | 1.05e+07 | 25849.6 | 94 | 93.6412 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 507 | 2018-10-01 15:24:51 |\n", + "| 1522 | 1.05e+07 | 25824.6 | 94 | 93.6412 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 508 | 2018-10-01 15:24:52 |\n", + "| 1523 | 1.05e+07 | 25824.6 | 94 | 93.6412 | 0 | 0 | 2.1e+07 | 2 | 1 | 508 | 2018-10-01 15:24:52 |\n", + "| 1524 | 1.05e+07 | 25824.6 | 94.5 | 93.8816 | 0 | 0 | 2.1e+07 | 3 | 1 | 508 | 2018-10-01 15:24:52 |\n", + "| 1525 | 5.25e+06 | 25847.7 | 94.5 | 93.8816 | 0 | 0 | 2.1e+07 | 1 | 1 | 509 | 2018-10-01 15:24:53 |\n", + "| 1526 | 5.25e+06 | 25847.7 | 94.5 | 93.8816 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 509 | 2018-10-01 15:24:53 |\n", + "| 1527 | 5.25e+06 | 25847.7 | 94.5 | 94.2959 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 509 | 2018-10-01 15:24:53 |\n", + "| 1528 | 5.25e+06 | 25918.3 | 94.5 | 94.2959 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 510 | 2018-10-01 15:24:54 |\n", + "| 1529 | 5.25e+06 | 25918.3 | 94.5 | 94.2959 | 0 | 0 | 2.1e+07 | 2 | 1 | 510 | 2018-10-01 15:24:54 |\n", + "| 1530 | 5.25e+06 | 25918.3 | 94.75 | 94.4327 | 0 | 0 | 2.1e+07 | 3 | 1 | 510 | 2018-10-01 15:24:54 |\n", + "| 1531 | 5.25e+06 | 25926.5 | 94.75 | 94.4327 | 0 | 0 | 2.1e+07 | 1 | 1 | 511 | 2018-10-01 15:24:55 |\n", + "| 1532 | 5.25e+06 | 25926.5 | 94.75 | 94.4327 | 0 | 0 | 2.1e+07 | 2 | 1 | 511 | 2018-10-01 15:24:55 |\n", + "| 1533 | 5.25e+06 | 25926.5 | 95 | 94.6453 | 0 | 0 | 2.1e+07 | 3 | 1 | 511 | 2018-10-01 15:24:55 |\n", + "| 1534 | 1.05e+07 | 25933.6 | 95 | 94.6453 | 0 | 0 | 2.1e+07 | 1 | 1 | 512 | 2018-10-01 15:24:56 |\n", + "| 1535 | 1.05e+07 | 25933.6 | 95 | 94.6453 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 512 | 2018-10-01 15:24:56 |\n", + "| 1536 | 1.05e+07 | 25933.6 | 95.25 | 94.8829 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 512 | 2018-10-01 15:24:56 |\n", + "| 1537 | 5.25e+06 | 25885.1 | 95.25 | 94.8829 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 513 | 2018-10-01 15:24:57 |\n", + "| 1538 | 5.25e+06 | 25885.1 | 95.25 | 94.8829 | 0 | 0 | 2.1e+07 | 2 | 1 | 513 | 2018-10-01 15:24:57 |\n", + "| 1539 | 5.25e+06 | 25885.1 | 95.5 | 95.1289 | 0 | 0 | 2.1e+07 | 3 | 1 | 513 | 2018-10-01 15:24:57 |\n", + "| 1540 | 1.05e+07 | 25914 | 95.5 | 95.1289 | 0 | 0 | 2.1e+07 | 1 | 1 | 514 | 2018-10-01 15:24:58 |\n", + "| 1541 | 1.05e+07 | 25914 | 95.5 | 95.1289 | 0 | 0 | 2.1e+07 | 2 | 1 | 514 | 2018-10-01 15:24:58 |\n", + "| 1542 | 1.05e+07 | 25914 | 96 | 95.3775 | 0 | 0 | 2.1e+07 | 3 | 1 | 514 | 2018-10-01 15:24:58 |\n", + "| 1543 | 5.25e+06 | 25882.4 | 96 | 95.3775 | 0 | 0 | 2.1e+07 | 1 | 1 | 515 | 2018-10-01 15:24:59 |\n", + "| 1544 | 5.25e+06 | 25882.4 | 96 | 95.3775 | 0 | 0 | 2.1e+07 | 2 | 1 | 515 | 2018-10-01 15:24:59 |\n", + "| 1545 | 5.25e+06 | 25882.4 | 96.25 | 95.7946 | 0 | 0 | 2.1e+07 | 3 | 1 | 515 | 2018-10-01 15:24:59 |\n", + "| 1546 | 1.05e+07 | 25848.7 | 96.25 | 95.7946 | 0 | 0 | 2.1e+07 | 1 | 1 | 516 | 2018-10-01 15:25:00 |\n", + "| 1547 | 1.05e+07 | 25848.7 | 96.25 | 95.7946 | 0 | 0 | 2.1e+07 | 2 | 1 | 516 | 2018-10-01 15:25:00 |\n", + "| 1548 | 1.05e+07 | 25848.7 | 96.75 | 96.0997 | 0 | 0 | 2.1e+07 | 3 | 1 | 516 | 2018-10-01 15:25:00 |\n", + "| 1549 | 1.05e+07 | 25871.9 | 96.75 | 96.0997 | 0 | 0 | 2.1e+07 | 1 | 1 | 517 | 2018-10-01 15:25:01 |\n", + "| 1550 | 1.05e+07 | 25871.9 | 96.75 | 96.0997 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 517 | 2018-10-01 15:25:01 |\n", + "| 1551 | 1.05e+07 | 25871.9 | 97 | 96.5354 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 517 | 2018-10-01 15:25:01 |\n", + "| 1552 | 5.25e+06 | 25879.4 | 97 | 96.5354 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 518 | 2018-10-01 15:25:02 |\n", + "| 1553 | 5.25e+06 | 25879.4 | 97 | 96.5354 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 518 | 2018-10-01 15:25:02 |\n", + "| 1554 | 5.25e+06 | 25879.4 | 97 | 96.8467 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 518 | 2018-10-01 15:25:02 |\n", + "| 1555 | 5.25e+06 | 25925.6 | 97 | 96.8467 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 519 | 2018-10-01 15:25:03 |\n", + "| 1556 | 5.25e+06 | 25925.6 | 97 | 96.8467 | 0 | 0 | 2.1e+07 | 2 | 1 | 519 | 2018-10-01 15:25:03 |\n", + "| 1557 | 5.25e+06 | 25925.6 | 97.25 | 96.9494 | 0 | 0 | 2.1e+07 | 3 | 1 | 519 | 2018-10-01 15:25:03 |\n", + "| 1558 | 1.05e+07 | 25985.7 | 97.25 | 96.9494 | 0 | 0 | 2.1e+07 | 1 | 1 | 520 | 2018-10-01 15:25:04 |\n", + "| 1559 | 1.05e+07 | 25985.7 | 97.25 | 96.9494 | 0 | 0 | 2.1e+07 | 2 | 1 | 520 | 2018-10-01 15:25:04 |\n", + "| 1560 | 1.05e+07 | 25985.7 | 97.75 | 97.1508 | 0 | 0 | 2.1e+07 | 3 | 1 | 520 | 2018-10-01 15:25:04 |\n", + "| 1561 | 1.05e+07 | 25963.2 | 97.75 | 97.1508 | 0 | 0 | 2.1e+07 | 1 | 1 | 521 | 2018-10-01 15:25:05 |\n", + "| 1562 | 1.05e+07 | 25963.2 | 97.75 | 97.1508 | 0 | 0 | 2.1e+07 | 2 | 1 | 521 | 2018-10-01 15:25:05 |\n", + "| 1563 | 1.05e+07 | 25963.2 | 98.25 | 97.5523 | 0 | 0 | 2.1e+07 | 3 | 1 | 521 | 2018-10-01 15:25:05 |\n", + "| 1564 | 5.25e+06 | 25968.6 | 98.25 | 97.5523 | 0 | 0 | 2.1e+07 | 1 | 1 | 522 | 2018-10-01 15:25:06 |\n", + "| 1565 | 5.25e+06 | 25968.6 | 98.25 | 97.5523 | 0 | 0 | 2.1e+07 | 2 | 1 | 522 | 2018-10-01 15:25:06 |\n", + "| 1566 | 5.25e+06 | 25968.6 | 98.5 | 98.0197 | 0 | 0 | 2.1e+07 | 3 | 1 | 522 | 2018-10-01 15:25:06 |\n", + "| 1567 | 1.05e+07 | 26041.9 | 98.5 | 98.0197 | 0 | 0 | 2.1e+07 | 1 | 1 | 523 | 2018-10-01 15:25:07 |\n", + "| 1568 | 1.05e+07 | 26041.9 | 98.5 | 98.0197 | 0 | 0 | 2.1e+07 | 2 | 1 | 523 | 2018-10-01 15:25:07 |\n", + "| 1569 | 1.05e+07 | 26041.9 | 99 | 98.3415 | 0 | 0 | 2.1e+07 | 3 | 1 | 523 | 2018-10-01 15:25:07 |\n", + "| 1570 | 5.25e+06 | 26082.2 | 99 | 98.3415 | 0 | 0 | 2.1e+07 | 1 | 1 | 524 | 2018-10-01 15:25:08 |\n", + "| 1571 | 5.25e+06 | 26082.2 | 99 | 98.3415 | 0 | 0 | 2.1e+07 | 2 | 1 | 524 | 2018-10-01 15:25:08 |\n", + "| 1572 | 5.25e+06 | 26082.2 | 99.25 | 98.7827 | 0 | 0 | 2.1e+07 | 3 | 1 | 524 | 2018-10-01 15:25:08 |\n", + "| 1573 | 5.25e+06 | 26111.9 | 99.25 | 98.7827 | 0 | 0 | 2.1e+07 | 1 | 1 | 525 | 2018-10-01 15:25:09 |\n", + "| 1574 | 5.25e+06 | 26111.9 | 99.25 | 98.7827 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 525 | 2018-10-01 15:25:09 |\n", + "| 1575 | 5.25e+06 | 26111.9 | 99.25 | 99.0958 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 525 | 2018-10-01 15:25:09 |\n", + "| 1576 | 5.25e+06 | 26166.3 | 99.25 | 99.0958 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 526 | 2018-10-01 15:25:10 |\n", + "| 1577 | 5.25e+06 | 26166.3 | 99.25 | 99.0958 | 0 | 0 | 2.1e+07 | 2 | 1 | 526 | 2018-10-01 15:25:10 |\n", + "| 1578 | 5.25e+06 | 26166.3 | 99.5 | 99.1991 | 0 | 0 | 2.1e+07 | 3 | 1 | 526 | 2018-10-01 15:25:10 |\n", + "| 1579 | 5.25e+06 | 26141.1 | 99.5 | 99.1991 | 0 | 0 | 2.1e+07 | 1 | 1 | 527 | 2018-10-01 15:25:11 |\n", + "| 1580 | 5.25e+06 | 26141.1 | 99.5 | 99.1991 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 527 | 2018-10-01 15:25:11 |\n", + "| 1581 | 5.25e+06 | 26141.1 | 99.5 | 99.4007 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 527 | 2018-10-01 15:25:11 |\n", + "| 1582 | 0 | 26167.7 | 99.5 | 99.4007 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 528 | 2018-10-01 15:25:12 |\n", + "| 1583 | 0 | 26167.7 | 99.5 | 99.4007 | 0 | 0 | 2.1e+07 | 2 | 1 | 528 | 2018-10-01 15:25:12 |\n", + "| 1584 | 0 | 26167.7 | 99.5 | 99.4672 | 0 | 0 | 2.1e+07 | 3 | 1 | 528 | 2018-10-01 15:25:12 |\n", + "| 1585 | 5.25e+06 | 26226.4 | 99.5 | 99.4672 | 0 | 0 | 2.1e+07 | 1 | 1 | 529 | 2018-10-01 15:25:13 |\n", + "| 1586 | 5.25e+06 | 26226.4 | 99.5 | 99.4672 | 0 | 0 | 2.1e+07 | 2 | 1 | 529 | 2018-10-01 15:25:13 |\n", + "| 1587 | 5.25e+06 | 26226.4 | 99.75 | 99.4892 | 0 | 0 | 2.1e+07 | 3 | 1 | 529 | 2018-10-01 15:25:13 |\n", + "| 1588 | 1.05e+07 | 26293.9 | 99.75 | 99.4892 | 0 | 0 | 2.1e+07 | 1 | 1 | 530 | 2018-10-01 15:25:14 |\n", + "| 1589 | 1.05e+07 | 26293.9 | 99.75 | 99.4892 | 0 | 0 | 2.1e+07 | 2 | 1 | 530 | 2018-10-01 15:25:14 |\n", + "| 1590 | 1.05e+07 | 26293.9 | 100.25 | 99.6639 | 0 | 0 | 2.1e+07 | 3 | 1 | 530 | 2018-10-01 15:25:14 |\n", + "| 1591 | 5.25e+06 | 26260.3 | 100.25 | 99.6639 | 0 | 0 | 2.1e+07 | 1 | 1 | 531 | 2018-10-01 15:25:15 |\n", + "| 1592 | 5.25e+06 | 26260.3 | 100.25 | 99.6639 | 0 | 0 | 2.1e+07 | 2 | 1 | 531 | 2018-10-01 15:25:15 |\n", + "| 1593 | 5.25e+06 | 26260.3 | 100.5 | 100.057 | 0 | 0 | 2.1e+07 | 3 | 1 | 531 | 2018-10-01 15:25:15 |\n", + "| 1594 | 5.25e+06 | 26249.8 | 100.5 | 100.057 | 0 | 0 | 2.1e+07 | 1 | 1 | 532 | 2018-10-01 15:25:16 |\n", + "| 1595 | 5.25e+06 | 26249.8 | 100.5 | 100.057 | 0 | 0 | 2.1e+07 | 2 | 1 | 532 | 2018-10-01 15:25:16 |\n", + "| 1596 | 5.25e+06 | 26249.8 | 100.75 | 100.354 | 0 | 0 | 2.1e+07 | 3 | 1 | 532 | 2018-10-01 15:25:16 |\n", + "| 1597 | 5.25e+06 | 26265.8 | 100.75 | 100.354 | 0 | 0 | 2.1e+07 | 1 | 1 | 533 | 2018-10-01 15:25:17 |\n", + "| 1598 | 5.25e+06 | 26265.8 | 100.75 | 100.354 | 0 | 0 | 2.1e+07 | 2 | 1 | 533 | 2018-10-01 15:25:17 |\n", + "| 1599 | 5.25e+06 | 26265.8 | 101 | 100.619 | 0 | 0 | 2.1e+07 | 3 | 1 | 533 | 2018-10-01 15:25:17 |\n", + "| 1600 | 5.25e+06 | 26253.7 | 101 | 100.619 | 0 | 0 | 2.1e+07 | 1 | 1 | 534 | 2018-10-01 15:25:18 |\n", + "| 1601 | 5.25e+06 | 26253.7 | 101 | 100.619 | 0 | 0 | 2.1e+07 | 2 | 1 | 534 | 2018-10-01 15:25:18 |\n", + "| 1602 | 5.25e+06 | 26253.7 | 101.25 | 100.874 | 0 | 0 | 2.1e+07 | 3 | 1 | 534 | 2018-10-01 15:25:18 |\n", + "| 1603 | 1.05e+07 | 26237.4 | 101.25 | 100.874 | 0 | 0 | 2.1e+07 | 1 | 1 | 535 | 2018-10-01 15:25:19 |\n", + "| 1604 | 1.05e+07 | 26237.4 | 101.25 | 100.874 | 0 | 0 | 2.1e+07 | 2 | 1 | 535 | 2018-10-01 15:25:19 |\n", + "| 1605 | 1.05e+07 | 26237.4 | 101.75 | 101.126 | 0 | 0 | 2.1e+07 | 3 | 1 | 535 | 2018-10-01 15:25:19 |\n", + "| 1606 | 5.25e+06 | 26265.9 | 101.75 | 101.126 | 0 | 0 | 2.1e+07 | 1 | 1 | 536 | 2018-10-01 15:25:20 |\n", + "| 1607 | 5.25e+06 | 26265.9 | 101.75 | 101.126 | 0 | 0 | 2.1e+07 | 2 | 1 | 536 | 2018-10-01 15:25:20 |\n", + "| 1608 | 5.25e+06 | 26265.9 | 102 | 101.544 | 0 | 0 | 2.1e+07 | 3 | 1 | 536 | 2018-10-01 15:25:20 |\n", + "| 1609 | 1.05e+07 | 26251.2 | 102 | 101.544 | 0 | 0 | 2.1e+07 | 1 | 1 | 537 | 2018-10-01 15:25:21 |\n", + "| 1610 | 1.05e+07 | 26251.2 | 102 | 101.544 | 0 | 0 | 2.1e+07 | 2 | 1 | 537 | 2018-10-01 15:25:21 |\n", + "| 1611 | 1.05e+07 | 26251.2 | 102.5 | 101.85 | 0 | 0 | 2.1e+07 | 3 | 1 | 537 | 2018-10-01 15:25:21 |\n", + "| 1612 | 5.25e+06 | 26176.7 | 102.5 | 101.85 | 0 | 0 | 2.1e+07 | 1 | 1 | 538 | 2018-10-01 15:25:22 |\n", + "| 1613 | 5.25e+06 | 26176.7 | 102.5 | 101.85 | 0 | 0 | 2.1e+07 | 2 | 1 | 538 | 2018-10-01 15:25:22 |\n", + "| 1614 | 5.25e+06 | 26176.7 | 102.75 | 102.285 | 0 | 0 | 2.1e+07 | 3 | 1 | 538 | 2018-10-01 15:25:22 |\n", + "| 1615 | 5.25e+06 | 26191.8 | 102.75 | 102.285 | 0 | 0 | 2.1e+07 | 1 | 1 | 539 | 2018-10-01 15:25:23 |\n", + "| 1616 | 5.25e+06 | 26191.8 | 102.75 | 102.285 | 0 | 0 | 2.1e+07 | 2 | 1 | 539 | 2018-10-01 15:25:23 |\n", + "| 1617 | 5.25e+06 | 26191.8 | 103 | 102.597 | 0 | 0 | 2.1e+07 | 3 | 1 | 539 | 2018-10-01 15:25:23 |\n", + "| 1618 | 1.05e+07 | 26174.1 | 103 | 102.597 | 0 | 0 | 2.1e+07 | 1 | 1 | 540 | 2018-10-01 15:25:24 |\n", + "| 1619 | 1.05e+07 | 26174.1 | 103 | 102.597 | 0 | 0 | 2.1e+07 | 2 | 1 | 540 | 2018-10-01 15:25:24 |\n", + "| 1620 | 1.05e+07 | 26174.1 | 103.5 | 102.867 | 0 | 0 | 2.1e+07 | 3 | 1 | 540 | 2018-10-01 15:25:24 |\n", + "| 1621 | 1.05e+07 | 26143.6 | 103.5 | 102.867 | 0 | 0 | 2.1e+07 | 1 | 1 | 541 | 2018-10-01 15:25:25 |\n", + "| 1622 | 1.05e+07 | 26143.6 | 103.5 | 102.867 | 0 | 0 | 2.1e+07 | 2 | 1 | 541 | 2018-10-01 15:25:25 |\n", + "| 1623 | 1.05e+07 | 26143.6 | 104 | 103.291 | 0 | 0 | 2.1e+07 | 3 | 1 | 541 | 2018-10-01 15:25:25 |\n", + "| 1624 | 5.25e+06 | 26078.4 | 104 | 103.291 | 0 | 0 | 2.1e+07 | 1 | 1 | 542 | 2018-10-01 15:25:26 |\n", + "| 1625 | 5.25e+06 | 26078.4 | 104 | 103.291 | 0 | 0 | 2.1e+07 | 2 | 1 | 542 | 2018-10-01 15:25:26 |\n", + "| 1626 | 5.25e+06 | 26078.4 | 104.25 | 103.766 | 0 | 0 | 2.1e+07 | 3 | 1 | 542 | 2018-10-01 15:25:26 |\n", + "| 1627 | 5.25e+06 | 26120.6 | 104.25 | 103.766 | 0 | 0 | 2.1e+07 | 1 | 1 | 543 | 2018-10-01 15:25:27 |\n", + "| 1628 | 5.25e+06 | 26120.6 | 104.25 | 103.766 | 0 | 0 | 2.1e+07 | 2 | 1 | 543 | 2018-10-01 15:25:27 |\n", + "| 1629 | 5.25e+06 | 26120.6 | 104.5 | 104.09 | 0 | 0 | 2.1e+07 | 3 | 1 | 543 | 2018-10-01 15:25:27 |\n", + "| 1630 | 5.25e+06 | 26027.8 | 104.5 | 104.09 | 0 | 0 | 2.1e+07 | 1 | 1 | 544 | 2018-10-01 15:25:28 |\n", + "| 1631 | 5.25e+06 | 26027.8 | 104.5 | 104.09 | 0 | 0 | 2.1e+07 | 2 | 1 | 544 | 2018-10-01 15:25:28 |\n", + "| 1632 | 5.25e+06 | 26027.8 | 104.75 | 104.365 | 0 | 0 | 2.1e+07 | 3 | 1 | 544 | 2018-10-01 15:25:28 |\n", + "| 1633 | 1.05e+07 | 25957 | 104.75 | 104.365 | 0 | 0 | 2.1e+07 | 1 | 1 | 545 | 2018-10-01 15:25:29 |\n", + "| 1634 | 1.05e+07 | 25957 | 104.75 | 104.365 | 0 | 0 | 2.1e+07 | 2 | 1 | 545 | 2018-10-01 15:25:29 |\n", + "| 1635 | 1.05e+07 | 25957 | 105.25 | 104.623 | 0 | 0 | 2.1e+07 | 3 | 1 | 545 | 2018-10-01 15:25:29 |\n", + "| 1636 | 1.05e+07 | 25945.5 | 105.25 | 104.623 | 0 | 0 | 2.1e+07 | 1 | 1 | 546 | 2018-10-01 15:25:30 |\n", + "| 1637 | 1.05e+07 | 25945.5 | 105.25 | 104.623 | 0 | 0 | 2.1e+07 | 2 | 1 | 546 | 2018-10-01 15:25:30 |\n", + "| 1638 | 1.05e+07 | 25945.5 | 105.75 | 105.043 | 0 | 0 | 2.1e+07 | 3 | 1 | 546 | 2018-10-01 15:25:30 |\n", + "| 1639 | 5.25e+06 | 25996.7 | 105.75 | 105.043 | 0 | 0 | 2.1e+07 | 1 | 1 | 547 | 2018-10-01 15:25:31 |\n", + "| 1640 | 5.25e+06 | 25996.7 | 105.75 | 105.043 | 0 | 0 | 2.1e+07 | 2 | 1 | 547 | 2018-10-01 15:25:31 |\n", + "| 1641 | 5.25e+06 | 25996.7 | 106 | 105.517 | 0 | 0 | 2.1e+07 | 3 | 1 | 547 | 2018-10-01 15:25:31 |\n", + "| 1642 | 5.25e+06 | 26051.3 | 106 | 105.517 | 0 | 0 | 2.1e+07 | 1 | 1 | 548 | 2018-10-01 15:25:32 |\n", + "| 1643 | 5.25e+06 | 26051.3 | 106 | 105.517 | 0 | 0 | 2.1e+07 | 2 | 1 | 548 | 2018-10-01 15:25:32 |\n", + "| 1644 | 5.25e+06 | 26051.3 | 106.25 | 105.841 | 0 | 0 | 2.1e+07 | 3 | 1 | 548 | 2018-10-01 15:25:32 |\n", + "| 1645 | 5.25e+06 | 26003.2 | 106.25 | 105.841 | 0 | 0 | 2.1e+07 | 1 | 1 | 549 | 2018-10-01 15:25:33 |\n", + "| 1646 | 5.25e+06 | 26003.2 | 106.25 | 105.841 | 0 | 0 | 2.1e+07 | 2 | 1 | 549 | 2018-10-01 15:25:33 |\n", + "| 1647 | 5.25e+06 | 26003.2 | 106.5 | 106.115 | 0 | 0 | 2.1e+07 | 3 | 1 | 549 | 2018-10-01 15:25:33 |\n", + "| 1648 | 5.25e+06 | 25995.8 | 106.5 | 106.115 | 0 | 0 | 2.1e+07 | 1 | 1 | 550 | 2018-10-01 15:25:34 |\n", + "| 1649 | 5.25e+06 | 25995.8 | 106.5 | 106.115 | 0 | 0 | 2.1e+07 | 2 | 1 | 550 | 2018-10-01 15:25:34 |\n", + "| 1650 | 5.25e+06 | 25995.8 | 106.75 | 106.373 | 0 | 0 | 2.1e+07 | 3 | 1 | 550 | 2018-10-01 15:25:34 |\n", + "| 1651 | 5.25e+06 | 25932.8 | 106.75 | 106.373 | 0 | 0 | 2.1e+07 | 1 | 1 | 551 | 2018-10-01 15:25:35 |\n", + "| 1652 | 5.25e+06 | 25932.8 | 106.75 | 106.373 | 0 | 0 | 2.1e+07 | 2 | 1 | 551 | 2018-10-01 15:25:35 |\n", + "| 1653 | 5.25e+06 | 25932.8 | 107 | 106.626 | 0 | 0 | 2.1e+07 | 3 | 1 | 551 | 2018-10-01 15:25:35 |\n", + "| 1654 | 5.25e+06 | 25975 | 107 | 106.626 | 0 | 0 | 2.1e+07 | 1 | 1 | 552 | 2018-10-01 15:25:36 |\n", + "| 1655 | 5.25e+06 | 25975 | 107 | 106.626 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 552 | 2018-10-01 15:25:36 |\n", + "| 1656 | 5.25e+06 | 25975 | 107 | 106.876 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 552 | 2018-10-01 15:25:36 |\n", + "| 1657 | 5.25e+06 | 25913.4 | 107 | 106.876 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 553 | 2018-10-01 15:25:37 |\n", + "| 1658 | 5.25e+06 | 25913.4 | 107 | 106.876 | 0 | 0 | 2.1e+07 | 2 | 1 | 553 | 2018-10-01 15:25:37 |\n", + "| 1659 | 5.25e+06 | 25913.4 | 107.25 | 106.959 | 0 | 0 | 2.1e+07 | 3 | 1 | 553 | 2018-10-01 15:25:37 |\n", + "| 1660 | 5.25e+06 | 25907.5 | 107.25 | 106.959 | 0 | 0 | 2.1e+07 | 1 | 1 | 554 | 2018-10-01 15:25:38 |\n", + "| 1661 | 5.25e+06 | 25907.5 | 107.25 | 106.959 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 554 | 2018-10-01 15:25:38 |\n", + "| 1662 | 5.25e+06 | 25907.5 | 107.25 | 107.154 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 554 | 2018-10-01 15:25:38 |\n", + "| 1663 | 0 | 25950.5 | 107.25 | 107.154 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 555 | 2018-10-01 15:25:39 |\n", + "| 1664 | 0 | 25950.5 | 107.25 | 107.154 | 0 | 0 | 2.1e+07 | 2 | 1 | 555 | 2018-10-01 15:25:39 |\n", + "| 1665 | 0 | 25950.5 | 107.25 | 107.218 | 0 | 0 | 2.1e+07 | 3 | 1 | 555 | 2018-10-01 15:25:39 |\n", + "| 1666 | 0 | 25941.2 | 107.25 | 107.218 | 0 | 0 | 2.1e+07 | 1 | 1 | 556 | 2018-10-01 15:25:40 |\n", + "| 1667 | 0 | 25941.2 | 107.25 | 107.218 | 0 | 0 | 2.1e+07 | 2 | 1 | 556 | 2018-10-01 15:25:40 |\n", + "| 1668 | 0 | 25941.2 | 107.25 | 107.24 | 0 | 0 | 2.1e+07 | 3 | 1 | 556 | 2018-10-01 15:25:40 |\n", + "| 1669 | 0 | 26002.5 | 107.25 | 107.24 | 0 | 0 | 2.1e+07 | 1 | 1 | 557 | 2018-10-01 15:25:41 |\n", + "| 1670 | 0 | 26002.5 | 107.25 | 107.24 | 0 | 0 | 2.1e+07 | 2 | 1 | 557 | 2018-10-01 15:25:41 |\n", + "| 1671 | 0 | 26002.5 | 107.25 | 107.247 | 0 | 0 | 2.1e+07 | 3 | 1 | 557 | 2018-10-01 15:25:41 |\n", + "| 1672 | 0 | 25966.2 | 107.25 | 107.247 | 0 | 0 | 2.1e+07 | 1 | 1 | 558 | 2018-10-01 15:25:42 |\n", + "| 1673 | 0 | 25966.2 | 107.25 | 107.247 | 0 | 0 | 2.1e+07 | 2 | 1 | 558 | 2018-10-01 15:25:42 |\n", + "| 1674 | 0 | 25966.2 | 107.25 | 107.249 | 0 | 0 | 2.1e+07 | 3 | 1 | 558 | 2018-10-01 15:25:42 |\n", + "| 1675 | 0 | 25981.6 | 107.25 | 107.249 | 0 | 0 | 2.1e+07 | 1 | 1 | 559 | 2018-10-01 15:25:43 |\n", + "| 1676 | 0 | 25981.6 | 107.25 | 107.249 | 0 | 0 | 2.1e+07 | 2 | 1 | 559 | 2018-10-01 15:25:43 |\n", + "| 1677 | 0 | 25981.6 | 107.25 | 107.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 559 | 2018-10-01 15:25:43 |\n", + "| 1678 | 5.25e+06 | 26017.2 | 107.25 | 107.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 560 | 2018-10-01 15:25:44 |\n", + "| 1679 | 5.25e+06 | 26017.2 | 107.25 | 107.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 560 | 2018-10-01 15:25:44 |\n", + "| 1680 | 5.25e+06 | 26017.2 | 107.25 | 107.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 560 | 2018-10-01 15:25:44 |\n", + "| 1681 | 0 | 26011.4 | 107.25 | 107.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 561 | 2018-10-01 15:25:45 |\n", + "| 1682 | 0 | 26011.4 | 107.25 | 107.25 | 0 | 0 | 2.1e+07 | 2 | 1 | 561 | 2018-10-01 15:25:45 |\n", + "| 1683 | 0 | 26011.4 | 107.25 | 107.25 | 0 | 0 | 2.1e+07 | 3 | 1 | 561 | 2018-10-01 15:25:45 |\n", + "| 1684 | 0 | 26069.1 | 107.25 | 107.25 | 0 | 0 | 2.1e+07 | 1 | 1 | 562 | 2018-10-01 15:25:46 |\n", + "| 1685 | 0 | 26069.1 | 107.25 | 107.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 562 | 2018-10-01 15:25:46 |\n", + "| 1686 | 0 | 26069.1 | 107 | 107.25 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 562 | 2018-10-01 15:25:46 |\n", + "| 1687 | 0 | 26092 | 107 | 107.25 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 563 | 2018-10-01 15:25:47 |\n", + "| 1688 | 0 | 26092 | 107 | 107.25 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 563 | 2018-10-01 15:25:47 |\n", + "| 1689 | 0 | 26092 | 106.75 | 107.082 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 563 | 2018-10-01 15:25:47 |\n", + "| 1690 | 0 | 26023.7 | 106.75 | 107.082 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 564 | 2018-10-01 15:25:48 |\n", + "| 1691 | 0 | 26023.7 | 106.75 | 107.082 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 564 | 2018-10-01 15:25:48 |\n", + "| 1692 | 0 | 26023.7 | 106.5 | 106.86 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 564 | 2018-10-01 15:25:48 |\n", + "| 1693 | 0 | 26050.8 | 106.5 | 106.86 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 565 | 2018-10-01 15:25:49 |\n", + "| 1694 | 0 | 26050.8 | 106.5 | 106.86 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 565 | 2018-10-01 15:25:49 |\n", + "| 1695 | 0 | 26050.8 | 106.25 | 106.619 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 565 | 2018-10-01 15:25:49 |\n", + "| 1696 | 5.25e+06 | 26055.2 | 106.25 | 106.619 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 566 | 2018-10-01 15:25:50 |\n", + "| 1697 | 5.25e+06 | 26055.2 | 106.25 | 106.619 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 566 | 2018-10-01 15:25:50 |\n", + "| 1698 | 5.25e+06 | 26055.2 | 106.25 | 106.372 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 566 | 2018-10-01 15:25:50 |\n", + "| 1699 | 0 | 25997 | 106.25 | 106.372 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 567 | 2018-10-01 15:25:51 |\n", + "| 1700 | 0 | 25997 | 106.25 | 106.372 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 567 | 2018-10-01 15:25:51 |\n", + "| 1701 | 0 | 25997 | 106 | 106.29 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 567 | 2018-10-01 15:25:51 |\n", + "| 1702 | 0 | 26000.4 | 106 | 106.29 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 568 | 2018-10-01 15:25:52 |\n", + "| 1703 | 0 | 26000.4 | 106 | 106.29 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 568 | 2018-10-01 15:25:52 |\n", + "| 1704 | 0 | 26000.4 | 105.75 | 106.096 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 568 | 2018-10-01 15:25:52 |\n", + "| 1705 | 0 | 25981.2 | 105.75 | 106.096 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 569 | 2018-10-01 15:25:53 |\n", + "| 1706 | 0 | 25981.2 | 105.75 | 106.096 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 569 | 2018-10-01 15:25:53 |\n", + "| 1707 | 0 | 25981.2 | 105.5 | 105.864 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 569 | 2018-10-01 15:25:53 |\n", + "| 1708 | 0 | 26008 | 105.5 | 105.864 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 570 | 2018-10-01 15:25:54 |\n", + "| 1709 | 0 | 26008 | 105.5 | 105.864 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 570 | 2018-10-01 15:25:54 |\n", + "| 1710 | 0 | 26008 | 105.25 | 105.62 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 570 | 2018-10-01 15:25:54 |\n", + "| 1711 | 0 | 26023.5 | 105.25 | 105.62 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 571 | 2018-10-01 15:25:55 |\n", + "| 1712 | 0 | 26023.5 | 105.25 | 105.62 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 571 | 2018-10-01 15:25:55 |\n", + "| 1713 | 0 | 26023.5 | 105 | 105.372 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 571 | 2018-10-01 15:25:55 |\n", + "| 1714 | 0 | 26100.7 | 105 | 105.372 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 572 | 2018-10-01 15:25:56 |\n", + "| 1715 | 0 | 26100.7 | 105 | 105.372 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 572 | 2018-10-01 15:25:56 |\n", + "| 1716 | 0 | 26100.7 | 104.75 | 105.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 572 | 2018-10-01 15:25:56 |\n", + "| 1717 | 0 | 26106.7 | 104.75 | 105.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 573 | 2018-10-01 15:25:57 |\n", + "| 1718 | 0 | 26106.7 | 104.75 | 105.123 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 573 | 2018-10-01 15:25:57 |\n", + "| 1719 | 0 | 26106.7 | 104.5 | 104.873 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 573 | 2018-10-01 15:25:57 |\n", + "| 1720 | 0 | 26128.1 | 104.5 | 104.873 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 574 | 2018-10-01 15:25:58 |\n", + "| 1721 | 0 | 26128.1 | 104.5 | 104.873 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 574 | 2018-10-01 15:25:58 |\n", + "| 1722 | 0 | 26128.1 | 104.25 | 104.623 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 574 | 2018-10-01 15:25:58 |\n", + "| 1723 | 0 | 26143.6 | 104.25 | 104.623 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 575 | 2018-10-01 15:25:59 |\n", + "| 1724 | 0 | 26143.6 | 104.25 | 104.623 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 575 | 2018-10-01 15:25:59 |\n", + "| 1725 | 0 | 26143.6 | 104 | 104.373 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 575 | 2018-10-01 15:25:59 |\n", + "| 1726 | 0 | 26137.4 | 104 | 104.373 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 576 | 2018-10-01 15:26:00 |\n", + "| 1727 | 0 | 26137.4 | 104 | 104.373 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 576 | 2018-10-01 15:26:00 |\n", + "| 1728 | 0 | 26137.4 | 103.75 | 104.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 576 | 2018-10-01 15:26:00 |\n", + "| 1729 | 0 | 26129.8 | 103.75 | 104.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 577 | 2018-10-01 15:26:01 |\n", + "| 1730 | 0 | 26129.8 | 103.75 | 104.123 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 577 | 2018-10-01 15:26:01 |\n", + "| 1731 | 0 | 26129.8 | 103.5 | 103.873 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 577 | 2018-10-01 15:26:01 |\n", + "| 1732 | 0 | 26175.6 | 103.5 | 103.873 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 578 | 2018-10-01 15:26:02 |\n", + "| 1733 | 0 | 26175.6 | 103.5 | 103.873 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 578 | 2018-10-01 15:26:02 |\n", + "| 1734 | 0 | 26175.6 | 103.25 | 103.623 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 578 | 2018-10-01 15:26:02 |\n", + "| 1735 | 5.25e+06 | 26208.1 | 103.25 | 103.623 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 579 | 2018-10-01 15:26:03 |\n", + "| 1736 | 5.25e+06 | 26208.1 | 103.25 | 103.623 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 579 | 2018-10-01 15:26:03 |\n", + "| 1737 | 5.25e+06 | 26208.1 | 103.25 | 103.373 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 579 | 2018-10-01 15:26:03 |\n", + "| 1738 | 0 | 26181.9 | 103.25 | 103.373 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 580 | 2018-10-01 15:26:04 |\n", + "| 1739 | 0 | 26181.9 | 103.25 | 103.373 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 580 | 2018-10-01 15:26:04 |\n", + "| 1740 | 0 | 26181.9 | 103 | 103.291 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 580 | 2018-10-01 15:26:04 |\n", + "| 1741 | 0 | 26135.5 | 103 | 103.291 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 581 | 2018-10-01 15:26:05 |\n", + "| 1742 | 0 | 26135.5 | 103 | 103.291 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 581 | 2018-10-01 15:26:05 |\n", + "| 1743 | 0 | 26135.5 | 102.75 | 103.096 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 581 | 2018-10-01 15:26:05 |\n", + "| 1744 | 0 | 26132.7 | 102.75 | 103.096 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 582 | 2018-10-01 15:26:06 |\n", + "| 1745 | 0 | 26132.7 | 102.75 | 103.096 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 582 | 2018-10-01 15:26:06 |\n", + "| 1746 | 0 | 26132.7 | 102.25 | 102.864 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 582 | 2018-10-01 15:26:06 |\n", + "| 1747 | 0 | 26181.1 | 102.25 | 102.864 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 583 | 2018-10-01 15:26:07 |\n", + "| 1748 | 0 | 26181.1 | 102.25 | 102.864 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 583 | 2018-10-01 15:26:07 |\n", + "| 1749 | 0 | 26181.1 | 102 | 102.453 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 583 | 2018-10-01 15:26:07 |\n", + "| 1750 | 5.25e+06 | 26179.9 | 102 | 102.453 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 584 | 2018-10-01 15:26:08 |\n", + "| 1751 | 5.25e+06 | 26179.9 | 102 | 102.453 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 584 | 2018-10-01 15:26:08 |\n", + "| 1752 | 5.25e+06 | 26179.9 | 102 | 102.149 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 584 | 2018-10-01 15:26:08 |\n", + "| 1753 | 5.25e+06 | 26252.7 | 102 | 102.149 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 585 | 2018-10-01 15:26:09 |\n", + "| 1754 | 5.25e+06 | 26252.7 | 102 | 102.149 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 585 | 2018-10-01 15:26:09 |\n", + "| 1755 | 5.25e+06 | 26252.7 | 102 | 102.049 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 585 | 2018-10-01 15:26:09 |\n", + "| 1756 | 0 | 26220.4 | 102 | 102.049 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 586 | 2018-10-01 15:26:10 |\n", + "| 1757 | 0 | 26220.4 | 102 | 102.049 | 0 | 0 | 2.1e+07 | 2 | 1 | 586 | 2018-10-01 15:26:10 |\n", + "| 1758 | 0 | 26220.4 | 102 | 102.016 | 0 | 0 | 2.1e+07 | 3 | 1 | 586 | 2018-10-01 15:26:10 |\n", + "| 1759 | 0 | 26226.3 | 102 | 102.016 | 0 | 0 | 2.1e+07 | 1 | 1 | 587 | 2018-10-01 15:26:11 |\n", + "| 1760 | 0 | 26226.3 | 102 | 102.016 | 0 | 0 | 2.1e+07 | 2 | 1 | 587 | 2018-10-01 15:26:11 |\n", + "| 1761 | 0 | 26226.3 | 102 | 102.005 | 0 | 0 | 2.1e+07 | 3 | 1 | 587 | 2018-10-01 15:26:11 |\n", + "| 1762 | 0 | 26121.5 | 102 | 102.005 | 0 | 0 | 2.1e+07 | 1 | 1 | 588 | 2018-10-01 15:26:12 |\n", + "| 1763 | 0 | 26121.5 | 102 | 102.005 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 588 | 2018-10-01 15:26:12 |\n", + "| 1764 | 0 | 26121.5 | 101.75 | 102.002 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 588 | 2018-10-01 15:26:12 |\n", + "| 1765 | 0 | 26096.7 | 101.75 | 102.002 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 589 | 2018-10-01 15:26:13 |\n", + "| 1766 | 0 | 26096.7 | 101.75 | 102.002 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 589 | 2018-10-01 15:26:13 |\n", + "| 1767 | 0 | 26096.7 | 101.5 | 101.833 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 589 | 2018-10-01 15:26:13 |\n", + "| 1768 | 0 | 26083.8 | 101.5 | 101.833 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 590 | 2018-10-01 15:26:14 |\n", + "| 1769 | 0 | 26083.8 | 101.5 | 101.833 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 590 | 2018-10-01 15:26:14 |\n", + "| 1770 | 0 | 26083.8 | 101.25 | 101.61 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 590 | 2018-10-01 15:26:14 |\n", + "| 1771 | 0 | 26105.1 | 101.25 | 101.61 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 591 | 2018-10-01 15:26:15 |\n", + "| 1772 | 0 | 26105.1 | 101.25 | 101.61 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 591 | 2018-10-01 15:26:15 |\n", + "| 1773 | 0 | 26105.1 | 101 | 101.369 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 591 | 2018-10-01 15:26:15 |\n", + "| 1774 | 0 | 26176.3 | 101 | 101.369 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 592 | 2018-10-01 15:26:16 |\n", + "| 1775 | 0 | 26176.3 | 101 | 101.369 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 592 | 2018-10-01 15:26:16 |\n", + "| 1776 | 0 | 26176.3 | 100.75 | 101.122 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 592 | 2018-10-01 15:26:16 |\n", + "| 1777 | 0 | 26177.8 | 100.75 | 101.122 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 593 | 2018-10-01 15:26:17 |\n", + "| 1778 | 0 | 26177.8 | 100.75 | 101.122 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 593 | 2018-10-01 15:26:17 |\n", + "| 1779 | 0 | 26177.8 | 100.5 | 100.873 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 593 | 2018-10-01 15:26:17 |\n", + "| 1780 | 0 | 26238.4 | 100.5 | 100.873 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 594 | 2018-10-01 15:26:18 |\n", + "| 1781 | 0 | 26238.4 | 100.5 | 100.873 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 594 | 2018-10-01 15:26:18 |\n", + "| 1782 | 0 | 26238.4 | 100.25 | 100.623 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 594 | 2018-10-01 15:26:18 |\n", + "| 1783 | 0 | 26265.9 | 100.25 | 100.623 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 595 | 2018-10-01 15:26:19 |\n", + "| 1784 | 0 | 26265.9 | 100.25 | 100.623 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 595 | 2018-10-01 15:26:19 |\n", + "| 1785 | 0 | 26265.9 | 100 | 100.373 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 595 | 2018-10-01 15:26:19 |\n", + "| 1786 | 0 | 26307 | 100 | 100.373 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 596 | 2018-10-01 15:26:20 |\n", + "| 1787 | 0 | 26307 | 100 | 100.373 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 596 | 2018-10-01 15:26:20 |\n", + "| 1788 | 0 | 26307 | 99.75 | 100.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 596 | 2018-10-01 15:26:20 |\n", + "| 1789 | 5.25e+06 | 26287.6 | 99.75 | 100.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 597 | 2018-10-01 15:26:21 |\n", + "| 1790 | 5.25e+06 | 26287.6 | 99.75 | 100.123 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 597 | 2018-10-01 15:26:21 |\n", + "| 1791 | 5.25e+06 | 26287.6 | 99.5 | 99.8731 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 597 | 2018-10-01 15:26:21 |\n", + "| 1792 | 5.25e+06 | 26345.3 | 99.5 | 99.8731 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 598 | 2018-10-01 15:26:22 |\n", + "| 1793 | 5.25e+06 | 26345.3 | 99.5 | 99.8731 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 598 | 2018-10-01 15:26:22 |\n", + "| 1794 | 5.25e+06 | 26345.3 | 99.25 | 99.6231 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 598 | 2018-10-01 15:26:22 |\n", + "| 1795 | 0 | 26300.6 | 99.25 | 99.6231 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 599 | 2018-10-01 15:26:23 |\n", + "| 1796 | 0 | 26300.6 | 99.25 | 99.6231 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 599 | 2018-10-01 15:26:23 |\n", + "| 1797 | 0 | 26300.6 | 99 | 99.3731 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 599 | 2018-10-01 15:26:23 |\n", + "| 1798 | 5.25e+06 | 26321.3 | 99 | 99.3731 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 600 | 2018-10-01 15:26:24 |\n", + "| 1799 | 5.25e+06 | 26321.3 | 99 | 99.3731 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 600 | 2018-10-01 15:26:24 |\n", + "| 1800 | 5.25e+06 | 26321.3 | 98.75 | 99.1231 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 600 | 2018-10-01 15:26:24 |\n", + "| 1801 | 0 | 26281.6 | 98.75 | 99.1231 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 601 | 2018-10-01 15:26:25 |\n", + "| 1802 | 0 | 26281.6 | 98.75 | 99.1231 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 601 | 2018-10-01 15:26:25 |\n", + "| 1803 | 0 | 26281.6 | 98.5 | 98.8731 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 601 | 2018-10-01 15:26:25 |\n", + "| 1804 | 0 | 26260 | 98.5 | 98.8731 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 602 | 2018-10-01 15:26:26 |\n", + "| 1805 | 0 | 26260 | 98.5 | 98.8731 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 602 | 2018-10-01 15:26:26 |\n", + "| 1806 | 0 | 26260 | 98.25 | 98.6231 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 602 | 2018-10-01 15:26:26 |\n", + "| 1807 | 5.25e+06 | 26199.1 | 98.25 | 98.6231 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 603 | 2018-10-01 15:26:27 |\n", + "| 1808 | 5.25e+06 | 26199.1 | 98.25 | 98.6231 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 603 | 2018-10-01 15:26:27 |\n", + "| 1809 | 5.25e+06 | 26199.1 | 98 | 98.3731 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 603 | 2018-10-01 15:26:27 |\n", + "| 1810 | 5.25e+06 | 26177.6 | 98 | 98.3731 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 604 | 2018-10-01 15:26:28 |\n", + "| 1811 | 5.25e+06 | 26177.6 | 98 | 98.3731 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 604 | 2018-10-01 15:26:28 |\n", + "| 1812 | 5.25e+06 | 26177.6 | 98 | 98.1231 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 604 | 2018-10-01 15:26:28 |\n", + "| 1813 | 5.25e+06 | 26192.2 | 98 | 98.1231 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 605 | 2018-10-01 15:26:29 |\n", + "| 1814 | 5.25e+06 | 26192.2 | 98 | 98.1231 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 605 | 2018-10-01 15:26:29 |\n", + "| 1815 | 5.25e+06 | 26192.2 | 98 | 98.0406 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 605 | 2018-10-01 15:26:29 |\n", + "| 1816 | 5.25e+06 | 26189.4 | 98 | 98.0406 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 606 | 2018-10-01 15:26:30 |\n", + "| 1817 | 5.25e+06 | 26189.4 | 98 | 98.0406 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 606 | 2018-10-01 15:26:30 |\n", + "| 1818 | 5.25e+06 | 26189.4 | 98 | 98.0134 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 606 | 2018-10-01 15:26:30 |\n", + "| 1819 | 0 | 26133.2 | 98 | 98.0134 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 607 | 2018-10-01 15:26:31 |\n", + "| 1820 | 0 | 26133.2 | 98 | 98.0134 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 607 | 2018-10-01 15:26:31 |\n", + "| 1821 | 0 | 26133.2 | 97.75 | 98.0044 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 607 | 2018-10-01 15:26:31 |\n", + "| 1822 | 0 | 26194.5 | 97.75 | 98.0044 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 608 | 2018-10-01 15:26:32 |\n", + "| 1823 | 0 | 26194.5 | 97.75 | 98.0044 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 608 | 2018-10-01 15:26:32 |\n", + "| 1824 | 0 | 26194.5 | 97.25 | 97.834 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 608 | 2018-10-01 15:26:32 |\n", + "| 1825 | 0 | 26208.5 | 97.25 | 97.834 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 609 | 2018-10-01 15:26:33 |\n", + "| 1826 | 0 | 26208.5 | 97.25 | 97.834 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 609 | 2018-10-01 15:26:33 |\n", + "| 1827 | 0 | 26208.5 | 96.75 | 97.4427 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 609 | 2018-10-01 15:26:33 |\n", + "| 1828 | 5.25e+06 | 26250.5 | 96.75 | 97.4427 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 610 | 2018-10-01 15:26:34 |\n", + "| 1829 | 5.25e+06 | 26250.5 | 96.75 | 97.4427 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 610 | 2018-10-01 15:26:34 |\n", + "| 1830 | 5.25e+06 | 26250.5 | 96.75 | 96.9786 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 610 | 2018-10-01 15:26:34 |\n", + "| 1831 | 5.25e+06 | 26283.3 | 96.75 | 96.9786 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 611 | 2018-10-01 15:26:35 |\n", + "| 1832 | 5.25e+06 | 26283.3 | 96.75 | 96.9786 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 611 | 2018-10-01 15:26:35 |\n", + "| 1833 | 5.25e+06 | 26283.3 | 96.5 | 96.8254 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 611 | 2018-10-01 15:26:35 |\n", + "| 1834 | 5.25e+06 | 26255.5 | 96.5 | 96.8254 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 612 | 2018-10-01 15:26:36 |\n", + "| 1835 | 5.25e+06 | 26255.5 | 96.5 | 96.8254 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 612 | 2018-10-01 15:26:36 |\n", + "| 1836 | 5.25e+06 | 26255.5 | 96.5 | 96.6074 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 612 | 2018-10-01 15:26:36 |\n", + "| 1837 | 5.25e+06 | 26174.5 | 96.5 | 96.6074 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 613 | 2018-10-01 15:26:37 |\n", + "| 1838 | 5.25e+06 | 26174.5 | 96.5 | 96.6074 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 613 | 2018-10-01 15:26:37 |\n", + "| 1839 | 5.25e+06 | 26174.5 | 96.25 | 96.5354 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 613 | 2018-10-01 15:26:37 |\n", + "| 1840 | 0 | 26136.4 | 96.25 | 96.5354 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 614 | 2018-10-01 15:26:38 |\n", + "| 1841 | 0 | 26136.4 | 96.25 | 96.5354 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 614 | 2018-10-01 15:26:38 |\n", + "| 1842 | 0 | 26136.4 | 96 | 96.3442 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 614 | 2018-10-01 15:26:38 |\n", + "| 1843 | 5.25e+06 | 26187.4 | 96 | 96.3442 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 615 | 2018-10-01 15:26:39 |\n", + "| 1844 | 5.25e+06 | 26187.4 | 96 | 96.3442 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 615 | 2018-10-01 15:26:39 |\n", + "| 1845 | 5.25e+06 | 26187.4 | 95.75 | 96.1136 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 615 | 2018-10-01 15:26:39 |\n", + "| 1846 | 0 | 26143.5 | 95.75 | 96.1136 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 616 | 2018-10-01 15:26:40 |\n", + "| 1847 | 0 | 26143.5 | 95.75 | 96.1136 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 616 | 2018-10-01 15:26:40 |\n", + "| 1848 | 0 | 26143.5 | 95.5 | 95.87 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 616 | 2018-10-01 15:26:40 |\n", + "| 1849 | 5.25e+06 | 26177.5 | 95.5 | 95.87 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 617 | 2018-10-01 15:26:41 |\n", + "| 1850 | 5.25e+06 | 26177.5 | 95.5 | 95.87 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 617 | 2018-10-01 15:26:41 |\n", + "| 1851 | 5.25e+06 | 26177.5 | 95.25 | 95.6221 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 617 | 2018-10-01 15:26:41 |\n", + "| 1852 | 0 | 26152 | 95.25 | 95.6221 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 618 | 2018-10-01 15:26:42 |\n", + "| 1853 | 0 | 26152 | 95.25 | 95.6221 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 618 | 2018-10-01 15:26:42 |\n", + "| 1854 | 0 | 26152 | 95 | 95.3728 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 618 | 2018-10-01 15:26:42 |\n", + "| 1855 | 0 | 26168.4 | 95 | 95.3728 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 619 | 2018-10-01 15:26:43 |\n", + "| 1856 | 0 | 26168.4 | 95 | 95.3728 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 619 | 2018-10-01 15:26:43 |\n", + "| 1857 | 0 | 26168.4 | 94.75 | 95.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 619 | 2018-10-01 15:26:43 |\n", + "| 1858 | 0 | 26092.4 | 94.75 | 95.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 620 | 2018-10-01 15:26:44 |\n", + "| 1859 | 0 | 26092.4 | 94.75 | 95.123 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 620 | 2018-10-01 15:26:44 |\n", + "| 1860 | 0 | 26092.4 | 94.25 | 94.8731 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 620 | 2018-10-01 15:26:44 |\n", + "| 1861 | 0 | 26141 | 94.25 | 94.8731 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 621 | 2018-10-01 15:26:45 |\n", + "| 1862 | 0 | 26141 | 94.25 | 94.8731 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 621 | 2018-10-01 15:26:45 |\n", + "| 1863 | 0 | 26141 | 94 | 94.4556 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 621 | 2018-10-01 15:26:45 |\n", + "| 1864 | 0 | 26139.4 | 94 | 94.4556 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 622 | 2018-10-01 15:26:46 |\n", + "| 1865 | 0 | 26139.4 | 94 | 94.4556 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 622 | 2018-10-01 15:26:46 |\n", + "| 1866 | 0 | 26139.4 | 93.5 | 94.1504 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 622 | 2018-10-01 15:26:46 |\n", + "| 1867 | 0 | 26176.3 | 93.5 | 94.1504 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 623 | 2018-10-01 15:26:47 |\n", + "| 1868 | 0 | 26176.3 | 93.5 | 94.1504 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 623 | 2018-10-01 15:26:47 |\n", + "| 1869 | 0 | 26176.3 | 93 | 93.7146 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 623 | 2018-10-01 15:26:47 |\n", + "| 1870 | 5.25e+06 | 26184.2 | 93 | 93.7146 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 624 | 2018-10-01 15:26:48 |\n", + "| 1871 | 5.25e+06 | 26184.2 | 93 | 93.7146 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 624 | 2018-10-01 15:26:48 |\n", + "| 1872 | 5.25e+06 | 26184.2 | 92.75 | 93.2358 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 624 | 2018-10-01 15:26:48 |\n", + "| 1873 | 0 | 26217.4 | 92.75 | 93.2358 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 625 | 2018-10-01 15:26:49 |\n", + "| 1874 | 0 | 26217.4 | 92.75 | 93.2358 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 625 | 2018-10-01 15:26:49 |\n", + "| 1875 | 0 | 26217.4 | 92.25 | 92.9103 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 625 | 2018-10-01 15:26:49 |\n", + "| 1876 | 0 | 26213.2 | 92.25 | 92.9103 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 626 | 2018-10-01 15:26:50 |\n", + "| 1877 | 0 | 26213.2 | 92.25 | 92.9103 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 626 | 2018-10-01 15:26:50 |\n", + "| 1878 | 0 | 26213.2 | 92 | 92.4679 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 626 | 2018-10-01 15:26:50 |\n", + "| 1879 | 0 | 26244.2 | 92 | 92.4679 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 627 | 2018-10-01 15:26:51 |\n", + "| 1880 | 0 | 26244.2 | 92 | 92.4679 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 627 | 2018-10-01 15:26:51 |\n", + "| 1881 | 0 | 26244.2 | 91.75 | 92.1544 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 627 | 2018-10-01 15:26:51 |\n", + "| 1882 | 5.25e+06 | 26181.3 | 91.75 | 92.1544 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 628 | 2018-10-01 15:26:52 |\n", + "| 1883 | 5.25e+06 | 26181.3 | 91.75 | 92.1544 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 628 | 2018-10-01 15:26:52 |\n", + "| 1884 | 5.25e+06 | 26181.3 | 91.5 | 91.8835 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 628 | 2018-10-01 15:26:52 |\n", + "| 1885 | 5.25e+06 | 26136.2 | 91.5 | 91.8835 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 629 | 2018-10-01 15:26:53 |\n", + "| 1886 | 5.25e+06 | 26136.2 | 91.5 | 91.8835 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 629 | 2018-10-01 15:26:53 |\n", + "| 1887 | 5.25e+06 | 26136.2 | 91.25 | 91.6265 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 629 | 2018-10-01 15:26:53 |\n", + "| 1888 | 0 | 26166.5 | 91.25 | 91.6265 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 630 | 2018-10-01 15:26:54 |\n", + "| 1889 | 0 | 26166.5 | 91.25 | 91.6265 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 630 | 2018-10-01 15:26:54 |\n", + "| 1890 | 0 | 26166.5 | 90.75 | 91.3743 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 630 | 2018-10-01 15:26:54 |\n", + "| 1891 | 0 | 26164.8 | 90.75 | 91.3743 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 631 | 2018-10-01 15:26:55 |\n", + "| 1892 | 0 | 26164.8 | 90.75 | 91.3743 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 631 | 2018-10-01 15:26:55 |\n", + "| 1893 | 0 | 26164.8 | 90.25 | 90.956 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 631 | 2018-10-01 15:26:55 |\n", + "| 1894 | 0 | 26155.3 | 90.25 | 90.956 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 632 | 2018-10-01 15:26:56 |\n", + "| 1895 | 0 | 26155.3 | 90.25 | 90.956 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 632 | 2018-10-01 15:26:56 |\n", + "| 1896 | 0 | 26155.3 | 90 | 90.483 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 632 | 2018-10-01 15:26:56 |\n", + "| 1897 | 5.25e+06 | 26147.8 | 90 | 90.483 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 633 | 2018-10-01 15:26:57 |\n", + "| 1898 | 5.25e+06 | 26147.8 | 90 | 90.483 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 633 | 2018-10-01 15:26:57 |\n", + "| 1899 | 5.25e+06 | 26147.8 | 89.75 | 90.1594 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 633 | 2018-10-01 15:26:57 |\n", + "| 1900 | 0 | 26168.7 | 89.75 | 90.1594 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 634 | 2018-10-01 15:26:58 |\n", + "| 1901 | 0 | 26168.7 | 89.75 | 90.1594 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 634 | 2018-10-01 15:26:58 |\n", + "| 1902 | 0 | 26168.7 | 89.25 | 89.8851 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 634 | 2018-10-01 15:26:58 |\n", + "| 1903 | 5.25e+06 | 26144 | 89.25 | 89.8851 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 635 | 2018-10-01 15:26:59 |\n", + "| 1904 | 5.25e+06 | 26144 | 89.25 | 89.8851 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 635 | 2018-10-01 15:26:59 |\n", + "| 1905 | 5.25e+06 | 26144 | 89.25 | 89.4596 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 635 | 2018-10-01 15:26:59 |\n", + "| 1906 | 5.25e+06 | 26165.3 | 89.25 | 89.4596 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 636 | 2018-10-01 15:27:00 |\n", + "| 1907 | 5.25e+06 | 26165.3 | 89.25 | 89.4596 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 636 | 2018-10-01 15:27:00 |\n", + "| 1908 | 5.25e+06 | 26165.3 | 89.25 | 89.3192 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 636 | 2018-10-01 15:27:00 |\n", + "| 1909 | 5.25e+06 | 26127.1 | 89.25 | 89.3192 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 637 | 2018-10-01 15:27:01 |\n", + "| 1910 | 5.25e+06 | 26127.1 | 89.25 | 89.3192 | 0 | 0 | 2.1e+07 | 2 | 1 | 637 | 2018-10-01 15:27:01 |\n", + "| 1911 | 5.25e+06 | 26127.1 | 89.5 | 89.2728 | 0 | 0 | 2.1e+07 | 3 | 1 | 637 | 2018-10-01 15:27:01 |\n", + "| 1912 | 5.25e+06 | 26110.1 | 89.5 | 89.2728 | 0 | 0 | 2.1e+07 | 1 | 1 | 638 | 2018-10-01 15:27:02 |\n", + "| 1913 | 5.25e+06 | 26110.1 | 89.5 | 89.2728 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 638 | 2018-10-01 15:27:02 |\n", + "| 1914 | 5.25e+06 | 26110.1 | 89.5 | 89.425 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 638 | 2018-10-01 15:27:02 |\n", + "| 1915 | 0 | 26151.2 | 89.5 | 89.425 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 639 | 2018-10-01 15:27:03 |\n", + "| 1916 | 0 | 26151.2 | 89.5 | 89.425 | 0 | 0 | 2.1e+07 | 2 | 1 | 639 | 2018-10-01 15:27:03 |\n", + "| 1917 | 0 | 26151.2 | 89.5 | 89.4753 | 0 | 0 | 2.1e+07 | 3 | 1 | 639 | 2018-10-01 15:27:03 |\n", + "| 1918 | 5.25e+06 | 26195.8 | 89.5 | 89.4753 | 0 | 0 | 2.1e+07 | 1 | 1 | 640 | 2018-10-01 15:27:04 |\n", + "| 1919 | 5.25e+06 | 26195.8 | 89.5 | 89.4753 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 640 | 2018-10-01 15:27:04 |\n", + "| 1920 | 5.25e+06 | 26195.8 | 89.5 | 89.4918 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 640 | 2018-10-01 15:27:04 |\n", + "| 1921 | 0 | 26150.1 | 89.5 | 89.4918 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 641 | 2018-10-01 15:27:05 |\n", + "| 1922 | 0 | 26150.1 | 89.5 | 89.4918 | 0 | 0 | 2.1e+07 | 2 | 1 | 641 | 2018-10-01 15:27:05 |\n", + "| 1923 | 0 | 26150.1 | 89.5 | 89.4973 | 0 | 0 | 2.1e+07 | 3 | 1 | 641 | 2018-10-01 15:27:05 |\n", + "| 1924 | 0 | 26185 | 89.5 | 89.4973 | 0 | 0 | 2.1e+07 | 1 | 1 | 642 | 2018-10-01 15:27:06 |\n", + "| 1925 | 0 | 26185 | 89.5 | 89.4973 | 0 | 0 | 2.1e+07 | 2 | 1 | 642 | 2018-10-01 15:27:06 |\n", + "| 1926 | 0 | 26185 | 89.5 | 89.4991 | 0 | 0 | 2.1e+07 | 3 | 1 | 642 | 2018-10-01 15:27:06 |\n", + "| 1927 | 5.25e+06 | 26141.7 | 89.5 | 89.4991 | 0 | 0 | 2.1e+07 | 1 | 1 | 643 | 2018-10-01 15:27:07 |\n", + "| 1928 | 5.25e+06 | 26141.7 | 89.5 | 89.4991 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 643 | 2018-10-01 15:27:07 |\n", + "| 1929 | 5.25e+06 | 26141.7 | 89.5 | 89.4997 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 643 | 2018-10-01 15:27:07 |\n", + "| 1930 | 0 | 26172.3 | 89.5 | 89.4997 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 644 | 2018-10-01 15:27:08 |\n", + "| 1931 | 0 | 26172.3 | 89.5 | 89.4997 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 644 | 2018-10-01 15:27:08 |\n", + "| 1932 | 0 | 26172.3 | 89.25 | 89.4999 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 644 | 2018-10-01 15:27:08 |\n", + "| 1933 | 0 | 26093.2 | 89.25 | 89.4999 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 645 | 2018-10-01 15:27:09 |\n", + "| 1934 | 0 | 26093.2 | 89.25 | 89.4999 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 645 | 2018-10-01 15:27:09 |\n", + "| 1935 | 0 | 26093.2 | 89 | 89.3325 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 645 | 2018-10-01 15:27:09 |\n", + "| 1936 | 5.25e+06 | 26046.6 | 89 | 89.3325 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 646 | 2018-10-01 15:27:10 |\n", + "| 1937 | 5.25e+06 | 26046.6 | 89 | 89.3325 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 646 | 2018-10-01 15:27:10 |\n", + "| 1938 | 5.25e+06 | 26046.6 | 89 | 89.1097 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 646 | 2018-10-01 15:27:10 |\n", + "| 1939 | 5.25e+06 | 26025.4 | 89 | 89.1097 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 647 | 2018-10-01 15:27:11 |\n", + "| 1940 | 5.25e+06 | 26025.4 | 89 | 89.1097 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 647 | 2018-10-01 15:27:11 |\n", + "| 1941 | 5.25e+06 | 26025.4 | 88.75 | 89.0362 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 647 | 2018-10-01 15:27:11 |\n", + "| 1942 | 5.25e+06 | 26018.5 | 88.75 | 89.0362 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 648 | 2018-10-01 15:27:12 |\n", + "| 1943 | 5.25e+06 | 26018.5 | 88.75 | 89.0362 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 648 | 2018-10-01 15:27:12 |\n", + "| 1944 | 5.25e+06 | 26018.5 | 88.75 | 88.8444 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 648 | 2018-10-01 15:27:12 |\n", + "| 1945 | 5.25e+06 | 26077.8 | 88.75 | 88.8444 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 649 | 2018-10-01 15:27:13 |\n", + "| 1946 | 5.25e+06 | 26077.8 | 88.75 | 88.8444 | 0 | 0 | 2.1e+07 | 2 | 1 | 649 | 2018-10-01 15:27:13 |\n", + "| 1947 | 5.25e+06 | 26077.8 | 89 | 88.7812 | 0 | 0 | 2.1e+07 | 3 | 1 | 649 | 2018-10-01 15:27:13 |\n", + "| 1948 | 5.25e+06 | 26115.4 | 89 | 88.7812 | 0 | 0 | 2.1e+07 | 1 | 1 | 650 | 2018-10-01 15:27:14 |\n", + "| 1949 | 5.25e+06 | 26115.4 | 89 | 88.7812 | 0 | 0 | 2.1e+07 | 2 | 1 | 650 | 2018-10-01 15:27:14 |\n", + "| 1950 | 5.25e+06 | 26115.4 | 89.25 | 88.9278 | 0 | 0 | 2.1e+07 | 3 | 1 | 650 | 2018-10-01 15:27:14 |\n", + "| 1951 | 1.05e+07 | 26181.1 | 89.25 | 88.9278 | 0 | 0 | 2.1e+07 | 1 | 1 | 651 | 2018-10-01 15:27:15 |\n", + "| 1952 | 1.05e+07 | 26181.1 | 89.25 | 88.9278 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 651 | 2018-10-01 15:27:15 |\n", + "| 1953 | 1.05e+07 | 26181.1 | 89.5 | 89.1437 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 651 | 2018-10-01 15:27:15 |\n", + "| 1954 | 5.25e+06 | 26231.4 | 89.5 | 89.1437 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 652 | 2018-10-01 15:27:16 |\n", + "| 1955 | 5.25e+06 | 26231.4 | 89.5 | 89.1437 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 652 | 2018-10-01 15:27:16 |\n", + "| 1956 | 5.25e+06 | 26231.4 | 89.5 | 89.3824 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 652 | 2018-10-01 15:27:16 |\n", + "| 1957 | 5.25e+06 | 26219.6 | 89.5 | 89.3824 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 653 | 2018-10-01 15:27:17 |\n", + "| 1958 | 5.25e+06 | 26219.6 | 89.5 | 89.3824 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 653 | 2018-10-01 15:27:17 |\n", + "| 1959 | 5.25e+06 | 26219.6 | 89.5 | 89.4612 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 653 | 2018-10-01 15:27:17 |\n", + "| 1960 | 0 | 26208.5 | 89.5 | 89.4612 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 654 | 2018-10-01 15:27:18 |\n", + "| 1961 | 0 | 26208.5 | 89.5 | 89.4612 | 0 | 0 | 2.1e+07 | 2 | 1 | 654 | 2018-10-01 15:27:18 |\n", + "| 1962 | 0 | 26208.5 | 89.5 | 89.4872 | 0 | 0 | 2.1e+07 | 3 | 1 | 654 | 2018-10-01 15:27:18 |\n", + "| 1963 | 5.25e+06 | 26253 | 89.5 | 89.4872 | 0 | 0 | 2.1e+07 | 1 | 1 | 655 | 2018-10-01 15:27:19 |\n", + "| 1964 | 5.25e+06 | 26253 | 89.5 | 89.4872 | 0 | 0 | 2.1e+07 | 2 | 1 | 655 | 2018-10-01 15:27:19 |\n", + "| 1965 | 5.25e+06 | 26253 | 89.75 | 89.4958 | 0 | 0 | 2.1e+07 | 3 | 1 | 655 | 2018-10-01 15:27:19 |\n", + "| 1966 | 5.25e+06 | 26254.7 | 89.75 | 89.4958 | 0 | 0 | 2.1e+07 | 1 | 1 | 656 | 2018-10-01 15:27:20 |\n", + "| 1967 | 5.25e+06 | 26254.7 | 89.75 | 89.4958 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 656 | 2018-10-01 15:27:20 |\n", + "| 1968 | 5.25e+06 | 26254.7 | 89.75 | 89.6661 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 656 | 2018-10-01 15:27:20 |\n", + "| 1969 | 0 | 26248.2 | 89.75 | 89.6661 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 657 | 2018-10-01 15:27:21 |\n", + "| 1970 | 0 | 26248.2 | 89.75 | 89.6661 | 0 | 0 | 2.1e+07 | 2 | 1 | 657 | 2018-10-01 15:27:21 |\n", + "| 1971 | 0 | 26248.2 | 89.75 | 89.7223 | 0 | 0 | 2.1e+07 | 3 | 1 | 657 | 2018-10-01 15:27:21 |\n", + "| 1972 | 5.25e+06 | 26192.5 | 89.75 | 89.7223 | 0 | 0 | 2.1e+07 | 1 | 1 | 658 | 2018-10-01 15:27:22 |\n", + "| 1973 | 5.25e+06 | 26192.5 | 89.75 | 89.7223 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 658 | 2018-10-01 15:27:22 |\n", + "| 1974 | 5.25e+06 | 26192.5 | 89.75 | 89.7409 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 658 | 2018-10-01 15:27:22 |\n", + "| 1975 | 0 | 26188.1 | 89.75 | 89.7409 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 659 | 2018-10-01 15:27:23 |\n", + "| 1976 | 0 | 26188.1 | 89.75 | 89.7409 | 0 | 0 | 2.1e+07 | 2 | 1 | 659 | 2018-10-01 15:27:23 |\n", + "| 1977 | 0 | 26188.1 | 89.75 | 89.747 | 0 | 0 | 2.1e+07 | 3 | 1 | 659 | 2018-10-01 15:27:23 |\n", + "| 1978 | 0 | 26071.8 | 89.75 | 89.747 | 0 | 0 | 2.1e+07 | 1 | 1 | 660 | 2018-10-01 15:27:24 |\n", + "| 1979 | 0 | 26071.8 | 89.75 | 89.747 | 0 | 0 | 2.1e+07 | 2 | 1 | 660 | 2018-10-01 15:27:24 |\n", + "| 1980 | 0 | 26071.8 | 89.75 | 89.749 | 0 | 0 | 2.1e+07 | 3 | 1 | 660 | 2018-10-01 15:27:24 |\n", + "| 1981 | 5.25e+06 | 26052.8 | 89.75 | 89.749 | 0 | 0 | 2.1e+07 | 1 | 1 | 661 | 2018-10-01 15:27:25 |\n", + "| 1982 | 5.25e+06 | 26052.8 | 89.75 | 89.749 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 661 | 2018-10-01 15:27:25 |\n", + "| 1983 | 5.25e+06 | 26052.8 | 89.75 | 89.7497 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 661 | 2018-10-01 15:27:25 |\n", + "| 1984 | 0 | 26012 | 89.75 | 89.7497 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 662 | 2018-10-01 15:27:26 |\n", + "| 1985 | 0 | 26012 | 89.75 | 89.7497 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 662 | 2018-10-01 15:27:26 |\n", + "| 1986 | 0 | 26012 | 89.5 | 89.7499 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 662 | 2018-10-01 15:27:26 |\n", + "| 1987 | 0 | 26040.8 | 89.5 | 89.7499 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 663 | 2018-10-01 15:27:27 |\n", + "| 1988 | 0 | 26040.8 | 89.5 | 89.7499 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 663 | 2018-10-01 15:27:27 |\n", + "| 1989 | 0 | 26040.8 | 89 | 89.5825 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 663 | 2018-10-01 15:27:27 |\n", + "| 1990 | 5.25e+06 | 26020.9 | 89 | 89.5825 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 664 | 2018-10-01 15:27:28 |\n", + "| 1991 | 5.25e+06 | 26020.9 | 89 | 89.5825 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 664 | 2018-10-01 15:27:28 |\n", + "| 1992 | 5.25e+06 | 26020.9 | 89 | 89.1922 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 664 | 2018-10-01 15:27:28 |\n", + "| 1993 | 5.25e+06 | 26007.2 | 89 | 89.1922 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 665 | 2018-10-01 15:27:29 |\n", + "| 1994 | 5.25e+06 | 26007.2 | 89 | 89.1922 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 665 | 2018-10-01 15:27:29 |\n", + "| 1995 | 5.25e+06 | 26007.2 | 89 | 89.0634 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 665 | 2018-10-01 15:27:29 |\n", + "| 1996 | 5.25e+06 | 26063.3 | 89 | 89.0634 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 666 | 2018-10-01 15:27:30 |\n", + "| 1997 | 5.25e+06 | 26063.3 | 89 | 89.0634 | 0 | 0 | 2.1e+07 | 2 | 1 | 666 | 2018-10-01 15:27:30 |\n", + "| 1998 | 5.25e+06 | 26063.3 | 89.25 | 89.0209 | 0 | 0 | 2.1e+07 | 3 | 1 | 666 | 2018-10-01 15:27:30 |\n", + "| 1999 | 1.05e+07 | 26019.6 | 89.25 | 89.0209 | 0 | 0 | 2.1e+07 | 1 | 1 | 667 | 2018-10-01 15:27:31 |\n", + "| 2000 | 1.05e+07 | 26019.6 | 89.25 | 89.0209 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 667 | 2018-10-01 15:27:31 |\n", + "| 2001 | 1.05e+07 | 26019.6 | 89.5 | 89.1744 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 667 | 2018-10-01 15:27:31 |\n", + "| 2002 | 5.25e+06 | 26032.8 | 89.5 | 89.1744 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 668 | 2018-10-01 15:27:32 |\n", + "| 2003 | 5.25e+06 | 26032.8 | 89.5 | 89.1744 | 0 | 0 | 2.1e+07 | 2 | 1 | 668 | 2018-10-01 15:27:32 |\n", + "| 2004 | 5.25e+06 | 26032.8 | 89.75 | 89.3926 | 0 | 0 | 2.1e+07 | 3 | 1 | 668 | 2018-10-01 15:27:32 |\n", + "| 2005 | 5.25e+06 | 25953.8 | 89.75 | 89.3926 | 0 | 0 | 2.1e+07 | 1 | 1 | 669 | 2018-10-01 15:27:33 |\n", + "| 2006 | 5.25e+06 | 25953.8 | 89.75 | 89.3926 | 0 | 0 | 2.1e+07 | 2 | 1 | 669 | 2018-10-01 15:27:33 |\n", + "| 2007 | 5.25e+06 | 25953.8 | 90 | 89.632 | 0 | 0 | 2.1e+07 | 3 | 1 | 669 | 2018-10-01 15:27:33 |\n", + "| 2008 | 1.05e+07 | 25957.6 | 90 | 89.632 | 0 | 0 | 2.1e+07 | 1 | 1 | 670 | 2018-10-01 15:27:34 |\n", + "| 2009 | 1.05e+07 | 25957.6 | 90 | 89.632 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 670 | 2018-10-01 15:27:34 |\n", + "| 2010 | 1.05e+07 | 25957.6 | 90.25 | 89.8786 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 670 | 2018-10-01 15:27:34 |\n", + "| 2011 | 5.25e+06 | 25974.7 | 90.25 | 89.8786 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 671 | 2018-10-01 15:27:35 |\n", + "| 2012 | 5.25e+06 | 25974.7 | 90.25 | 89.8786 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 671 | 2018-10-01 15:27:35 |\n", + "| 2013 | 5.25e+06 | 25974.7 | 90.25 | 90.1274 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 671 | 2018-10-01 15:27:35 |\n", + "| 2014 | 5.25e+06 | 26010.5 | 90.25 | 90.1274 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 672 | 2018-10-01 15:27:36 |\n", + "| 2015 | 5.25e+06 | 26010.5 | 90.25 | 90.1274 | 0 | 0 | 2.1e+07 | 2 | 1 | 672 | 2018-10-01 15:27:36 |\n", + "| 2016 | 5.25e+06 | 26010.5 | 90.5 | 90.2096 | 0 | 0 | 2.1e+07 | 3 | 1 | 672 | 2018-10-01 15:27:36 |\n", + "| 2017 | 1.05e+07 | 25973 | 90.5 | 90.2096 | 0 | 0 | 2.1e+07 | 1 | 1 | 673 | 2018-10-01 15:27:37 |\n", + "| 2018 | 1.05e+07 | 25973 | 90.5 | 90.2096 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 673 | 2018-10-01 15:27:37 |\n", + "| 2019 | 1.05e+07 | 25973 | 90.75 | 90.4042 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 673 | 2018-10-01 15:27:37 |\n", + "| 2020 | 5.25e+06 | 25986.4 | 90.75 | 90.4042 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 674 | 2018-10-01 15:27:38 |\n", + "| 2021 | 5.25e+06 | 25986.4 | 90.75 | 90.4042 | 0 | 0 | 2.1e+07 | 2 | 1 | 674 | 2018-10-01 15:27:38 |\n", + "| 2022 | 5.25e+06 | 25986.4 | 91 | 90.6359 | 0 | 0 | 2.1e+07 | 3 | 1 | 674 | 2018-10-01 15:27:38 |\n", + "| 2023 | 1.05e+07 | 25999.6 | 91 | 90.6359 | 0 | 0 | 2.1e+07 | 1 | 1 | 675 | 2018-10-01 15:27:39 |\n", + "| 2024 | 1.05e+07 | 25999.6 | 91 | 90.6359 | 0 | 0 | 2.1e+07 | 2 | 1 | 675 | 2018-10-01 15:27:39 |\n", + "| 2025 | 1.05e+07 | 25999.6 | 91.5 | 90.8798 | 0 | 0 | 2.1e+07 | 3 | 1 | 675 | 2018-10-01 15:27:39 |\n", + "| 2026 | 1.05e+07 | 25998.8 | 91.5 | 90.8798 | 0 | 0 | 2.1e+07 | 1 | 1 | 676 | 2018-10-01 15:27:40 |\n", + "| 2027 | 1.05e+07 | 25998.8 | 91.5 | 90.8798 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 676 | 2018-10-01 15:27:40 |\n", + "| 2028 | 1.05e+07 | 25998.8 | 91.75 | 91.2953 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 676 | 2018-10-01 15:27:40 |\n", + "| 2029 | 5.25e+06 | 26005.1 | 91.75 | 91.2953 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 677 | 2018-10-01 15:27:41 |\n", + "| 2030 | 5.25e+06 | 26005.1 | 91.75 | 91.2953 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 677 | 2018-10-01 15:27:41 |\n", + "| 2031 | 5.25e+06 | 26005.1 | 91.75 | 91.6 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 677 | 2018-10-01 15:27:41 |\n", + "| 2032 | 5.25e+06 | 26024.4 | 91.75 | 91.6 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 678 | 2018-10-01 15:27:42 |\n", + "| 2033 | 5.25e+06 | 26024.4 | 91.75 | 91.6 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 678 | 2018-10-01 15:27:42 |\n", + "| 2034 | 5.25e+06 | 26024.4 | 91.75 | 91.7005 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 678 | 2018-10-01 15:27:42 |\n", + "| 2035 | 0 | 26041 | 91.75 | 91.7005 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 679 | 2018-10-01 15:27:43 |\n", + "| 2036 | 0 | 26041 | 91.75 | 91.7005 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 679 | 2018-10-01 15:27:43 |\n", + "| 2037 | 0 | 26041 | 91.5 | 91.7337 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 679 | 2018-10-01 15:27:43 |\n", + "| 2038 | 0 | 25999.5 | 91.5 | 91.7337 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 680 | 2018-10-01 15:27:44 |\n", + "| 2039 | 0 | 25999.5 | 91.5 | 91.7337 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 680 | 2018-10-01 15:27:44 |\n", + "| 2040 | 0 | 25999.5 | 91.25 | 91.5771 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 680 | 2018-10-01 15:27:44 |\n", + "| 2041 | 0 | 25949.6 | 91.25 | 91.5771 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 681 | 2018-10-01 15:27:45 |\n", + "| 2042 | 0 | 25949.6 | 91.25 | 91.5771 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 681 | 2018-10-01 15:27:45 |\n", + "| 2043 | 0 | 25949.6 | 91 | 91.3579 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 681 | 2018-10-01 15:27:45 |\n", + "| 2044 | 0 | 26054 | 91 | 91.3579 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 682 | 2018-10-01 15:27:46 |\n", + "| 2045 | 0 | 26054 | 91 | 91.3579 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 682 | 2018-10-01 15:27:46 |\n", + "| 2046 | 0 | 26054 | 90.75 | 91.1181 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 682 | 2018-10-01 15:27:46 |\n", + "| 2047 | 0 | 26134 | 90.75 | 91.1181 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 683 | 2018-10-01 15:27:47 |\n", + "| 2048 | 0 | 26134 | 90.75 | 91.1181 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 683 | 2018-10-01 15:27:47 |\n", + "| 2049 | 0 | 26134 | 90.5 | 90.8715 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 683 | 2018-10-01 15:27:47 |\n", + "| 2050 | 5.25e+06 | 26076 | 90.5 | 90.8715 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 684 | 2018-10-01 15:27:48 |\n", + "| 2051 | 5.25e+06 | 26076 | 90.5 | 90.8715 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 684 | 2018-10-01 15:27:48 |\n", + "| 2052 | 5.25e+06 | 26076 | 90.5 | 90.6226 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 684 | 2018-10-01 15:27:48 |\n", + "| 2053 | 5.25e+06 | 26094.8 | 90.5 | 90.6226 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 685 | 2018-10-01 15:27:49 |\n", + "| 2054 | 5.25e+06 | 26094.8 | 90.5 | 90.6226 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 685 | 2018-10-01 15:27:49 |\n", + "| 2055 | 5.25e+06 | 26094.8 | 90.5 | 90.5405 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 685 | 2018-10-01 15:27:49 |\n", + "| 2056 | 0 | 26120.9 | 90.5 | 90.5405 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 686 | 2018-10-01 15:27:50 |\n", + "| 2057 | 0 | 26120.9 | 90.5 | 90.5405 | 0 | 0 | 2.1e+07 | 2 | 1 | 686 | 2018-10-01 15:27:50 |\n", + "| 2058 | 0 | 26120.9 | 90.5 | 90.5133 | 0 | 0 | 2.1e+07 | 3 | 1 | 686 | 2018-10-01 15:27:50 |\n", + "| 2059 | 5.25e+06 | 26152.3 | 90.5 | 90.5133 | 0 | 0 | 2.1e+07 | 1 | 1 | 687 | 2018-10-01 15:27:51 |\n", + "| 2060 | 5.25e+06 | 26152.3 | 90.5 | 90.5133 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 687 | 2018-10-01 15:27:51 |\n", + "| 2061 | 5.25e+06 | 26152.3 | 90.5 | 90.5044 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 687 | 2018-10-01 15:27:51 |\n", + "| 2062 | 0 | 26158.1 | 90.5 | 90.5044 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 688 | 2018-10-01 15:27:52 |\n", + "| 2063 | 0 | 26158.1 | 90.5 | 90.5044 | 0 | 0 | 2.1e+07 | 2 | 1 | 688 | 2018-10-01 15:27:52 |\n", + "| 2064 | 0 | 26158.1 | 90.5 | 90.5015 | 0 | 0 | 2.1e+07 | 3 | 1 | 688 | 2018-10-01 15:27:52 |\n", + "| 2065 | 5.25e+06 | 26119.5 | 90.5 | 90.5015 | 0 | 0 | 2.1e+07 | 1 | 1 | 689 | 2018-10-01 15:27:53 |\n", + "| 2066 | 5.25e+06 | 26119.5 | 90.5 | 90.5015 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 689 | 2018-10-01 15:27:53 |\n", + "| 2067 | 5.25e+06 | 26119.5 | 90.5 | 90.5005 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 689 | 2018-10-01 15:27:53 |\n", + "| 2068 | 0 | 26111.9 | 90.5 | 90.5005 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 690 | 2018-10-01 15:27:54 |\n", + "| 2069 | 0 | 26111.9 | 90.5 | 90.5005 | 0 | 0 | 2.1e+07 | 2 | 1 | 690 | 2018-10-01 15:27:54 |\n", + "| 2070 | 0 | 26111.9 | 90.5 | 90.5002 | 0 | 0 | 2.1e+07 | 3 | 1 | 690 | 2018-10-01 15:27:54 |\n", + "| 2071 | 5.25e+06 | 26091.4 | 90.5 | 90.5002 | 0 | 0 | 2.1e+07 | 1 | 1 | 691 | 2018-10-01 15:27:55 |\n", + "| 2072 | 5.25e+06 | 26091.4 | 90.5 | 90.5002 | 0 | 0 | 2.1e+07 | 2 | 1 | 691 | 2018-10-01 15:27:55 |\n", + "| 2073 | 5.25e+06 | 26091.4 | 90.75 | 90.5001 | 0 | 0 | 2.1e+07 | 3 | 1 | 691 | 2018-10-01 15:27:55 |\n", + "| 2074 | 1.05e+07 | 26097 | 90.75 | 90.5001 | 0 | 0 | 2.1e+07 | 1 | 1 | 692 | 2018-10-01 15:27:56 |\n", + "| 2075 | 1.05e+07 | 26097 | 90.75 | 90.5001 | 0 | 0 | 2.1e+07 | 2 | 1 | 692 | 2018-10-01 15:27:56 |\n", + "| 2076 | 1.05e+07 | 26097 | 91.25 | 90.6675 | 0 | 0 | 2.1e+07 | 3 | 1 | 692 | 2018-10-01 15:27:56 |\n", + "| 2077 | 5.25e+06 | 26085.8 | 91.25 | 90.6675 | 0 | 0 | 2.1e+07 | 1 | 1 | 693 | 2018-10-01 15:27:57 |\n", + "| 2078 | 5.25e+06 | 26085.8 | 91.25 | 90.6675 | 0 | 0 | 2.1e+07 | 2 | 1 | 693 | 2018-10-01 15:27:57 |\n", + "| 2079 | 5.25e+06 | 26085.8 | 91.5 | 91.0578 | 0 | 0 | 2.1e+07 | 3 | 1 | 693 | 2018-10-01 15:27:57 |\n", + "| 2080 | 1.05e+07 | 26080.3 | 91.5 | 91.0578 | 0 | 0 | 2.1e+07 | 1 | 1 | 694 | 2018-10-01 15:27:58 |\n", + "| 2081 | 1.05e+07 | 26080.3 | 91.5 | 91.0578 | 0 | 0 | 2.1e+07 | 2 | 1 | 694 | 2018-10-01 15:27:58 |\n", + "| 2082 | 1.05e+07 | 26080.3 | 92 | 91.3541 | 0 | 0 | 2.1e+07 | 3 | 1 | 694 | 2018-10-01 15:27:58 |\n", + "| 2083 | 5.25e+06 | 26122.8 | 92 | 91.3541 | 0 | 0 | 2.1e+07 | 1 | 1 | 695 | 2018-10-01 15:27:59 |\n", + "| 2084 | 5.25e+06 | 26122.8 | 92 | 91.3541 | 0 | 0 | 2.1e+07 | 2 | 1 | 695 | 2018-10-01 15:27:59 |\n", + "| 2085 | 5.25e+06 | 26122.8 | 92.25 | 91.7868 | 0 | 0 | 2.1e+07 | 3 | 1 | 695 | 2018-10-01 15:27:59 |\n", + "| 2086 | 1.05e+07 | 26174.1 | 92.25 | 91.7868 | 0 | 0 | 2.1e+07 | 1 | 1 | 696 | 2018-10-01 15:28:00 |\n", + "| 2087 | 1.05e+07 | 26174.1 | 92.25 | 91.7868 | 0 | 0 | 2.1e+07 | 2 | 1 | 696 | 2018-10-01 15:28:00 |\n", + "| 2088 | 1.05e+07 | 26174.1 | 92.75 | 92.0972 | 0 | 0 | 2.1e+07 | 3 | 1 | 696 | 2018-10-01 15:28:00 |\n", + "| 2089 | 5.25e+06 | 26124.8 | 92.75 | 92.0972 | 0 | 0 | 2.1e+07 | 1 | 1 | 697 | 2018-10-01 15:28:01 |\n", + "| 2090 | 5.25e+06 | 26124.8 | 92.75 | 92.0972 | 0 | 0 | 2.1e+07 | 2 | 1 | 697 | 2018-10-01 15:28:01 |\n", + "| 2091 | 5.25e+06 | 26124.8 | 93 | 92.5346 | 0 | 0 | 2.1e+07 | 3 | 1 | 697 | 2018-10-01 15:28:01 |\n", + "| 2092 | 5.25e+06 | 26105.7 | 93 | 92.5346 | 0 | 0 | 2.1e+07 | 1 | 1 | 698 | 2018-10-01 15:28:02 |\n", + "| 2093 | 5.25e+06 | 26105.7 | 93 | 92.5346 | 0 | 0 | 2.1e+07 | 2 | 1 | 698 | 2018-10-01 15:28:02 |\n", + "| 2094 | 5.25e+06 | 26105.7 | 93.25 | 92.8464 | 0 | 0 | 2.1e+07 | 3 | 1 | 698 | 2018-10-01 15:28:02 |\n", + "| 2095 | 1.05e+07 | 26072.7 | 93.25 | 92.8464 | 0 | 0 | 2.1e+07 | 1 | 1 | 699 | 2018-10-01 15:28:03 |\n", + "| 2096 | 1.05e+07 | 26072.7 | 93.25 | 92.8464 | 0 | 0 | 2.1e+07 | 2 | 1 | 699 | 2018-10-01 15:28:03 |\n", + "| 2097 | 1.05e+07 | 26072.7 | 93.75 | 93.1168 | 0 | 0 | 2.1e+07 | 3 | 1 | 699 | 2018-10-01 15:28:03 |\n", + "| 2098 | 5.25e+06 | 26123.7 | 93.75 | 93.1168 | 0 | 0 | 2.1e+07 | 1 | 1 | 700 | 2018-10-01 15:28:04 |\n", + "| 2099 | 5.25e+06 | 26123.7 | 93.75 | 93.1168 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 700 | 2018-10-01 15:28:04 |\n", + "| 2100 | 5.25e+06 | 26123.7 | 93.75 | 93.541 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 700 | 2018-10-01 15:28:04 |\n", + "| 2101 | 5.25e+06 | 26121.2 | 93.75 | 93.541 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 701 | 2018-10-01 15:28:05 |\n", + "| 2102 | 5.25e+06 | 26121.2 | 93.75 | 93.541 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 701 | 2018-10-01 15:28:05 |\n", + "| 2103 | 5.25e+06 | 26121.2 | 93.75 | 93.681 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 701 | 2018-10-01 15:28:05 |\n", + "| 2104 | 0 | 26181.6 | 93.75 | 93.681 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 702 | 2018-10-01 15:28:06 |\n", + "| 2105 | 0 | 26181.6 | 93.75 | 93.681 | 0 | 0 | 2.1e+07 | 2 | 1 | 702 | 2018-10-01 15:28:06 |\n", + "| 2106 | 0 | 26181.6 | 93.75 | 93.7272 | 0 | 0 | 2.1e+07 | 3 | 1 | 702 | 2018-10-01 15:28:06 |\n", + "| 2107 | 5.25e+06 | 26161.7 | 93.75 | 93.7272 | 0 | 0 | 2.1e+07 | 1 | 1 | 703 | 2018-10-01 15:28:07 |\n", + "| 2108 | 5.25e+06 | 26161.7 | 93.75 | 93.7272 | 0 | 0 | 2.1e+07 | 2 | 1 | 703 | 2018-10-01 15:28:07 |\n", + "| 2109 | 5.25e+06 | 26161.7 | 94 | 93.7425 | 0 | 0 | 2.1e+07 | 3 | 1 | 703 | 2018-10-01 15:28:07 |\n", + "| 2110 | 5.25e+06 | 26162.8 | 94 | 93.7425 | 0 | 0 | 2.1e+07 | 1 | 1 | 704 | 2018-10-01 15:28:08 |\n", + "| 2111 | 5.25e+06 | 26162.8 | 94 | 93.7425 | 0 | 0 | 2.1e+07 | 2 | 1 | 704 | 2018-10-01 15:28:08 |\n", + "| 2112 | 5.25e+06 | 26162.8 | 94.25 | 93.915 | 0 | 0 | 2.1e+07 | 3 | 1 | 704 | 2018-10-01 15:28:08 |\n", + "| 2113 | 5.25e+06 | 26106.6 | 94.25 | 93.915 | 0 | 0 | 2.1e+07 | 1 | 1 | 705 | 2018-10-01 15:28:09 |\n", + "| 2114 | 5.25e+06 | 26106.6 | 94.25 | 93.915 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 705 | 2018-10-01 15:28:09 |\n", + "| 2115 | 5.25e+06 | 26106.6 | 94.25 | 94.1395 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 705 | 2018-10-01 15:28:09 |\n", + "| 2116 | 5.25e+06 | 26160.9 | 94.25 | 94.1395 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 706 | 2018-10-01 15:28:10 |\n", + "| 2117 | 5.25e+06 | 26160.9 | 94.25 | 94.1395 | 0 | 0 | 2.1e+07 | 2 | 1 | 706 | 2018-10-01 15:28:10 |\n", + "| 2118 | 5.25e+06 | 26160.9 | 94.5 | 94.2135 | 0 | 0 | 2.1e+07 | 3 | 1 | 706 | 2018-10-01 15:28:10 |\n", + "| 2119 | 5.25e+06 | 26145.8 | 94.5 | 94.2135 | 0 | 0 | 2.1e+07 | 1 | 1 | 707 | 2018-10-01 15:28:11 |\n", + "| 2120 | 5.25e+06 | 26145.8 | 94.5 | 94.2135 | 0 | 0 | 2.1e+07 | 2 | 1 | 707 | 2018-10-01 15:28:11 |\n", + "| 2121 | 5.25e+06 | 26145.8 | 94.75 | 94.4055 | 0 | 0 | 2.1e+07 | 3 | 1 | 707 | 2018-10-01 15:28:11 |\n", + "| 2122 | 1.05e+07 | 26083.9 | 94.75 | 94.4055 | 0 | 0 | 2.1e+07 | 1 | 1 | 708 | 2018-10-01 15:28:12 |\n", + "| 2123 | 1.05e+07 | 26083.9 | 94.75 | 94.4055 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 708 | 2018-10-01 15:28:12 |\n", + "| 2124 | 1.05e+07 | 26083.9 | 95 | 94.6363 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 708 | 2018-10-01 15:28:12 |\n", + "| 2125 | 5.25e+06 | 26059.2 | 95 | 94.6363 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 709 | 2018-10-01 15:28:13 |\n", + "| 2126 | 5.25e+06 | 26059.2 | 95 | 94.6363 | 0 | 0 | 2.1e+07 | 2 | 1 | 709 | 2018-10-01 15:28:13 |\n", + "| 2127 | 5.25e+06 | 26059.2 | 95.25 | 94.88 | 0 | 0 | 2.1e+07 | 3 | 1 | 709 | 2018-10-01 15:28:13 |\n", + "| 2128 | 1.05e+07 | 25963.2 | 95.25 | 94.88 | 0 | 0 | 2.1e+07 | 1 | 1 | 710 | 2018-10-01 15:28:14 |\n", + "| 2129 | 1.05e+07 | 25963.2 | 95.25 | 94.88 | 0 | 0 | 2.1e+07 | 2 | 1 | 710 | 2018-10-01 15:28:14 |\n", + "| 2130 | 1.05e+07 | 25963.2 | 95.75 | 95.1279 | 0 | 0 | 2.1e+07 | 3 | 1 | 710 | 2018-10-01 15:28:14 |\n", + "| 2131 | 1.05e+07 | 25961.8 | 95.75 | 95.1279 | 0 | 0 | 2.1e+07 | 1 | 1 | 711 | 2018-10-01 15:28:15 |\n", + "| 2132 | 1.05e+07 | 25961.8 | 95.75 | 95.1279 | 0 | 0 | 2.1e+07 | 2 | 1 | 711 | 2018-10-01 15:28:15 |\n", + "| 2133 | 1.05e+07 | 25961.8 | 96.25 | 95.5447 | 0 | 0 | 2.1e+07 | 3 | 1 | 711 | 2018-10-01 15:28:15 |\n", + "| 2134 | 1.05e+07 | 25966.5 | 96.25 | 95.5447 | 0 | 0 | 2.1e+07 | 1 | 1 | 712 | 2018-10-01 15:28:16 |\n", + "| 2135 | 1.05e+07 | 25966.5 | 96.25 | 95.5447 | 0 | 0 | 2.1e+07 | 2 | 1 | 712 | 2018-10-01 15:28:16 |\n", + "| 2136 | 1.05e+07 | 25966.5 | 96.75 | 96.0173 | 0 | 0 | 2.1e+07 | 3 | 1 | 712 | 2018-10-01 15:28:16 |\n", + "| 2137 | 5.25e+06 | 25978.5 | 96.75 | 96.0173 | 0 | 0 | 2.1e+07 | 1 | 1 | 713 | 2018-10-01 15:28:17 |\n", + "| 2138 | 5.25e+06 | 25978.5 | 96.75 | 96.0173 | 0 | 0 | 2.1e+07 | 2 | 1 | 713 | 2018-10-01 15:28:17 |\n", + "| 2139 | 5.25e+06 | 25978.5 | 97 | 96.5082 | 0 | 0 | 2.1e+07 | 3 | 1 | 713 | 2018-10-01 15:28:17 |\n", + "| 2140 | 1.05e+07 | 26041 | 97 | 96.5082 | 0 | 0 | 2.1e+07 | 1 | 1 | 714 | 2018-10-01 15:28:18 |\n", + "| 2141 | 1.05e+07 | 26041 | 97 | 96.5082 | 0 | 0 | 2.1e+07 | 2 | 1 | 714 | 2018-10-01 15:28:18 |\n", + "| 2142 | 1.05e+07 | 26041 | 97.5 | 96.8377 | 0 | 0 | 2.1e+07 | 3 | 1 | 714 | 2018-10-01 15:28:18 |\n", + "| 2143 | 1.05e+07 | 26028.4 | 97.5 | 96.8377 | 0 | 0 | 2.1e+07 | 1 | 1 | 715 | 2018-10-01 15:28:19 |\n", + "| 2144 | 1.05e+07 | 26028.4 | 97.5 | 96.8377 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 715 | 2018-10-01 15:28:19 |\n", + "| 2145 | 1.05e+07 | 26028.4 | 97.75 | 97.2814 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 715 | 2018-10-01 15:28:19 |\n", + "| 2146 | 1.05e+07 | 26062.1 | 97.75 | 97.2814 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 716 | 2018-10-01 15:28:20 |\n", + "| 2147 | 1.05e+07 | 26062.1 | 97.75 | 97.2814 | 0 | 0 | 2.1e+07 | 2 | 1 | 716 | 2018-10-01 15:28:20 |\n", + "| 2148 | 1.05e+07 | 26062.1 | 98.25 | 97.5954 | 0 | 0 | 2.1e+07 | 3 | 1 | 716 | 2018-10-01 15:28:20 |\n", + "| 2149 | 5.25e+06 | 26075.1 | 98.25 | 97.5954 | 0 | 0 | 2.1e+07 | 1 | 1 | 717 | 2018-10-01 15:28:21 |\n", + "| 2150 | 5.25e+06 | 26075.1 | 98.25 | 97.5954 | 0 | 0 | 2.1e+07 | 2 | 1 | 717 | 2018-10-01 15:28:21 |\n", + "| 2151 | 5.25e+06 | 26075.1 | 98.5 | 98.034 | 0 | 0 | 2.1e+07 | 3 | 1 | 717 | 2018-10-01 15:28:21 |\n", + "| 2152 | 1.05e+07 | 26067 | 98.5 | 98.034 | 0 | 0 | 2.1e+07 | 1 | 1 | 718 | 2018-10-01 15:28:22 |\n", + "| 2153 | 1.05e+07 | 26067 | 98.5 | 98.034 | 0 | 0 | 2.1e+07 | 2 | 1 | 718 | 2018-10-01 15:28:22 |\n", + "| 2154 | 1.05e+07 | 26067 | 99 | 98.3462 | 0 | 0 | 2.1e+07 | 3 | 1 | 718 | 2018-10-01 15:28:22 |\n", + "| 2155 | 1.05e+07 | 25980.5 | 99 | 98.3462 | 0 | 0 | 2.1e+07 | 1 | 1 | 719 | 2018-10-01 15:28:23 |\n", + "| 2156 | 1.05e+07 | 25980.5 | 99 | 98.3462 | 0 | 0 | 2.1e+07 | 2 | 1 | 719 | 2018-10-01 15:28:23 |\n", + "| 2157 | 1.05e+07 | 25980.5 | 99.5 | 98.7842 | 0 | 0 | 2.1e+07 | 3 | 1 | 719 | 2018-10-01 15:28:23 |\n", + "| 2158 | 1.05e+07 | 26020 | 99.5 | 98.7842 | 0 | 0 | 2.1e+07 | 1 | 1 | 720 | 2018-10-01 15:28:24 |\n", + "| 2159 | 1.05e+07 | 26020 | 99.5 | 98.7842 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 720 | 2018-10-01 15:28:24 |\n", + "| 2160 | 1.05e+07 | 26020 | 99.75 | 99.2638 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 720 | 2018-10-01 15:28:24 |\n", + "| 2161 | 5.25e+06 | 25999 | 99.75 | 99.2638 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 721 | 2018-10-01 15:28:25 |\n", + "| 2162 | 5.25e+06 | 25999 | 99.75 | 99.2638 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 721 | 2018-10-01 15:28:25 |\n", + "| 2163 | 5.25e+06 | 25999 | 99.75 | 99.5896 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 721 | 2018-10-01 15:28:25 |\n", + "| 2164 | 5.25e+06 | 25999.7 | 99.75 | 99.5896 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 722 | 2018-10-01 15:28:26 |\n", + "| 2165 | 5.25e+06 | 25999.7 | 99.75 | 99.5896 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 722 | 2018-10-01 15:28:26 |\n", + "| 2166 | 5.25e+06 | 25999.7 | 99.75 | 99.6971 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 722 | 2018-10-01 15:28:26 |\n", + "| 2167 | 0 | 25946.8 | 99.75 | 99.6971 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 723 | 2018-10-01 15:28:27 |\n", + "| 2168 | 0 | 25946.8 | 99.75 | 99.6971 | 0 | 0 | 2.1e+07 | 2 | 1 | 723 | 2018-10-01 15:28:27 |\n", + "| 2169 | 0 | 25946.8 | 99.75 | 99.7325 | 0 | 0 | 2.1e+07 | 3 | 1 | 723 | 2018-10-01 15:28:27 |\n", + "| 2170 | 5.25e+06 | 25958.6 | 99.75 | 99.7325 | 0 | 0 | 2.1e+07 | 1 | 1 | 724 | 2018-10-01 15:28:28 |\n", + "| 2171 | 5.25e+06 | 25958.6 | 99.75 | 99.7325 | 0 | 0 | 2.1e+07 | 2 | 1 | 724 | 2018-10-01 15:28:28 |\n", + "| 2172 | 5.25e+06 | 25958.6 | 100 | 99.7442 | 0 | 0 | 2.1e+07 | 3 | 1 | 724 | 2018-10-01 15:28:28 |\n", + "| 2173 | 5.25e+06 | 25963.1 | 100 | 99.7442 | 0 | 0 | 2.1e+07 | 1 | 1 | 725 | 2018-10-01 15:28:29 |\n", + "| 2174 | 5.25e+06 | 25963.1 | 100 | 99.7442 | 0 | 0 | 2.1e+07 | 2 | 1 | 725 | 2018-10-01 15:28:29 |\n", + "| 2175 | 5.25e+06 | 25963.1 | 100.25 | 99.9156 | 0 | 0 | 2.1e+07 | 3 | 1 | 725 | 2018-10-01 15:28:29 |\n", + "| 2176 | 5.25e+06 | 25964.3 | 100.25 | 99.9156 | 0 | 0 | 2.1e+07 | 1 | 1 | 726 | 2018-10-01 15:28:30 |\n", + "| 2177 | 5.25e+06 | 25964.3 | 100.25 | 99.9156 | 0 | 0 | 2.1e+07 | 2 | 1 | 726 | 2018-10-01 15:28:30 |\n", + "| 2178 | 5.25e+06 | 25964.3 | 100.5 | 100.14 | 0 | 0 | 2.1e+07 | 3 | 1 | 726 | 2018-10-01 15:28:30 |\n", + "| 2179 | 5.25e+06 | 25958.7 | 100.5 | 100.14 | 0 | 0 | 2.1e+07 | 1 | 1 | 727 | 2018-10-01 15:28:31 |\n", + "| 2180 | 5.25e+06 | 25958.7 | 100.5 | 100.14 | 0 | 0 | 2.1e+07 | 2 | 1 | 727 | 2018-10-01 15:28:31 |\n", + "| 2181 | 5.25e+06 | 25958.7 | 100.75 | 100.381 | 0 | 0 | 2.1e+07 | 3 | 1 | 727 | 2018-10-01 15:28:31 |\n", + "| 2182 | 5.25e+06 | 26002.4 | 100.75 | 100.381 | 0 | 0 | 2.1e+07 | 1 | 1 | 728 | 2018-10-01 15:28:32 |\n", + "| 2183 | 5.25e+06 | 26002.4 | 100.75 | 100.381 | 0 | 0 | 2.1e+07 | 2 | 1 | 728 | 2018-10-01 15:28:32 |\n", + "| 2184 | 5.25e+06 | 26002.4 | 101 | 100.628 | 0 | 0 | 2.1e+07 | 3 | 1 | 728 | 2018-10-01 15:28:32 |\n", + "| 2185 | 5.25e+06 | 26042.7 | 101 | 100.628 | 0 | 0 | 2.1e+07 | 1 | 1 | 729 | 2018-10-01 15:28:33 |\n", + "| 2186 | 5.25e+06 | 26042.7 | 101 | 100.628 | 0 | 0 | 2.1e+07 | 2 | 1 | 729 | 2018-10-01 15:28:33 |\n", + "| 2187 | 5.25e+06 | 26042.7 | 101.25 | 100.877 | 0 | 0 | 2.1e+07 | 3 | 1 | 729 | 2018-10-01 15:28:33 |\n", + "| 2188 | 5.25e+06 | 26072.9 | 101.25 | 100.877 | 0 | 0 | 2.1e+07 | 1 | 1 | 730 | 2018-10-01 15:28:34 |\n", + "| 2189 | 5.25e+06 | 26072.9 | 101.25 | 100.877 | 0 | 0 | 2.1e+07 | 2 | 1 | 730 | 2018-10-01 15:28:34 |\n", + "| 2190 | 5.25e+06 | 26072.9 | 101.5 | 101.127 | 0 | 0 | 2.1e+07 | 3 | 1 | 730 | 2018-10-01 15:28:34 |\n", + "| 2191 | 5.25e+06 | 26047.9 | 101.5 | 101.127 | 0 | 0 | 2.1e+07 | 1 | 1 | 731 | 2018-10-01 15:28:35 |\n", + "| 2192 | 5.25e+06 | 26047.9 | 101.5 | 101.127 | 0 | 0 | 2.1e+07 | 2 | 1 | 731 | 2018-10-01 15:28:35 |\n", + "| 2193 | 5.25e+06 | 26047.9 | 101.75 | 101.377 | 0 | 0 | 2.1e+07 | 3 | 1 | 731 | 2018-10-01 15:28:35 |\n", + "| 2194 | 5.25e+06 | 26032.1 | 101.75 | 101.377 | 0 | 0 | 2.1e+07 | 1 | 1 | 732 | 2018-10-01 15:28:36 |\n", + "| 2195 | 5.25e+06 | 26032.1 | 101.75 | 101.377 | 0 | 0 | 2.1e+07 | 2 | 1 | 732 | 2018-10-01 15:28:36 |\n", + "| 2196 | 5.25e+06 | 26032.1 | 102 | 101.627 | 0 | 0 | 2.1e+07 | 3 | 1 | 732 | 2018-10-01 15:28:36 |\n", + "| 2197 | 5.25e+06 | 25989.8 | 102 | 101.627 | 0 | 0 | 2.1e+07 | 1 | 1 | 733 | 2018-10-01 15:28:37 |\n", + "| 2198 | 5.25e+06 | 25989.8 | 102 | 101.627 | 0 | 0 | 2.1e+07 | 2 | 1 | 733 | 2018-10-01 15:28:37 |\n", + "| 2199 | 5.25e+06 | 25989.8 | 102.25 | 101.877 | 0 | 0 | 2.1e+07 | 3 | 1 | 733 | 2018-10-01 15:28:37 |\n", + "| 2200 | 5.25e+06 | 26008 | 102.25 | 101.877 | 0 | 0 | 2.1e+07 | 1 | 1 | 734 | 2018-10-01 15:28:38 |\n", + "| 2201 | 5.25e+06 | 26008 | 102.25 | 101.877 | 0 | 0 | 2.1e+07 | 2 | 1 | 734 | 2018-10-01 15:28:38 |\n", + "| 2202 | 5.25e+06 | 26008 | 102.5 | 102.127 | 0 | 0 | 2.1e+07 | 3 | 1 | 734 | 2018-10-01 15:28:38 |\n", + "| 2203 | 5.25e+06 | 25979.3 | 102.5 | 102.127 | 0 | 0 | 2.1e+07 | 1 | 1 | 735 | 2018-10-01 15:28:39 |\n", + "| 2204 | 5.25e+06 | 25979.3 | 102.5 | 102.127 | 0 | 0 | 2.1e+07 | 2 | 1 | 735 | 2018-10-01 15:28:39 |\n", + "| 2205 | 5.25e+06 | 25979.3 | 102.75 | 102.377 | 0 | 0 | 2.1e+07 | 3 | 1 | 735 | 2018-10-01 15:28:39 |\n", + "| 2206 | 5.25e+06 | 25866.9 | 102.75 | 102.377 | 0 | 0 | 2.1e+07 | 1 | 1 | 736 | 2018-10-01 15:28:40 |\n", + "| 2207 | 5.25e+06 | 25866.9 | 102.75 | 102.377 | 0 | 0 | 2.1e+07 | 2 | 1 | 736 | 2018-10-01 15:28:40 |\n", + "| 2208 | 5.25e+06 | 25866.9 | 103 | 102.627 | 0 | 0 | 2.1e+07 | 3 | 1 | 736 | 2018-10-01 15:28:40 |\n", + "| 2209 | 5.25e+06 | 25816.3 | 103 | 102.627 | 0 | 0 | 2.1e+07 | 1 | 1 | 737 | 2018-10-01 15:28:41 |\n", + "| 2210 | 5.25e+06 | 25816.3 | 103 | 102.627 | 0 | 0 | 2.1e+07 | 2 | 1 | 737 | 2018-10-01 15:28:41 |\n", + "| 2211 | 5.25e+06 | 25816.3 | 103.25 | 102.877 | 0 | 0 | 2.1e+07 | 3 | 1 | 737 | 2018-10-01 15:28:41 |\n", + "| 2212 | 5.25e+06 | 25819.3 | 103.25 | 102.877 | 0 | 0 | 2.1e+07 | 1 | 1 | 738 | 2018-10-01 15:28:42 |\n", + "| 2213 | 5.25e+06 | 25819.3 | 103.25 | 102.877 | 0 | 0 | 2.1e+07 | 2 | 1 | 738 | 2018-10-01 15:28:42 |\n", + "| 2214 | 5.25e+06 | 25819.3 | 103.5 | 103.127 | 0 | 0 | 2.1e+07 | 3 | 1 | 738 | 2018-10-01 15:28:42 |\n", + "| 2215 | 5.25e+06 | 25861.4 | 103.5 | 103.127 | 0 | 0 | 2.1e+07 | 1 | 1 | 739 | 2018-10-01 15:28:43 |\n", + "| 2216 | 5.25e+06 | 25861.4 | 103.5 | 103.127 | 0 | 0 | 2.1e+07 | 2 | 1 | 739 | 2018-10-01 15:28:43 |\n", + "| 2217 | 5.25e+06 | 25861.4 | 103.75 | 103.377 | 0 | 0 | 2.1e+07 | 3 | 1 | 739 | 2018-10-01 15:28:43 |\n", + "| 2218 | 5.25e+06 | 25796.5 | 103.75 | 103.377 | 0 | 0 | 2.1e+07 | 1 | 1 | 740 | 2018-10-01 15:28:44 |\n", + "| 2219 | 5.25e+06 | 25796.5 | 103.75 | 103.377 | 0 | 0 | 2.1e+07 | 2 | 1 | 740 | 2018-10-01 15:28:44 |\n", + "| 2220 | 5.25e+06 | 25796.5 | 104 | 103.627 | 0 | 0 | 2.1e+07 | 3 | 1 | 740 | 2018-10-01 15:28:44 |\n", + "| 2221 | 5.25e+06 | 25771 | 104 | 103.627 | 0 | 0 | 2.1e+07 | 1 | 1 | 741 | 2018-10-01 15:28:45 |\n", + "| 2222 | 5.25e+06 | 25771 | 104 | 103.627 | 0 | 0 | 2.1e+07 | 2 | 1 | 741 | 2018-10-01 15:28:45 |\n", + "| 2223 | 5.25e+06 | 25771 | 104.25 | 103.877 | 0 | 0 | 2.1e+07 | 3 | 1 | 741 | 2018-10-01 15:28:45 |\n", + "| 2224 | 1.05e+07 | 25765.2 | 104.25 | 103.877 | 0 | 0 | 2.1e+07 | 1 | 1 | 742 | 2018-10-01 15:28:46 |\n", + "| 2225 | 1.05e+07 | 25765.2 | 104.25 | 103.877 | 0 | 0 | 2.1e+07 | 2 | 1 | 742 | 2018-10-01 15:28:46 |\n", + "| 2226 | 1.05e+07 | 25765.2 | 104.75 | 104.127 | 0 | 0 | 2.1e+07 | 3 | 1 | 742 | 2018-10-01 15:28:46 |\n", + "| 2227 | 1.05e+07 | 25734.9 | 104.75 | 104.127 | 0 | 0 | 2.1e+07 | 1 | 1 | 743 | 2018-10-01 15:28:47 |\n", + "| 2228 | 1.05e+07 | 25734.9 | 104.75 | 104.127 | 0 | 0 | 2.1e+07 | 2 | 1 | 743 | 2018-10-01 15:28:47 |\n", + "| 2229 | 1.05e+07 | 25734.9 | 105.25 | 104.544 | 0 | 0 | 2.1e+07 | 3 | 1 | 743 | 2018-10-01 15:28:47 |\n", + "| 2230 | 5.25e+06 | 25757 | 105.25 | 104.544 | 0 | 0 | 2.1e+07 | 1 | 1 | 744 | 2018-10-01 15:28:48 |\n", + "| 2231 | 5.25e+06 | 25757 | 105.25 | 104.544 | 0 | 0 | 2.1e+07 | 2 | 1 | 744 | 2018-10-01 15:28:48 |\n", + "| 2232 | 5.25e+06 | 25757 | 105.5 | 105.017 | 0 | 0 | 2.1e+07 | 3 | 1 | 744 | 2018-10-01 15:28:48 |\n", + "| 2233 | 5.25e+06 | 25757.2 | 105.5 | 105.017 | 0 | 0 | 2.1e+07 | 1 | 1 | 745 | 2018-10-01 15:28:49 |\n", + "| 2234 | 5.25e+06 | 25757.2 | 105.5 | 105.017 | 0 | 0 | 2.1e+07 | 2 | 1 | 745 | 2018-10-01 15:28:49 |\n", + "| 2235 | 5.25e+06 | 25757.2 | 105.75 | 105.341 | 0 | 0 | 2.1e+07 | 3 | 1 | 745 | 2018-10-01 15:28:49 |\n", + "| 2236 | 5.25e+06 | 25770.5 | 105.75 | 105.341 | 0 | 0 | 2.1e+07 | 1 | 1 | 746 | 2018-10-01 15:28:50 |\n", + "| 2237 | 5.25e+06 | 25770.5 | 105.75 | 105.341 | 0 | 0 | 2.1e+07 | 2 | 1 | 746 | 2018-10-01 15:28:50 |\n", + "| 2238 | 5.25e+06 | 25770.5 | 106 | 105.615 | 0 | 0 | 2.1e+07 | 3 | 1 | 746 | 2018-10-01 15:28:50 |\n", + "| 2239 | 5.25e+06 | 25740.3 | 106 | 105.615 | 0 | 0 | 2.1e+07 | 1 | 1 | 747 | 2018-10-01 15:28:51 |\n", + "| 2240 | 5.25e+06 | 25740.3 | 106 | 105.615 | 0 | 0 | 2.1e+07 | 2 | 1 | 747 | 2018-10-01 15:28:51 |\n", + "| 2241 | 5.25e+06 | 25740.3 | 106.25 | 105.873 | 0 | 0 | 2.1e+07 | 3 | 1 | 747 | 2018-10-01 15:28:51 |\n", + "| 2242 | 1.05e+07 | 25804.3 | 106.25 | 105.873 | 0 | 0 | 2.1e+07 | 1 | 1 | 748 | 2018-10-01 15:28:52 |\n", + "| 2243 | 1.05e+07 | 25804.3 | 106.25 | 105.873 | 0 | 0 | 2.1e+07 | 2 | 1 | 748 | 2018-10-01 15:28:52 |\n", + "| 2244 | 1.05e+07 | 25804.3 | 106.75 | 106.126 | 0 | 0 | 2.1e+07 | 3 | 1 | 748 | 2018-10-01 15:28:52 |\n", + "| 2245 | 1.05e+07 | 25804.3 | 106.75 | 106.126 | 0 | 0 | 2.1e+07 | 1 | 1 | 749 | 2018-10-01 15:28:53 |\n", + "| 2246 | 1.05e+07 | 25804.3 | 106.75 | 106.126 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 749 | 2018-10-01 15:28:53 |\n", + "| 2247 | 1.05e+07 | 25804.3 | 107 | 106.544 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 749 | 2018-10-01 15:28:53 |\n", + "| 2248 | 5.25e+06 | 25858.2 | 107 | 106.544 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 750 | 2018-10-01 15:28:54 |\n", + "| 2249 | 5.25e+06 | 25858.2 | 107 | 106.544 | 0 | 0 | 2.1e+07 | 2 | 1 | 750 | 2018-10-01 15:28:54 |\n", + "| 2250 | 5.25e+06 | 25858.2 | 107.25 | 106.849 | 0 | 0 | 2.1e+07 | 3 | 1 | 750 | 2018-10-01 15:28:54 |\n", + "| 2251 | 5.25e+06 | 25839.9 | 107.25 | 106.849 | 0 | 0 | 2.1e+07 | 1 | 1 | 751 | 2018-10-01 15:28:55 |\n", + "| 2252 | 5.25e+06 | 25839.9 | 107.25 | 106.849 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 751 | 2018-10-01 15:28:55 |\n", + "| 2253 | 5.25e+06 | 25839.9 | 107.25 | 107.118 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 751 | 2018-10-01 15:28:55 |\n", + "| 2254 | 5.25e+06 | 25864.5 | 107.25 | 107.118 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 752 | 2018-10-01 15:28:56 |\n", + "| 2255 | 5.25e+06 | 25864.5 | 107.25 | 107.118 | 0 | 0 | 2.1e+07 | 2 | 1 | 752 | 2018-10-01 15:28:56 |\n", + "| 2256 | 5.25e+06 | 25864.5 | 107.5 | 107.206 | 0 | 0 | 2.1e+07 | 3 | 1 | 752 | 2018-10-01 15:28:56 |\n", + "| 2257 | 5.25e+06 | 25836.2 | 107.5 | 107.206 | 0 | 0 | 2.1e+07 | 1 | 1 | 753 | 2018-10-01 15:28:57 |\n", + "| 2258 | 5.25e+06 | 25836.2 | 107.5 | 107.206 | 0 | 0 | 2.1e+07 | 2 | 1 | 753 | 2018-10-01 15:28:57 |\n", + "| 2259 | 5.25e+06 | 25836.2 | 107.75 | 107.403 | 0 | 0 | 2.1e+07 | 3 | 1 | 753 | 2018-10-01 15:28:57 |\n", + "| 2260 | 1.05e+07 | 25796.6 | 107.75 | 107.403 | 0 | 0 | 2.1e+07 | 1 | 1 | 754 | 2018-10-01 15:28:58 |\n", + "| 2261 | 1.05e+07 | 25796.6 | 107.75 | 107.403 | 0 | 0 | 2.1e+07 | 2 | 1 | 754 | 2018-10-01 15:28:58 |\n", + "| 2262 | 1.05e+07 | 25796.6 | 108.25 | 107.636 | 0 | 0 | 2.1e+07 | 3 | 1 | 754 | 2018-10-01 15:28:58 |\n", + "| 2263 | 1.05e+07 | 25767.2 | 108.25 | 107.636 | 0 | 0 | 2.1e+07 | 1 | 1 | 755 | 2018-10-01 15:28:59 |\n", + "| 2264 | 1.05e+07 | 25767.2 | 108.25 | 107.636 | 0 | 0 | 2.1e+07 | 2 | 1 | 755 | 2018-10-01 15:28:59 |\n", + "| 2265 | 1.05e+07 | 25767.2 | 108.75 | 108.047 | 0 | 0 | 2.1e+07 | 3 | 1 | 755 | 2018-10-01 15:28:59 |\n", + "| 2266 | 5.25e+06 | 25765.3 | 108.75 | 108.047 | 0 | 0 | 2.1e+07 | 1 | 1 | 756 | 2018-10-01 15:29:00 |\n", + "| 2267 | 5.25e+06 | 25765.3 | 108.75 | 108.047 | 0 | 0 | 2.1e+07 | 2 | 1 | 756 | 2018-10-01 15:29:00 |\n", + "| 2268 | 5.25e+06 | 25765.3 | 109 | 108.518 | 0 | 0 | 2.1e+07 | 3 | 1 | 756 | 2018-10-01 15:29:00 |\n", + "| 2269 | 1.05e+07 | 25756.2 | 109 | 108.518 | 0 | 0 | 2.1e+07 | 1 | 1 | 757 | 2018-10-01 15:29:01 |\n", + "| 2270 | 1.05e+07 | 25756.2 | 109 | 108.518 | 0 | 0 | 2.1e+07 | 2 | 1 | 757 | 2018-10-01 15:29:01 |\n", + "| 2271 | 1.05e+07 | 25756.2 | 109.5 | 108.841 | 0 | 0 | 2.1e+07 | 3 | 1 | 757 | 2018-10-01 15:29:01 |\n", + "| 2272 | 5.25e+06 | 25820.4 | 109.5 | 108.841 | 0 | 0 | 2.1e+07 | 1 | 1 | 758 | 2018-10-01 15:29:02 |\n", + "| 2273 | 5.25e+06 | 25820.4 | 109.5 | 108.841 | 0 | 0 | 2.1e+07 | 2 | 1 | 758 | 2018-10-01 15:29:02 |\n", + "| 2274 | 5.25e+06 | 25820.4 | 109.75 | 109.283 | 0 | 0 | 2.1e+07 | 3 | 1 | 758 | 2018-10-01 15:29:02 |\n", + "| 2275 | 5.25e+06 | 25772.5 | 109.75 | 109.283 | 0 | 0 | 2.1e+07 | 1 | 1 | 759 | 2018-10-01 15:29:03 |\n", + "| 2276 | 5.25e+06 | 25772.5 | 109.75 | 109.283 | 0 | 0 | 2.1e+07 | 2 | 1 | 759 | 2018-10-01 15:29:03 |\n", + "| 2277 | 5.25e+06 | 25772.5 | 110 | 109.596 | 0 | 0 | 2.1e+07 | 3 | 1 | 759 | 2018-10-01 15:29:03 |\n", + "| 2278 | 5.25e+06 | 25727.1 | 110 | 109.596 | 0 | 0 | 2.1e+07 | 1 | 1 | 760 | 2018-10-01 15:29:04 |\n", + "| 2279 | 5.25e+06 | 25727.1 | 110 | 109.596 | 0 | 0 | 2.1e+07 | 2 | 1 | 760 | 2018-10-01 15:29:04 |\n", + "| 2280 | 5.25e+06 | 25727.1 | 110.25 | 109.867 | 0 | 0 | 2.1e+07 | 3 | 1 | 760 | 2018-10-01 15:29:04 |\n", + "| 2281 | 5.25e+06 | 25797.9 | 110.25 | 109.867 | 0 | 0 | 2.1e+07 | 1 | 1 | 761 | 2018-10-01 15:29:05 |\n", + "| 2282 | 5.25e+06 | 25797.9 | 110.25 | 109.867 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 761 | 2018-10-01 15:29:05 |\n", + "| 2283 | 5.25e+06 | 25797.9 | 110.25 | 110.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 761 | 2018-10-01 15:29:05 |\n", + "| 2284 | 5.25e+06 | 25823.3 | 110.25 | 110.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 762 | 2018-10-01 15:29:06 |\n", + "| 2285 | 5.25e+06 | 25823.3 | 110.25 | 110.123 | 0 | 0 | 2.1e+07 | 2 | 1 | 762 | 2018-10-01 15:29:06 |\n", + "| 2286 | 5.25e+06 | 25823.3 | 110.5 | 110.208 | 0 | 0 | 2.1e+07 | 3 | 1 | 762 | 2018-10-01 15:29:06 |\n", + "| 2287 | 5.25e+06 | 25744.9 | 110.5 | 110.208 | 0 | 0 | 2.1e+07 | 1 | 1 | 763 | 2018-10-01 15:29:07 |\n", + "| 2288 | 5.25e+06 | 25744.9 | 110.5 | 110.208 | 0 | 0 | 2.1e+07 | 2 | 1 | 763 | 2018-10-01 15:29:07 |\n", + "| 2289 | 5.25e+06 | 25744.9 | 110.75 | 110.404 | 0 | 0 | 2.1e+07 | 3 | 1 | 763 | 2018-10-01 15:29:07 |\n", + "| 2290 | 5.25e+06 | 25765.6 | 110.75 | 110.404 | 0 | 0 | 2.1e+07 | 1 | 1 | 764 | 2018-10-01 15:29:08 |\n", + "| 2291 | 5.25e+06 | 25765.6 | 110.75 | 110.404 | 0 | 0 | 2.1e+07 | 2 | 1 | 764 | 2018-10-01 15:29:08 |\n", + "| 2292 | 5.25e+06 | 25765.6 | 111 | 110.636 | 0 | 0 | 2.1e+07 | 3 | 1 | 764 | 2018-10-01 15:29:08 |\n", + "| 2293 | 5.25e+06 | 25775.5 | 111 | 110.636 | 0 | 0 | 2.1e+07 | 1 | 1 | 765 | 2018-10-01 15:29:09 |\n", + "| 2294 | 5.25e+06 | 25775.5 | 111 | 110.636 | 0 | 0 | 2.1e+07 | 2 | 1 | 765 | 2018-10-01 15:29:09 |\n", + "| 2295 | 5.25e+06 | 25775.5 | 111.25 | 110.88 | 0 | 0 | 2.1e+07 | 3 | 1 | 765 | 2018-10-01 15:29:09 |\n", + "| 2296 | 5.25e+06 | 25686.1 | 111.25 | 110.88 | 0 | 0 | 2.1e+07 | 1 | 1 | 766 | 2018-10-01 15:29:10 |\n", + "| 2297 | 5.25e+06 | 25686.1 | 111.25 | 110.88 | 0 | 0 | 2.1e+07 | 2 | 1 | 766 | 2018-10-01 15:29:10 |\n", + "| 2298 | 5.25e+06 | 25686.1 | 111.5 | 111.128 | 0 | 0 | 2.1e+07 | 3 | 1 | 766 | 2018-10-01 15:29:10 |\n", + "| 2299 | 5.25e+06 | 25670.7 | 111.5 | 111.128 | 0 | 0 | 2.1e+07 | 1 | 1 | 767 | 2018-10-01 15:29:11 |\n", + "| 2300 | 5.25e+06 | 25670.7 | 111.5 | 111.128 | 0 | 0 | 2.1e+07 | 2 | 1 | 767 | 2018-10-01 15:29:11 |\n", + "| 2301 | 5.25e+06 | 25670.7 | 111.75 | 111.377 | 0 | 0 | 2.1e+07 | 3 | 1 | 767 | 2018-10-01 15:29:11 |\n", + "| 2302 | 5.25e+06 | 25670 | 111.75 | 111.377 | 0 | 0 | 2.1e+07 | 1 | 1 | 768 | 2018-10-01 15:29:12 |\n", + "| 2303 | 5.25e+06 | 25670 | 111.75 | 111.377 | 0 | 0 | 2.1e+07 | 2 | 1 | 768 | 2018-10-01 15:29:12 |\n", + "| 2304 | 5.25e+06 | 25670 | 112 | 111.627 | 0 | 0 | 2.1e+07 | 3 | 1 | 768 | 2018-10-01 15:29:12 |\n", + "| 2305 | 5.25e+06 | 25700.5 | 112 | 111.627 | 0 | 0 | 2.1e+07 | 1 | 1 | 769 | 2018-10-01 15:29:13 |\n", + "| 2306 | 5.25e+06 | 25700.5 | 112 | 111.627 | 0 | 0 | 2.1e+07 | 2 | 1 | 769 | 2018-10-01 15:29:13 |\n", + "| 2307 | 5.25e+06 | 25700.5 | 112.25 | 111.877 | 0 | 0 | 2.1e+07 | 3 | 1 | 769 | 2018-10-01 15:29:13 |\n", + "| 2308 | 5.25e+06 | 25740.3 | 112.25 | 111.877 | 0 | 0 | 2.1e+07 | 1 | 1 | 770 | 2018-10-01 15:29:14 |\n", + "| 2309 | 5.25e+06 | 25740.3 | 112.25 | 111.877 | 0 | 0 | 2.1e+07 | 2 | 1 | 770 | 2018-10-01 15:29:14 |\n", + "| 2310 | 5.25e+06 | 25740.3 | 112.5 | 112.127 | 0 | 0 | 2.1e+07 | 3 | 1 | 770 | 2018-10-01 15:29:14 |\n", + "| 2311 | 5.25e+06 | 25744.2 | 112.5 | 112.127 | 0 | 0 | 2.1e+07 | 1 | 1 | 771 | 2018-10-01 15:29:15 |\n", + "| 2312 | 5.25e+06 | 25744.2 | 112.5 | 112.127 | 0 | 0 | 2.1e+07 | 2 | 1 | 771 | 2018-10-01 15:29:15 |\n", + "| 2313 | 5.25e+06 | 25744.2 | 112.75 | 112.377 | 0 | 0 | 2.1e+07 | 3 | 1 | 771 | 2018-10-01 15:29:15 |\n", + "| 2314 | 5.25e+06 | 25787.3 | 112.75 | 112.377 | 0 | 0 | 2.1e+07 | 1 | 1 | 772 | 2018-10-01 15:29:16 |\n", + "| 2315 | 5.25e+06 | 25787.3 | 112.75 | 112.377 | 0 | 0 | 2.1e+07 | 2 | 1 | 772 | 2018-10-01 15:29:16 |\n", + "| 2316 | 5.25e+06 | 25787.3 | 113 | 112.627 | 0 | 0 | 2.1e+07 | 3 | 1 | 772 | 2018-10-01 15:29:16 |\n", + "| 2317 | 1.05e+07 | 25781.2 | 113 | 112.627 | 0 | 0 | 2.1e+07 | 1 | 1 | 773 | 2018-10-01 15:29:17 |\n", + "| 2318 | 1.05e+07 | 25781.2 | 113 | 112.627 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 773 | 2018-10-01 15:29:17 |\n", + "| 2319 | 1.05e+07 | 25781.2 | 113.25 | 112.877 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 773 | 2018-10-01 15:29:17 |\n", + "| 2320 | 5.25e+06 | 25745.5 | 113.25 | 112.877 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 774 | 2018-10-01 15:29:18 |\n", + "| 2321 | 5.25e+06 | 25745.5 | 113.25 | 112.877 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 774 | 2018-10-01 15:29:18 |\n", + "| 2322 | 5.25e+06 | 25745.5 | 113.25 | 113.127 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 774 | 2018-10-01 15:29:18 |\n", + "| 2323 | 5.25e+06 | 25706.6 | 113.25 | 113.127 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 775 | 2018-10-01 15:29:19 |\n", + "| 2324 | 5.25e+06 | 25706.6 | 113.25 | 113.127 | 0 | 0 | 2.1e+07 | 2 | 1 | 775 | 2018-10-01 15:29:19 |\n", + "| 2325 | 5.25e+06 | 25706.6 | 113.5 | 113.209 | 0 | 0 | 2.1e+07 | 3 | 1 | 775 | 2018-10-01 15:29:19 |\n", + "| 2326 | 5.25e+06 | 25729.2 | 113.5 | 113.209 | 0 | 0 | 2.1e+07 | 1 | 1 | 776 | 2018-10-01 15:29:20 |\n", + "| 2327 | 5.25e+06 | 25729.2 | 113.5 | 113.209 | 0 | 0 | 2.1e+07 | 2 | 1 | 776 | 2018-10-01 15:29:20 |\n", + "| 2328 | 5.25e+06 | 25729.2 | 113.75 | 113.404 | 0 | 0 | 2.1e+07 | 3 | 1 | 776 | 2018-10-01 15:29:20 |\n", + "| 2329 | 5.25e+06 | 25647.6 | 113.75 | 113.404 | 0 | 0 | 2.1e+07 | 1 | 1 | 777 | 2018-10-01 15:29:21 |\n", + "| 2330 | 5.25e+06 | 25647.6 | 113.75 | 113.404 | 0 | 0 | 2.1e+07 | 2 | 1 | 777 | 2018-10-01 15:29:21 |\n", + "| 2331 | 5.25e+06 | 25647.6 | 114 | 113.636 | 0 | 0 | 2.1e+07 | 3 | 1 | 777 | 2018-10-01 15:29:21 |\n", + "| 2332 | 1.05e+07 | 25675.8 | 114 | 113.636 | 0 | 0 | 2.1e+07 | 1 | 1 | 778 | 2018-10-01 15:29:22 |\n", + "| 2333 | 1.05e+07 | 25675.8 | 114 | 113.636 | 0 | 0 | 2.1e+07 | 2 | 1 | 778 | 2018-10-01 15:29:22 |\n", + "| 2334 | 1.05e+07 | 25675.8 | 114.5 | 113.88 | 0 | 0 | 2.1e+07 | 3 | 1 | 778 | 2018-10-01 15:29:22 |\n", + "| 2335 | 5.25e+06 | 25629.7 | 114.5 | 113.88 | 0 | 0 | 2.1e+07 | 1 | 1 | 779 | 2018-10-01 15:29:23 |\n", + "| 2336 | 5.25e+06 | 25629.7 | 114.5 | 113.88 | 0 | 0 | 2.1e+07 | 2 | 1 | 779 | 2018-10-01 15:29:23 |\n", + "| 2337 | 5.25e+06 | 25629.7 | 114.75 | 114.295 | 0 | 0 | 2.1e+07 | 3 | 1 | 779 | 2018-10-01 15:29:23 |\n", + "| 2338 | 5.25e+06 | 25614.7 | 114.75 | 114.295 | 0 | 0 | 2.1e+07 | 1 | 1 | 780 | 2018-10-01 15:29:24 |\n", + "| 2339 | 5.25e+06 | 25614.7 | 114.75 | 114.295 | 0 | 0 | 2.1e+07 | 2 | 1 | 780 | 2018-10-01 15:29:24 |\n", + "| 2340 | 5.25e+06 | 25614.7 | 115 | 114.6 | 0 | 0 | 2.1e+07 | 3 | 1 | 780 | 2018-10-01 15:29:24 |\n", + "| 2341 | 5.25e+06 | 25635.8 | 115 | 114.6 | 0 | 0 | 2.1e+07 | 1 | 1 | 781 | 2018-10-01 15:29:25 |\n", + "| 2342 | 5.25e+06 | 25635.8 | 115 | 114.6 | 0 | 0 | 2.1e+07 | 2 | 1 | 781 | 2018-10-01 15:29:25 |\n", + "| 2343 | 5.25e+06 | 25635.8 | 115.25 | 114.868 | 0 | 0 | 2.1e+07 | 3 | 1 | 781 | 2018-10-01 15:29:25 |\n", + "| 2344 | 1.05e+07 | 25686.5 | 115.25 | 114.868 | 0 | 0 | 2.1e+07 | 1 | 1 | 782 | 2018-10-01 15:29:26 |\n", + "| 2345 | 1.05e+07 | 25686.5 | 115.25 | 114.868 | 0 | 0 | 2.1e+07 | 2 | 1 | 782 | 2018-10-01 15:29:26 |\n", + "| 2346 | 1.05e+07 | 25686.5 | 115.75 | 115.124 | 0 | 0 | 2.1e+07 | 3 | 1 | 782 | 2018-10-01 15:29:26 |\n", + "| 2347 | 5.25e+06 | 25605.7 | 115.75 | 115.124 | 0 | 0 | 2.1e+07 | 1 | 1 | 783 | 2018-10-01 15:29:27 |\n", + "| 2348 | 5.25e+06 | 25605.7 | 115.75 | 115.124 | 0 | 0 | 2.1e+07 | 2 | 1 | 783 | 2018-10-01 15:29:27 |\n", + "| 2349 | 5.25e+06 | 25605.7 | 116 | 115.543 | 0 | 0 | 2.1e+07 | 3 | 1 | 783 | 2018-10-01 15:29:27 |\n", + "| 2350 | 1.05e+07 | 25572.1 | 116 | 115.543 | 0 | 0 | 2.1e+07 | 1 | 1 | 784 | 2018-10-01 15:29:28 |\n", + "| 2351 | 1.05e+07 | 25572.1 | 116 | 115.543 | 0 | 0 | 2.1e+07 | 2 | 1 | 784 | 2018-10-01 15:29:28 |\n", + "| 2352 | 1.05e+07 | 25572.1 | 116.5 | 115.849 | 0 | 0 | 2.1e+07 | 3 | 1 | 784 | 2018-10-01 15:29:28 |\n", + "| 2353 | 5.25e+06 | 25574.1 | 116.5 | 115.849 | 0 | 0 | 2.1e+07 | 1 | 1 | 785 | 2018-10-01 15:29:29 |\n", + "| 2354 | 5.25e+06 | 25574.1 | 116.5 | 115.849 | 0 | 0 | 2.1e+07 | 2 | 1 | 785 | 2018-10-01 15:29:29 |\n", + "| 2355 | 5.25e+06 | 25574.1 | 116.75 | 116.285 | 0 | 0 | 2.1e+07 | 3 | 1 | 785 | 2018-10-01 15:29:29 |\n", + "| 2356 | 5.25e+06 | 25549.3 | 116.75 | 116.285 | 0 | 0 | 2.1e+07 | 1 | 1 | 786 | 2018-10-01 15:29:30 |\n", + "| 2357 | 5.25e+06 | 25549.3 | 116.75 | 116.285 | 0 | 0 | 2.1e+07 | 2 | 1 | 786 | 2018-10-01 15:29:30 |\n", + "| 2358 | 5.25e+06 | 25549.3 | 117 | 116.597 | 0 | 0 | 2.1e+07 | 3 | 1 | 786 | 2018-10-01 15:29:30 |\n", + "| 2359 | 5.25e+06 | 25585.2 | 117 | 116.597 | 0 | 0 | 2.1e+07 | 1 | 1 | 787 | 2018-10-01 15:29:31 |\n", + "| 2360 | 5.25e+06 | 25585.2 | 117 | 116.597 | 0 | 0 | 2.1e+07 | 2 | 1 | 787 | 2018-10-01 15:29:31 |\n", + "| 2361 | 5.25e+06 | 25585.2 | 117.25 | 116.867 | 0 | 0 | 2.1e+07 | 3 | 1 | 787 | 2018-10-01 15:29:31 |\n", + "| 2362 | 5.25e+06 | 25498.3 | 117.25 | 116.867 | 0 | 0 | 2.1e+07 | 1 | 1 | 788 | 2018-10-01 15:29:32 |\n", + "| 2363 | 5.25e+06 | 25498.3 | 117.25 | 116.867 | 0 | 0 | 2.1e+07 | 2 | 1 | 788 | 2018-10-01 15:29:32 |\n", + "| 2364 | 5.25e+06 | 25498.3 | 117.5 | 117.124 | 0 | 0 | 2.1e+07 | 3 | 1 | 788 | 2018-10-01 15:29:32 |\n", + "| 2365 | 5.25e+06 | 25513.3 | 117.5 | 117.124 | 0 | 0 | 2.1e+07 | 1 | 1 | 789 | 2018-10-01 15:29:33 |\n", + "| 2366 | 5.25e+06 | 25513.3 | 117.5 | 117.124 | 0 | 0 | 2.1e+07 | 2 | 1 | 789 | 2018-10-01 15:29:33 |\n", + "| 2367 | 5.25e+06 | 25513.3 | 117.75 | 117.376 | 0 | 0 | 2.1e+07 | 3 | 1 | 789 | 2018-10-01 15:29:33 |\n", + "| 2368 | 5.25e+06 | 25531.1 | 117.75 | 117.376 | 0 | 0 | 2.1e+07 | 1 | 1 | 790 | 2018-10-01 15:29:34 |\n", + "| 2369 | 5.25e+06 | 25531.1 | 117.75 | 117.376 | 0 | 0 | 2.1e+07 | 2 | 1 | 790 | 2018-10-01 15:29:34 |\n", + "| 2370 | 5.25e+06 | 25531.1 | 118 | 117.627 | 0 | 0 | 2.1e+07 | 3 | 1 | 790 | 2018-10-01 15:29:34 |\n", + "| 2371 | 5.25e+06 | 25533.1 | 118 | 117.627 | 0 | 0 | 2.1e+07 | 1 | 1 | 791 | 2018-10-01 15:29:35 |\n", + "| 2372 | 5.25e+06 | 25533.1 | 118 | 117.627 | 0 | 0 | 2.1e+07 | 2 | 1 | 791 | 2018-10-01 15:29:35 |\n", + "| 2373 | 5.25e+06 | 25533.1 | 118.25 | 117.877 | 0 | 0 | 2.1e+07 | 3 | 1 | 791 | 2018-10-01 15:29:35 |\n", + "| 2374 | 1.05e+07 | 25579.1 | 118.25 | 117.877 | 0 | 0 | 2.1e+07 | 1 | 1 | 792 | 2018-10-01 15:29:36 |\n", + "| 2375 | 1.05e+07 | 25579.1 | 118.25 | 117.877 | 0 | 0 | 2.1e+07 | 2 | 1 | 792 | 2018-10-01 15:29:36 |\n", + "| 2376 | 1.05e+07 | 25579.1 | 118.75 | 118.127 | 0 | 0 | 2.1e+07 | 3 | 1 | 792 | 2018-10-01 15:29:36 |\n", + "| 2377 | 5.25e+06 | 25527.8 | 118.75 | 118.127 | 0 | 0 | 2.1e+07 | 1 | 1 | 793 | 2018-10-01 15:29:37 |\n", + "| 2378 | 5.25e+06 | 25527.8 | 118.75 | 118.127 | 0 | 0 | 2.1e+07 | 2 | 1 | 793 | 2018-10-01 15:29:37 |\n", + "| 2379 | 5.25e+06 | 25527.8 | 119 | 118.544 | 0 | 0 | 2.1e+07 | 3 | 1 | 793 | 2018-10-01 15:29:37 |\n", + "| 2380 | 5.25e+06 | 25574 | 119 | 118.544 | 0 | 0 | 2.1e+07 | 1 | 1 | 794 | 2018-10-01 15:29:38 |\n", + "| 2381 | 5.25e+06 | 25574 | 119 | 118.544 | 0 | 0 | 2.1e+07 | 2 | 1 | 794 | 2018-10-01 15:29:38 |\n", + "| 2382 | 5.25e+06 | 25574 | 119.25 | 118.85 | 0 | 0 | 2.1e+07 | 3 | 1 | 794 | 2018-10-01 15:29:38 |\n", + "| 2383 | 5.25e+06 | 25544.7 | 119.25 | 118.85 | 0 | 0 | 2.1e+07 | 1 | 1 | 795 | 2018-10-01 15:29:39 |\n", + "| 2384 | 5.25e+06 | 25544.7 | 119.25 | 118.85 | 0 | 0 | 2.1e+07 | 2 | 1 | 795 | 2018-10-01 15:29:39 |\n", + "| 2385 | 5.25e+06 | 25544.7 | 119.5 | 119.118 | 0 | 0 | 2.1e+07 | 3 | 1 | 795 | 2018-10-01 15:29:39 |\n", + "| 2386 | 5.25e+06 | 25575 | 119.5 | 119.118 | 0 | 0 | 2.1e+07 | 1 | 1 | 796 | 2018-10-01 15:29:40 |\n", + "| 2387 | 5.25e+06 | 25575 | 119.5 | 119.118 | 0 | 0 | 2.1e+07 | 2 | 1 | 796 | 2018-10-01 15:29:40 |\n", + "| 2388 | 5.25e+06 | 25575 | 119.75 | 119.374 | 0 | 0 | 2.1e+07 | 3 | 1 | 796 | 2018-10-01 15:29:40 |\n", + "| 2389 | 5.25e+06 | 25561.5 | 119.75 | 119.374 | 0 | 0 | 2.1e+07 | 1 | 1 | 797 | 2018-10-01 15:29:41 |\n", + "| 2390 | 5.25e+06 | 25561.5 | 119.75 | 119.374 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 797 | 2018-10-01 15:29:41 |\n", + "| 2391 | 5.25e+06 | 25561.5 | 119.75 | 119.626 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 797 | 2018-10-01 15:29:41 |\n", + "| 2392 | 5.25e+06 | 25595.4 | 119.75 | 119.626 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 798 | 2018-10-01 15:29:42 |\n", + "| 2393 | 5.25e+06 | 25595.4 | 119.75 | 119.626 | 0 | 0 | 2.1e+07 | 2 | 1 | 798 | 2018-10-01 15:29:42 |\n", + "| 2394 | 5.25e+06 | 25595.4 | 120 | 119.709 | 0 | 0 | 2.1e+07 | 3 | 1 | 798 | 2018-10-01 15:29:42 |\n", + "| 2395 | 5.25e+06 | 25627.9 | 120 | 119.709 | 0 | 0 | 2.1e+07 | 1 | 1 | 799 | 2018-10-01 15:29:43 |\n", + "| 2396 | 5.25e+06 | 25627.9 | 120 | 119.709 | 0 | 0 | 2.1e+07 | 2 | 1 | 799 | 2018-10-01 15:29:43 |\n", + "| 2397 | 5.25e+06 | 25627.9 | 120.25 | 119.904 | 0 | 0 | 2.1e+07 | 3 | 1 | 799 | 2018-10-01 15:29:43 |\n", + "| 2398 | 5.25e+06 | 25566.9 | 120.25 | 119.904 | 0 | 0 | 2.1e+07 | 1 | 1 | 800 | 2018-10-01 15:29:44 |\n", + "| 2399 | 5.25e+06 | 25566.9 | 120.25 | 119.904 | 0 | 0 | 2.1e+07 | 2 | 1 | 800 | 2018-10-01 15:29:44 |\n", + "| 2400 | 5.25e+06 | 25566.9 | 120.5 | 120.136 | 0 | 0 | 2.1e+07 | 3 | 1 | 800 | 2018-10-01 15:29:44 |\n", + "| 2401 | 5.25e+06 | 25560.5 | 120.5 | 120.136 | 0 | 0 | 2.1e+07 | 1 | 1 | 801 | 2018-10-01 15:29:45 |\n", + "| 2402 | 5.25e+06 | 25560.5 | 120.5 | 120.136 | 0 | 0 | 2.1e+07 | 2 | 1 | 801 | 2018-10-01 15:29:45 |\n", + "| 2403 | 5.25e+06 | 25560.5 | 120.75 | 120.38 | 0 | 0 | 2.1e+07 | 3 | 1 | 801 | 2018-10-01 15:29:45 |\n", + "| 2404 | 5.25e+06 | 25556.6 | 120.75 | 120.38 | 0 | 0 | 2.1e+07 | 1 | 1 | 802 | 2018-10-01 15:29:46 |\n", + "| 2405 | 5.25e+06 | 25556.6 | 120.75 | 120.38 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 802 | 2018-10-01 15:29:46 |\n", + "| 2406 | 5.25e+06 | 25556.6 | 120.75 | 120.628 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 802 | 2018-10-01 15:29:46 |\n", + "| 2407 | 5.25e+06 | 25546.7 | 120.75 | 120.628 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 803 | 2018-10-01 15:29:47 |\n", + "| 2408 | 5.25e+06 | 25546.7 | 120.75 | 120.628 | 0 | 0 | 2.1e+07 | 2 | 1 | 803 | 2018-10-01 15:29:47 |\n", + "| 2409 | 5.25e+06 | 25546.7 | 121 | 120.71 | 0 | 0 | 2.1e+07 | 3 | 1 | 803 | 2018-10-01 15:29:47 |\n", + "| 2410 | 5.25e+06 | 25515.2 | 121 | 120.71 | 0 | 0 | 2.1e+07 | 1 | 1 | 804 | 2018-10-01 15:29:48 |\n", + "| 2411 | 5.25e+06 | 25515.2 | 121 | 120.71 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 804 | 2018-10-01 15:29:48 |\n", + "| 2412 | 5.25e+06 | 25515.2 | 121 | 120.904 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 804 | 2018-10-01 15:29:48 |\n", + "| 2413 | 0 | 25592.4 | 121 | 120.904 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 805 | 2018-10-01 15:29:49 |\n", + "| 2414 | 0 | 25592.4 | 121 | 120.904 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 805 | 2018-10-01 15:29:49 |\n", + "| 2415 | 0 | 25592.4 | 120.75 | 120.968 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 805 | 2018-10-01 15:29:49 |\n", + "| 2416 | 0 | 25601.1 | 120.75 | 120.968 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 806 | 2018-10-01 15:29:50 |\n", + "| 2417 | 0 | 25601.1 | 120.75 | 120.968 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 806 | 2018-10-01 15:29:50 |\n", + "| 2418 | 0 | 25601.1 | 120.5 | 120.822 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 806 | 2018-10-01 15:29:50 |\n", + "| 2419 | 0 | 25665.9 | 120.5 | 120.822 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 807 | 2018-10-01 15:29:51 |\n", + "| 2420 | 0 | 25665.9 | 120.5 | 120.822 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 807 | 2018-10-01 15:29:51 |\n", + "| 2421 | 0 | 25665.9 | 120 | 120.606 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 807 | 2018-10-01 15:29:51 |\n", + "| 2422 | 0 | 25642.2 | 120 | 120.606 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 808 | 2018-10-01 15:29:52 |\n", + "| 2423 | 0 | 25642.2 | 120 | 120.606 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 808 | 2018-10-01 15:29:52 |\n", + "| 2424 | 0 | 25642.2 | 119.75 | 120.2 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 808 | 2018-10-01 15:29:52 |\n", + "| 2425 | 0 | 25597.9 | 119.75 | 120.2 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 809 | 2018-10-01 15:29:53 |\n", + "| 2426 | 0 | 25597.9 | 119.75 | 120.2 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 809 | 2018-10-01 15:29:53 |\n", + "| 2427 | 0 | 25597.9 | 119.25 | 119.899 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 809 | 2018-10-01 15:29:53 |\n", + "| 2428 | 0 | 25603.4 | 119.25 | 119.899 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 810 | 2018-10-01 15:29:54 |\n", + "| 2429 | 0 | 25603.4 | 119.25 | 119.899 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 810 | 2018-10-01 15:29:54 |\n", + "| 2430 | 0 | 25603.4 | 119 | 119.464 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 810 | 2018-10-01 15:29:54 |\n", + "| 2431 | 0 | 25580 | 119 | 119.464 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 811 | 2018-10-01 15:29:55 |\n", + "| 2432 | 0 | 25580 | 119 | 119.464 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 811 | 2018-10-01 15:29:55 |\n", + "| 2433 | 0 | 25580 | 118.75 | 119.153 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 811 | 2018-10-01 15:29:55 |\n", + "| 2434 | 0 | 25679.5 | 118.75 | 119.153 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 812 | 2018-10-01 15:29:56 |\n", + "| 2435 | 0 | 25679.5 | 118.75 | 119.153 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 812 | 2018-10-01 15:29:56 |\n", + "| 2436 | 0 | 25679.5 | 118.5 | 118.883 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 812 | 2018-10-01 15:29:56 |\n", + "| 2437 | 0 | 25689.8 | 118.5 | 118.883 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 813 | 2018-10-01 15:29:57 |\n", + "| 2438 | 0 | 25689.8 | 118.5 | 118.883 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 813 | 2018-10-01 15:29:57 |\n", + "| 2439 | 0 | 25689.8 | 118.25 | 118.626 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 813 | 2018-10-01 15:29:57 |\n", + "| 2440 | 0 | 25737.8 | 118.25 | 118.626 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 814 | 2018-10-01 15:29:58 |\n", + "| 2441 | 0 | 25737.8 | 118.25 | 118.626 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 814 | 2018-10-01 15:29:58 |\n", + "| 2442 | 0 | 25737.8 | 118 | 118.374 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 814 | 2018-10-01 15:29:58 |\n", + "| 2443 | 0 | 25728.5 | 118 | 118.374 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 815 | 2018-10-01 15:29:59 |\n", + "| 2444 | 0 | 25728.5 | 118 | 118.374 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 815 | 2018-10-01 15:29:59 |\n", + "| 2445 | 0 | 25728.5 | 117.75 | 118.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 815 | 2018-10-01 15:29:59 |\n", + "| 2446 | 0 | 25714.9 | 117.75 | 118.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 816 | 2018-10-01 15:30:00 |\n", + "| 2447 | 0 | 25714.9 | 117.75 | 118.123 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 816 | 2018-10-01 15:30:00 |\n", + "| 2448 | 0 | 25714.9 | 117.5 | 117.873 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 816 | 2018-10-01 15:30:00 |\n", + "| 2449 | 0 | 25713.6 | 117.5 | 117.873 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 817 | 2018-10-01 15:30:01 |\n", + "| 2450 | 0 | 25713.6 | 117.5 | 117.873 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 817 | 2018-10-01 15:30:01 |\n", + "| 2451 | 0 | 25713.6 | 117.25 | 117.623 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 817 | 2018-10-01 15:30:01 |\n", + "| 2452 | 0 | 25728.4 | 117.25 | 117.623 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 818 | 2018-10-01 15:30:02 |\n", + "| 2453 | 0 | 25728.4 | 117.25 | 117.623 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 818 | 2018-10-01 15:30:02 |\n", + "| 2454 | 0 | 25728.4 | 117 | 117.373 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 818 | 2018-10-01 15:30:02 |\n", + "| 2455 | 0 | 25763.8 | 117 | 117.373 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 819 | 2018-10-01 15:30:03 |\n", + "| 2456 | 0 | 25763.8 | 117 | 117.373 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 819 | 2018-10-01 15:30:03 |\n", + "| 2457 | 0 | 25763.8 | 116.75 | 117.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 819 | 2018-10-01 15:30:03 |\n", + "| 2458 | 0 | 25758.7 | 116.75 | 117.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 820 | 2018-10-01 15:30:04 |\n", + "| 2459 | 0 | 25758.7 | 116.75 | 117.123 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 820 | 2018-10-01 15:30:04 |\n", + "| 2460 | 0 | 25758.7 | 116.5 | 116.873 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 820 | 2018-10-01 15:30:04 |\n", + "| 2461 | 0 | 25730.3 | 116.5 | 116.873 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 821 | 2018-10-01 15:30:05 |\n", + "| 2462 | 0 | 25730.3 | 116.5 | 116.873 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 821 | 2018-10-01 15:30:05 |\n", + "| 2463 | 0 | 25730.3 | 116.25 | 116.623 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 821 | 2018-10-01 15:30:05 |\n", + "| 2464 | 0 | 25685.8 | 116.25 | 116.623 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 822 | 2018-10-01 15:30:06 |\n", + "| 2465 | 0 | 25685.8 | 116.25 | 116.623 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 822 | 2018-10-01 15:30:06 |\n", + "| 2466 | 0 | 25685.8 | 115.75 | 116.373 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 822 | 2018-10-01 15:30:06 |\n", + "| 2467 | 0 | 25682.6 | 115.75 | 116.373 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 823 | 2018-10-01 15:30:07 |\n", + "| 2468 | 0 | 25682.6 | 115.75 | 116.373 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 823 | 2018-10-01 15:30:07 |\n", + "| 2469 | 0 | 25682.6 | 115.5 | 115.956 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 823 | 2018-10-01 15:30:07 |\n", + "| 2470 | 0 | 25706.5 | 115.5 | 115.956 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 824 | 2018-10-01 15:30:08 |\n", + "| 2471 | 0 | 25706.5 | 115.5 | 115.956 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 824 | 2018-10-01 15:30:08 |\n", + "| 2472 | 0 | 25706.5 | 115.25 | 115.65 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 824 | 2018-10-01 15:30:08 |\n", + "| 2473 | 5.25e+06 | 25725.6 | 115.25 | 115.65 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 825 | 2018-10-01 15:30:09 |\n", + "| 2474 | 5.25e+06 | 25725.6 | 115.25 | 115.65 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 825 | 2018-10-01 15:30:09 |\n", + "| 2475 | 5.25e+06 | 25725.6 | 115 | 115.382 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 825 | 2018-10-01 15:30:09 |\n", + "| 2476 | 0 | 25724.9 | 115 | 115.382 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 826 | 2018-10-01 15:30:10 |\n", + "| 2477 | 0 | 25724.9 | 115 | 115.382 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 826 | 2018-10-01 15:30:10 |\n", + "| 2478 | 0 | 25724.9 | 114.75 | 115.126 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 826 | 2018-10-01 15:30:10 |\n", + "| 2479 | 0 | 25699.9 | 114.75 | 115.126 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 827 | 2018-10-01 15:30:11 |\n", + "| 2480 | 0 | 25699.9 | 114.75 | 115.126 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 827 | 2018-10-01 15:30:11 |\n", + "| 2481 | 0 | 25699.9 | 114.5 | 114.874 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 827 | 2018-10-01 15:30:11 |\n", + "| 2482 | 0 | 25706 | 114.5 | 114.874 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 828 | 2018-10-01 15:30:12 |\n", + "| 2483 | 0 | 25706 | 114.5 | 114.874 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 828 | 2018-10-01 15:30:12 |\n", + "| 2484 | 0 | 25706 | 114.25 | 114.623 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 828 | 2018-10-01 15:30:12 |\n", + "| 2485 | 0 | 25729.8 | 114.25 | 114.623 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 829 | 2018-10-01 15:30:13 |\n", + "| 2486 | 0 | 25729.8 | 114.25 | 114.623 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 829 | 2018-10-01 15:30:13 |\n", + "| 2487 | 0 | 25729.8 | 114 | 114.373 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 829 | 2018-10-01 15:30:13 |\n", + "| 2488 | 0 | 25728.3 | 114 | 114.373 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 830 | 2018-10-01 15:30:14 |\n", + "| 2489 | 0 | 25728.3 | 114 | 114.373 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 830 | 2018-10-01 15:30:14 |\n", + "| 2490 | 0 | 25728.3 | 113.75 | 114.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 830 | 2018-10-01 15:30:14 |\n", + "| 2491 | 0 | 25732.9 | 113.75 | 114.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 831 | 2018-10-01 15:30:15 |\n", + "| 2492 | 0 | 25732.9 | 113.75 | 114.123 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 831 | 2018-10-01 15:30:15 |\n", + "| 2493 | 0 | 25732.9 | 113.5 | 113.873 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 831 | 2018-10-01 15:30:15 |\n", + "| 2494 | 0 | 25726.7 | 113.5 | 113.873 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 832 | 2018-10-01 15:30:16 |\n", + "| 2495 | 0 | 25726.7 | 113.5 | 113.873 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 832 | 2018-10-01 15:30:16 |\n", + "| 2496 | 0 | 25726.7 | 113.25 | 113.623 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 832 | 2018-10-01 15:30:16 |\n", + "| 2497 | 0 | 25764.8 | 113.25 | 113.623 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 833 | 2018-10-01 15:30:17 |\n", + "| 2498 | 0 | 25764.8 | 113.25 | 113.623 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 833 | 2018-10-01 15:30:17 |\n", + "| 2499 | 0 | 25764.8 | 113 | 113.373 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 833 | 2018-10-01 15:30:17 |\n", + "| 2500 | 0 | 25746.6 | 113 | 113.373 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 834 | 2018-10-01 15:30:18 |\n", + "| 2501 | 0 | 25746.6 | 113 | 113.373 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 834 | 2018-10-01 15:30:18 |\n", + "| 2502 | 0 | 25746.6 | 112.75 | 113.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 834 | 2018-10-01 15:30:18 |\n", + "| 2503 | 0 | 25754.3 | 112.75 | 113.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 835 | 2018-10-01 15:30:19 |\n", + "| 2504 | 0 | 25754.3 | 112.75 | 113.123 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 835 | 2018-10-01 15:30:19 |\n", + "| 2505 | 0 | 25754.3 | 112.5 | 112.873 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 835 | 2018-10-01 15:30:19 |\n", + "| 2506 | 0 | 25770.7 | 112.5 | 112.873 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 836 | 2018-10-01 15:30:20 |\n", + "| 2507 | 0 | 25770.7 | 112.5 | 112.873 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 836 | 2018-10-01 15:30:20 |\n", + "| 2508 | 0 | 25770.7 | 112.25 | 112.623 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 836 | 2018-10-01 15:30:20 |\n", + "| 2509 | 0 | 25801 | 112.25 | 112.623 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 837 | 2018-10-01 15:30:21 |\n", + "| 2510 | 0 | 25801 | 112.25 | 112.623 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 837 | 2018-10-01 15:30:21 |\n", + "| 2511 | 0 | 25801 | 112 | 112.373 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 837 | 2018-10-01 15:30:21 |\n", + "| 2512 | 0 | 25863.3 | 112 | 112.373 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 838 | 2018-10-01 15:30:22 |\n", + "| 2513 | 0 | 25863.3 | 112 | 112.373 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 838 | 2018-10-01 15:30:22 |\n", + "| 2514 | 0 | 25863.3 | 111.75 | 112.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 838 | 2018-10-01 15:30:22 |\n", + "| 2515 | 5.25e+06 | 25891.4 | 111.75 | 112.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 839 | 2018-10-01 15:30:23 |\n", + "| 2516 | 5.25e+06 | 25891.4 | 111.75 | 112.123 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 839 | 2018-10-01 15:30:23 |\n", + "| 2517 | 5.25e+06 | 25891.4 | 111.75 | 111.873 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 839 | 2018-10-01 15:30:23 |\n", + "| 2518 | 0 | 25916.4 | 111.75 | 111.873 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 840 | 2018-10-01 15:30:24 |\n", + "| 2519 | 0 | 25916.4 | 111.75 | 111.873 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 840 | 2018-10-01 15:30:24 |\n", + "| 2520 | 0 | 25916.4 | 111.5 | 111.791 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 840 | 2018-10-01 15:30:24 |\n", + "| 2521 | 0 | 25855.1 | 111.5 | 111.791 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 841 | 2018-10-01 15:30:25 |\n", + "| 2522 | 0 | 25855.1 | 111.5 | 111.791 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 841 | 2018-10-01 15:30:25 |\n", + "| 2523 | 0 | 25855.1 | 111.25 | 111.596 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 841 | 2018-10-01 15:30:25 |\n", + "| 2524 | 0 | 25880.4 | 111.25 | 111.596 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 842 | 2018-10-01 15:30:26 |\n", + "| 2525 | 0 | 25880.4 | 111.25 | 111.596 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 842 | 2018-10-01 15:30:26 |\n", + "| 2526 | 0 | 25880.4 | 111 | 111.364 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 842 | 2018-10-01 15:30:26 |\n", + "| 2527 | 0 | 25976 | 111 | 111.364 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 843 | 2018-10-01 15:30:27 |\n", + "| 2528 | 0 | 25976 | 111 | 111.364 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 843 | 2018-10-01 15:30:27 |\n", + "| 2529 | 0 | 25976 | 110.75 | 111.12 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 843 | 2018-10-01 15:30:27 |\n", + "| 2530 | 0 | 25941.4 | 110.75 | 111.12 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 844 | 2018-10-01 15:30:28 |\n", + "| 2531 | 0 | 25941.4 | 110.75 | 111.12 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 844 | 2018-10-01 15:30:28 |\n", + "| 2532 | 0 | 25941.4 | 110.25 | 110.872 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 844 | 2018-10-01 15:30:28 |\n", + "| 2533 | 0 | 25898.9 | 110.25 | 110.872 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 845 | 2018-10-01 15:30:29 |\n", + "| 2534 | 0 | 25898.9 | 110.25 | 110.872 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 845 | 2018-10-01 15:30:29 |\n", + "| 2535 | 0 | 25898.9 | 110 | 110.455 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 845 | 2018-10-01 15:30:29 |\n", + "| 2536 | 0 | 25890 | 110 | 110.455 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 846 | 2018-10-01 15:30:30 |\n", + "| 2537 | 0 | 25890 | 110 | 110.455 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 846 | 2018-10-01 15:30:30 |\n", + "| 2538 | 0 | 25890 | 109.75 | 110.15 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 846 | 2018-10-01 15:30:30 |\n", + "| 2539 | 0 | 25932.5 | 109.75 | 110.15 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 847 | 2018-10-01 15:30:31 |\n", + "| 2540 | 0 | 25932.5 | 109.75 | 110.15 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 847 | 2018-10-01 15:30:31 |\n", + "| 2541 | 0 | 25932.5 | 109.5 | 109.882 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 847 | 2018-10-01 15:30:31 |\n", + "| 2542 | 0 | 25954.4 | 109.5 | 109.882 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 848 | 2018-10-01 15:30:32 |\n", + "| 2543 | 0 | 25954.4 | 109.5 | 109.882 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 848 | 2018-10-01 15:30:32 |\n", + "| 2544 | 0 | 25954.4 | 109.25 | 109.626 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 848 | 2018-10-01 15:30:32 |\n", + "| 2545 | 0 | 25934.5 | 109.25 | 109.626 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 849 | 2018-10-01 15:30:33 |\n", + "| 2546 | 0 | 25934.5 | 109.25 | 109.626 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 849 | 2018-10-01 15:30:33 |\n", + "| 2547 | 0 | 25934.5 | 109 | 109.374 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 849 | 2018-10-01 15:30:33 |\n", + "| 2548 | 0 | 25933 | 109 | 109.374 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 850 | 2018-10-01 15:30:34 |\n", + "| 2549 | 0 | 25933 | 109 | 109.374 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 850 | 2018-10-01 15:30:34 |\n", + "| 2550 | 0 | 25933 | 108.75 | 109.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 850 | 2018-10-01 15:30:34 |\n", + "| 2551 | 0 | 25976.2 | 108.75 | 109.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 851 | 2018-10-01 15:30:35 |\n", + "| 2552 | 0 | 25976.2 | 108.75 | 109.123 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 851 | 2018-10-01 15:30:35 |\n", + "| 2553 | 0 | 25976.2 | 108.5 | 108.873 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 851 | 2018-10-01 15:30:35 |\n", + "| 2554 | 0 | 26004.2 | 108.5 | 108.873 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 852 | 2018-10-01 15:30:36 |\n", + "| 2555 | 0 | 26004.2 | 108.5 | 108.873 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 852 | 2018-10-01 15:30:36 |\n", + "| 2556 | 0 | 26004.2 | 108.25 | 108.623 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 852 | 2018-10-01 15:30:36 |\n", + "| 2557 | 0 | 26105.4 | 108.25 | 108.623 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 853 | 2018-10-01 15:30:37 |\n", + "| 2558 | 0 | 26105.4 | 108.25 | 108.623 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 853 | 2018-10-01 15:30:37 |\n", + "| 2559 | 0 | 26105.4 | 108 | 108.373 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 853 | 2018-10-01 15:30:37 |\n", + "| 2560 | 0 | 26147.3 | 108 | 108.373 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 854 | 2018-10-01 15:30:38 |\n", + "| 2561 | 0 | 26147.3 | 108 | 108.373 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 854 | 2018-10-01 15:30:38 |\n", + "| 2562 | 0 | 26147.3 | 107.75 | 108.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 854 | 2018-10-01 15:30:38 |\n", + "| 2563 | 0 | 26162.1 | 107.75 | 108.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 855 | 2018-10-01 15:30:39 |\n", + "| 2564 | 0 | 26162.1 | 107.75 | 108.123 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 855 | 2018-10-01 15:30:39 |\n", + "| 2565 | 0 | 26162.1 | 107.25 | 107.873 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 855 | 2018-10-01 15:30:39 |\n", + "| 2566 | 0 | 26187.7 | 107.25 | 107.873 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 856 | 2018-10-01 15:30:40 |\n", + "| 2567 | 0 | 26187.7 | 107.25 | 107.873 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 856 | 2018-10-01 15:30:40 |\n", + "| 2568 | 0 | 26187.7 | 107 | 107.456 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 856 | 2018-10-01 15:30:40 |\n", + "| 2569 | 0 | 26173.1 | 107 | 107.456 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 857 | 2018-10-01 15:30:41 |\n", + "| 2570 | 0 | 26173.1 | 107 | 107.456 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 857 | 2018-10-01 15:30:41 |\n", + "| 2571 | 0 | 26173.1 | 106.75 | 107.15 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 857 | 2018-10-01 15:30:41 |\n", + "| 2572 | 0 | 26132.4 | 106.75 | 107.15 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 858 | 2018-10-01 15:30:42 |\n", + "| 2573 | 0 | 26132.4 | 106.75 | 107.15 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 858 | 2018-10-01 15:30:42 |\n", + "| 2574 | 0 | 26132.4 | 106.25 | 106.882 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 858 | 2018-10-01 15:30:42 |\n", + "| 2575 | 0 | 26139.6 | 106.25 | 106.882 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 859 | 2018-10-01 15:30:43 |\n", + "| 2576 | 0 | 26139.6 | 106.25 | 106.882 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 859 | 2018-10-01 15:30:43 |\n", + "| 2577 | 0 | 26139.6 | 106 | 106.459 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 859 | 2018-10-01 15:30:43 |\n", + "| 2578 | 0 | 26160 | 106 | 106.459 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 860 | 2018-10-01 15:30:44 |\n", + "| 2579 | 0 | 26160 | 106 | 106.459 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 860 | 2018-10-01 15:30:44 |\n", + "| 2580 | 0 | 26160 | 105.75 | 106.151 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 860 | 2018-10-01 15:30:44 |\n", + "| 2581 | 0 | 26101.9 | 105.75 | 106.151 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 861 | 2018-10-01 15:30:45 |\n", + "| 2582 | 0 | 26101.9 | 105.75 | 106.151 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 861 | 2018-10-01 15:30:45 |\n", + "| 2583 | 0 | 26101.9 | 105.5 | 105.882 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 861 | 2018-10-01 15:30:45 |\n", + "| 2584 | 5.25e+06 | 26080.1 | 105.5 | 105.882 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 862 | 2018-10-01 15:30:46 |\n", + "| 2585 | 5.25e+06 | 26080.1 | 105.5 | 105.882 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 862 | 2018-10-01 15:30:46 |\n", + "| 2586 | 5.25e+06 | 26080.1 | 105.5 | 105.626 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 862 | 2018-10-01 15:30:46 |\n", + "| 2587 | 0 | 26064.7 | 105.5 | 105.626 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 863 | 2018-10-01 15:30:47 |\n", + "| 2588 | 0 | 26064.7 | 105.5 | 105.626 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 863 | 2018-10-01 15:30:47 |\n", + "| 2589 | 0 | 26064.7 | 105.25 | 105.542 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 863 | 2018-10-01 15:30:47 |\n", + "| 2590 | 0 | 26075.8 | 105.25 | 105.542 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 864 | 2018-10-01 15:30:48 |\n", + "| 2591 | 0 | 26075.8 | 105.25 | 105.542 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 864 | 2018-10-01 15:30:48 |\n", + "| 2592 | 0 | 26075.8 | 105 | 105.346 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 864 | 2018-10-01 15:30:48 |\n", + "| 2593 | 0 | 26064.9 | 105 | 105.346 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 865 | 2018-10-01 15:30:49 |\n", + "| 2594 | 0 | 26064.9 | 105 | 105.346 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 865 | 2018-10-01 15:30:49 |\n", + "| 2595 | 0 | 26064.9 | 104.75 | 105.114 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 865 | 2018-10-01 15:30:49 |\n", + "| 2596 | 0 | 26083.5 | 104.75 | 105.114 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 866 | 2018-10-01 15:30:50 |\n", + "| 2597 | 0 | 26083.5 | 104.75 | 105.114 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 866 | 2018-10-01 15:30:50 |\n", + "| 2598 | 0 | 26083.5 | 104.5 | 104.87 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 866 | 2018-10-01 15:30:50 |\n", + "| 2599 | 0 | 26087.6 | 104.5 | 104.87 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 867 | 2018-10-01 15:30:51 |\n", + "| 2600 | 0 | 26087.6 | 104.5 | 104.87 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 867 | 2018-10-01 15:30:51 |\n", + "| 2601 | 0 | 26087.6 | 104.25 | 104.622 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 867 | 2018-10-01 15:30:51 |\n", + "| 2602 | 0 | 26131.8 | 104.25 | 104.622 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 868 | 2018-10-01 15:30:52 |\n", + "| 2603 | 0 | 26131.8 | 104.25 | 104.622 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 868 | 2018-10-01 15:30:52 |\n", + "| 2604 | 0 | 26131.8 | 104 | 104.373 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 868 | 2018-10-01 15:30:52 |\n", + "| 2605 | 0 | 26060.5 | 104 | 104.373 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 869 | 2018-10-01 15:30:53 |\n", + "| 2606 | 0 | 26060.5 | 104 | 104.373 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 869 | 2018-10-01 15:30:53 |\n", + "| 2607 | 0 | 26060.5 | 103.75 | 104.123 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 869 | 2018-10-01 15:30:53 |\n", + "| 2608 | 0 | 26129.5 | 103.75 | 104.123 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 870 | 2018-10-01 15:30:54 |\n", + "| 2609 | 0 | 26129.5 | 103.75 | 104.123 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 870 | 2018-10-01 15:30:54 |\n", + "| 2610 | 0 | 26129.5 | 103.25 | 103.873 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 870 | 2018-10-01 15:30:54 |\n", + "| 2611 | 0 | 26188.6 | 103.25 | 103.873 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 871 | 2018-10-01 15:30:55 |\n", + "| 2612 | 0 | 26188.6 | 103.25 | 103.873 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 871 | 2018-10-01 15:30:55 |\n", + "| 2613 | 0 | 26188.6 | 103 | 103.456 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 871 | 2018-10-01 15:30:55 |\n", + "| 2614 | 0 | 26190.7 | 103 | 103.456 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 872 | 2018-10-01 15:30:56 |\n", + "| 2615 | 0 | 26190.7 | 103 | 103.456 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 872 | 2018-10-01 15:30:56 |\n", + "| 2616 | 0 | 26190.7 | 102.75 | 103.15 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 872 | 2018-10-01 15:30:56 |\n", + "| 2617 | 0 | 26217.8 | 102.75 | 103.15 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 873 | 2018-10-01 15:30:57 |\n", + "| 2618 | 0 | 26217.8 | 102.75 | 103.15 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 873 | 2018-10-01 15:30:57 |\n", + "| 2619 | 0 | 26217.8 | 102.5 | 102.882 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 873 | 2018-10-01 15:30:57 |\n", + "| 2620 | 0 | 26243 | 102.5 | 102.882 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 874 | 2018-10-01 15:30:58 |\n", + "| 2621 | 0 | 26243 | 102.5 | 102.882 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 874 | 2018-10-01 15:30:58 |\n", + "| 2622 | 0 | 26243 | 102.25 | 102.626 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 874 | 2018-10-01 15:30:58 |\n", + "| 2623 | 0 | 26212.3 | 102.25 | 102.626 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 875 | 2018-10-01 15:30:59 |\n", + "| 2624 | 0 | 26212.3 | 102.25 | 102.626 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 875 | 2018-10-01 15:30:59 |\n", + "| 2625 | 0 | 26212.3 | 102 | 102.374 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 875 | 2018-10-01 15:30:59 |\n", + "| 2626 | 0 | 26219.2 | 102 | 102.374 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 876 | 2018-10-01 15:31:00 |\n", + "| 2627 | 0 | 26219.2 | 102 | 102.374 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 876 | 2018-10-01 15:31:00 |\n", + "| 2628 | 0 | 26219.2 | 101.5 | 102.123 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 876 | 2018-10-01 15:31:00 |\n", + "| 2629 | 0 | 26251.6 | 101.5 | 102.123 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 877 | 2018-10-01 15:31:01 |\n", + "| 2630 | 0 | 26251.6 | 101.5 | 102.123 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 877 | 2018-10-01 15:31:01 |\n", + "| 2631 | 0 | 26251.6 | 101.25 | 101.706 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 877 | 2018-10-01 15:31:01 |\n", + "| 2632 | 0 | 26264.5 | 101.25 | 101.706 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 878 | 2018-10-01 15:31:02 |\n", + "| 2633 | 0 | 26264.5 | 101.25 | 101.706 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 878 | 2018-10-01 15:31:02 |\n", + "| 2634 | 0 | 26264.5 | 101 | 101.4 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 878 | 2018-10-01 15:31:02 |\n", + "| 2635 | 0 | 26308.3 | 101 | 101.4 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 879 | 2018-10-01 15:31:03 |\n", + "| 2636 | 0 | 26308.3 | 101 | 101.4 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 879 | 2018-10-01 15:31:03 |\n", + "| 2637 | 0 | 26308.3 | 100.75 | 101.132 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 879 | 2018-10-01 15:31:03 |\n", + "| 2638 | 0 | 26312.3 | 100.75 | 101.132 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 880 | 2018-10-01 15:31:04 |\n", + "| 2639 | 0 | 26312.3 | 100.75 | 101.132 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 880 | 2018-10-01 15:31:04 |\n", + "| 2640 | 0 | 26312.3 | 100.5 | 100.876 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 880 | 2018-10-01 15:31:04 |\n", + "| 2641 | 0 | 26315.6 | 100.5 | 100.876 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 881 | 2018-10-01 15:31:05 |\n", + "| 2642 | 0 | 26315.6 | 100.5 | 100.876 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 881 | 2018-10-01 15:31:05 |\n", + "| 2643 | 0 | 26315.6 | 100.25 | 100.624 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 881 | 2018-10-01 15:31:05 |\n", + "| 2644 | 0 | 26283.7 | 100.25 | 100.624 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 882 | 2018-10-01 15:31:06 |\n", + "| 2645 | 0 | 26283.7 | 100.25 | 100.624 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 882 | 2018-10-01 15:31:06 |\n", + "| 2646 | 0 | 26283.7 | 100 | 100.373 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 882 | 2018-10-01 15:31:06 |\n", + "| 2647 | 0 | 26268.5 | 100 | 100.373 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 883 | 2018-10-01 15:31:07 |\n", + "| 2648 | 0 | 26268.5 | 100 | 100.373 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 883 | 2018-10-01 15:31:07 |\n", + "| 2649 | 0 | 26268.5 | 99.5 | 100.123 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 883 | 2018-10-01 15:31:07 |\n", + "| 2650 | 0 | 26249.3 | 99.5 | 100.123 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 884 | 2018-10-01 15:31:08 |\n", + "| 2651 | 0 | 26249.3 | 99.5 | 100.123 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 884 | 2018-10-01 15:31:08 |\n", + "| 2652 | 0 | 26249.3 | 99.25 | 99.7057 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 884 | 2018-10-01 15:31:08 |\n", + "| 2653 | 0 | 26320.4 | 99.25 | 99.7057 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 885 | 2018-10-01 15:31:09 |\n", + "| 2654 | 0 | 26320.4 | 99.25 | 99.7057 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 885 | 2018-10-01 15:31:09 |\n", + "| 2655 | 0 | 26320.4 | 98.75 | 99.4004 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 885 | 2018-10-01 15:31:09 |\n", + "| 2656 | 0 | 26330.4 | 98.75 | 99.4004 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 886 | 2018-10-01 15:31:10 |\n", + "| 2657 | 0 | 26330.4 | 98.75 | 99.4004 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 886 | 2018-10-01 15:31:10 |\n", + "| 2658 | 0 | 26330.4 | 98.5 | 98.9646 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 886 | 2018-10-01 15:31:10 |\n", + "| 2659 | 5.25e+06 | 26288.7 | 98.5 | 98.9646 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 887 | 2018-10-01 15:31:11 |\n", + "| 2660 | 5.25e+06 | 26288.7 | 98.5 | 98.9646 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 887 | 2018-10-01 15:31:11 |\n", + "| 2661 | 5.25e+06 | 26288.7 | 98.5 | 98.6533 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 887 | 2018-10-01 15:31:11 |\n", + "| 2662 | 5.25e+06 | 26305.4 | 98.5 | 98.6533 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 888 | 2018-10-01 15:31:12 |\n", + "| 2663 | 5.25e+06 | 26305.4 | 98.5 | 98.6533 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 888 | 2018-10-01 15:31:12 |\n", + "| 2664 | 5.25e+06 | 26305.4 | 98.5 | 98.5506 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 888 | 2018-10-01 15:31:12 |\n", + "| 2665 | 5.25e+06 | 26297.4 | 98.5 | 98.5506 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 889 | 2018-10-01 15:31:13 |\n", + "| 2666 | 5.25e+06 | 26297.4 | 98.5 | 98.5506 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 889 | 2018-10-01 15:31:13 |\n", + "| 2667 | 5.25e+06 | 26297.4 | 98.5 | 98.5167 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 889 | 2018-10-01 15:31:13 |\n", + "| 2668 | 0 | 26317.3 | 98.5 | 98.5167 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 890 | 2018-10-01 15:31:14 |\n", + "| 2669 | 0 | 26317.3 | 98.5 | 98.5167 | 0 | 0 | 2.1e+07 | 2 | 1 | 890 | 2018-10-01 15:31:14 |\n", + "| 2670 | 0 | 26317.3 | 98.5 | 98.5055 | 0 | 0 | 2.1e+07 | 3 | 1 | 890 | 2018-10-01 15:31:14 |\n", + "| 2671 | 5.25e+06 | 26252.7 | 98.5 | 98.5055 | 0 | 0 | 2.1e+07 | 1 | 1 | 891 | 2018-10-01 15:31:15 |\n", + "| 2672 | 5.25e+06 | 26252.7 | 98.5 | 98.5055 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 891 | 2018-10-01 15:31:15 |\n", + "| 2673 | 5.25e+06 | 26252.7 | 98.5 | 98.5018 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 891 | 2018-10-01 15:31:15 |\n", + "| 2674 | 0 | 26276.8 | 98.5 | 98.5018 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 892 | 2018-10-01 15:31:16 |\n", + "| 2675 | 0 | 26276.8 | 98.5 | 98.5018 | 0 | 0 | 2.1e+07 | 2 | 1 | 892 | 2018-10-01 15:31:16 |\n", + "| 2676 | 0 | 26276.8 | 98.5 | 98.5006 | 0 | 0 | 2.1e+07 | 3 | 1 | 892 | 2018-10-01 15:31:16 |\n", + "| 2677 | 5.25e+06 | 26236.7 | 98.5 | 98.5006 | 0 | 0 | 2.1e+07 | 1 | 1 | 893 | 2018-10-01 15:31:17 |\n", + "| 2678 | 5.25e+06 | 26236.7 | 98.5 | 98.5006 | 0 | 0 | 2.1e+07 | 2 | 1 | 893 | 2018-10-01 15:31:17 |\n", + "| 2679 | 5.25e+06 | 26236.7 | 98.75 | 98.5002 | 0 | 0 | 2.1e+07 | 3 | 1 | 893 | 2018-10-01 15:31:17 |\n", + "| 2680 | 5.25e+06 | 26175.9 | 98.75 | 98.5002 | 0 | 0 | 2.1e+07 | 1 | 1 | 894 | 2018-10-01 15:31:18 |\n", + "| 2681 | 5.25e+06 | 26175.9 | 98.75 | 98.5002 | 0 | 0 | 2.1e+07 | 2 | 1 | 894 | 2018-10-01 15:31:18 |\n", + "| 2682 | 5.25e+06 | 26175.9 | 99 | 98.6676 | 0 | 0 | 2.1e+07 | 3 | 1 | 894 | 2018-10-01 15:31:18 |\n", + "| 2683 | 1.05e+07 | 26196.5 | 99 | 98.6676 | 0 | 0 | 2.1e+07 | 1 | 1 | 895 | 2018-10-01 15:31:19 |\n", + "| 2684 | 1.05e+07 | 26196.5 | 99 | 98.6676 | 0 | 0 | 2.1e+07 | 2 | 1 | 895 | 2018-10-01 15:31:19 |\n", + "| 2685 | 1.05e+07 | 26196.5 | 99.5 | 98.8903 | 0 | 0 | 2.1e+07 | 3 | 1 | 895 | 2018-10-01 15:31:19 |\n", + "| 2686 | 1.05e+07 | 26134.3 | 99.5 | 98.8903 | 0 | 0 | 2.1e+07 | 1 | 1 | 896 | 2018-10-01 15:31:20 |\n", + "| 2687 | 1.05e+07 | 26134.3 | 99.5 | 98.8903 | 0 | 0 | 2.1e+07 | 2 | 1 | 896 | 2018-10-01 15:31:20 |\n", + "| 2688 | 1.05e+07 | 26134.3 | 100 | 99.2988 | 0 | 0 | 2.1e+07 | 3 | 1 | 896 | 2018-10-01 15:31:20 |\n", + "| 2689 | 5.25e+06 | 26115.7 | 100 | 99.2988 | 0 | 0 | 2.1e+07 | 1 | 1 | 897 | 2018-10-01 15:31:21 |\n", + "| 2690 | 5.25e+06 | 26115.7 | 100 | 99.2988 | 0 | 0 | 2.1e+07 | 2 | 1 | 897 | 2018-10-01 15:31:21 |\n", + "| 2691 | 5.25e+06 | 26115.7 | 100.25 | 99.7686 | 0 | 0 | 2.1e+07 | 3 | 1 | 897 | 2018-10-01 15:31:21 |\n", + "| 2692 | 5.25e+06 | 26124.2 | 100.25 | 99.7686 | 0 | 0 | 2.1e+07 | 1 | 1 | 898 | 2018-10-01 15:31:22 |\n", + "| 2693 | 5.25e+06 | 26124.2 | 100.25 | 99.7686 | 0 | 0 | 2.1e+07 | 2 | 1 | 898 | 2018-10-01 15:31:22 |\n", + "| 2694 | 5.25e+06 | 26124.2 | 100.5 | 100.091 | 0 | 0 | 2.1e+07 | 3 | 1 | 898 | 2018-10-01 15:31:22 |\n", + "| 2695 | 5.25e+06 | 26149.7 | 100.5 | 100.091 | 0 | 0 | 2.1e+07 | 1 | 1 | 899 | 2018-10-01 15:31:23 |\n", + "| 2696 | 5.25e+06 | 26149.7 | 100.5 | 100.091 | 0 | 0 | 2.1e+07 | 2 | 1 | 899 | 2018-10-01 15:31:23 |\n", + "| 2697 | 5.25e+06 | 26149.7 | 100.75 | 100.365 | 0 | 0 | 2.1e+07 | 3 | 1 | 899 | 2018-10-01 15:31:23 |\n", + "| 2698 | 5.25e+06 | 26180.7 | 100.75 | 100.365 | 0 | 0 | 2.1e+07 | 1 | 1 | 900 | 2018-10-01 15:31:24 |\n", + "| 2699 | 5.25e+06 | 26180.7 | 100.75 | 100.365 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 900 | 2018-10-01 15:31:24 |\n", + "| 2700 | 5.25e+06 | 26180.7 | 100.75 | 100.623 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 900 | 2018-10-01 15:31:24 |\n", + "| 2701 | 5.25e+06 | 26179.2 | 100.75 | 100.623 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 901 | 2018-10-01 15:31:25 |\n", + "| 2702 | 5.25e+06 | 26179.2 | 100.75 | 100.623 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 901 | 2018-10-01 15:31:25 |\n", + "| 2703 | 5.25e+06 | 26179.2 | 100.75 | 100.708 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 901 | 2018-10-01 15:31:25 |\n", + "| 2704 | 0 | 26144.5 | 100.75 | 100.708 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 902 | 2018-10-01 15:31:26 |\n", + "| 2705 | 0 | 26144.5 | 100.75 | 100.708 | 0 | 0 | 2.1e+07 | 2 | 1 | 902 | 2018-10-01 15:31:26 |\n", + "| 2706 | 0 | 26144.5 | 100.75 | 100.736 | 0 | 0 | 2.1e+07 | 3 | 1 | 902 | 2018-10-01 15:31:26 |\n", + "| 2707 | 0 | 26224.7 | 100.75 | 100.736 | 0 | 0 | 2.1e+07 | 1 | 1 | 903 | 2018-10-01 15:31:27 |\n", + "| 2708 | 0 | 26224.7 | 100.75 | 100.736 | 0 | 0 | 2.1e+07 | 2 | 1 | 903 | 2018-10-01 15:31:27 |\n", + "| 2709 | 0 | 26224.7 | 100.75 | 100.745 | 0 | 0 | 2.1e+07 | 3 | 1 | 903 | 2018-10-01 15:31:27 |\n", + "| 2710 | 0 | 26199.4 | 100.75 | 100.745 | 0 | 0 | 2.1e+07 | 1 | 1 | 904 | 2018-10-01 15:31:28 |\n", + "| 2711 | 0 | 26199.4 | 100.75 | 100.745 | 0 | 0 | 2.1e+07 | 2 | 1 | 904 | 2018-10-01 15:31:28 |\n", + "| 2712 | 0 | 26199.4 | 100.75 | 100.748 | 0 | 0 | 2.1e+07 | 3 | 1 | 904 | 2018-10-01 15:31:28 |\n", + "| 2713 | 0 | 26274.6 | 100.75 | 100.748 | 0 | 0 | 2.1e+07 | 1 | 1 | 905 | 2018-10-01 15:31:29 |\n", + "| 2714 | 0 | 26274.6 | 100.75 | 100.748 | 0 | 0 | 2.1e+07 | 2 | 1 | 905 | 2018-10-01 15:31:29 |\n", + "| 2715 | 0 | 26274.6 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 905 | 2018-10-01 15:31:29 |\n", + "| 2716 | 0 | 26255.7 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 906 | 2018-10-01 15:31:30 |\n", + "| 2717 | 0 | 26255.7 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 906 | 2018-10-01 15:31:30 |\n", + "| 2718 | 0 | 26255.7 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 906 | 2018-10-01 15:31:30 |\n", + "| 2719 | 5.25e+06 | 26304.1 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 907 | 2018-10-01 15:31:31 |\n", + "| 2720 | 5.25e+06 | 26304.1 | 100.75 | 100.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 907 | 2018-10-01 15:31:31 |\n", + "| 2721 | 5.25e+06 | 26304.1 | 100.75 | 100.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 907 | 2018-10-01 15:31:31 |\n", + "| 2722 | 0 | 26348.7 | 100.75 | 100.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 908 | 2018-10-01 15:31:32 |\n", + "| 2723 | 0 | 26348.7 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 908 | 2018-10-01 15:31:32 |\n", + "| 2724 | 0 | 26348.7 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 908 | 2018-10-01 15:31:32 |\n", + "| 2725 | 0 | 26305.1 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 909 | 2018-10-01 15:31:33 |\n", + "| 2726 | 0 | 26305.1 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 909 | 2018-10-01 15:31:33 |\n", + "| 2727 | 0 | 26305.1 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 909 | 2018-10-01 15:31:33 |\n", + "| 2728 | 0 | 26319.9 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 910 | 2018-10-01 15:31:34 |\n", + "| 2729 | 0 | 26319.9 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 910 | 2018-10-01 15:31:34 |\n", + "| 2730 | 0 | 26319.9 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 910 | 2018-10-01 15:31:34 |\n", + "| 2731 | 0 | 26351.4 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 911 | 2018-10-01 15:31:35 |\n", + "| 2732 | 0 | 26351.4 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 911 | 2018-10-01 15:31:35 |\n", + "| 2733 | 0 | 26351.4 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 911 | 2018-10-01 15:31:35 |\n", + "| 2734 | 0 | 26380.6 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 912 | 2018-10-01 15:31:36 |\n", + "| 2735 | 0 | 26380.6 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 912 | 2018-10-01 15:31:36 |\n", + "| 2736 | 0 | 26380.6 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 912 | 2018-10-01 15:31:36 |\n", + "| 2737 | 0 | 26372.3 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 913 | 2018-10-01 15:31:37 |\n", + "| 2738 | 0 | 26372.3 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 913 | 2018-10-01 15:31:37 |\n", + "| 2739 | 0 | 26372.3 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 913 | 2018-10-01 15:31:37 |\n", + "| 2740 | 0 | 26384.9 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 914 | 2018-10-01 15:31:38 |\n", + "| 2741 | 0 | 26384.9 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 914 | 2018-10-01 15:31:38 |\n", + "| 2742 | 0 | 26384.9 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 914 | 2018-10-01 15:31:38 |\n", + "| 2743 | 0 | 26368.5 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 915 | 2018-10-01 15:31:39 |\n", + "| 2744 | 0 | 26368.5 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 915 | 2018-10-01 15:31:39 |\n", + "| 2745 | 0 | 26368.5 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 915 | 2018-10-01 15:31:39 |\n", + "| 2746 | 0 | 26319.7 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 916 | 2018-10-01 15:31:40 |\n", + "| 2747 | 0 | 26319.7 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 2 | 1 | 916 | 2018-10-01 15:31:40 |\n", + "| 2748 | 0 | 26319.7 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 3 | 1 | 916 | 2018-10-01 15:31:40 |\n", + "| 2749 | 0 | 26360.7 | 100.75 | 100.75 | 0 | 0 | 2.1e+07 | 1 | 1 | 917 | 2018-10-01 15:31:41 |\n", + "| 2750 | 0 | 26360.7 | 100.75 | 100.75 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 917 | 2018-10-01 15:31:41 |\n", + "| 2751 | 0 | 26360.7 | 100.5 | 100.75 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 917 | 2018-10-01 15:31:41 |\n", + "| 2752 | 0 | 26337.3 | 100.5 | 100.75 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 918 | 2018-10-01 15:31:42 |\n", + "| 2753 | 0 | 26337.3 | 100.5 | 100.75 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 918 | 2018-10-01 15:31:42 |\n", + "| 2754 | 0 | 26337.3 | 100 | 100.582 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 918 | 2018-10-01 15:31:42 |\n", + "| 2755 | 0 | 26394.8 | 100 | 100.582 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 919 | 2018-10-01 15:31:43 |\n", + "| 2756 | 0 | 26394.8 | 100 | 100.582 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 919 | 2018-10-01 15:31:43 |\n", + "| 2757 | 0 | 26394.8 | 99.5 | 100.192 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 919 | 2018-10-01 15:31:43 |\n", + "| 2758 | 0 | 26419.9 | 99.5 | 100.192 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 920 | 2018-10-01 15:31:44 |\n", + "| 2759 | 0 | 26419.9 | 99.5 | 100.192 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 920 | 2018-10-01 15:31:44 |\n", + "| 2760 | 0 | 26419.9 | 99.25 | 99.7284 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 920 | 2018-10-01 15:31:44 |\n", + "| 2761 | 5.25e+06 | 26382.7 | 99.25 | 99.7284 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 921 | 2018-10-01 15:31:45 |\n", + "| 2762 | 5.25e+06 | 26382.7 | 99.25 | 99.7284 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 921 | 2018-10-01 15:31:45 |\n", + "| 2763 | 5.25e+06 | 26382.7 | 99.25 | 99.4079 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 921 | 2018-10-01 15:31:45 |\n", + "| 2764 | 5.25e+06 | 26376 | 99.25 | 99.4079 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 922 | 2018-10-01 15:31:46 |\n", + "| 2765 | 5.25e+06 | 26376 | 99.25 | 99.4079 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 922 | 2018-10-01 15:31:46 |\n", + "| 2766 | 5.25e+06 | 26376 | 99.25 | 99.3021 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 922 | 2018-10-01 15:31:46 |\n", + "| 2767 | 5.25e+06 | 26364.1 | 99.25 | 99.3021 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 923 | 2018-10-01 15:31:47 |\n", + "| 2768 | 5.25e+06 | 26364.1 | 99.25 | 99.3021 | 0 | 0 | 2.1e+07 | 2 | 1 | 923 | 2018-10-01 15:31:47 |\n", + "| 2769 | 5.25e+06 | 26364.1 | 99.5 | 99.2672 | 0 | 0 | 2.1e+07 | 3 | 1 | 923 | 2018-10-01 15:31:47 |\n", + "| 2770 | 5.25e+06 | 26327.8 | 99.5 | 99.2672 | 0 | 0 | 2.1e+07 | 1 | 1 | 924 | 2018-10-01 15:31:48 |\n", + "| 2771 | 5.25e+06 | 26327.8 | 99.5 | 99.2672 | 0 | 0 | 2.1e+07 | 2 | 1 | 924 | 2018-10-01 15:31:48 |\n", + "| 2772 | 5.25e+06 | 26327.8 | 99.75 | 99.4232 | 0 | 0 | 2.1e+07 | 3 | 1 | 924 | 2018-10-01 15:31:48 |\n", + "| 2773 | 1.05e+07 | 26348.7 | 99.75 | 99.4232 | 0 | 0 | 2.1e+07 | 1 | 1 | 925 | 2018-10-01 15:31:49 |\n", + "| 2774 | 1.05e+07 | 26348.7 | 99.75 | 99.4232 | 0 | 0 | 2.1e+07 | 2 | 1 | 925 | 2018-10-01 15:31:49 |\n", + "| 2775 | 1.05e+07 | 26348.7 | 100.25 | 99.6421 | 0 | 0 | 2.1e+07 | 3 | 1 | 925 | 2018-10-01 15:31:49 |\n", + "| 2776 | 5.25e+06 | 26328.7 | 100.25 | 99.6421 | 0 | 0 | 2.1e+07 | 1 | 1 | 926 | 2018-10-01 15:31:50 |\n", + "| 2777 | 5.25e+06 | 26328.7 | 100.25 | 99.6421 | 0 | 0 | 2.1e+07 | 2 | 1 | 926 | 2018-10-01 15:31:50 |\n", + "| 2778 | 5.25e+06 | 26328.7 | 100.5 | 100.049 | 0 | 0 | 2.1e+07 | 3 | 1 | 926 | 2018-10-01 15:31:50 |\n", + "| 2779 | 5.25e+06 | 26396.7 | 100.5 | 100.049 | 0 | 0 | 2.1e+07 | 1 | 1 | 927 | 2018-10-01 15:31:51 |\n", + "| 2780 | 5.25e+06 | 26396.7 | 100.5 | 100.049 | 0 | 0 | 2.1e+07 | 2 | 1 | 927 | 2018-10-01 15:31:51 |\n", + "| 2781 | 5.25e+06 | 26396.7 | 100.75 | 100.351 | 0 | 0 | 2.1e+07 | 3 | 1 | 927 | 2018-10-01 15:31:51 |\n", + "| 2782 | 5.25e+06 | 26432.6 | 100.75 | 100.351 | 0 | 0 | 2.1e+07 | 1 | 1 | 928 | 2018-10-01 15:31:52 |\n", + "| 2783 | 5.25e+06 | 26432.6 | 100.75 | 100.351 | 0 | 0 | 2.1e+07 | 2 | 1 | 928 | 2018-10-01 15:31:52 |\n", + "| 2784 | 5.25e+06 | 26432.6 | 101 | 100.618 | 0 | 0 | 2.1e+07 | 3 | 1 | 928 | 2018-10-01 15:31:52 |\n", + "| 2785 | 5.25e+06 | 26395.9 | 101 | 100.618 | 0 | 0 | 2.1e+07 | 1 | 1 | 929 | 2018-10-01 15:31:53 |\n", + "| 2786 | 5.25e+06 | 26395.9 | 101 | 100.618 | 0 | 0 | 2.1e+07 | 2 | 1 | 929 | 2018-10-01 15:31:53 |\n", + "| 2787 | 5.25e+06 | 26395.9 | 101.25 | 100.874 | 0 | 0 | 2.1e+07 | 3 | 1 | 929 | 2018-10-01 15:31:53 |\n", + "| 2788 | 1.05e+07 | 26395.1 | 101.25 | 100.874 | 0 | 0 | 2.1e+07 | 1 | 1 | 930 | 2018-10-01 15:31:54 |\n", + "| 2789 | 1.05e+07 | 26395.1 | 101.25 | 100.874 | 0 | 0 | 2.1e+07 | 2 | 1 | 930 | 2018-10-01 15:31:54 |\n", + "| 2790 | 1.05e+07 | 26395.1 | 101.75 | 101.126 | 0 | 0 | 2.1e+07 | 3 | 1 | 930 | 2018-10-01 15:31:54 |\n", + "| 2791 | 5.25e+06 | 26385.7 | 101.75 | 101.126 | 0 | 0 | 2.1e+07 | 1 | 1 | 931 | 2018-10-01 15:31:55 |\n", + "| 2792 | 5.25e+06 | 26385.7 | 101.75 | 101.126 | 0 | 0 | 2.1e+07 | 2 | 1 | 931 | 2018-10-01 15:31:55 |\n", + "| 2793 | 5.25e+06 | 26385.7 | 102 | 101.544 | 0 | 0 | 2.1e+07 | 3 | 1 | 931 | 2018-10-01 15:31:55 |\n", + "| 2794 | 5.25e+06 | 26320.5 | 102 | 101.544 | 0 | 0 | 2.1e+07 | 1 | 1 | 932 | 2018-10-01 15:31:56 |\n", + "| 2795 | 5.25e+06 | 26320.5 | 102 | 101.544 | 0 | 0 | 2.1e+07 | 2 | 1 | 932 | 2018-10-01 15:31:56 |\n", + "| 2796 | 5.25e+06 | 26320.5 | 102.25 | 101.85 | 0 | 0 | 2.1e+07 | 3 | 1 | 932 | 2018-10-01 15:31:56 |\n", + "| 2797 | 5.25e+06 | 26359.3 | 102.25 | 101.85 | 0 | 0 | 2.1e+07 | 1 | 1 | 933 | 2018-10-01 15:31:57 |\n", + "| 2798 | 5.25e+06 | 26359.3 | 102.25 | 101.85 | 0 | 0 | 2.1e+07 | 2 | 1 | 933 | 2018-10-01 15:31:57 |\n", + "| 2799 | 5.25e+06 | 26359.3 | 102.5 | 102.118 | 0 | 0 | 2.1e+07 | 3 | 1 | 933 | 2018-10-01 15:31:57 |\n", + "| 2800 | 5.25e+06 | 26398.9 | 102.5 | 102.118 | 0 | 0 | 2.1e+07 | 1 | 1 | 934 | 2018-10-01 15:31:58 |\n", + "| 2801 | 5.25e+06 | 26398.9 | 102.5 | 102.118 | 0 | 0 | 2.1e+07 | 2 | 1 | 934 | 2018-10-01 15:31:58 |\n", + "| 2802 | 5.25e+06 | 26398.9 | 102.75 | 102.374 | 0 | 0 | 2.1e+07 | 3 | 1 | 934 | 2018-10-01 15:31:58 |\n", + "| 2803 | 5.25e+06 | 26437.4 | 102.75 | 102.374 | 0 | 0 | 2.1e+07 | 1 | 1 | 935 | 2018-10-01 15:31:59 |\n", + "| 2804 | 5.25e+06 | 26437.4 | 102.75 | 102.374 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 935 | 2018-10-01 15:31:59 |\n", + "| 2805 | 5.25e+06 | 26437.4 | 102.75 | 102.626 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 935 | 2018-10-01 15:31:59 |\n", + "| 2806 | 5.25e+06 | 26418.4 | 102.75 | 102.626 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 936 | 2018-10-01 15:32:00 |\n", + "| 2807 | 5.25e+06 | 26418.4 | 102.75 | 102.626 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 936 | 2018-10-01 15:32:00 |\n", + "| 2808 | 5.25e+06 | 26418.4 | 102.75 | 102.709 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 936 | 2018-10-01 15:32:00 |\n", + "| 2809 | 0 | 26462.9 | 102.75 | 102.709 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 937 | 2018-10-01 15:32:01 |\n", + "| 2810 | 0 | 26462.9 | 102.75 | 102.709 | 0 | 0 | 2.1e+07 | 2 | 1 | 937 | 2018-10-01 15:32:01 |\n", + "| 2811 | 0 | 26462.9 | 102.75 | 102.736 | 0 | 0 | 2.1e+07 | 3 | 1 | 937 | 2018-10-01 15:32:01 |\n", + "| 2812 | 0 | 26454.2 | 102.75 | 102.736 | 0 | 0 | 2.1e+07 | 1 | 1 | 938 | 2018-10-01 15:32:02 |\n", + "| 2813 | 0 | 26454.2 | 102.75 | 102.736 | 0 | 0 | 2.1e+07 | 2 | 1 | 938 | 2018-10-01 15:32:02 |\n", + "| 2814 | 0 | 26454.2 | 102.75 | 102.746 | 0 | 0 | 2.1e+07 | 3 | 1 | 938 | 2018-10-01 15:32:02 |\n", + "| 2815 | 0 | 26493.2 | 102.75 | 102.746 | 0 | 0 | 2.1e+07 | 1 | 1 | 939 | 2018-10-01 15:32:03 |\n", + "| 2816 | 0 | 26493.2 | 102.75 | 102.746 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 939 | 2018-10-01 15:32:03 |\n", + "| 2817 | 0 | 26493.2 | 102.5 | 102.749 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 939 | 2018-10-01 15:32:03 |\n", + "| 2818 | 0 | 26568.7 | 102.5 | 102.749 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 940 | 2018-10-01 15:32:04 |\n", + "| 2819 | 0 | 26568.7 | 102.5 | 102.749 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 940 | 2018-10-01 15:32:04 |\n", + "| 2820 | 0 | 26568.7 | 102.25 | 102.582 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 940 | 2018-10-01 15:32:04 |\n", + "| 2821 | 0 | 26574.5 | 102.25 | 102.582 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 941 | 2018-10-01 15:32:05 |\n", + "| 2822 | 0 | 26574.5 | 102.25 | 102.582 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 941 | 2018-10-01 15:32:05 |\n", + "| 2823 | 0 | 26574.5 | 101.75 | 102.36 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 941 | 2018-10-01 15:32:05 |\n", + "| 2824 | 0 | 26515.4 | 101.75 | 102.36 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 942 | 2018-10-01 15:32:06 |\n", + "| 2825 | 0 | 26515.4 | 101.75 | 102.36 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 942 | 2018-10-01 15:32:06 |\n", + "| 2826 | 0 | 26515.4 | 101.5 | 101.951 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 942 | 2018-10-01 15:32:06 |\n", + "| 2827 | 0 | 26502.2 | 101.5 | 101.951 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 943 | 2018-10-01 15:32:07 |\n", + "| 2828 | 0 | 26502.2 | 101.5 | 101.951 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 943 | 2018-10-01 15:32:07 |\n", + "| 2829 | 0 | 26502.2 | 101.25 | 101.649 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 943 | 2018-10-01 15:32:07 |\n", + "| 2830 | 0 | 26528.9 | 101.25 | 101.649 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 944 | 2018-10-01 15:32:08 |\n", + "| 2831 | 0 | 26528.9 | 101.25 | 101.649 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 944 | 2018-10-01 15:32:08 |\n", + "| 2832 | 0 | 26528.9 | 101 | 101.382 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 944 | 2018-10-01 15:32:08 |\n", + "| 2833 | 0 | 26579.7 | 101 | 101.382 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 945 | 2018-10-01 15:32:09 |\n", + "| 2834 | 0 | 26579.7 | 101 | 101.382 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 945 | 2018-10-01 15:32:09 |\n", + "| 2835 | 0 | 26579.7 | 100.75 | 101.126 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 945 | 2018-10-01 15:32:09 |\n", + "| 2836 | 0 | 26532.5 | 100.75 | 101.126 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 946 | 2018-10-01 15:32:10 |\n", + "| 2837 | 0 | 26532.5 | 100.75 | 101.126 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 946 | 2018-10-01 15:32:10 |\n", + "| 2838 | 0 | 26532.5 | 100.5 | 100.874 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 946 | 2018-10-01 15:32:10 |\n", + "| 2839 | 0 | 26524.5 | 100.5 | 100.874 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 947 | 2018-10-01 15:32:11 |\n", + "| 2840 | 0 | 26524.5 | 100.5 | 100.874 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 947 | 2018-10-01 15:32:11 |\n", + "| 2841 | 0 | 26524.5 | 100.25 | 100.623 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 947 | 2018-10-01 15:32:11 |\n", + "| 2842 | 5.25e+06 | 26534.3 | 100.25 | 100.623 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 948 | 2018-10-01 15:32:12 |\n", + "| 2843 | 5.25e+06 | 26534.3 | 100.25 | 100.623 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 948 | 2018-10-01 15:32:12 |\n", + "| 2844 | 5.25e+06 | 26534.3 | 100.25 | 100.373 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 948 | 2018-10-01 15:32:12 |\n", + "| 2845 | 0 | 26552.4 | 100.25 | 100.373 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 949 | 2018-10-01 15:32:13 |\n", + "| 2846 | 0 | 26552.4 | 100.25 | 100.373 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 949 | 2018-10-01 15:32:13 |\n", + "| 2847 | 0 | 26552.4 | 100 | 100.291 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 949 | 2018-10-01 15:32:13 |\n", + "| 2848 | 0 | 26590.3 | 100 | 100.291 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 950 | 2018-10-01 15:32:14 |\n", + "| 2849 | 0 | 26590.3 | 100 | 100.291 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 950 | 2018-10-01 15:32:14 |\n", + "| 2850 | 0 | 26590.3 | 99.75 | 100.096 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 950 | 2018-10-01 15:32:14 |\n", + "| 2851 | 5.25e+06 | 26550.8 | 99.75 | 100.096 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 951 | 2018-10-01 15:32:15 |\n", + "| 2852 | 5.25e+06 | 26550.8 | 99.75 | 100.096 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 951 | 2018-10-01 15:32:15 |\n", + "| 2853 | 5.25e+06 | 26550.8 | 99.5 | 99.8642 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 951 | 2018-10-01 15:32:15 |\n", + "| 2854 | 0 | 26533.2 | 99.5 | 99.8642 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 952 | 2018-10-01 15:32:16 |\n", + "| 2855 | 0 | 26533.2 | 99.5 | 99.8642 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 952 | 2018-10-01 15:32:16 |\n", + "| 2856 | 0 | 26533.2 | 99.25 | 99.6202 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 952 | 2018-10-01 15:32:16 |\n", + "| 2857 | 5.25e+06 | 26575.2 | 99.25 | 99.6202 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 953 | 2018-10-01 15:32:17 |\n", + "| 2858 | 5.25e+06 | 26575.2 | 99.25 | 99.6202 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 953 | 2018-10-01 15:32:17 |\n", + "| 2859 | 5.25e+06 | 26575.2 | 99.25 | 99.3722 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 953 | 2018-10-01 15:32:17 |\n", + "| 2860 | 5.25e+06 | 26591.5 | 99.25 | 99.3722 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 954 | 2018-10-01 15:32:18 |\n", + "| 2861 | 5.25e+06 | 26591.5 | 99.25 | 99.3722 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 954 | 2018-10-01 15:32:18 |\n", + "| 2862 | 5.25e+06 | 26591.5 | 99.25 | 99.2903 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 954 | 2018-10-01 15:32:18 |\n", + "| 2863 | 5.25e+06 | 26610.2 | 99.25 | 99.2903 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 955 | 2018-10-01 15:32:19 |\n", + "| 2864 | 5.25e+06 | 26610.2 | 99.25 | 99.2903 | 0 | 0 | 2.1e+07 | 2 | 1 | 955 | 2018-10-01 15:32:19 |\n", + "| 2865 | 5.25e+06 | 26610.2 | 99.5 | 99.2633 | 0 | 0 | 2.1e+07 | 3 | 1 | 955 | 2018-10-01 15:32:19 |\n", + "| 2866 | 5.25e+06 | 26657.1 | 99.5 | 99.2633 | 0 | 0 | 2.1e+07 | 1 | 1 | 956 | 2018-10-01 15:32:20 |\n", + "| 2867 | 5.25e+06 | 26657.1 | 99.5 | 99.2633 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 956 | 2018-10-01 15:32:20 |\n", + "| 2868 | 5.25e+06 | 26657.1 | 99.5 | 99.4219 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 956 | 2018-10-01 15:32:20 |\n", + "| 2869 | 0 | 26661.4 | 99.5 | 99.4219 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 957 | 2018-10-01 15:32:21 |\n", + "| 2870 | 0 | 26661.4 | 99.5 | 99.4219 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 957 | 2018-10-01 15:32:21 |\n", + "| 2871 | 0 | 26661.4 | 99.25 | 99.4742 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 957 | 2018-10-01 15:32:21 |\n", + "| 2872 | 0 | 26683.4 | 99.25 | 99.4742 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 958 | 2018-10-01 15:32:22 |\n", + "| 2873 | 0 | 26683.4 | 99.25 | 99.4742 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 958 | 2018-10-01 15:32:22 |\n", + "| 2874 | 0 | 26683.4 | 98.75 | 99.324 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 958 | 2018-10-01 15:32:22 |\n", + "| 2875 | 0 | 26670.3 | 98.75 | 99.324 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 959 | 2018-10-01 15:32:23 |\n", + "| 2876 | 0 | 26670.3 | 98.75 | 99.324 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 959 | 2018-10-01 15:32:23 |\n", + "| 2877 | 0 | 26670.3 | 98.25 | 98.9394 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 959 | 2018-10-01 15:32:23 |\n", + "| 2878 | 0 | 26614.3 | 98.25 | 98.9394 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 960 | 2018-10-01 15:32:24 |\n", + "| 2879 | 0 | 26614.3 | 98.25 | 98.9394 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 960 | 2018-10-01 15:32:24 |\n", + "| 2880 | 0 | 26614.3 | 98 | 98.4775 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 960 | 2018-10-01 15:32:24 |\n", + "| 2881 | 0 | 26560.3 | 98 | 98.4775 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 961 | 2018-10-01 15:32:25 |\n", + "| 2882 | 0 | 26560.3 | 98 | 98.4775 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 961 | 2018-10-01 15:32:25 |\n", + "| 2883 | 0 | 26560.3 | 97.75 | 98.1576 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 961 | 2018-10-01 15:32:25 |\n", + "| 2884 | 5.25e+06 | 26563.4 | 97.75 | 98.1576 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 962 | 2018-10-01 15:32:26 |\n", + "| 2885 | 5.25e+06 | 26563.4 | 97.75 | 98.1576 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 962 | 2018-10-01 15:32:26 |\n", + "| 2886 | 5.25e+06 | 26563.4 | 97.75 | 97.8845 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 962 | 2018-10-01 15:32:26 |\n", + "| 2887 | 5.25e+06 | 26555.1 | 97.75 | 97.8845 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 963 | 2018-10-01 15:32:27 |\n", + "| 2888 | 5.25e+06 | 26555.1 | 97.75 | 97.8845 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 963 | 2018-10-01 15:32:27 |\n", + "| 2889 | 5.25e+06 | 26555.1 | 97.75 | 97.7944 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 963 | 2018-10-01 15:32:27 |\n", + "| 2890 | 0 | 26527.8 | 97.75 | 97.7944 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 964 | 2018-10-01 15:32:28 |\n", + "| 2891 | 0 | 26527.8 | 97.75 | 97.7944 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 964 | 2018-10-01 15:32:28 |\n", + "| 2892 | 0 | 26527.8 | 97.5 | 97.7646 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 964 | 2018-10-01 15:32:28 |\n", + "| 2893 | 0 | 26541.1 | 97.5 | 97.7646 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 965 | 2018-10-01 15:32:29 |\n", + "| 2894 | 0 | 26541.1 | 97.5 | 97.7646 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 965 | 2018-10-01 15:32:29 |\n", + "| 2895 | 0 | 26541.1 | 97 | 97.5873 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 965 | 2018-10-01 15:32:29 |\n", + "| 2896 | 0 | 26504 | 97 | 97.5873 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 966 | 2018-10-01 15:32:30 |\n", + "| 2897 | 0 | 26504 | 97 | 97.5873 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 966 | 2018-10-01 15:32:30 |\n", + "| 2898 | 0 | 26504 | 96.5 | 97.1938 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 966 | 2018-10-01 15:32:30 |\n", + "| 2899 | 5.25e+06 | 26508.6 | 96.5 | 97.1938 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 967 | 2018-10-01 15:32:31 |\n", + "| 2900 | 5.25e+06 | 26508.6 | 96.5 | 97.1938 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 967 | 2018-10-01 15:32:31 |\n", + "| 2901 | 5.25e+06 | 26508.6 | 96.5 | 96.729 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 967 | 2018-10-01 15:32:31 |\n", + "| 2902 | 5.25e+06 | 26507.8 | 96.5 | 96.729 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 968 | 2018-10-01 15:32:32 |\n", + "| 2903 | 5.25e+06 | 26507.8 | 96.5 | 96.729 | 1.05e+07 | 0 | 2.1e+07 | 2 | 1 | 968 | 2018-10-01 15:32:32 |\n", + "| 2904 | 5.25e+06 | 26507.8 | 96.25 | 96.5756 | 1.05e+07 | 0 | 2.1e+07 | 3 | 1 | 968 | 2018-10-01 15:32:32 |\n", + "| 2905 | 5.25e+06 | 26472.8 | 96.25 | 96.5756 | 1.05e+07 | 0 | 2.1e+07 | 1 | 1 | 969 | 2018-10-01 15:32:33 |\n", + "| 2906 | 5.25e+06 | 26472.8 | 96.25 | 96.5756 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 969 | 2018-10-01 15:32:33 |\n", + "| 2907 | 5.25e+06 | 26472.8 | 96.25 | 96.3574 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 969 | 2018-10-01 15:32:33 |\n", + "| 2908 | 5.25e+06 | 26377 | 96.25 | 96.3574 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 970 | 2018-10-01 15:32:34 |\n", + "| 2909 | 5.25e+06 | 26377 | 96.25 | 96.3574 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 970 | 2018-10-01 15:32:34 |\n", + "| 2910 | 5.25e+06 | 26377 | 96.25 | 96.2855 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 970 | 2018-10-01 15:32:34 |\n", + "| 2911 | 5.25e+06 | 26437.7 | 96.25 | 96.2855 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 971 | 2018-10-01 15:32:35 |\n", + "| 2912 | 5.25e+06 | 26437.7 | 96.25 | 96.2855 | 0 | 0 | 2.1e+07 | 2 | 1 | 971 | 2018-10-01 15:32:35 |\n", + "| 2913 | 5.25e+06 | 26437.7 | 96.5 | 96.2617 | 0 | 0 | 2.1e+07 | 3 | 1 | 971 | 2018-10-01 15:32:35 |\n", + "| 2914 | 1.05e+07 | 26450.9 | 96.5 | 96.2617 | 0 | 0 | 2.1e+07 | 1 | 1 | 972 | 2018-10-01 15:32:36 |\n", + "| 2915 | 1.05e+07 | 26450.9 | 96.5 | 96.2617 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 972 | 2018-10-01 15:32:36 |\n", + "| 2916 | 1.05e+07 | 26450.9 | 96.75 | 96.4214 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 972 | 2018-10-01 15:32:36 |\n", + "| 2917 | 5.25e+06 | 26339.9 | 96.75 | 96.4214 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 973 | 2018-10-01 15:32:37 |\n", + "| 2918 | 5.25e+06 | 26339.9 | 96.75 | 96.4214 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 973 | 2018-10-01 15:32:37 |\n", + "| 2919 | 5.25e+06 | 26339.9 | 96.75 | 96.6415 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 973 | 2018-10-01 15:32:37 |\n", + "| 2920 | 5.25e+06 | 26322.1 | 96.75 | 96.6415 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 974 | 2018-10-01 15:32:38 |\n", + "| 2921 | 5.25e+06 | 26322.1 | 96.75 | 96.6415 | 0 | 0 | 2.1e+07 | 2 | 1 | 974 | 2018-10-01 15:32:38 |\n", + "| 2922 | 5.25e+06 | 26322.1 | 97 | 96.7142 | 0 | 0 | 2.1e+07 | 3 | 1 | 974 | 2018-10-01 15:32:38 |\n", + "| 2923 | 5.25e+06 | 26338.5 | 97 | 96.7142 | 0 | 0 | 2.1e+07 | 1 | 1 | 975 | 2018-10-01 15:32:39 |\n", + "| 2924 | 5.25e+06 | 26338.5 | 97 | 96.7142 | 0 | 0 | 2.1e+07 | 2 | 1 | 975 | 2018-10-01 15:32:39 |\n", + "| 2925 | 5.25e+06 | 26338.5 | 97.25 | 96.9057 | 0 | 0 | 2.1e+07 | 3 | 1 | 975 | 2018-10-01 15:32:39 |\n", + "| 2926 | 1.05e+07 | 26329 | 97.25 | 96.9057 | 0 | 0 | 2.1e+07 | 1 | 1 | 976 | 2018-10-01 15:32:40 |\n", + "| 2927 | 1.05e+07 | 26329 | 97.25 | 96.9057 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 976 | 2018-10-01 15:32:40 |\n", + "| 2928 | 1.05e+07 | 26329 | 97.5 | 97.1364 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 976 | 2018-10-01 15:32:40 |\n", + "| 2929 | 5.25e+06 | 26353.2 | 97.5 | 97.1364 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 977 | 2018-10-01 15:32:41 |\n", + "| 2930 | 5.25e+06 | 26353.2 | 97.5 | 97.1364 | 0 | 0 | 2.1e+07 | 2 | 1 | 977 | 2018-10-01 15:32:41 |\n", + "| 2931 | 5.25e+06 | 26353.2 | 97.75 | 97.38 | 0 | 0 | 2.1e+07 | 3 | 1 | 977 | 2018-10-01 15:32:41 |\n", + "| 2932 | 1.05e+07 | 26312.7 | 97.75 | 97.38 | 0 | 0 | 2.1e+07 | 1 | 1 | 978 | 2018-10-01 15:32:42 |\n", + "| 2933 | 1.05e+07 | 26312.7 | 97.75 | 97.38 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 978 | 2018-10-01 15:32:42 |\n", + "| 2934 | 1.05e+07 | 26312.7 | 98 | 97.6279 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 978 | 2018-10-01 15:32:42 |\n", + "| 2935 | 5.25e+06 | 26320 | 98 | 97.6279 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 979 | 2018-10-01 15:32:43 |\n", + "| 2936 | 5.25e+06 | 26320 | 98 | 97.6279 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 979 | 2018-10-01 15:32:43 |\n", + "| 2937 | 5.25e+06 | 26320 | 98 | 97.8772 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 979 | 2018-10-01 15:32:43 |\n", + "| 2938 | 5.25e+06 | 26317.7 | 98 | 97.8772 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 980 | 2018-10-01 15:32:44 |\n", + "| 2939 | 5.25e+06 | 26317.7 | 98 | 97.8772 | 0 | 0 | 2.1e+07 | 2 | 1 | 980 | 2018-10-01 15:32:44 |\n", + "| 2940 | 5.25e+06 | 26317.7 | 98.25 | 97.9595 | 0 | 0 | 2.1e+07 | 3 | 1 | 980 | 2018-10-01 15:32:44 |\n", + "| 2941 | 1.05e+07 | 26310.1 | 98.25 | 97.9595 | 0 | 0 | 2.1e+07 | 1 | 1 | 981 | 2018-10-01 15:32:45 |\n", + "| 2942 | 1.05e+07 | 26310.1 | 98.25 | 97.9595 | 0 | 0 | 2.1e+07 | 2 | 1 | 981 | 2018-10-01 15:32:45 |\n", + "| 2943 | 1.05e+07 | 26310.1 | 98.75 | 98.1541 | 0 | 0 | 2.1e+07 | 3 | 1 | 981 | 2018-10-01 15:32:45 |\n", + "| 2944 | 1.05e+07 | 26300.9 | 98.75 | 98.1541 | 0 | 0 | 2.1e+07 | 1 | 1 | 982 | 2018-10-01 15:32:46 |\n", + "| 2945 | 1.05e+07 | 26300.9 | 98.75 | 98.1541 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 982 | 2018-10-01 15:32:46 |\n", + "| 2946 | 1.05e+07 | 26300.9 | 99 | 98.5534 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 982 | 2018-10-01 15:32:46 |\n", + "| 2947 | 5.25e+06 | 26309.2 | 99 | 98.5534 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 983 | 2018-10-01 15:32:47 |\n", + "| 2948 | 5.25e+06 | 26309.2 | 99 | 98.5534 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 983 | 2018-10-01 15:32:47 |\n", + "| 2949 | 5.25e+06 | 26309.2 | 99 | 98.8526 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 983 | 2018-10-01 15:32:47 |\n", + "| 2950 | 5.25e+06 | 26348.1 | 99 | 98.8526 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 984 | 2018-10-01 15:32:48 |\n", + "| 2951 | 5.25e+06 | 26348.1 | 99 | 98.8526 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 984 | 2018-10-01 15:32:48 |\n", + "| 2952 | 5.25e+06 | 26348.1 | 99 | 98.9514 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 984 | 2018-10-01 15:32:48 |\n", + "| 2953 | 0 | 26326 | 99 | 98.9514 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 985 | 2018-10-01 15:32:49 |\n", + "| 2954 | 0 | 26326 | 99 | 98.9514 | 0 | 0 | 2.1e+07 | 2 | 1 | 985 | 2018-10-01 15:32:49 |\n", + "| 2955 | 0 | 26326 | 99 | 98.9839 | 0 | 0 | 2.1e+07 | 3 | 1 | 985 | 2018-10-01 15:32:49 |\n", + "| 2956 | 5.25e+06 | 26309 | 99 | 98.9839 | 0 | 0 | 2.1e+07 | 1 | 1 | 986 | 2018-10-01 15:32:50 |\n", + "| 2957 | 5.25e+06 | 26309 | 99 | 98.9839 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 986 | 2018-10-01 15:32:50 |\n", + "| 2958 | 5.25e+06 | 26309 | 99 | 98.9947 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 986 | 2018-10-01 15:32:50 |\n", + "| 2959 | 0 | 26315.7 | 99 | 98.9947 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 987 | 2018-10-01 15:32:51 |\n", + "| 2960 | 0 | 26315.7 | 99 | 98.9947 | 0 | 0 | 2.1e+07 | 2 | 1 | 987 | 2018-10-01 15:32:51 |\n", + "| 2961 | 0 | 26315.7 | 99 | 98.9983 | 0 | 0 | 2.1e+07 | 3 | 1 | 987 | 2018-10-01 15:32:51 |\n", + "| 2962 | 5.25e+06 | 26310.7 | 99 | 98.9983 | 0 | 0 | 2.1e+07 | 1 | 1 | 988 | 2018-10-01 15:32:52 |\n", + "| 2963 | 5.25e+06 | 26310.7 | 99 | 98.9983 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 988 | 2018-10-01 15:32:52 |\n", + "| 2964 | 5.25e+06 | 26310.7 | 99 | 98.9994 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 988 | 2018-10-01 15:32:52 |\n", + "| 2965 | 0 | 26326.8 | 99 | 98.9994 | 5.25e+06 | 0 | 2.1e+07 | 1 | 1 | 989 | 2018-10-01 15:32:53 |\n", + "| 2966 | 0 | 26326.8 | 99 | 98.9994 | 0 | 0 | 2.1e+07 | 2 | 1 | 989 | 2018-10-01 15:32:53 |\n", + "| 2967 | 0 | 26326.8 | 99 | 98.9998 | 0 | 0 | 2.1e+07 | 3 | 1 | 989 | 2018-10-01 15:32:53 |\n", + "| 2968 | 5.25e+06 | 26356.7 | 99 | 98.9998 | 0 | 0 | 2.1e+07 | 1 | 1 | 990 | 2018-10-01 15:32:54 |\n", + "| 2969 | 5.25e+06 | 26356.7 | 99 | 98.9998 | 0 | 0 | 2.1e+07 | 2 | 1 | 990 | 2018-10-01 15:32:54 |\n", + "| 2970 | 5.25e+06 | 26356.7 | 99.25 | 98.9999 | 0 | 0 | 2.1e+07 | 3 | 1 | 990 | 2018-10-01 15:32:54 |\n", + "| 2971 | 5.25e+06 | 26410.5 | 99.25 | 98.9999 | 0 | 0 | 2.1e+07 | 1 | 1 | 991 | 2018-10-01 15:32:55 |\n", + "| 2972 | 5.25e+06 | 26410.5 | 99.25 | 98.9999 | 0 | 0 | 2.1e+07 | 2 | 1 | 991 | 2018-10-01 15:32:55 |\n", + "| 2973 | 5.25e+06 | 26410.5 | 99.5 | 99.1675 | 0 | 0 | 2.1e+07 | 3 | 1 | 991 | 2018-10-01 15:32:55 |\n", + "| 2974 | 1.05e+07 | 26405.7 | 99.5 | 99.1675 | 0 | 0 | 2.1e+07 | 1 | 1 | 992 | 2018-10-01 15:32:56 |\n", + "| 2975 | 1.05e+07 | 26405.7 | 99.5 | 99.1675 | 0 | 0 | 2.1e+07 | 2 | 1 | 992 | 2018-10-01 15:32:56 |\n", + "| 2976 | 1.05e+07 | 26405.7 | 100 | 99.3903 | 0 | 0 | 2.1e+07 | 3 | 1 | 992 | 2018-10-01 15:32:56 |\n", + "| 2977 | 1.05e+07 | 26310.8 | 100 | 99.3903 | 0 | 0 | 2.1e+07 | 1 | 1 | 993 | 2018-10-01 15:32:57 |\n", + "| 2978 | 1.05e+07 | 26310.8 | 100 | 99.3903 | 0 | 0 | 2.1e+07 | 2 | 1 | 993 | 2018-10-01 15:32:57 |\n", + "| 2979 | 1.05e+07 | 26310.8 | 100.5 | 99.7988 | 0 | 0 | 2.1e+07 | 3 | 1 | 993 | 2018-10-01 15:32:57 |\n", + "| 2980 | 5.25e+06 | 26307.9 | 100.5 | 99.7988 | 0 | 0 | 2.1e+07 | 1 | 1 | 994 | 2018-10-01 15:32:58 |\n", + "| 2981 | 5.25e+06 | 26307.9 | 100.5 | 99.7988 | 0 | 0 | 2.1e+07 | 2 | 1 | 994 | 2018-10-01 15:32:58 |\n", + "| 2982 | 5.25e+06 | 26307.9 | 100.75 | 100.269 | 0 | 0 | 2.1e+07 | 3 | 1 | 994 | 2018-10-01 15:32:58 |\n", + "| 2983 | 5.25e+06 | 26322.6 | 100.75 | 100.269 | 0 | 0 | 2.1e+07 | 1 | 1 | 995 | 2018-10-01 15:32:59 |\n", + "| 2984 | 5.25e+06 | 26322.6 | 100.75 | 100.269 | 0 | 0 | 2.1e+07 | 2 | 1 | 995 | 2018-10-01 15:32:59 |\n", + "| 2985 | 5.25e+06 | 26322.6 | 101 | 100.591 | 0 | 0 | 2.1e+07 | 3 | 1 | 995 | 2018-10-01 15:32:59 |\n", + "| 2986 | 5.25e+06 | 26314.8 | 101 | 100.591 | 0 | 0 | 2.1e+07 | 1 | 1 | 996 | 2018-10-01 15:33:00 |\n", + "| 2987 | 5.25e+06 | 26314.8 | 101 | 100.591 | 0 | 0 | 2.1e+07 | 2 | 1 | 996 | 2018-10-01 15:33:00 |\n", + "| 2988 | 5.25e+06 | 26314.8 | 101.25 | 100.865 | 0 | 0 | 2.1e+07 | 3 | 1 | 996 | 2018-10-01 15:33:00 |\n", + "| 2989 | 5.25e+06 | 26308.4 | 101.25 | 100.865 | 0 | 0 | 2.1e+07 | 1 | 1 | 997 | 2018-10-01 15:33:01 |\n", + "| 2990 | 5.25e+06 | 26308.4 | 101.25 | 100.865 | 0 | 0 | 2.1e+07 | 2 | 1 | 997 | 2018-10-01 15:33:01 |\n", + "| 2991 | 5.25e+06 | 26308.4 | 101.5 | 101.123 | 0 | 0 | 2.1e+07 | 3 | 1 | 997 | 2018-10-01 15:33:01 |\n", + "| 2992 | 5.25e+06 | 26207.1 | 101.5 | 101.123 | 0 | 0 | 2.1e+07 | 1 | 1 | 998 | 2018-10-01 15:33:02 |\n", + "| 2993 | 5.25e+06 | 26207.1 | 101.5 | 101.123 | 0 | 0 | 2.1e+07 | 2 | 1 | 998 | 2018-10-01 15:33:02 |\n", + "| 2994 | 5.25e+06 | 26207.1 | 101.75 | 101.376 | 0 | 0 | 2.1e+07 | 3 | 1 | 998 | 2018-10-01 15:33:02 |\n", + "| 2995 | 5.25e+06 | 26228.2 | 101.75 | 101.376 | 0 | 0 | 2.1e+07 | 1 | 1 | 999 | 2018-10-01 15:33:03 |\n", + "| 2996 | 5.25e+06 | 26228.2 | 101.75 | 101.376 | 0 | 0 | 2.1e+07 | 2 | 1 | 999 | 2018-10-01 15:33:03 |\n", + "| 2997 | 5.25e+06 | 26228.2 | 102 | 101.626 | 0 | 0 | 2.1e+07 | 3 | 1 | 999 | 2018-10-01 15:33:03 |\n", + "| 2998 | 5.25e+06 | 26214.7 | 102 | 101.626 | 0 | 0 | 2.1e+07 | 1 | 1 | 1000 | 2018-10-01 15:33:04 |\n", + "| 2999 | 5.25e+06 | 26214.7 | 102 | 101.626 | 5.25e+06 | 0 | 2.1e+07 | 2 | 1 | 1000 | 2018-10-01 15:33:04 |\n", + "| 3000 | 5.25e+06 | 26214.7 | 102 | 101.877 | 5.25e+06 | 0 | 2.1e+07 | 3 | 1 | 1000 | 2018-10-01 15:33:04 |\n", + "+------+-----------+-----------------+---------+----------------+------------+---------+---------+-------------+-------+-------------+---------------------+\n", + "\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from tabulate import tabulate\n", + "\n", + "from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "from sandboxUX import config4 #, 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", + "result = 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": 3, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.DataFrame(run1_raw_result)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_steptimestamp
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price \\\n", + "0 0 25000 100 \n", + "1 0 25067.68105681930173034288600 100 \n", + "2 0 25067.68105681930173034288600 100 \n", + "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": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "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": 6, + "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": 7, + "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": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_steptimestamp
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_steptimestamp
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_steptimestamp
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_step
Buy_Log1.000000-0.043096-0.153463-0.183741-0.422057NaNNaN0.000926NaN-0.081394
P_Ext_Markets-0.0430961.0000000.0119390.011226-0.078104NaNNaN0.001710NaN0.761785
Price-0.1534630.0119391.0000000.999105-0.159417NaNNaN-0.000277NaN0.524272
Price_Signal-0.1837410.0112260.9991051.000000-0.127354NaNNaN-0.000283NaN0.521676
Sell_Log-0.422057-0.078104-0.159417-0.1273541.000000NaNNaN0.001504NaN-0.184794
TransNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ZNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
mech_step0.0009260.001710-0.000277-0.0002830.001504NaNNaN1.000000NaN0.001413
runNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
time_step-0.0813940.7617850.5242720.521676-0.184794NaNNaN0.001413NaN1.000000
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"mech_step NaN NaN 1.000000 NaN 0.001413 \n", + "run NaN NaN NaN NaN NaN \n", + "time_step NaN NaN 0.001413 NaN 1.000000 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.corr()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Buy_Log 3.600002e+06\n", + "P_Ext_Markets 4.005335e+02\n", + "Price 9.364184e+00\n", + "Price_Signal 9.359860e+00\n", + "Sell_Log 3.617472e+06\n", + "Trans 0.000000e+00\n", + "Z 0.000000e+00\n", + "mech_step 8.171762e-01\n", + "run 0.000000e+00\n", + "time_step 2.887714e+02\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(np.std(df))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + 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REZH56MCt0Peof/uG00z5X+OCyj1HMKgiUrnjitSYCvTSFBEREZGq85sLzPLylFkmvPmkkoOVe45gUDWh1upSv5SpEhEREakLXiYpfqByh2wIBFWT45U7rkiNUVAlIiIiUuvu/zO46x3+7eRo9j4tS8xy7EjlnjeYqdIkwFLHFFSJiIiI1Lqn/xl2fc+/PXYo977nXVu5551u+V8qVblzEKkCCqpERERE5ptgUDWZNEHM2BE48aOw6vWVe57pZKp2XQ0/bIP44cqdh8gcU1AlIiIiUsuSw/76ZNIs4wf9bWNHINEPqQloXlzZ525oDjx3kUHV7p/CRBye/IfKnovIHFJQJSIiIlLLhnf763a8VDyQqRo7BGNeVqjSQVUk0Ea92PI/ew4jeyp7LiJzSEGViIiISC0bfs5ft8HTWKC07oE/84OtpkWVfW6bGYPiM1WJAbOciFf2XETmkIIqERERkVo2HujmZ8dSJYfMcsVr4eBvoXeruV3pTNVkwl8vNlOloErmIQVVIiIiIrWmfzv87xvNeCobpEB6UBVtgS1fNref/bZZNlc4U5UKBFXFzlOloErmIQVVIiIiIrVk57fglyfAnmvh4O2QGPTvsxmp5DDE2qHjWIhEoe8Rs73imarplP/1m+VEyFxaIjVKQZWIiIhILbn3Xf76gAvJQSACq34HdnzTlOQlhyHabhpJxDpMVigSg8auyp5L98lmGetQ+Z/UNQVVIiIiIrVk4Yv99b6HTZDS2AnrLofxXpOtSg5DY4fZJ+Ytmxeld+urhHWXw2seg9VvKr1RxaSCKpk/YnN9AiIiIiJSguQQLDnbZKQGn4bO4yHWCUvPM/cfuNUbU9Vubjd2wCiVL/0DE6R1n2jmqyomU5VKKVMl85IyVSIiIiK1ZPQF6DkdWlfAoTvgmatMpqplKbSvg77H/DFV4AdXMxFUWdHm4jJVE6OQ8sZhKaiSeURBlYiIiEitSAyaLFTrMdDUHbjDK+trWWY6ACaH/bK/xkD530wJZqp6H0zvSBhkm1REogqqZF5RUCUiIiJSC/b/xmShwARVjQv8++xcVc1L4PA9cPRBP1M1NaZqFjJVyRG4YQvcebl/38g+8x9A/IBZtq9VUCXzisZUiYhIbXr2O+YCjvPm+kxEZt5EHG65yL/degw0BjJVY4fNsmWJ1w2Q7KCqaYYzVakJGHrW3D5yj3/fz1aa5eUpP7hqXw/Du8wYq0o3zxCZA8pUiYhIbbr7Crj/j+f6LERmx3hf+u3WFenlf6lJs2xe4m9r8H47j83SmCqAp//Fe86O8P3iL5hlxwZzzqlk+H4iNUZBlYiIiEi1Gz+afjuz/G/BCWbZ3ONvG91vlrNR/mezYFNBVWf2PskRP1PVsc4sVQIo84SCKhEREZHZNODCA++HyYniHxPMVDU0m9I/m6lqXgQX/tasJ0f9/Ub3mmVsFhpV2KBu6hybzNJm0MCUBsZfMOdhA8KJUUTmAwVVIiJS21KJuT4DkdLcdA489XUzpqhYwUxV6zFmHFK0zdzuPhVavCxU50Z/v7WXmWXjLGSqMoMqe77BYHBoJ4zshZZjINpito0dNuOqRGqcgioREalpa3a8SxdlUjtSKb+pRKIv/75BwX1bV3jH8jJdkah/37rL4ZIH4f+MwaYPmW2zUv4XGN91/JUw/Cw8/2P/tQL0PwH9j0PXJmjwgqpfnmgCTJEap6BKRERqz6Q/uL196H4zJ49INTt0FzxwJUyM+Nvih+HqCDzyycKPD2aq2teZ5aLTzfKED/v3RSLQ82KINvld9ZZdCOveAe1rynoJBb3ybnjdk9DQaG7f8RZ45j/9+x/+iMlWLTzVz1QBPPml0kohRaqQgioREak9yaH023aOHpFqNPQM3HQ2PPU1s271e3NOPfF3hY8RLKPreYlZtiwxbcqXX5D/sd0nwlnf8YOdmbL4ZdDl+N0GIfy1dZ+cHlQN74J918/suYnMMAVVIiJSe65dn357TEGVVLFH/sZfDwZV2/7CLFtXFj5GMFPVtakipzVjTvgruPBWOPFj/rZj/8gsl18MS8/zA8OGZmhZCs//cPbPU6SCNPmviIjUltRk9lgUBVVSzUb3AhEgBYM7s++3Y6Tysd/5zuNNUFLNYu2w7Hwzzurxz5ptZ3wDtnwVYl5zDRbAG/eY7n93vAUSA3N1tiIVoUyViIhk63+iesc4JPqztwUHw4tUm/GjsGCzWR8KCaqC803lPcaJcKkLjSFzQFWj7lPguPfC+b+CSEMgoPK0rYTO40y2SvNVSY1TUCUiIumGnjUduR7+6FyfSbhgVursH2RvE6k2473QlSeoCjavyHmMvvQOe7UgEoEz/g1WXJJ/v2gLTI7NzjmJzBAFVSIikm681yxfuGFuzyOXsV5/3U5mGtaoYjKZ1iVQZM6MH4W2VRDrTC//a2iCFa/JbryS6xiNC2fuHOeSMlUyDyioEhGRdDYQqdY25TaA2vinsOwCJqJd4eV/P+6BX58xu+cmkmkyacYLNS00k/YO7TDbL7wV3rTfzCFVVFBVg5mqYilTJfOAgioREUlnL/CqNaiypX7OlRCJkGhcCiO7s/dLDsLRbbN7biKZbCv0ph7oPsnf3r7WBFqxDhhw4al/yX2MgafMZLpN8zRTFVWmSmqfgioREUlng6pixnnMBVue6JX+JZpXZ3dUS03O8kmJ5GC/r00L/TbiAFGvaUOswywf+NPcx7jO8Y4xTzNVDS0woUyV1DYFVSIiki7hBVWJAXjiizDwNLhfh1Rqbs/LGjsCRKDRXGCON60xg/+D5xccdzWZmN3zEwmy80s19cDCLf52O0FucKLcQuZtpqoFJpWpktqmoEpERNIFx3c89Fdw3fGw9f0wvGvOTilN/KDJUjVEAUg0rzFz3Yy+ENjngL8+un+WT1AkYHSvWbYsge4T/e22vXgpZW+lBGC1ROV/Mg/knfzXcZxG4CpgHdAMfAa4B/gmsBCIAle4rrvTcZz/C1zmPfR613U/5ThOBNgDPO1tv9t13Y84jnMp8EkgCVzluu43K/uyRERk2nINmu99EDrWz+65hBnZYzqpecabvIlTR56HNm89GFSN7IH21TN7TolBky1beOrMPo/UnsN3m+523Sebbn9WxPtdO9hkZTIJDXkuzebr1AFRlf9J7csbVAHvAI64rvt7juMsArYBtwDfc133h47jvALY5DhOCng78FIgBdzuOM41wAjwoOu6l9oDeoHaPwGnA8PAnY7j/MJ1Xf2UKCJSDXIGVQ/AmjfP3nk88fdw6E54+c/Tt4/ugVY/qJqMehOhJgb8feKBf1KCAdZMmJyA6zbB6D64ZGv6uBmRg3fAotNMNiZMMIga74WWpen3ByfhXvXGyp9fNWhoVvmf1LxCQdWPgB8HbieBs4FHHMe5GdgFfAAYBy5xXXcCpgKnOLAFWOk4zq3AKPB/MRmvHa7rHvX2vQM413uuLNu3b5/WCytHPB6fk+eV2aXPuT7ocy7d0gO7WBhppiGV/svxwL5t7G2evfdy80P/D8j+d2Dj4HMMNhzPfm97JGn+Kduz60kG+0xGauHBR1nu7b/3+R0MDOU+74aJISYb2vzMQYmiyT6OH90HQN99n+WFtZ+Z1nEkv1r9Wz6+7wn6F76OA965b4wtJpY8PPVaou3vZk3rPbSMbmfn9vsYbzk27fGRiWE2AQdWfIjefcC+2nsPClnUO8jS1CTbn3iU+FiyJj9nkbxBleu6QwCO43RigquPA98Gjrque5HjOJ8EPuy67ieBw1653xeBba7rPuU4znLg867r/shxnHOA72ICq/7A0wwCC3Kdw+bNm6f/6qZp+/btc/K8Mrv0OdcHfc7TMNgMAwvg0qdh90/hnncC0NUWo2s230uvG/rm4zf4v/JPxGHbURauPImF3rnseMi0U1+1bAFs8M4v0QjeUJaVy3tYeWyO8x7rhZ+cACd9Ck765PTOc3AHPGpWuxv76db3bUbU3N/yA+834/kmBuhZsZkee+7H7oDkIJsDJaws/grc+kqOXdkNSzNeY/wgPALLVqxn2fE19PpLkVoFL8DmjevZvmP3nHzOW7dunfXnlPml4M9yjuOsBm4FvuO67tXAEcDWYvwCOM3brwX4HtAJ/Il3/wPAtQCu694BrMQEUZ2Bp+gE+sp9ISIiUiHJIdPmubELuk/xt89Vi/X4QX/dNqNoXTm1abLBG/AfLFsMdv9L5jnvkefN8vnQYoniBJ8rWIIo9e2pr8Nur9inZbm/vWlB2phAYGp6gKmJrYPs93e+NqkAM6YKNAGw1LS8QZXjOMuAGzHZqKu8zXcAr/HWzwMe9zJU1wIPu677XlsGCPw18EHvWKcAzwNPABsdx+lxHKfJO8bdFXxNIiJSDhtUgRlcv/kvoH1d/uBkJgXHR9n21M09U5smo97FZmIwsF8vtB5j1idGcx/bBkSNnbn3yWfvdbD/RrPeuhKSCqokRMuy/PfbVun2+x1kJ+G281rNRzaoUgdAqWGFxlR9FNPl7xOO43zC2/b7wH84jvM+TBnf5cAbgZcDzY7jvNrb7yPA3wHfdRzntZjxWH/gum7CcZw/B36NCequcl13byVflIiIlCERCKoaovDiL5rJdQefzv+4mfLY3/rNKmzgFPODoFSk2YyHSstUHTFBzugL+TNsNvMVm2ZQ9cCVMPysWW9f669LfcsMDlqXh+9n2b+3REiTGDuVQWweB1UNXnnvra+CDWVkjUXmUKExVR/ANKLIdHHG7WuAlhyHeW3IcX+BKR0UEZFSjB0xF2xtKwvvO13JIWjMGOoaa5v98r9IFFITsPcXED9k5vmxgZO9CAWIRExQlJmpal5iLtbyZariXlDV2JF7n3yCmYX2tdD3yPSOI/PLyJ7024UyVTZTmhxM354YhN++zqzXQ6aq/3EaJgbz7ytSpTT5r4hILfnZKvPfTEoOZQcZsfbZL/8LZo9sYGQDp8xyvVhHeqZqvNeUCEZbc5/36AHY9pfejWn8c5hKpZf7ta815xBsgS31aWR3+u1CQVVDM0Ri2dMZBH8omM+ZqkC7+dbhR+fwRESmT0GViEgtmY0xB8mh7HK4aJs/tmO2pBLZYy3sRWdmUNXYmf4r/1gvNPV4GbYcmar9N/vruebmyic5BKlJsx5tNZmx6R5L5pfhjKAq1xxVViRifhhIZGRpgt/d+dyoInA52ji+J89+ItVLQZWISC1KpWC8H0b2Vf7YwUYVli3/S6Uq/3zWyF645VWmxDGVMhmmjg3mPtsVzAZOWefX6Y9HmUxAos8EVfkyVcHSvekEQonA7CBNPX6gpw6AYrtKHvNquOSB4h7T2Jn9PQwGVfO5/M+W4S4+i/6eS+f2XESmSUGViEgtuvEs+HE3/GwGxlYlBrPL/6JtZnzTZKLyz2c98femk94z/+VlplJ+V7SJMf/cIDuoauzwA67+x82y6/j8mar4AdPgYsVrpxdUjXuzgWz6c9jyZdOCHrLHxUj9GdltMpevuB56thT3mLBMVfAHgflc/rfqjdB9Epz5bVINrXN9NiLToqBKRKQWHblnZo47MQ6T4yGZIK/0aCabVTQ0meXkuP88TV7r9GD5X7QVGjL6LMU6/QzRkfvMctFLzb75gqrmJaYpR1jXNav3wfBxUjZTtfyVsOZ3/aBKmSoZ3g1tq0t7TGMn7L0Whp/zt9VLpqplKbzmEeg8bq7PRGTaFFSJiNSKZJ4udpUy4Y2bCiv/A9jzc2ZMJGKWySF//JYNqiYDmarMcwMzmWrfI7D9H+Hw3SbD1bHBXIjmCgTjB0wDgcaO3JmqIw/ADVvgic9n3zfuBVVNXqdEG1SFzTUk9WXkOWgvMaiKtZtM8I1n+tvsd/fkv/W/ZyJSlRRUiYhUi94HYcDNfX+ui3XbLKESEiEty8H/lfye35+5cVVjh81yZI9f9jSVqQqMqQqbqNf+wr3tL0z5YOsKE6RFW2H4eXj889nvkw2qMjsHBtmswaG7srNVNlNl2893Hm+O9dTXi3q5UoP23QA7v5V/n90/g/4noGtzace2QbqdOw38v4OVry/tWCIy6xRUiYhUi3vfbSaTzWW8N3x7JVudh80DBenjOeIHK/d8QaMHzHJktz/fkx1TNRlWlP3UAAAgAElEQVQo/wubqLcjo2zI7hNrNZOnPvxROHSnf38qZYK3qaBqOEdw6gWQL/wK7v699LtsUNXUbZYtS2Dd2+HwDJVmpj33oLnAl9l126vh3nfl/2HhwK1meeLHSjt2fL9ZNnrfp9H9MLrXrEc1zkik2imoEhGpFol+v8lCmMyg6oSPmGUlW3jnalk+Huh0l+8cy2EvKkdfgHveadZbl5vlxBhMJuHwveET9XasT79t9wmOQ3n0r/1s35H7zAXr0pd7rzUV3jI+uO25/0m/bypT1eVvi7X7pYozaesHzAV+//aZfy7JNrQz933JIVOOWuqE0jZDZb/zN51rPmeY300qROYJBVUiItViYsRc6OdqdGC7zW3+K1h+MXRuNLcrOX9UrkzVotP89RkLqrwM2HifaVbRtgqWX2i2TY7B7p+YwGvZBdmP7TzeNIyw5z2VqQpcjB641c8E7rvedP5b+1Y/MxBWXpkZyB683V9PDAGR9MCtocmce6VNjMN1J/jZKXsBPrij8s8l4YLZqSP3594vbEqCYqx5q1k2LjBZ06HAZ6tMlUjVU1AlIlItbCOK/idz3O+V+W34A7jgRn/geqUyVeP90LvVrGf+yt59ErxtEhqa/Tl4Ks0GMDa4WX+FfzE5EYf4IbN+/PuzHxttggt+DStfZ27bi1obMFm7vmuCq/h+aF5ssky2xHDPteYzePzzsOObZgzVWEZQdfN5/npy2GSmbIMNMO/PZKKy49wARvfAwHa4/33mdusxZjm8q7LPI7mNHfHXh5/Nvd90g6oz/xuWnGu+V8HnAmWqRGqAgioRkWphO30N5CjpmurM57U3j3rLSgVVt70atv2lWc8MRsAED63HpA+kr5SJMdM+OtZhslKppDmHhubA/RmvP4wtxbPliy1Lsvf5zQUmQGtebG7boGrrlfDLE8z4q/veA9+P5R7HBuEXz1HbFr7C83nZlvJ2jJd9D7ZeabJVEzOQHZN0wR8TMoOeoOkGVdEmU8aaHMr+G7N/ByJStRRUiYhUg8mkXzaWK6hKZgQVNptUqfK/w3f7622rwveZqaDKljYGx0Y1LYBoi1mfHPNfp90WZqrsz3tvbOAU1LwIxg6ZOarAD6ogO/NT6sWzvfgtd1zV9n+Ew/f5t4Nj2iB9kthfbITb31ze80lhg0/76/tvhqsjfmY3KDHNoAr8TpSZf2PBbKiIVCUFVSIi1SA4yWeu5gNTQYVXCmQv3CqVqbKT7wJEc/wy3rpihoIqr+SvY4O/LS1TFTevP9pmxkLlYssF7TIsqOrYaNq3hwVVmfKV19nyv6BgZm26Dt5uWsPf925/m22KYcf1JIfSsxf7rpv+80lxeh8wfyNdm/3ulPtvzt4vOVR6kwor1mEC5vgM/I2JyIxSUCUiUg2CbdFzZqpGMI0RvEyNvaBPVCioagop+cs0Y5kqL6hqD2aquqEhCpGol6kayV/6B9kBV75MVUsRQVUwO5Ep7OJ5qvyvjHK8539slq0r/G2JkExVW8bksjM1f5gYRx6A7lP88WzgB+ZB0y3/A7/8dXj39B4vInNGQZWISDWw46liHf4kuJkyGyPYC7eJCpX/hY2jytR6DCT6/KYalfDcD2D7F816sPzPnk9Ds8n8hGWGstgyKS/AyAyqFp9l3t+xI/59wfbx5/08ff/xXlh6npnPKtNMlf/ZLEUwezkVVNlM1SC0rUx/3Oi+6T+nFDbwpGnY0rzI3xb2OZcTVNnv4sCT+YN9Eak6CqpEZHqSw3Dwjrk+i/nDZqqaF6VfTAdNZAQV9sItOL6mHJGoWS4+M/c+NhDJ18ChVHdeBnuuMeuZmSowmbmJuPf6C3RBi+QJqrZ81bxnR+717vOyDMHs1qpL4a3DsPBUf1v3yfDif/Bv2yYUyaGQ8j8vU1VO4wibCQwG15ljqpJD0NSTvi2sJbxURioF40egZSk0BYKqzL+9VKr8TBWYaQva1sDFd8C510zvWCIyqxRUicj0PPBncPO5MPzcXJ/J/GADqebFJoAIa8ltxxRZsXZoaKxcgJMcNJPhvuLXufeJVbg5RmbGq/M4f30qqGr2G1VEi8xU2VK4Rq/t/IrXgvP+9KBs9ZvSH2ozA7E2OPcnge09sP4dcOLHvHP2AuDkcEj3vzIyVQ99BA7dBaPeJMjBoMpmqmxAlxjMfu5KBdeSLTls3vumnvSMYPA9n5yAow+av91yxlSBCara18CSs2H1G6d/3iIyaxRUicj02GYKI3vm9jzmC1v+Z38Fn2qhHZA5pigSgealcPjeyoxzSgyYDE2wHC5TrMJt3PseTb/dcSxsfJ/JWNkgp5Tyv/W/ZwLTDb9vbkci8Ibn4Jwfmds2KF3zlvTyuTfuhksDk60GM1w2I2T3twFw3vK/EjNVqRQ88Xdw09l++d/YYT84tEGVXSYHsz+nSn0mks3+cNHcA6sDnRaDE3U/9mm4wZsku2Dwn0ObN44ulTSZKhGpGbG5PgERqTGpSdh9jZ8BmImmBfUmfhiOet3E7MX8xGh2qVtYUNGyFA7eBj9bBW+bmP45pCbNr+52nqdcKt1xsP9xszzvWpP1jDbB6f9igglbyhdthsm4CSqDTQLCdKyHNx9K39YeuDi172nm+LHMFvKxQMDS7AVVNiCzAXAiX/lfiZmqYBCdHDZjuOIHTBDV1O2X/02Mwr5fmTFhtsPh1OMUVM0Y21q/aZHJHK1/B1y71gS31oFb/PXpZqq6Nvvr7QqqRGqJgioRKc3Ob5mJUa3h53PvK8W58//4F2R2EHxyJH1APGSPqQJ/XFBYuWApksNAyg+Wc7FB1c0vh4tuh6XnlPe8QzsgEoMVr4GGwD9JwXl5om3m/ShmTFUhNjAq1Okw+PzBskAw5zKZNCV+lSr/mxhJv73gRSaoih8055ro8++712u1nvn9UPnfzAlmqsCMw4t1ZpT/BbKT0x1TFZysuucl0zuGiMwJlf+JSGlG9mbcVlBVtsGn/HVbahbWrCKspXiqjOxUkC1jKpipCjz/8z8s/3kHd0D7uvSAKlPrSlNmWlT3vwJsU4pCwSNAy3KztJ+JzQxNjGZPxGxNt/wvmRFUrfLG0ez15p8aP+pfqI96f4PH/2nGMZSpmjE2qAo2B2nsTM9UBbOT0w2qgpa+ovxjiMisUVAlIqWxHeIsjakqz7Ub0t9Dm33IzFxAdqMKqNyF9LiXCSm2/A/KzxqBCaqCzSnCtK8xpYFFNaoowDZ6KCY4W3iKWdp5waKBTFXYRTaUUf6XEUSvuAR6TofnvbFg473pXRmXX5T9WSWVqZoxYzZTFcgOZmWqKhRUvXobXHyXmaNNRGqGgioRKU2wLAr063i5hp81yy7HXCi3rzO3w+aBCsvUVCKwAb85QqExS8GLxcwAr1TjfWY+ns7j8+/XvtaUv40fLf/12gySLdPL58zvwCmf89urxwJjqmxnvsx5sKLTzFRlBtFtq2DR6eb9SaXMmJ6O9f7nYzNtHceaZaShcpNAS7apIDowd1Rmpir4mU93TBWY79uSPNMaiEhVUlAlIqXJLFPKNaeSFDaZ9NfXvh0uuMnPPoS9r4mB7OzEy/7LLDsKZHsKGfHaRLcUCKqCF4uZjRJKteObJpg49g/z79e+1l9vXVHec6a8TJXNKOXTsgRO/IhfMhgs/4sf8vcJssctdUxVMIhuXmKyY50bTTDZ97C5qG/qgbbVZh8bVF1yP1z6tAl2lamaOclhk6W3WUswn0FwbrBKl/+JSE1RUCUipQkOmIfwjIoUx3YUAz9YiWV0mLMmJ8xFc2aDhfY1sOGdpjteOYrNVDUEMjyZWct8xnrTg0gwJX3Ni/wyu1xs9g4KlwoWYifljTSW/thg+V+uTNV0x1QFP28bONkM3q9e7M+R1LLMbLNBVdNC857EOpQ1nkkT8fSACkywP7rP/05VqvxPRGqSgioRKU3wl1lQpqocY4HW3/ZX7mA2JChpG0mENFiItoTPa1WKkX0mC1aobCkYSBUbUCdH4CeLYNtfpm+fGCmuhLD7JH+93IzcsvOzj1ms4Bxdhcr/yhlT1bHBLBdsSt+nucd/vqaM70Fjp8r/ZtLkWPoPCmBKL1OTMLzL26cC3f9EpGYpqBKR0oxnZKrCGipIcWxQ1bIMjvPaZAfbdgdNNZIIC6payw+qRveVXlpXbHZs+Dmz3POz9O3JkeLGSAX36Vhf3HPmcuy74I17oOfFpT/WZgnH+0xQFYllfx7TLv8LfN5dXoaqYwOc8+PA8/f4QXcsY+Jflf/NrLBMVac3nm1wBxy5P71pRaXGOopIzVBQJSKlyQqqlKmaNjsu54Kb/a5iuTJVCW/y17D5lSqRqYrv91uIF6vY5xzymnHY0rWpx48UPy7r5L+FJWcX12Ain0gE2lZO77HRVhM0JfpMQNy8OLsEspLlfwBr3gwLTjTrjZ3++5XKKKVsWuhnz6TyJuLhmSqAoZ3w1D+n/21GdHklUm/0Vy8ipRnvTb+40Jiq6bOZquZAswN70ZyVqfKCqrBMVUOLucjOHLNU0rkczm66kIsdd1V0UPWMWbYsTd+eLLL8D+BFH4eL7yhu35kSiZgL5/GjZjxc5uS7UJmW6pnjxi74DTgfgMVn+dmSzPe+fW32RNyjL8Cdl6eP3QuanICjD5d2nvVqciw7U9WyzASzW6+EZ78NCzVZr0g9U1AlIsWbTJpSLudKeMWNcOy7lanKZ+wIPPlPpiV2GJv1C7ZptkFGVqbK7ptjTBWUXnKWdq6HoSkkSAjzO/tMy+9iP3vbNj6zHfxEkeV/1aRpofnckoPhc3o1RE1ZYKllsTaIPvULsOzC9Ptal8GWL5v3asm5ZlvPlvR92taabGMw2Hr63+G5/4En/j78OR/7NPzqVOh7rLRzrUdh5X+RCHQFxr11ZYyBE5G6oqBKRHwT47Dv1+YX7DBDz5oL9wUnwDEXmzKqybHc+9e7+/4YHvxzOHx3+P3JYXMBHg20925oNK2bMy/KpzJVYeV/Nrs1zQA3NWkykGGZl1waSig5HPXatYe14y93rqvZ1uhlqhKD2eOarPZ1fsnj5AQcurPwcW2AuumD+bsqrniVGRO28rUZz+m1nR/e7W8bdM3y4G/Dj2W/l7bRguQ2EdKoAszfjlVMm34RmbcUVImIb9d34bZL4L73hN8/8IRZdp1glvZivtx23vOVnTA0V6vriZHs7E0kYpoOJDKaDiTyNaqwmappfg6JfnNxWEpQVco4roTXuTA5nL692EYV1SQtU5UjqOraZCbtBdj+BbjpHDj4v/mPmxwxAXZDEa3ew8aE2aBq5Dl/25H7zDJX+Z99rviBws9Z7yZDMlUAp33NlGUufyVs+sDsn5eIVI3YXJ+AiFQRO/ald2v4/QNPmaVt9RzMkGQGB/VudD/0e2VVuYKq5HB4UNHYmd3JzWaq8pX/TbdZhb3oLrb8D0rrOGgDxOFdcO+74OTPQOvy4luqV5OmbtOYYCKeO6hasAn232SyVP2Pm23Dz4Xva5VbCmnHuY16AVIqBSN7vGPnymB6v6tmjsWSbBNj4U1iFp0OrwxkIs/6HlDC/G0iMm8oUyUivtG9Zjl2MPz+8SOmxMWOJcnVqU7g+pMh7r2P8UPh+yRHIBoSjMY6szNVo/tMS+2wTEalgqqSM1Wj5rE/PQYO35d7XxsgDu2End+C/b/xttdqpqpA+V/n8aYsdnSPKeWEwk1EwsbslCIza5zo9zsQ5vr7tN0CCwV8Uvzns+5yWPe2mT8fEak6CqpExGd/2Y4fCB8nNd6X/mutvSDWXFXZghP7xnMEqRN5MlWZQdXwc36JV6Y5C6riZrxOfD88/pnc+9ryP2vqYr8GM1V2TFVyIHemyraOjx8yJX0AqUT+407EzTi16cr8DtiSvtZjcn8v4i+Ypc1QS26TIS3VRUQCFFSJiM8GVanJ8GxVoj+9UYIyVcUZy5OpCiubbOzKLv8byRdUlfk5jNvyv57iHxNt8bIi3j8juTocQnaAmBw037GJeO1lqtpXQ2rCnH+uTJUNTm+5GEa80jpbvpnp6ENwx2WmRLScObiCQdXEONx8nne+68z3IvPzSaVMiSpA3yP5Pz8x5X/lZBJFZN5TUCVSCWO9sO0vc1841YqRPeYiDMwcN5kyM1Xldp2rF7mCqlyZmlhnenYnlZrZTJUd8xXWIjyXqTFVtvvZZO59MwPExKAfANZapqpzo7+eK1Nlg9NEH+y/2ayP7A4PXJ7/ETz/AxjcUWb5X+A7MPSMnx2135nMdvsTI2Zbx7HmxxKVAOZXbnmmiMx7CqpEKuGFG2D7P8Cdl831mUxPKmXGuiSHoMebwNK2wQ4a71OmqhiZXe7iB8MvqPM1qhjZ62d4xnvNvgUzVdMsw7TnW0rWyI6pSngBWa5Mx2QiO9hLDvrt1WstU9URmJi3UKYq6Kmvmb+xTLaRRfyF8srLIjGINJj3OhhA2e9M5t+oLflcdoFZ9mkS4Lwmc7RUFxHxKKgSqQR7Qbn/prk9j+nac63pygbQfbJZho0DSuTIVGlMVbqRvem3D9wC/xPyv9tc5X+xTvNeX7vO3J4a87Q0/PnsZ2InEy6VDXBKyRpNBVU2O5sjqMos/bPb7HfGfodqRdtqf71QpirToduzt/V70xTED5ZX/heJmDFZk/H099yeb2Y22bb7X3iKWdpSQAmnTJWIFKCgSqQS7AViqkYnwQ1mVha8yCwzS9YGnjZz74Q2qlCmKk2uxhSZDRuSw+GBjL1YH++FJ77ol881doQft2mht//R0s8VzPe3oQkaSphlI9pmgjH7mlI5yv/subev9x7Xah5jzzVXYFKtGqL+eq5pBHK9j53Hp9+eiJuOiFOPK/Oi3TYPseWc5/zYzHkGsOMb6fuOeUGVLWe0QZZkS6WUqRKRghRUiVRCZrlXNTp8Dzz0kfD7ok3+esc6c8GcGRhcf6JZBsfdaExVODtR78t/AZs+5G8f3p2+X9jkv+BnjgAe+is/85Cr3CzmfSbTzlQNlz7PWKzdPM5mqnIF1re9xixP+Ry8+TB0HmcCraOPmO02iK8lp3zeLJsXl/a4yYwOgANPpgej5WSqIDuo6nL8v9HHPpWeQbVBVOsK8/euoCq3VNJ8TspUiUgeCqpEKiFY/pZ54VQtbjwTnvi78PlyEoHJaZuXQsuS7LmV7OsaDPyyXu9jqvb8Avq3Z2+3WZiuTdC2yt+e2Qwg15iq0T3pt2177FxZnYYoNC6YfqYqOY3W5rF2IOUH34kcAZ0tb4s2m7FGdg6uow+a58zM3tSCEz4Mr3vSH39YSFOPF/CMwMHbYfc1Zrt9b6xyMyGZQVWsI728cuhZf30s0PGxucf8vasDYDg7JrDcoFdE5rWCtR6O4zQCVwHrgGbgM8A9wDeBhUAUuMJ13Z2O47wbeC+QBD7juu51juMsBq4GWoF9wDtd1x0J27fSL05k1gQzC4mB0ub7mW3JofQSPkjvztayFJqXZJf/tSw1F9Cr3uhvi9VxUJWahP99vWkQ8LaMQNpmjBq7zXtp2fbaYILbyfHwyX9X/Q7s/mngcV6GK5aj/A/8SWmnY7qZKvC7RIZlyYJznS17hVk2dprSs6MPm/F7wXK6WhGJmCxQPhfcZNpw//Z1/sV4csRvdX55yjSpiMRM6eXESPmZEBtU2cxmY6f/NwowtAOWnmPWbWaqaaEJrJ79tnn8Gf9W3jnMRxNe449yyzNFZF4rJlP1DuCI67rnAq8Gvg58Afie67rnAR8HNjmOsxy4EjgbeBXwecdxmoFPAld7j98GvDfPviK1KS2oqvK26smh7G3Bge3RZhNABYOqoWfNxdq634MNVwT2rePJf6fm9MrI/A08DVuvNOtN3enBynAgqJrI0/1u/Tvg3J8EHucFVfnGHzV1584WFTIxUnoXvqmgyusSOXYovQz03nfBdV4WasvX/EA+1gG998PB26Dz2Omdby1YfhGsfC2c/X244BavBX3g/el9EB7/HCw81fy9QfmZkIYCmarHP+cHuuO95r5Yq/8d3vHv5T3/fDX1ftZYp0oRmVXFjEr+EfDjwO0kJhh6xHGcm4FdwAeAC4E7XdcdA8Ycx9kBnAycA3zOe+yvvPWdOfa9P/PJt28PKa2ZYfF4fE6eV2ZXJT/n5Yf34LUK4Fl3G/G2sbz7T0fb4N2MN68n2bR8Wo/fRIwISXa6DzHekt6Rbcn+Z1kM7Fvzt/Rv384x8SbaB/eyw3t/Nm87AYDeYTgQfM9SKTYR4cj+3RxqqM6/mZn6e24fuIM1wERDO08Fjr/m6SuwYdR292naBo5gG6H3v/Ao+5rNvk3xZzgW2HckQX/I+TXFm7Ehx8CBJ+gC3J17mYyFdNMD1iSaifTt5blpvNY1/QeJpCIlPbbraB8rgeTQHvMPyUScvfd+lYGe1wOwOdA+fM+RcQa9Y685unfq/Tk80sqhCnw21f3/7JNhJMWGyRjx3v0s8LZO3PQKosDersvoOXAVrcDR/hH2l/E61o6nmEweIT6xi0XEeNLdScvoftbbHQaf5rkHvsNI50s55sAztDd0sWP7djYO7Z26GKje93HuPufWoW2sA54/lGB4vHrfn/miuv+eRXIrGFS5rjsE4DhOJya4+jjwbeCo67oXOY7zSeDDwFNA8Cf6QWAB0BXYHrYtuD3L5s2bS3g5lbF9+/Y5eV6ZXRX9nI82gzdEYf2qHlhW4e9PKgU/3ALHvQdO+fL0jvFwFCaTHLtmGSzKOL+hJuhfxIpzPs4KgIkt8Mi1bF6Rgq7NJscM9CxbT0/me/ZoK4sXtrO4Sv9mZuzv+clfAxDtXJd+/BcWgvfD9ubNmyG1CXqSsPObLIj2s2DzZujdCod3AbBi84WsyPw8zKNh+a/h1lfRFTVlfc6JW3J3lju0Agafnt5rfT4CjYtLe+yep2EXxCb6YNUb4MBtrGzazUp7jG3+rquOfbH/N7H4S3DTWWZ1zaksPr78z6Ym/p/9bDfN7THwkonRiQE49t2sPOPP4ZZfwugTLFx8DAvLeR37umEyQceCFujtYPMJJ0B/BFx/l7XLO2DNZjg0AZPLzPu2zfvnuKGpqt/HOfucn38MnoY1m86C7up9f+aLufqct27dOuvPKfNLUY0qHMdZDdwKfMd13asxl48/9+7+BXAaMAAEa1M6Mf98BLeHbQtuF6lNwfK38Rko/0v0m9KhcuaSsRfjueYNCnaWO+6PzTiPnVellzM2hvz2EWutzzFVce+zyByL1JIxl1QkAhvfa4JTO6bqhtPggT8z612bcj9Hh5erGtltSrXytTxv7oH+x2Dv9cW/hskJ2P4lGDs8/fI/MN+LxgXhpaWQPq5syZnmvYD0Jh7zXbTVvM9Bx/+J+X7YCbXLbVQxVf436JeKZo7Tsn/PY73+fFrOB/371awim+2a2Lpybs9DRKpawaDKcZxlwI3Ah13XvcrbfAfg9cnlPOBx4D7gXMdxWhzHWQBsBh4D7gzs+2rg9jz7ilS/4d1wdcRMmGslR/zmFDMxpsp2WMtsHlGKiNcQIOzCNzmY3iq9ZbG54B3d63cJg+wGF2DGVdXjmCo7ji6znX6uhg/ta8w4rMy5qgqNkwLz+edrUgHgfMAsD96Wf7+gvdfCtg+ZBgZhDTPyyQqqOnIHVZmBpn0tdn6tehBrg+Fdgdsdfjt5+7dXyZbq9j1uaPSW3rHt92+81wTiAFv+CV7yJdM4Jfj3LsbIHvPe1tP3VURKVkym6qOYLn+fcBznNsdxbgM+BFzhOM5dwCXA51zX3Q98FRM03QJ8zHXdOKZb4GWO49wJnAl8Pc++ItVv8CmzfPJL/raJETPfC1RxUOVlOUIbVQxkX9y3LDOtvIMXWWFtt6Ot9TlP1USOoMreznyv2teayaEP32tur70Mzvxu/ucIZgYLTZLbfZIJ7EuZMy0SnMi2nExVl8l09j8Ggzuy982cz+ll34JjLoGe00t7zloWbfObegAsOsPPPNr3vlLd/8Z6/e9Lk/djz+n/YpY2kz4eyFSB//+veBnZ8Pmg71F47gfp20b3Qusqk1UUEcmhmDFVH8A0osh0cci+38S0Wg9uO4AJvAruK1IT7MXySOACKTkMLcuBR6c/AWs+dp6izLmjgg78FrZ/Ac77mf/rdFCh8r/MC9+WZTDownggqAor88vsalYvcmWq7Hv52ow5iDq9Ftz7vPK8jX8CS8/N/xwNMROwJAYKZ6rAfDdLCapSgZbn022pDib4i3XAkXvhFxtNu/CgSMbvd90nwSt+Vdrz1brMoHXxWf66bdUdKaZ3VB7RFvOjSe/9sPZy73lb/c9j65Xmu5RKmR9LgkHVVCfPOv998/qTzXLt//G3xQ9A67K5OR8RqRma/FfqW2IwfULMYkx6nf2CvzonR8yFZbRtZjJVYzZTdTh8zENyFH5zvrlgt/MGZcqVqUpNwuDTpjwtqGWZmZz0rrf727pflH3cug2qhtOXU9sHzTipliXp23teAkRgt9dMNfP9zqXFu5gLK73MFGsvrRQzGGAXE7QFBTNxjV2m/M8Kzk9V6nHnq2Br8zP+3S/XBD9DNTle5nO0mExTYgCWnZ99f+MC8/+n4V3muYLz6dnSw8nKdy6tScHs+/hRP+MnIpKDgiqpb7+5AH6+obTH2F9ygxevEyPmgrZpwcyW/6WSZi6ixBA8+imY9Cadve89/r65MmU2W5CZqep7zJzzknPSt9ugwE4oe+nTsCikXCvWWp9jquxrnhgxgamVGEpv+mE1dsKCzd78VhG/3KqQFq+FfjH7x9pLy1QFA+zgL/PFCMtUhR33vGtKO+58ZTNV7etNF8+WQGbYBlXlZols4BbrgGUXZt/f2AXPXOX/Py84RqihyTsHBVWA/0MWeE09NJ5KRPJTUCX1rfcBswxeFBcS/CU37nXzGu8zF82NC2am+58t/wNTAvj45+DRv4Fn/sv8Kr37x4FGGTmCKnuxlP7AuAMAACAASURBVJmpOuKN8QmWI9nnsSJR6MgRfEbb6nNMVXDCZ5upO3yPKb1qzJGd6dxolk3d4SWaYWymqpjOY6UGVTbAPvsHpiSvFJmZqrSgyjvuGd8wk+CKnykOe58rFVQd+25Y/WZ46bfSgzYrs7tgMDBuUKYK8McZxg+aH63GerPHn4mIhFBQJQKlXYgGL3ye/6F5bKLfXPQ2ds9spsqup7wM1dgRuPsPzDmd/FmzzWaWss7bu/DPPD977LbV6duP/SN/vWVp9rgYq17L/4LZueSwadBw45nmdq6SN1tCVMoFms0gFNN+vNQxVclBcxG55i3FP2bqvAJNLpoWpF+wH7jNLMMydvXK/v2svyL7vkoFVQs2wbk/hrVvDb9/wJtQ9byfwbk/hdW/GzgHG1SVWYJY62wnxvhBuPsK+Mki80NUs4IqEclPQZUIZLe5zidYHnN0mz+HSdsqc3E5I40qDvr/2I8dCgwqH4FDt5tOcsd4vWMyn39yAg7e4Qc+mXPljB81x4s2pW9fdBqc9s9mPazrn1WvQVUwU3XTOaZBg5WrLbW9MCullMg2k2guYkzHdMZUxTqm39XMBo+xDj/QB7j798wyV8auHp34MXjFjbDmzdn3dXvNEXpePLPnYAOmpefD6t9J/5u3QXG9l/8Fg6rnvu9vV/mfiBSgoEoESguqJr1fk1uWmWYVI3vM7bZV/kDwSosfgAUnmvWxQ372IjFkSlM6jvMnEB0/6nf3Anjs03Dzuf7F+dghU+7Yu9UEYIm+3E0Q7PxC+ebPqdcxVclhP6gYfDr9vqGd4Y+xGapg04JCbIajoSn/fjC9MVWFWrXn8+IvmGXrCmU4CmlZ4v/wkWnZ+fC6J2HDH87sObzs22Zi76aQSbzVqMKY+vHqYPp2lf+JSAEKqkRgepmqjg2zGFQd9CcKjR/yL5yHd5kAqXmxP6fReJ+ZQ+sni8259W7NPtaOb8ANp8GvXgI7v5X7V9hmr1lF5liMoIaW+vx1e2Ike1Jba/WbwrcXk23KdOrfw7p3wMpLC+9bavlfYrC8Er2N74PLxk3AMBESVC18yfSPXW+6nJmfB2nDFXDGv4bfp0YVHu+yKK6gSkRKo6BKBIoPqoaehYc+bNY7NpjSv5Hnze3WlTPT/W9i3GST2teYC+CxQ34jgP7HzbJ5sRnj0thl5pV69ttm+/BzpmOgFWkwQZkNBIe9dvK5MlV2IHv7utznZyccrTfJkfCOfMe9B076m/DHTF2YhbTFz6V9NZz1neIm5421p5clBo31ws/WwAs3+duSg+W3PLcNNxoy5lh66X9AW5EdDmXuqVGFYSsRBp5M367yPxEpoMyZBkXmiWTIhLhhgu3XOzaYAGff9bDgBFMG19htAoyJuD/4vFy2DKVlqckIxA/5F7KDT5mlnbg3MQBPfd1/7Oh+v+06mHbOQzuzx13lykT1bIEtX4V1bw+/H8zrnBwzJYcz/Ut7tZicMK85LKhqW527qcfUhVkJQVUp7Jiq1GT2OTz73zCyG3b8u1+Glhgsr/wv6NS/h8N3wYBrbuuX/dqiRhWG/YHI/mDlfNBk8WZ6vJuI1DxlqqS+Tc3dVESmKhicALR5k7cevtu0MQZoPcYsc03AOx1jvWbZtMiU4wUzVZZtn5zZFn10b/p5L/QuDIZ3pe+X2WbdikTAeX/+zldTE5fW0S/cdgxZMKha8RpvJU9gWWwb9emy2aywxiG7vmuWwdb4yQoGVS1L4Iz/8G8rqKotalRh2KBq+DmzXPUGePHfz/zfrojUPAVVUt8i3j+UxQRVmWNVerb46zaosm2vbXldJdiAp7HTXKiOH82ewNdmqi68FU74sL99ZE/6a7OT99qyP6ucksVKtYOuJcmQoMo2CrENQcJ0HGuWa982M+dluzTu/Fb69r5H/bF1wc96/Kh/3pUQDNBULlVb6r1RRWIQ9lyb/f8x/TggIkVSUCX1zY4DKSqoysjmLDzVX7ctkaeCqr3ln1vm88Y6zEVr7wOw/6b0X05tUBVtglM+ZyZzjbaY8whOHGwDwaHMoKqERh2Z6jGosoFJ63J/26LTzLJjfe7Hta2Etw7Bxj+ZmfOyEwU//NH07YM7/PUd34AHP2TWx/sqG/wEx2dpXp/aEmkwExTXa6bqmf+C/31j9g9M+h6LSJE0pkrqVsvwI372qZigIpERVEUi8NonTGbCjiVqXWmWozOQqYp1pF+0RltNad/KS/2GEmAujta+1Yyhef4H6ZkTG/Rlloed9nWmraEOgyrbGcwGMQAb/9QE18suyP/Y4GdVaavfDD2nmxLRIPs9b1poslNPfglO/Tvz3apkUNW+1l/XL/y1p6GpfjNVmSXRlr7HIlIkBVVSt9Y/dZl/o5g21BMh+yzYnH67scsEPpUs/7PBXGNHenlVYgDe8LzJfoQ57avw82PTtwVbgC+/GF5+Xfakv6Wqx0yVzf4Fg6poEyy/cG7Ox2qIwtJz4el/S9+eGVQBjHu/yOfq/Dit54/BuT+FXVeXNheXVIdoc/1mqkZ2++uN3abjKuh7LCJFU1AlAsUFVZmZqjCRCLQsz57jpBw2UxVtT59T6PwbTLvtXIINCS55wNxu7DYlPqmkyZiUG1BBfTaqCAuqqkXLMtNIIzFkAnEITM4caKJhg6tKj31a/TvmP6k9Dc312/1vOBBUta2Afi+oqpeOpiJSNo2pkvqUymhpXUxQlatDXqZYe2kTsBb7vI0d/kVy9ymw4lWFH2u7/XWfai6eIxHTpQ3Kn5/IqttMVcQfy1ZNbKAXHEs39X0MfO/Hj5hlJRtVSG2LNtfXjyNBwUzVknPn7jxEpGYpqJL6k0rBDVvSt1V9UBUxZSg2U5VrHqRMF95qxn01RP1tzTaoqtDYnroMqg5C8yJT7rb05dUVXOUKqhoa07MQgzvNUl36xGqo0/K/ySTEA9NgLHrp3J2LiNQslf9J/ZkYgaPbsrcVUmygFGvPbnlejsSQOWakwR9TVWxQ1bTA/BdU6aCqLhtVHPCDl4tum9NTyWLPa3Sfvy05bMpHu0/xx/sNPGmWCqrEqtdM1eg+M2G2FW01P0blm3NORCSDMlVSf+xkumACjAUvKj1Tla90LtYe3tRiupJD/vNNPW8Zf7pdjneI5rJOa8rUmKo6CqrGDldXdiqoa5P5bA/f7W9LDpvv5Vnfg5P/1mzre8QsK9moQmpbQ1N9ZqqCpX8AsVbThGjBprk5HxGpSQqqpP7YAfoA519vLkJLCaredAjetD/3fjNR/meDqVIzVWEWv8wsB54o77yseiz/G+815X/VKNYKS86CA7f422xQ1bQA1rzFbNv7czMZcesxc3OeUn3qtVHFcEZQFZzUW0SkSAqqpP6MBzJVncdBrK347n+RmLmYzlc6F2s3v3wOP1/+uYIXVHnPZ7NL5QRVy19plisvLe+8rHoNqqq5bG7ZhXD0IfiFY35EsEEVpHcsXPeO8r5LMr/Ua/lfZqaqbc3cnIeI1DT9ayr1xwuqnnF+YkqfYu3Fj6mKdRRusRttN5PyXrs2/37FSgZaY9u6/3IuhFuXwWUJOPaPyj83qNOg6mh1Twpq58safAoO32fKUWNtZltjYIxd94mzf25SvaKtZmLwkX35x4XedK6Zi2y+GNmTPl2F7ZAqIlICBVVSf7zyv4mYd3FZbLne2OHishPBLFa54xN2XgW9D0Ksy9y2kw0ff2V5x22oYI+aeguqkqPmtVZzUNVzmr8+utdvVAHpPwq0r5/d85Lq1thlJoX+2Ur49RnZ908mYOsH4dAdcNfbZ//8ZsrYofQMrrK3IjIN+j+H1B+vUcVk1Auqou3m19lg96cwg09D57GFjx8MqoaemeZJAiN74d4/gkQ/tCw121qWwuUpWPvW6R+30hrqrFGFLR9truKgqiEGb9xr1od3QXIkvGS1Q0GVBDQuMP+/Ab87ZNC+68H9yuye02xIDvnjVUVEpklBldSf8V6IxJhs8MqhbFlUskAJ4NAO6NxY+PjBi9fBp/31xKApmxlwizvP/b/x121QVY2i3jiveslU2aCqmsdUAbStML+4P/a30P9YeFBVzdk2mX2NC0zWJpdI4+ydy2xKDJrS7ovvhFc/NNdnIyI1SkGV1B/bZMCWQdmLzXzjqsaOmLLBjuMKHz8aaFUeDKBe+LUpm3n4Y8Wd54EaCaoiDV4r5gJB1cheGO8r/fiPfQZ2fX965zYTbPfIWghIgm3fg63Tz7oaTvxo4fGBUl8y57TLVMzY01pkO6wuOQsWnjLXZyMiNUpBldSPgafMhX/8UHqQYoOqfOOqhp41y44NhZ8nGFwcucdfj3jjmFLJwsdIpdIzVc1VHFSBGVdVKKj62Sr45TQaIzzyCbjrbdM7r5kwdsQsqz1TBXDRHf56+zp/fd3b4JTPzvrpSJVrLBBUJQbSb8+XOa2CzYBERKZJQZXUh/F+uM6B+98H8QOlB1X2YqKYiVKDkwTv/qmfrbLNISYT6ftPxOHm8+HQXf62wadMgwGrmjNVUFxQBTC6b+bPZabZALu9Qt0dZ1JXoFxV46ekkMYC/3+z/x9c+GKzjOeZr6+WJIfSu/+JiEyDgiqpD/Zi/uAdED+Y3ukpWkRQZQOlWBG/ZvacbpYb/sAsH/qIWaYmzHIyI1N19GE4+Fu4773+NpulshPMVvsg6oaW/I0qEkO576s1A0+az6VaJ//NRZ3+pJBC5X+2icWLPmGWY4dn9nxmix1TJSJSBgVVUh9s1qep28tUBYIq26gi33gBG3Dlm/TXOuZieNNBeNl/ml90E944ItsII7P8b/Ap79iBf9QP/MZMQHnSp83tar8gLpSpih/w11Op6T3HdB9XSWO9sOs70LVprs+keLblvTJVUkgx5X+xdv//n/GMoOqFm4pvxFMtUimV/4lIRSiokvowsscsoy2QHCy9/G8qqCryH147eWTLcn8STXsMm7Gy+h/3zq0psO0JWHQ6bHwfvHXYdHKrZoWCKvv+Q/a4jHyCWT37K/lcevxz5nUGxydVuwt/Cyd8pLjSValvmUFV5g8ZiQGzj83Sjh+B3m3wkyUwegBufSVcV0M/OABMjpn/JytTJSJlUlAl9cFe1NuB1WmZqlKCqiIyVUGNnSaIAz8Tlpmp6t9ulgf/1/wHpkteU4/pzmYzadUsX1CVGILfnO/fLmVcVfCYwWzXXLFjSF7013N7HqVYfAac+rm5PgupBcFukQCT4+m3EwNmguAmL6gaOwLb/8GUAe756eycY6XZ0mSNqRKRMimokvpgg6qR3WZZclBVwpiqoMauQKbKC6oyx1QN7/LX7/lDs0z0Fx7fUE3+f3t3Hh9ZVef//1WpLJU9vS90QwPdHAKIsqqIAm4I6BfFbdxmc5txA1HHBRGHcb5fZxx3R+cryOj4+6oI2irMoC2ibKKNLQhIOE033fRCr+nOnkqqKvX749ybe6tSSSqpSmrJ+/l49OPce+pU3VN9O+n61OcsUwVVw/syz/17kI+MoOrgzPs1lV0/gqOPzOw5yQHoOD1zAQiRatG0Gi68A07/J3eezJoLmej1gqpFQMQFUzXe3lWFbHReSv571PA/ESmQgipZGPwP5H6mITwnJprH5r/JQbckeniIXj5qW4Phbn6maixrGeLBp4PFLZrXQWoUUsPTz28oJzUNE9+Xb7Q789xfPS8fqeHgePBpuPf1sO2Gmfcvl/teB3c8O1giPR+jPRpGJ9Vt9Sug0RtuHA6q+re7vfbq2qAm6gKrke5gVdP+7a705/BVCn8kgYb/iUiBFFTJwuBv2AruP/3wwg/jm/9OM/xvpkP/wBv+NwDpsSBo8zNX4D6kJ3rhuDfA8gvc0EB/7lAlBVVTZar8oOVlv3WbBPc+nv+iE+Gg6slvwO5bYfuNhfUVMq8/k8zZaM/0y06LVDo/wAhn7/fe7srlF7iyYYnLVEX8TNU2r37Z/PSxWBIKqkSkOBRUycLgr8AH0HaK+6bVF20EItMP/5vNf7r+UuiJfhdMQOaCC4NPu7J5nXv95EDweCVlRPIJqmLL3Hvc+hV44ov5vW74Nf3hRf5wo0KEs2oz2cB09Ghl3ReR2fB/14UXlfGzVp3/4MqGpd7wPy9T5a/6V2k/HyOHXBmrsGBQRMqOgipZGMKZquzlsP3FIKZbqGI2mSp/8vMj18K+O9zxyGG3NDfAkLfUe9OaiUFVJWWqamJueGPXFyau7ucP/2tYAqPe+37oQ/llq8KZKn/o5lT3KV/h181n02JfQpkqWQAaV7kyvKhMcsB9oeEPgY6tdD+T/hxRf1GLXF9SJPqnHl5dSv57jK0qbT9EpOIpqJKFYTSUqWo+buLjtc3Tz6kqJFO1Z2Nm/ZE/eK8bWnmqrsV927v/Tu+5FRRURWMu6/bQh+CWdrehMbiVwXbdCpEa935e9DO3/xYEWbqphIMfXzE2Eg7f68nmgmUbS7mAsdK+iReZqWb/Z3RXUJedrW9c7QKS7MUscu339z/Phh8vn1hfDob3ud9PsTLtn4hUDAVVUv3GUplD7nIFVdHpMlUDhWWqsrMy3Ztd6QcNtY3BB5aHP+bKSlv9L+yO54D9Gjz0ETj8W295+BpY8yo47/9zbfq6pn/dXFmk7A9xsxEOqvLNVO29zZUKqqTa1S92vxOnCqqajnEjAPzhc+PtcgRVgzvc79fDm+emv4UYfgYalgfDGEVEZklBlVS/ZNZwtKa1E9vUNs/RQhVtrgzvsbToTHjGGwroB1XRxomZsErLVGXb8oHg2N8sFKCt05W9+QRVOTJVxQiqZjP8797XuLJmhitAilSaSMRlq4ZCQVUiR6YKoG9r5nMTffDAX7tNgbP126J3tWDD+4LhjiIiBVBQJdUvPJ8Kcg/zqG2ePFM1uBt6H4WW43M/PhU/2+Rv+Lv2dbDmcjj8AMQPBR/ocwVVlbSKVnZQ9ZJfA6HsXH0oqIotdZPcZ52pGsx/9cBJX3cWw/98K15c2LVFKkHTsdD/pDvedatbeTNXUDWYtUVCOgk7vgOPfMqdjyWCx+JZWa1yMLwveC8iIgVQUCXVzw+qjvsLV2YvVAFeUDUAT3174hCVPRvdh/uTr575tcOB0UkfgBfeAu2nAmk3yXuyTNWa11TWZpThoOrkq2HFhbDsBUFdOFMF0LoBBrZP/7rZmar6xUA6dwZrJmY6/C+ddntxdX4E2jsLu7ZIJVj9Cuh5BA7eC/e93tWFfyflGkYd1nGqK8PzWUcOF7ePk0mn3RLwU63sefAeePqH0L8VWk6cn36JSFWbdhCxMaYOuAlYBzQAnwH2ALcB3tdYfAPoBbzJIESA84HTgMbsttbam40x1wGXAUngKmttGQ62lqow6s2nWv9ueMH3c7epX+yWPP/d37jzN4cyIf6HguZ1M792OKhqWuNKf/hYasQLDiKuzh/Tv/KlcP4PZ36tUqoJBVWn/5Mrz/g8bHqeO84OqpqPg+4/uE2Z6zom31Q5O3hqPQm6f+fN72iafX9nOvwvOeAyWprMLgvF+nfBH6+GfZuCukhoO4O2k2DDe+DJr0/yAt53tuGRAtnzr+bK0T/C3a+CtVfAC3+Uu82dFwTHi549P/0SkaqWz8zMtwLd1tq3GWOWAA8B1wNfsNZ+PqvtzwGMMR8B7rfWdhlj3pHd1hhzJnAB8FxgLfAj4JyC341ILv5Qr6nmRDUsy/wPP5128woAkv0uEzObiczhYMGfyxVtcOXYqPtwH2101/KzJ+2nVt6k6XCmKtroyqXPhZPeB1u/ljn8D9zfxe4fw49XwHFvghd8L/frZgc8rRuCoIoCApyZDv+LH3Rlg4IqWSBqm6F+Efz5M0Fdsj+zzakfnzyo8n92/W0UYP6CqmFv+4XdP86vfcfpc9cXEVkw8hn+dwtwbeg8CZwFXGaMuccY8y1jTKv/oDFmDfA24B+9qlxtzwc2WWvT1tpdQK0xpoImkEhF8YOV6BSZjdiyYJNagMGdwXGiP1jFrxDZmaqDd7slx2u9IMSf0zWbBTFKLdxnPxgFN2QOoGFxZvumY4N9bXZNkZUbOZy52W/bSa7s25o5V2OmkjPMVPlBlTJVspBkL+CQyAqqmtbAOV93X4xk87PB/p580cb5G/7n/7xCfvtjtZ86d30RkQVj2q/DrbUDAF4wdCvwSdwwwButtVuMMdcA1wEf9p5yNfBFa63/9e/mHG17gNAnWPqBdmDC11hdXXlMZi+yeDxekuvK3Gjv3s5qYNvOvSQagu8Rwvd50dEkK0MLK+zsup/hFvdhe3X3HhrTMbbP8t+EPwPnyX1xkt1dNA7uYx3Anz4BQDIFT3Z1EeWlrGr/Dfsil5KqsH9/jYP17j2R+TO7vPsQS4ADh45yJFTf0hvBX4MxFYmxdZL3u/qZP9FYu5L60d0A7OlrYg3Aby5hoPV8dq//5rR9y/Xz3HF4O/7HxcMH9nIoOvXfd0vPFtYCO/YNEs9n1UKZV/qdPTeOH0kQA44ueR2Lum8lMdTNtgl/zxfSnu4me6mHniP72dfVRduRRzkGiNcfR6RvL08VcJ/yvc+LD/yZFd7xtkfvJhFbN6GN/3s5UbeCbU/unHWfpPj08yyVKq8xRsaYtcBG4OvW2u8ZYzqstf7s043AV712NcArgWtCT9+Yo+1PgfBX/624QGuCzs75nxTe1dVVkuvKHHnyN7AL1pvToXHleHXGfW58FuwNnrLuybfBhXe4ydoHayC9ePb/JryVhTc86wKXdTkyBKFViGsjyeC1n/UripATm3+JY8bfU8bf02A7HIIVK49hxcmh+qMj8JQ7jNa3TP53u6sbFhvY74KqNRueCzvdQy3999G5YV2Q6ZtEzp/nrnZwL8nSxS0sne7ebrsfdsDxJ58TbIwqZUO/s+fIkykAFm24DLpvpS4Sz/33vKsTduFWNt1/F6SG6WhpoKOzE359NURjxFaeC3tvL+g+TXufUyNuePUw8IyrWr+6EVZkPWcs4X4v17VRd8nv6GxZN+s+SfGV6ud5y5Yt835NqS7TDv8zxqwANgEftdbe5FX/whhzrnf8EsD/l3ga8IS1Njy7PFfb+4GLjTE1xphjgRpr7TyNC5AFxx/+MdXCBg1LJ9ZtfpcrE/1QV0Cos/Q8V/rD2Pwhcb5CV7IrB/5+XJMJD+EDN/zP5w/LHNozcajO4E5oPh5a1rvz7OFIj3922q5FUoNw4O7MyvFNl1vyG/6X8L7zqV80fVuRauH/nCx5Lqy4CM6bZO6j/3Ox6Ex4Q58bTjcWd7879/0cTv6w+zkePQJjybnp69FH4OaYW/UvPPxvaO/EtsNexPWcz4ICKhEpknwyVZ8AFgHXGmP8uVVXA18yxowC+wHv0yeG8e+fx/098LVwW2ttnzHmXuABXGD33sLehsgUwsuWTyaWY0pfog9So27p8+ZZ7FHle/GdmQsjZAdV/tyiSnf21ybOWzvtk271xOP/KrO+flGwN1htk1sY5CdrYdXFcNHPXZvkkPtw1LIOzvyju4/hBS/aTgb7FTjlY1Nmq1bu/Sw88iN41ZPQ6gVnqSGI1Lpgeapll32jvRCpmbiXmEg1e87n4MF3Q8sJ8JK7Jm9X3+FKf25lNObmLfrzVFtOCOaM7r0d1r66+H31NxZ+9Hq32mjbydD3BAxnBVXbvgmb3+2Oc32ZJiIyS/nMqboSuDLHQ+flaHsLbmGLcN0fJ2n7aeDTefZTZPaS3gfo7GxJWK7/XBO9cNdL3H/MhawOVduY+aF/suXDK91JOb4biS2H8/5rYn0k4rJVfV0uEIt7q3Xt+0XQxl/KvmGpC36ys4XP+Szc82rYv8kNO5pE3Yj3oarviSCoSg65ILumIf9MVV175iIcItXu+Le4P9PxM1XjQVWj+xLEX5iiYUkwUuDe18BlXdCeY7/AQqS8L6eOPAgdz3J7Tw3ugvgBOPIQ7Piu+9LGD6igOAsQiYh4tPmvVL/U8PR7GtV15K4/dJ8ra4oYCGVnqhYqf25STS30exsB+yskQpDdm2zVxiXeHlj+UJ5swwcg0Uei3ptHt/ndkBjwXtv7NxGNuWFK0xntmfzfiMhC17wOzv53WPs6dx6NuS8r/ExVw5LML67y+ZmbqURoWnbPo27vqfpFbp+srV8D+0V48O/d46dd6zbyXn5B7tcSEZmFCtsMR2QWUkNTD/2D6Zcxn+yD+2wUM0CrZO2nusxUKg4D21ydv5cXTD4X7pUWBnYEy7THJ5mOuXElNK6GxlDwtf9ON/QoI1OVz/C/nmCIk4hkikTgpPcE536matQLquqXZA5zTs3BkOfRrLWuFp8Fe29z87ji3sLCgztceeLb3QbkIiJFpKBKql9yaOo9qmD6YV1Du4vXn6gyVQCc/k9w5I8Q3xdkqsILUUyWqWo7Kdivqq596r1vhp+hpmEgOPc3+k0NBZmqfIf/KagSyU+0MStTtTQrqJqDxXkSPW7eI0B6DBafE2Sq+kLLc0dqofGY4l9fRBY8Df+T6pfP8L/pdP5DcfoCylT5apvct8XJ4SBoTY8Fj+e7auM0G4rWpAaCTXv9D3OpYResRWNBoDWVRK+G/4nkKxoLzamKuOAmPPwvlceGvDM12gMNy+G1h+GSh6B5rbtu31YXWPkBV9MaN+RYRKTIFFRJ9UvmMfxvKhfcDuvfUbz+REL/oZ/2KXjFH4r32pWmtsl9wBre587DQ/Gmm1MFbq7GaPfkjwPRVD/EvHlVflbK/zcRjU1cxj0XDf8TyV+00c2bGul2Pzc1UbdAz+rL3ONzkqnqddeqXwSLnuPq6hcFi+AsPtuVLScU/9oiIiiokoXAH+o1W9l7IxUqPNRw/bvc2P+Fyp97EfeCqvAQoUIyVen0+KHLVK1wJ+OZKn/4X1N+H/BGvdX/RGR640uqH8rMUJ35BVcm5yCoyrWYTP3i4Njf1uH064t/bRERFFTJQuAP9crX8hdlnjfk2MOqWAodlljpok1u/5qeCzMpGAAAIABJREFUR9352EwzVZMEVaHXyZmp8v9N+HtlTWUsCcl+ZapE8uVnqoafyfxSyv99N1fD/7J/RsObdR//l/DGOCx7QfGvLSKCgipZCGY6/O+iTfDKrcH5XG4QWciwxGqQvWlvePhfXpmqZW6D4FBmyr1OsPhEMKcqEmSl/H8T/vDDqST6XKk5VSL5icbc/MjBXRALBVX+7zv/53DPz2Dn9wu/XnoMhp4O5k76wkFVXYsWCRKROaXZmlL9En3TL5kObrPIge1uIYn60FCv7A/+xbTQ96zyAxZfxgpheWSqmte5D2hP/ScMPu3u8yn/kDGkryYdd0P3wiv9je9T1TT9nCp//xtlqkTyE/Oy+0O7oPG1Qb3/s+z/zN3jbdq97k2FXe/ow+7LlRUvyazveLYrtTiQiMwDBVVS3UZ73X/s7Z3Tt33ZfdD7mJvzNF/zZ6Zbyr3aDXqr/kWisOhMN8zO53/wmiqb5086//3bgzpz1cR5Uq3rgxXJ/NeONrogLDXoMl2T3YvRXlcqqBLJz6IzguPw8L9ozJXbvgnm/cW73sF7XLnq5Zn1y8+H877vslQiInNMw/+kuh192JWLzpy+beNKWPlSd6xhIvPj9H+EE/4W3jAIbSbIVA3tgUevc8c10cmf33rixLp7Xh3sj+NbfGawdw4EC1XUNrmhQ2M5NiPt3w5jiSBTpeF/IvnpeFZwHA6q/C8uBnfAw58o3vUS3pcxuYZqr/sLOOaVxbuWiMgkFFRJdRsPqs6Yup2URut6eN63XBBbUx/MqbJfze/5zccBWRmmfXfAU9/Ous6GIFM1lnJBVLQpGI6UPa9q+7fgtvXw2Gdg90ZXV6/V/0TyEo0FX2S1nZy7zcjBwq4xvB/2/o87Hhtx2W7tPyUiJaTfQFLdRg66faGyJzDnI7YcVry4+H2S3KINwap9+Q61i8agYfHEzFQk+L6or+Ni2iI1QaZq/ybvuY3BXLvkYOak9n1em8dCyy8rUyWSv4t/D/ED0HRM7sdnsiJrLvdcDt2b4Q0D7ufaH1ooIlIiCqqkuvnL7M5m7tIVB4rfH5lcTb3LIO3eCFu/lv/zalsnBlW+M/6NvelX0AZBpuo3l3rPC2WqDtwNf3gfvLLLDQPNtXeV5lSJ5K+mdvKACoDQip1TzWmczOAur3zaBVULfdEfESk5Df+T6pZrQ0gpTzUNbjXAe69w+9tARsZpUrXeJPQ1lwd1I0dcufyC4DX8jYZ9if5gufYt73dzp7ofdOe5gqq6tvzfi4hMbWhvcDyWmPnz/flTAztdhluZKhEpMWWqpLolespzLswVB9wCCRLItTjI6/sn1mWra3Vl09qgbtQLqsIrB0YbITkQnNc2B8P/Ro96dVn76ITlE+CJSH4GdwbHqSGIznDZcz+oGtyp4X8iUhb0KUGqW7lmqmLL3TAzCeTaS2aqjX/Hn1fnyljo79MfDhjeYywac0upR2pgxUWw4e8nzutIDgflypfDZV1w/q3Q+eH834eITO55/+nKjKAqx5cY0/Ez1IM7XKZKw/9EpMQUVEl1S/RoLkyl8D8UzXSlxoi35HptaC8aP1NVE/r2OtoII4dchnD1pW7OR3bQ5n+4Sw274X7tJ8Oxr4UzPjezPolIbif8Nax5deY2BtNtwJ1LatCVw/uUqRKRsqCgSqrbaK+CqkrhZ6qa18Hqy+Dsf8/veeNBVTNc5K3aN7Ddq8vKVA3vc8d+9tIf/ucb38dqeOpNh0Vk9sIrbcLsMlVJL6gaPaqgSkTKgoIqqW6JMh3+Jzl4q4E1roILb4eT3pPn87xfY7VNsOplmQ+Fs1e1zcE1/A91ta2Z7XfdDD89HhK9mQGZiBRPdlA1XaZqYCf87u1Z2S1vfuTIEQ3/E5GyoKBKqte2G923meEP1lK+4vtd2bhqZs8bX90vayjfed8P5lsBNCwLjv0PdbFlmc955n/cXI/Ro8pUicyV9lMyz6fLVD3z3/DUTdSP7g7qEl5QlVCmSkTKg1b/k+qUTsPmd7rj7A/OUp6GvaAqNsMFPPygKnt1vuw9cmIrgmN/SGg46MqmoEpkbiw+K/M8NU2mKu72DKwJt/MzVaNHXZZKQZWIlJiCKqlO/dtcue5tcMLflrYvkp9nfcrNeTr29TN7nj+nKnuJen/JZV9seXBcv3j611VQJTI32k/NPJ8uU+UHVWODQV14TlVdh4b/iUjJKaiS6rLtRvefrL+q27M+pbkxlaLlBHjxL2b+vPGgKpVZP1VQ1bRm+tdVUCUyN2rq4GX3uzlSv7po+jlV40GV124s4eZR1bZCsh9Gu5WpEpGSU1Al1WV8yN8KaD4eWk4sbX9k7j3ns25fqlUvz6zPngzfEAqqavL41aegSmTuLDsPhva64+Tg1G2H/eF/g5ntm4+F3j+7n38FVSJSYlqoQqpL42pXxg/AyhdDJFLa/sjcazPwsnugLmslv+zAKZypCvOXVW/ImnunDKfI3GpY4sqRQ1O3y85UDe5yZXhRGw3/E5ESU1Al1SUS+iDdakrXDyk//uIUJ749s/7izXDWl91mv2H6kCYyt6IxqGsfD5omFc/KVO2+1S1M8+z/HWqUnps+iojkScP/pPL1b3PBVMs6N77e17KuVD2SUnrxr9wci2yRGnh9/8Rhfe2nuD/bbsisn25FMhEpXGzF1EFVYmD8Z3E8U3X497DoDFhyDjz/u/DA26YPzERE5piCKql8t21w5ZvGINEX1DcfX5r+SGmtfPHkj9VNsWdZdrA12luc/ojI5GIrIH4Q7roYeh+D1+zNfDwULI1nqlJDwabu/tYJw/vmobMiIpPT8D+pHqNHM1eAa1FQJTPgz6FqO9mVy84vXV9EFgo/U7V/Eww/4+p2/gD+dI07DgdVfqYqORSs8Np8nCvr2uepwyIiuSlTJZVtLBEcH7zblcsvgHQyv72IRHx+pmrVK+DSx6AmWtr+iCwEDUug74nMut++yZXdm2H/nePV40FVagiiXlDVcgK84GZYMUWGWkRkHihTJZUrnYYf1AfnR/7oyvXvgpfdp5X/ZGZqvaGBtc0KqETmy5JzJn8sFFARWxFaUj2UqQI47g0Qy9qXTkRknimoksqVGs48H97jSg0DkdlYcq4rh/dO3U5EiueEv4WVL5++XftpNMS3w1jKy1RpywMRKS8KqqRyhRelABjc7crspbFF8rHmNa5s3VDafogsJJEI1Ie+CEtPsjT6hndTP7obnrppYqZKRKQMaE6VVK7soGpIQZUUoG0DXP505oaiIjL3wlmnsdGJj1++CxpXM9jyXJr/+MHMOVUiImVCmSqpXH5Q9aKfucnO/VvdeWxl6fokla35WKipK3UvRBaW8JDtXPvDNa+FmijdK94OSW9elTJVIlJmFFRJ5fI3+q1rg1ovO1XbCrHlpeuTiIjMzGmfCo7jBydtNtRybnCiTJWIlBkFVVK5/ExVXVsw5K91vVb9ExGpJLGl8Lxvu2N/ryrfBbePH6Zr6oNgSpkqESkzmlMllSfRD0f+kBlU+ROdtciAiEjl8edV9W0N6mrq4JjLMtvVtWlOlYiUJWWqpPL86Rr41Yvh4D3uvK6N8X/KbSeXrFsiIjJLflD1x6tDlTk+ovijEpSpEpEyo6BKKo+/OtT2G11Z1wp9Xe546Xml6ZOIiMxeNObK1BBseK87PvmDE9v5QZUyVSJSZjT8TypP9pLXNQ2QTrrjpc+b//6IiEhhwsuqL38hnPUliEQntvNXCkyPzU+/RETypKBKKk9qJPM8EoGLfgndmzM3kRQRkcpQGwqqOp4NNZN8PImtcOVYfO77JCIyA9MGVcaYOuAmYB3QAHwG2APcBjzpNfuGtfZmY8zPgCVAAhi21l5ijFkPfBtIA48B77XWjhljrgMuA5LAVdbazcV8Y1LFxkagthle8AM4+idXt/gM90dERCpPOFPVun7ydmd92QVWqy+d+z6JiMxAPpmqtwLd1tq3GWOWAA8B1wNfsNZ+PqvteuBUa206VPcF4JPW2t8YY/4DuNwY8zRwAfBcYC3wI+CcAt+LLBSpETfk75hXuj8iIlLZ/DlVMHmWCtzy62d9Ye77IyIyQ/kEVbcAt4bOk8BZgDHGXI7LVl0FNAEdwG3GmA7gs9ba2722d3vPvQN4OWCBTV7wtcsYU2uMWWatPVSMNyVVbiye+R+wiIhUtnCmSkSkAk0bVFlrBwCMMa244OqTuGGAN1prtxhjrgGuA74MfN4rFwP3G2M2A5FQ5qofaAfagO7QZfz6CUFVV1fX7N5ZAeLxeEmuK1M7ZsdVxJtOo2H4II2pGrYXeI90nxcG3efqp3tc+SKpIU4GDq38ew5Pci91nxcG3WepVHktVGGMWQtsBL5urf2eMabDWtvjPbwR+CqwH/gPa20SOGiMeQgwQHiJnlagB+jzjrPrJ+js7JzB2ymOrq6uklxXpvHQJtp6NsGxr4dUS8H3SPd5YdB9rn66x1Wic5hlNQ0si0RyPqz7vDCU6j5v2bJl3q8p1WXafaqMMSuATcBHrbU3edW/MMac6x2/BNgCvBT4ofecFuA0oAt4yBhzodf2EuBe4H7gYmNMjTHmWKDGWnu4OG9Jql5qRMP/RESqTTTmVnMVEalA+WSqPgEsAq41xlzr1V0NfMkYM4rLUL3LWttnjLnYGPM7XHbqE9baw8aYDwE3GGPqcUHWrdbalDHmXuABXGD33iK/L6lmqbhbqEJEREREpAzkM6fqSuDKHA+dl6PtVTnqtuJW+suu/zTw6Xw6KZJhbASiCqpEREREpDxMO/xPZN6kxyZ/bCwRHPtLqouIiIiIlAEFVVIenrkDftAARx7K/XgqHhyPaU6ViIiIiJQPBVVSHvb+N6ST8Lu/zp2xSg0Hx2PKVImIiIhI+VBQJeVhaLcrex6Brs/BWDLz8XCmKhXXnCoRERERKRt57VMlMuf6umDtFTC4Gx7+mAuqTrsmeDwjqFKmSkRERETKhzJVUnrpNAxsh1YD5//A1Q3uyGyTMfwvrjlVIiIiIlI2FFRJ6aXibh5VXRu0nADtp8Boz8Q2vtEeZapEREREpGwoqJLSG/MCJj/7VNcBo0cz24QzVemU5lSJiIiISNnQnCopnbEkxA9AxIvt/aCqfhEM78tsG85UhduKiIiIiJSYMlVSOo9dDz9ZA/3b3Xm00ZX1uTJVWUGVhv+JiIiISJlQUCWlc+AuVx78jSvDmapE9pyq4czz+o457ZqIiIiISL4UVEnpxFa6cv+vXOlnquo6INGbuQlwdqaqYdnc909EREREJA8KqqR0Rg67svdRV45nqjpcQJXoD9pmZ6oals59/0RERERE8qCgSkpnaK8rR3tdOT6napErw0MAJ2SqFFSJiIiISHlQUCWlkU7DsBdUpZOu9DNVsRWu9IMugKE9EIkG5zEN/xMRERGR8qCgSkpj4KmJQ/r8oKrlRK+NtypgOg17fgyrLg7a1i+e+z6KiIiIiORBQZWUxp6furL9tKDOH/7XcjwQCZZaH94Hg0/DqkuCtjXaYk1EREREyoOCKimNQ/dB6wZo7wzq/ExVtAGa1gaZqtFuVzauhEVnzm8/RURERESmoa/7pTSGdrlhfuFNfP1MFUDLCTC4wx2PeEFV/WJ4+QOQTsxfP0VEREREpqFMlZTG0G5oPjbITkHmcWxZEEz5ZcMSiNZDbfP89VNEREREZBoKqmT+JYchfhCajs3MVNWEgqr6xUEwNXrElQ1L5q+PIiIiIiJ5UlAl829ojyub1gbZqZo6qAktmd6wxAVT6XTm8D8RERERkTKjoErm387vurJ1fSioimW2qV8M6ZQbJvinj7u62qb566OIiIiISJ4UVMn86nsS/vy/Yd1bYOnzg+F/NXWZ7fyhfl2fn9/+iYiIiIjMkIIqmV9Pfw/SY3DGv0Ekkjn8L8wf6rf1K/PbPxERERGRGVJQJfOrf5ubS9W40p1HvUxV9op+2YtSvHLr3PdNRERERGQWFFTJ/BrYDq0nBufjG/5mzZeqa8s8b9swt/0SEREREZklBVVSHPs2Qfcfpm83sN1t+uvz51RlL0LRdgp0fsQdb3hvcfooIiIiIjIHakvdAakC6TT8+mJ3/Ob05O0SA25/qpYTgrrJMlU1UTjjX+E5/+LmXomIiIiIlCllqiSQHIJD98/8eUO782s3/Iwrm9YEdTX1rpxsuXQFVCIiIiJS5hRUSeCBv4Rfng/xQzN7Xvfm4Pjxf528XfygK2MrgrqxUVdmZ6pERERERCqEgioJ7L/Tldu/BQ9/LP/nDe4Mjh/+KPRvz90ufsCV4aAqOeTK7NX/REREREQqhIIqCST6XPmnj8Pj/5L/85KDmedP/yB3u/GganlQ5y+pHh4SKCIiIiJSQbRQhYRkLTIxlpi4KW8uyYHM84HJMlUHgQg0LAvqjn0jjByB9e+cUU9FRERERMqFMlUyuZEj+bXLzlQN7srdLn7AbepbE4rla6Jg3hdkrEREREREKoyCKnFGuifWjeaoy2VCUPV07nbxA5lD/0REREREqoCCKnF6Hp1YN3I4v+dmD/8b2g2PXAc/WgrJ4aA+fiBzkQoRERERkSqgoEqcnEHVLDNVYyPw2PXu+T9sgoEdrj5+UEGViIiIiFQdBVULzf47Yd8vJ9b3POrmO4XlE1QlBlxQVdfhzo//q4ltxoOqA9Cg4X8iIiIiUl0UVC0kY0m462Xw65dPfCy+HxqzljWfbvjf/jvhllY4dB8sOx/eOALHvXFiu723wZ8/C8l+aFSmSkRERESqi5ZUX0gO3BUcJwczN9xN9EJ9O1z6CNS2wC/Ph6MPTfN6vw6Oa5shWg917RPb2S8Fxxr+JyIiIiJVRpmqSvXUd2DbjTN7TnhVvuw5VKO9LiDqeBa0HA8rXwq7fgg7vpvfa9e1eGWOoCpMw/9EREREpMooqKpUT90E2745s+eM9gTHPY/BwM7gPNGbGRAd9yZX2q9M8YKR4DDqZb3q2nI3bTOubF6bb29FRERERCrCtMP/jDF1wE3AOqAB+AywB7gNeNJr9g1r7c3GmM8B53uv+01r7Q3GmMXAVuAxr+1Ga+2XjTHvBN4NJIHPWGtvL97bWgCSw26O0kwk/KAqApvf6Q4veRgWPXtiULX6FbD6MjfX6vZTYMPfgflA1guGgip/KGF96DXOvwXue707vmgTDO+DjmfPrM8iIiIiImUunzlVbwW6rbVvM8YsAR4Crge+YK39vN/IGHMRsN5a+3xjTAPwZ2PMrcCZwPette8PtV0JfAA4G4gB9xljfmmtHSnaO6t2Y3FIzDCoGu2B+sVQU+dW4gO3yES0CUaPZgZEAHWt0PtnGNwJW67MEVSF+EFVbUtQ17wuOI6thOZjZ9ZfEREREZEKkE9QdQtwa+g8CZwFGGPM5bhs1VXAA8DDXps0EAUSXtszjTF3AwdxwdQ5wP1eEDVijNkGnA48WPA7WihS8VlkqnqhviNzGOAf3hccZ8+HqmtzAdVkIqFMlT/sLxIaUdpyQnAcrZ9ZX0VEREREKsS0QZW1dgDAGNOKC64+iRsGeKO1dosx5hrgOmvth4G4N1zwO7jhfwPGmCeALdbaO40xbwG+CvwE6A1dph/IucJBV1fX7N/dLMXj8ZJcdybWx/upTQzwxOOPZwY3U1hzZA+1qRix0T4iQKJuJXWJ/eOP7+seoif0vpf3jRLeuSr772TZoYMs9Y6fOTRI75h7vNNvv31/cFyGf5+VcJ+lcLrP1U/3eGHQfV4YdJ+lUuW1pLoxZi2wEfi6tfZ7xpgOa62f7tiIC5QwxizCBV6/sdb+H+/xu4ChUNvrgf8CWkOXaAVC6ZNAZ2dnruo51dXVVZLrzsjjSWCMzpOOy1wafSp7km6fqNok9G+l7lV/gh8HS5yvWrOBVceH3ndyncstejpbn4Q1/yuoGG4GbxTh6nWdrF7jPddbib3zlFNg19mQHCjLv8+KuM9SMN3n6qd7vDDoPi8MpbrPW7ZsmfdrSnWZdvU/Y8wKYBPwUWvtTV71L4wx53rHLwG2GGMagV8BN1lr/yn0EjcCrw23BTYDLzTGxIwx7bjkxmNI/lLDrpzJvKrRHqjrgBdvcotIxLKWNx89mnmevZLfPZfn7gNkDh3s/DCceo07fsWD8Ep94yQiIiIi1SufTNUngEXAtcaYa726q4EvGWNGgf3Au4C/A04A3umt7AfwN8DHgJuMMe8BBoF3WGv3G2O+AtyLC+yusdbGi/WmFoSU99eV6IfGlfk9Z7THzalqPs79AYhEIZ1yx8dcmtm+tpUpZQRVoQDsjM/l1x8RERERkSqQz5yqK4Erczx0Xtb5F70/uVyU43VvAG6Y7vqSw1giCISSA/k/L9HrMlVhflB1+a6Je0jVTRNUJSfJVImIiIiILCDa/LcSpUJJvXxXABxLugCsPiuoOu1TrsyV7ZpsI9/xfgwFxwqqRERERGSBUlBVicJBVb5zqhLeYovZwc9p18Cb027vqmz+nlNNx8Jp17njsVSoH6FMVfYeVyIiIiIiC4SCqkoUDmbyDar8vamyM1VTiTa6cu0VQdYqPNww3I9cQZmIiIiIyAKgoKoSzWb4X2IWQdWSs+GiX7iFJ/ygKtEXuvZQ7ueJiIiIiCwgee1TJWVmVpkqf/jfDIIqgFUv956XI6gK90NEREREZIFSpqoSzVemKmyyTNXxfwVvGpvda4qIiIiIVAEFVZWokDlVs12lL1dQleh1rxeJzO41RURERESqgIKqSpSdqUoOwa9eCt0PTmzb+zg8+B4YOezOC81U9XW5Mp12AZZW/RMRERGRBU5BVSXKXlJ9/y/hwK/gkWsz26XT8N+nwpPfgO7fA5Hp956aTPNxEG2Cx/+PC9R2fAdIz/71RERERESqhIKqSuQP/4s2uaDqyB/deftpme3Cmas9P4OGpRCZ5S2va4WTr4b4Qfjd37g/oE1/RURERGTBU1BVify9ohpXueF/PY+689qmzHa7bg6O00k4+arCrtuw1JXdm4M6ZapEREREZIFTUFWJxoOqlS5TNbzPnfsZrO03wdBeOPIHWHxW8Lw1VxR23drmiXXKVImIiIjIAqegqhIlvKAq5mWqRg658+QwjHTD798Oj/6jy2AtPjt4XuuGwq5b2zKxTpkqEREREVngtPlvJUoOQDTmVvJL9ENqyNWnhmF4vzvefoMrO54VPK8mWth1c2aqFFSJiIiIyMKmoKoSJQdc1qi2FUa7YSzh6lNDEN+f2XbJuXDxg1BTX/h1NfxPRERERGQCBVWVyA+qYsuDgAoyM1W+xWcXb3PenMP/Wovz2iIiIiIiFUpBVSXyg6rW9Vn1w0Gm6rzvQ8u64gVUkJmpesmvYds3lakSERERkQVPQVUlSvR7QVVo4YlI1GWq4vvdfKvj3ljcgAoyg6oVF7o/IiIiIiILnFb/q0TJAahrgZYTg7rFZ7ugavBptypgsQMqyD38T0RERERkgVNQVYn84X91LdCwDNa+FpqOccur778TVlwwN9fNtVCFiIiIiMgCp+F/lSgxEGSNXrPXDf174C+hz7q6Y141N9eNxubmdUVEREREKpiCqkqUDAVVNXWujDYGj7edPDfXnYshhSIiIiIiFU5BVSVK9ruhf2HhoKph+dxdu64Djn/r3L2+iIiIiEiFUVBVaVJx96euI7PeD6oiNdCweO6u//qjc/faIiIiIiIVSAtVVJrRXlfWL8qs94Oq+iUusBIRERERkXmhT9+VZtTLFNVnZaqa1rgy0Te//RERERERWeAUVFWaRI8rs4f/LTvflWMj89sfEREREZEFTkFVpRn1gqrsTFWbcWXj6vntj4iIiIjIAqeFKirNeFCVNacqEoFLH3FzqkREREREZN4oqKo0iUnmVAF0PGt++yIiIiIiIhr+V1HSaXj6B+44e06ViIiIiIiUhIKqbGMJVu66DgZ2lronE/X8CQ7e446jsdL2RUREREREAAVVE/VvZ1H3LbDnp6XuSabeJ+Dn57jjVZe4OVQiIiIiIlJyCqqypQZdObijtP3I9tCHIZ10xy/6cWn7IiIiIiIi4xRUZUv6QdXOknZjgvBwPw39ExEREREpGwqqsiUGXFluc6pGDrmyYWlp+yEiIiIiIhkUVGULD/9Lp0vbl7D+7bD6UnjV1lL3REREREREQhRUZfOH/yX6INFT2r74xpIwvBcWnz1x018RERERESkpBVXZ/OF/UD5DABN9rlRAJSIiIiJSdhRUZfOH/0H5rACY6HVlXXtp+yEiIiIiIhMoqMqWDAVV2Zmq1Ghp5lkNbHdlvYIqEREREZFyo6AqW2KAsZpGqG3NXFY9OQQ3N8Cjn57f/hz6Ldz1Mndc1za/1xYRERERkWkpqMqWGmSspgliy6DvCRja6+pHj7py2zfntz9HtgTHGv4nIiIiIlJ2aqdrYIypA24C1gENwGeAPcBtwJNes29Ya282xlwHXAYkgaustZuNMeuBbwNp4DHgvdbasVxti/nGZi3pBVX1i2D/L+Ena+DNaUgNu8drpv0rK65INDhWUCUiIiIiUnbyiRDeCnRba99mjFkCPARcD3zBWvt5v5Ex5kzgAuC5wFrgR8A5wBeAT1prf2OM+Q/gcmPM05O0Lb2kN/wve6W9pLcqYDjImZf+hOZ4KagSERERESk7+QRVtwC3hs6TwFmAMcZcjstWXQWcD2yy1qaBXcaYWmPMMq/t3d5z7wBeDthcba21h4ryrgqRGmEs2gL1izPrE/2ujMxzpmok9FeiOVUiIiIiImVn2gjBWjsAYIxpxQVXn8QNA7zRWrvFGHMNcB3QA3SHntoPtAMRL3gK17VN0nZCUNXV1TXDt1SYWOtfkaiPs2zgDvxcVVdXF829f+ZYYCQxxlPz2KdVB56kw+/H1h0QiczbtatdPB6f939fMv90n6uf7vHCoPu8MOg+S6XKK+1ijFkLbAS+bq39njGmw1rb4z28EfhAjL0vAAAOoElEQVQq8FOgNfS0VlygNZajrm+SthN0dnbm08Ui6qSrq4tFDQ+Nh32ddffBqsXwFDTEGifvU3IYRg5D89ridedAIujZKacU73WFrq6uEvz7kvmm+1z9dI8XBt3nhaFU93nLli3TNxKZwrSr/xljVgCbgI9aa2/yqn9hjDnXO34JsAW4H7jYGFNjjDkWqLHWHgYeMsZc6LW9BLh3irblI50Kjje/C4Z2u+Ophv/d/0b46bGQHpu8zUyNHIKaOjjry8V7TRERERERKZp8MlWfABYB1xpjrvXqrga+ZIwZBfYD77LW9hlj7gUewAVr7/Xafgi4wRhTD3QBt1prU5O0LR/pZOa5vwHvVEHV3ttcGT8EjSsK78NYEnq74MR3gPlA4a8nIiIiIiJFl8+cqiuBK3M8dF6Otp8GPp1VtxW30t+0bctKw7LM835v9fh8Vv8b3lucoOrIHyHZD8svLPy1RERERERkTmjz38mcdg20nhSc77/TleFhgdlq6lzpbxhcqO7fu3LZ+cV5PRERERERKToFVZOJxsDkSND5mwDnUtPgyuEiBVXx/S4z1riqOK8nIiIiIiJFp6BqKtHYxLqpgqqI99c5/Mzsrrd7I2y/KTiPH4KGpVpGXURERESkjCmomspkQVWib+IQv7FksEHw7o3ufKbuvQJ+/3ZIe9t6jRyaOLdLRERERETKioKqqYSDqtfsc8MBU8Pwi3PhJ2sy244eAdKw+CzofQyOPjSza40cCY6H9nh1hyGmoEpEREREpJwpqJpKjRdUNR4DjSsh2uiCqj47sa0fCK24yJXxQzO7lr8oBcCRB12pTJWIiIiISNlTUDUVP1Plz5WKNsJYIng8NRIc929z5dLnu3K0e2bXGtgROt7pSn9OlYiIiIiIlC0FVVMZD6qimee+0Z7g2N/Hasm5rhw5PLNrDe0KrpPocXOyRo8oUyUiIiIiUuYUVE0lO1PVuDrz8dGjwfHANvd442oXHM00qBrcDc3HQV27C9ZGvTlWmlMlIiIiIlLWFFRNxd93ys8gLX1e5uMZQdUOaDneBWANS2D/XfDwx4OV/KYztAuajoX6DhdU+XOyNPxPRERERKSsKaiair8/lB9UtZzoAiZfOKgaOQSxFe64YSl0/w4e/yyM5DG3aizphg82rYX6RW7434gfVClTJSIiIiJSzhRUTcXPMkUbXRmJQKsJHk+E5lSNHA4CoPpQ4JXPRsA7vgPxA7D2CqjzMlV+UKXhfyIiIiIiZU1B1VTaO6HzI3D+LUFd83HBsZ+pSo+5jJQ/VK9pbdAmn6Cqt8sFbmsud8P/Ej3BnCxlqkREREREypqCqqlEauCMf4XWE4O65nXBcfyAK0d7IJ0Kgip/ryqA4b3TXycVh9omlwmbMKdqydTPFRERERGRklJQNVMnXwWrLnYZq6d/4GWpsrJK4aBqKI9MVWo42Gg4PPyvrgNq6orbfxERERERKSoFVTMVWw4X/RxO+ahbXGLw6dCiEl6mqvVEeOUTLiga3jP9a6aGg3lb9R2Q7IehPZpPJSIiIiJSARRUzZY/b6pvKxy81x3HQsuftxk3J6vPTv9aqWGo9YKqtpNd+cx/uyXWRURERESkrNWWugMVyx/q95tXBHX1izPbdJwOT9/sVhH0l2fPJZypWnKOK8cS0LKuaN0VEREREZG5oUzVbOUamle/KPO843S3kt/QNEMAU3GIenOqmo+H2mZ33HTc5M8REREREZGyoKBqtnItdV7Xlnnefoor+56Y+rXCmapIBNpPdcdNqwvro4iIiIiIzDkFVbNV2wI1DZl1kay/zqY1rpxuWfVwUAVw0gdcGd5oWEREREREypLmVM1WJAJjo1O3aTzGlUPTBFXJrKDq+LfA8hdB89rJnyMiIiIiImVBmapChDcCzqW20c2zGp5mr6qx0Jyq8ddWQCUiIiIiUgkUVBXiRT+Gc//v1G0aj5n58D8REREREakYCqoKseg5sPqyqds0rs4c/hc/CE98GcZSQV328D8REREREakYmlNVqOxl1LM1rYbePwfnj/0zbP2Kq0+NwI7vQmpo4vA/ERERERGpCAqqCuVnmGIrcj/esAxGDgUbANd4f+V7fgo7/9/E1xERERERkYqioKpQkQhc+PNgT6psseVulcBkv9vHavSIq+/bmtlOQZWIiIiISEVSUFUMqy+e/LGG5a6MH3RB1fA+dz64I7NdrYIqEREREZFKpIUq5losFFQBDO935cjhzHbRpvnrk4iIiIiIFI2CqrnmB1Ujh1wZ35e73YqL5qc/IiIiIiJSVAqq5lrDMlfGD0J6DOKHoCm0sW80BkueB83HlqZ/IiIiIiJSEAVVc83PVA3vh+QQkIbW9cHjL9wIFz9Qkq6JiIiIiEjhFFTNtWgDNCyF4b2QHHR1LScEj9dqLpWIiIiISCVTUDUfmtbA0F5IeUFV8/HBY7XNpemTiIiIiIgUhYKq+dB4DAzvCWWqQkFVVEGViIiIiEglU1A1H5qOcZkqP6iqXwR1He5YmSoRERERkYqmoGo+NK5xS6o/9Z/uvLY5WMBCQZWIiIiISEVTUDUf1r7Gldu+6craZoit8I61UIWIiIiISCVTUDUfOk6DFS8OzmtbXKYqUgM1DaXrl4iIiIiIFExB1XypXxQc1za7FQHrF0EkUro+iYiIiIhIwWpL3YEFo74jOK5thlM+Dse9qXT9ERERERGRolBQNV/CmaposztvXFG6/oiIiIiISFFMG1QZY+qAm4B1QAPwGWvtz7zH3gy831r7fGPMc4AvhZ76PODVwGZgK/CYV7/RWvtlY8w7gXcDSe81by/OWypTdaFMVbS+dP0QEREREZGiyidT9Vag21r7NmPMEuAh4GdeEPV2IAJgrX0YuBDAGPN64Blr7c+NMS8Fvm+tfb//gsaYlcAHgLOBGHCfMeaX1tqR4r21MhPOVImIiIiISNXIJ6i6Bbg1dJ70gqvPAlcBN4QbG2OagX8EXuRVnQWcaYy5GziIC6bOAe73gqgRY8w24HTgwQLeS3kLz6kSEREREZGqMW1QZa0dADDGtOKCq2uBbwEfBIZzPOXtwC3W2sPe+RPAFmvtncaYtwBfBX4C9Iae0w+057p+V1dXfu+kiOLxeNGv29Lbw1pgpOE4nirBe5KJ5uI+S/nRfa5+uscLg+7zwqD7LJUqr4UqjDFrgY3A14EngQ3AN3BD904xxnzJWnuV1/wtwOtCT78LGPKONwLXA/8FtIbatAI9ua7d2dmZ1xsppq6uruJf91APPAUNp36QzpPn/z3JRHNyn6Xs6D5XP93jhUH3eWEo1X3esmXLvF9Tqks+C1WsADYB77PW/sqrPtV7bB3wAz+gMsa0Aw3W2t2hl7gR+BHwQ+AlwBbc4hX/bIyJ4Ra/6CRYyKI6LXs+XPoYtJ9S6p6IiIiIiEgR5ZOp+gSwCLjWGHOtV3eJtTbX0L+TgJ1ZdR8DbjLGvAcYBN5hrd1vjPkKcC9uA+JrrLXx2byBitJxaql7ICIiIiIiRZbPnKorgSsneWwnbul0//xB3DLq4TY7gItyPPcGsha5EBERERERqTQ1pe6AiIiIiIhIJVNQJSIiIiIiUgAFVSIiIiIiIgVQUCUiIiIiIlIABVUiIiIiIiIFUFAlIiIiIiJSAAVVIiIiIiIiBVBQJSIiIiIiUgAFVSIiIiIiIgVQUCUiIiIiIlIABVUiIiIiIiIFUFAlIiIiIiJSAAVVIiIiIiIiBVBQJSIiIiIiUgAFVSIiIiIiIgVQUCUiIiIiIlKASDqdLnUfJrVly5by7ZyIiIiIVI2zzjorUuo+SOUq66BKRERERESk3Gn4n4iIiIiISAEUVImIiIiIiBRAQZWIiIiIiEgBakvdgXJijKkBvg48GxgB3mGt3VbaXslsGWPqgJuAdUAD8BngceDbQBp4DHivtXbMGHMdcBmQBK6y1m4uRZ9ldowxy4EtwMtw9/Db6B5XFWPMx4H/BdTjfk/fje5zVfF+Z38H9zs7BbwT/TxXFWPMc4F/sdZeaIxZT573drK2pXgPIpNRpirTq4GYtfb5wMeAz5e4P1KYtwLd1toXApcAXwO+AHzSq4sAlxtjzgQuAJ4L/AXw7yXqr8yC90Hs/wLDXpXucZUxxlwInAe8AHcf16L7XI0uBWqttecB1wP/jO5z1TDG/ANwIxDzqmZybye0nc++i+RDQVWm84GfA1hrfwecXdruSIFuAa4NnSeBs3DfcAPcAbwUd983WWvT1tpdQK0xZtm89lQK8W/AfwDPeOe6x9XnYuBRYCNwG3A7us/VaCvuntUAbUAC3edqsh24InQ+k3ubq61IWVFQlakN6A2dp4wxGiJZoay1A9bafmNMK3Ar8EkgYq319xHoB9qZeN/9eilzxpi/Bg5Za38RqtY9rj5LcV9yvR74O+D/ATW6z1VnADf07wngBuAr6Oe5alhrf4QLlH0zube52oqUFQVVmfqA1tB5jbU2WarOSOGMMWuBXwPftdZ+DwiPwW4Feph43/16KX9/C7zMGPMb4DnAfwHLQ4/rHleHbuAX1tpRa60F4mR+qNJ9rg4fxN3nk3Bzm7+Dm0Pn032uLjP5/zhXW5GyoqAq0/24Md0YY56HG24iFcoYswLYBHzUWnuTV/2QNz8D3Dyre3H3/WJjTI0x5lhcMH143jssM2atfZG19gJr7YXAw8BfAnfoHled+4BXGGMixpjVQDPwK93nqnOUIEtxBKhDv7Or2Uzuba62ImVFQ9sybcR96/1b3ETIvylxf6QwnwAWAdcaY/y5VVcCXzHG1ANdwK3W2pQx5l7gAdwXDe8tSW+lWD4E3KB7XD2stbcbY14EbCa4fzvQfa42XwRu8u5hPe53+B/Qfa5WM/ldPaFtKTosMpVIOp2evpWIiIiIiIjkpOF/IiIiIiIiBVBQJSIiIiIiUgAFVSIiIiIiIgVQUCUiIiIiIlIABVUiIiIiIiIFUFAlIiIiIiJSAAVVIiIiIiIiBfj/AdPgyHbd9BUEAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "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": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 19, + "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 0.0\n", + "6 0.0\n", + "7 0.0\n", + "8 0.0\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": 19, + "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": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "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": 23, + "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": 24, + "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": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_step
634250000.024950.404281102.226190102.0221031.583333e+060.021000000.01.952381
644250000.024947.912275102.265873102.0676831.666667e+060.021000000.02.000000
654250000.024945.103060102.305556102.1132621.750000e+060.021000000.02.000000
664250000.024942.293845102.345238102.1588421.833333e+060.021000000.02.000000
674250000.024939.484629102.380952102.2004701.916667e+060.021000000.02.000000
\n", + "
" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Price_Signal Sell_Log Trans \\\n", + "63 4250000.0 24950.404281 102.226190 102.022103 1.583333e+06 0.0 \n", + "64 4250000.0 24947.912275 102.265873 102.067683 1.666667e+06 0.0 \n", + "65 4250000.0 24945.103060 102.305556 102.113262 1.750000e+06 0.0 \n", + "66 4250000.0 24942.293845 102.345238 102.158842 1.833333e+06 0.0 \n", + "67 4250000.0 24939.484629 102.380952 102.200470 1.916667e+06 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": 25, + "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": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Z')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of External Stock Market Price')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Zeus Price')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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jpjRotNYf5s2bx9SpU3G5XERERHDfffcRFxdX77bFxcVMnTr1wO1OnTrxyCOPcNddd3HllVdyzz33MGzYME499VRiYmJ47bXXuOyyy456/PPPP5/77ruPK664gg8++IBJkybx9ddfA7B+/XruuecejDF8+OGHvPPOO4wcOZL8/Hw+/PBDkpKSuPfee1myZAlz587lySefJCUlhTvuuIOpU6dyyimnMHfuXP7617/yyCOP8MQTT/DYY48xd+5c2rdvzyOPPML69espLS1t9vdRCbCIiIi0uFnOLtI6xtE7pf7krdbpA22CPGvNruBJgAOobgnEsRypBCIiIoJrrrmGe+65h1mzZjXq+F27dgVg27ZtLF68mDvuuOPAY506deLxxx8nOjqavXv30q5dOwDi4+NJSko6sN2cOXPYu3cv4eE2DV27di1PPfUUzzzzDB6P58CIcq2TTz6ZnJwcbrnlFsLDw7n55psbFXN9VAIhIiIiLaqyuoaF2QWc1K/DMbftHB/NoK7xzHJ2tkBkoaG4uJgnn3ySe++9l/vuuw8At9tNTU1Ng55/7rnn8qc//YkRI0bgcrkO3P/ggw/y85//nIcffpgBAwYcKFupuw3AbbfdxrRp07j//vsBSEtL45e//CUzZszggQceYMKECQeeV1NTw/z58+nUqRPPPfccN998M48++mhzvwUaARYREZGWtXJLMfsrqxnbwKWOTxvYkSe/3Ujx/koSYiKO/QQBDi+BALjrrrt49tlnmT59OhdeeCErV67kpZdeYsKECaxdu5YXXniBadOmHXW/EydO5MEHH+S999476P4LLriAW265hZSUFLp06UJhYeER93HJJZfw2Wef8eGHH3LPPfdw//33U15eTllZGb/5zW8AyMjI4IYbbuAf//gHd955Jy+++CJut5tbb721ad+QOlwtWVSemZnpGTVqVLP3ozW/g5fOTXDT+QluOj/BS+fGt576dgMPfbqGhb85k47to465/cKcAi55ci5PXjWSiUO6Hva4zk9wC9T5yczMZNSoUa76HtMIsIiIiLSoBdkFpHWMa1DyCzC8RyLREW7mZxfUmwCHstdff52PPvrosPvvuusuRowY0ej9ff3117zwwguH3X/11Vdz1llnNSXEoKQEWERERFpMdY2HBTkFnD+s4YlsZLibET2TWJhT4MfIWqfLLrvsmJ0bGuOMM87gjDPO8Nn+gpUmwYmIiEiLcbbvYU9ZFWP6JDfqeWP6JLN6awl7yvyzMpiEFiXAIiIi0mIWZO8GYEyfhk2AqzWmTzI1HsjMPfLEKpGGUgIsIiIiLWZBTgHdE2PonhjTqOeN6JVIuNvFgmyVQUjzKQEWERGRFuHxeFiQXcDYRpY/AMRGhjOke4LqgMUnlACLiIhIi9iYv5f80opG1//WyuidxLLNxZRXVfs4Mgk1SoBFRESkRdSWLzQ5AU5NoqKqhpVbSnwZloQgJcAiIiLSIjJzC0mOi6RPh7gmPX9k7yQAFmsinDSTEmARERFpEYvzChnZKxGXq97FuY6pU/toeiXHsihXdcDSPEqARURExO+K9lWwcddeRvRKatZ+MnonkZlbiMfj8VFkEoqUAIuIiIjfLdlUBMDIZibAo1KTyC+tIHf3Pl+EJSFKCbCIiIj43ZLcQtwuGNYjoVn7yehtJ9BpQQxpDiXAIiIi4neL84oY2CWeuKjwZu2nf6d2tI8OZ5ESYGkGJcAiIiLiV9U1HpZuKmJk78Rm78vtdjGyVxKZmggnzaAEWERERPxq/c5SSsurml3/WyujdxJrd5RSvK/SJ/uT0KMEWERERPxqcZ4tV2huB4hao1KTDtqvSGMpARYRERG/WpJnF8BITYn1yf6O65lImNuliXDSZEqARURExK8W5xUxomfTF8A4VGxkOIO6xmtBDGkyJcAiIiLiN8X7Klm/s5QRvZo/Aa6uUb2TWLqpiMrqGp/uV0KDEmARERHxm6WbfbMAxqFG9U6irLKG1VtLfLpfCQ1KgEVERMRvMmsXwOjp2xHgMX3sghgLslUGIY2nBFhERET8ZnFuIeld42nXzAUwDtU5PprUlFjmZ+/26X4lNCgBFhEREb+orvGwJK+QUb19W/5Qa2yfFBZkF1Bd4/HL/qXtUgIsIiIifrFmewl7K6r9lwCnJVNSVkVOUYVf9i9tlxJgERER8YvF3j69vp4AV2tsWgoAK7aX+WX/0nYpARYRERG/yMwtpFP7KHokxfhl/90TY+iZHMPy7fv9sn9pu5QAi4iIiF9k5hWSkZrkswUw6jO2Tword5ZRozpgaQQlwCIiIuJzO0vK2FSw32/lD7XG9klmT3kNa3fu8etxpG1RAiwiIiI+l+mt//XXBLha47x1wPM3qh+wNJwSYBEREfG5zNxCIsPdDO6W4Nfj9EiKoWNcmPoBS6MoARYRERGfW5RbyPAeCUSG+zfVcLlcDOscw/yNBXg8qgOWhmnQu9IYM9YY880h9z1mjLmpzu1/GGMyjTHfeL/8+5FPREREglJZZTWrthYzqndyixxvaJdodu+tYP3O0hY5nrR+x1yX0BhzNzAV2Ou93RF4CRgA/KXOpiOBCY7j5PshThEREWklVmwpprLa4/f631pDO9s2a/OyC+jfuX2LHFNat4aMAG8AJte53Q64H5hRe4cxxg30B/5jjJljjLnOl0GKiIhI65F5YAGMxBY5Xtf24XSOj2L+RtUBS8MccwTYcZy3jTGpdW5nA9nGmHPqbBYH/BN4FAgDZhljFjmOs/zQ/WVlZTU76LKyMp/sR3xP5ya46fwEN52f4KVz0zjfrNxO9/gIdm7ayM4WOF55eTnpKeHMWbeT1atX+7XvsDReMP78HDMBbqB9wN8dx9kHYIyZCQwHDkuA09PTm32wrKwsn+xHfE/nJrjp/AQ3nZ/gpXPTcB6Ph7Vvbeb0gZ1b7HuWlZXFWccl8827K4nu2Iu0ju1a5LjSMIH6+cnMzDziY76amjkA+N4YE2aMiQBOBBb7aN8iIiLSSuTs3kfB3ooWq/+tVdsPeJ76AUsD+CQBdhwnC/gvMA/4FnjJcZxVvti3iIiItB6LcmwC2tIJcFqHODq0i1I/YGmQBpVAOI6TA4w75L77D7n9Z+DPvgpMREREWp/FeYW0jw6nXwuXIbhcLsamJR/oB6w6YDkaLYQhIiIiPpOZW8jIXkm43S2fgI7rk8z2kjLyCva1+LGldVECLCIiIj5RvK+StTtKW7z8odZYbx3wfNUByzEoARYRERGfyMyziefo1JZZAe5Q/Tu1IzkuknmqA5ZjUAIsIiIiPrEwp5Bwt4vjerbMAhiHcrlcjO2TrBFgOSYlwCIiIuITmTmFDO6eQExkWMBiGNsnmS1F+9mkOmA5CiXAIiIi0mzlVdUs3VzE6ADV/9Y6UAecrVFgOTIlwCIiItJsK7cUU1FVQ0aA6n9rmc7tSYyNYP5G1QHLkSkBFhERkWZblFMItPwCGIdyu12MTk3WCLAclRJgERERabaFOYX06RBHx/ZRgQ6FsX2SySvYx9ai/YEORYKUEmARERFpFo/HQ2ZuARkBHv2tNe5AHbDKIKR+SoBFRESkWTbs2kvhvsqA9f89VHrXeNpHh6sdmhyREmARERFplkU5NtHMSA2OEeAwt+0HPE8T4eQIlACLiIhIsyzIKSAlLpI+HeICHcoB4/t2IGf3PraoDljqoQRYREREmszj8TB/YwFj05JxuVyBDueA8d464LkbNAosh1MCLCIiIk2WV2BHWWsTzmAxsEt7kmIjlABLvZQAi4iISJP94E0wx/ftEOBIDuZ2uxjfN4W5G/LxeDyBDkeCjBJgERERabK5G3bTqX0UfTsGT/1vrfF9O7C1uIzc3fsCHYoEGSXAIiIi0iQej4cfNuxmfN+UoKr/rXV8X1uW8YPKIOQQSoBFRESkSdbvLCW/tPxAohls0jrE0Tk+irlqhyaHUAIsIiIiTVKbWI5PC67631oul4vj+3ZQHbAcRgmwiIiINMkP63fTPTGGnskxgQ7liManpZBfWsG6naWBDkWCiBJgERERabSaGg/zsndzfJDW/9YaX1sHvD4/wJFIMFECLCIiIo22elsJRfsqDySYwapnciw9k2M0EU4OogRYREREGm2Od0T1hH7BWf9b1/i0FBbkFFBTozpgsZQAi4iISKPN2bCb/p3a0Tk+OtChHNO4tBSK9lXi7NgT6FAkSCgBFhERkUYpr6pmQfbuVjH6CzDWu0yzlkWWWkqARUREpFEW5xZRVlnTahLg7okx9EqOZZ76AYuXEmARERFplB825ON2wdi05ECH0mDj0pKZn606YLGUAIuIiEijfL8+n+E9E4mPjgh0KA02Li2F4v2VrNmuOmBRAiwiIiKNUFJWybJNRZzYSsofatXWAasMQkAJsIiIiDTC/I0F1Hjg+L6tKwFWHbDUpQRYREREGmzO+nyiI9yM7J0Y6FAaTXXAUksJsIiIiDTY9+vzGdMnhajwsECH0mi1dcBZ20sCHYoEmBJgERERaZCde8pYv7OU44N8+eMjGXegDrggwJFIoCkBFhERkQZZmF0IwJg+raf9WV3dEmPonaI6YFECLCIiIg20MKeA6Ag3Q7olBDqUJhvXJ4UFqgMOeUqARUREpEEWZBcwomcSkeGtN30Y1zdZdcCiBFhERESOraTMJo2jW2n5Q62xfVQHLEqARUREpAEW5xbi8cCY1NadAKsOWEAJsIiIiDTAwpwCwtwuRvRqff1/DzWuTwrzN+6mWnXAIUsJsIiIiBzTwuxChnSLJy4qPNChNNu4vsmUlFWRtU11wKGqQQmwMWasMeabQ+57zBhzU53b1xtjFhlj5hljzvdxnCIiIhIg5VXVLN1cxOhWXv5Q68d+wCqDCFXHTICNMXcDzwDR3tsdjTGfAhfU2aYL8HPgBGAC8JAxJsovEYuIiEiLWr65mIqqmlY/Aa5W14QYUlNiNREuhDXkOsYGYDIww3u7HXA/cE6dbcYAcxzHKQfKjTHrgWHAwkN3lpWV1Zx4ASgrK/PJfsT3dG6Cm85PcNP5CV6hfm4+XmEXwEioyCcrqzDA0RyuKednYHIY32/YxcpVqwlzu/wUmUBw/vwcMwF2HOdtY0xqndvZQLYxpm4CHA8U17m9B6i3S3Z6enrTIq0jKyvLJ/sR39O5CW46P8FN5yd4hfq5yZm3gH6d2jFuxJBAh1KvppyfiWXxfLZuKSR2J717613YozUI1M9PZmbmER/z1SS4EqB9ndvtgSIf7VtEREQCpLrGQ2ZOYZup/601Ns2+HtUBhyZfJcALgJOMMdHGmAQgHVjpo32LiIhIgKzZXsKe8irG9EkKdCg+9WMdsBLgUOSTBNhxnO3AP4DvgJnAbxzHKfPFvkVERCRwFmbbiWJtbQQYbDeI+dkF6gccghrUzM9xnBxg3CH33X/I7aeBp30VmIiIiATewpxCuiVE0yMpNtCh+Ny4tBReW7iJrG0lDFEdcEjRQhgiIiJSL4/Hw4KcgjbT/uxQtXXAC7LVDi3UKAEWERGReuXu3seuPeVtsvwBbB1w98QYFuUqAQ41SoBFRESkXgtybGI4po2OAAOMTk1iYU4hHo/qgEOJEmARERGpV2ZOIYmxEfTr2C7QofhNRmoyu/aUk1ewL9ChSAtSAiwiIiL1WrKpkBE9E3G34ZXSass7FuYE3wp34j9KgEVEROQwe8oqWbezlON6tq3+v4fq36kd8dHhLMpRHXAoUQIsIiIih1m+uRiPB0b0Sgx0KH7ldrvISE1moRLgkKIEWERERA6zJM+WBAzv2bYTYICM1CQ27NrL7tLyQIciLUQJsIiIiBxm6aYi+naMIyEmItCh+F1tHXBmruqAQ4USYBERETmIx+NhSV5Rm6//rTW0ewKRYW4WKQEOGUqARURE5CCbC/eze29Fm6//rRUdEcawHgmqAw4hSoBFRETkIIu99b/HhUD9b62M1GRWbilmf0V1oEORFqAEWERERA6ydFMR0RFuBnZpH+hQWszo1CQqqz0s21wU6FCkBSgBFhERkYMsyStiWPdEwsNCJ00Y1dvWO6sfcGgInXe2iIiIHFN5VTWrt5aETP1vrcTYSAZ0bqeJcCFCCbCIiIgcsHprCRXWQExtAAAgAElEQVTVNSFV/1trVO9kMnMLqa7xBDoU8TMlwCIiInLA0k22BnZEr9BogVbX6NQk9pRVsXbHnkCHIn6mBFhEREQOWJJXRJf4aLokRAc6lBZXuyCG6oDbPiXAIiIicsDSTUUhV/9bq0dSDJ3jo1iYozrgtk4JsIiIiACwu7ScvIJ9IVn/C+ByuchITdYIcAhQAiwiIiJAaNf/1hrdO4mtxWVsKdof6FDEj5QAi4iICGDrf8PcLoZ2Twh0KAGToTrgkKAEWERERAA7AjywS3tiIsMCHUrADOzSnnZR4SxUAtymKQEWERERamo8LNtUFLL1v7XCw9yM6JXIIk2Ea9OUAIuISIOUV1Xz2cptfLpiG/srqgMdjvjYhl2l7CmvCun631qjU5NxduyheF9loEMRPwkPdAAiIhL8SsoqmfrsApZ5J0n1TonlpevG0DslLsCRia8sybPnNtRHgAEyUpPweGBxXiGnDewU6HDEDzQCLCIiR+XxePjVOytYuaWYv19+HM9fO5qS/ZVc+/xCjQS3IUs2FREfHU5aB32oOa5nIuFul+qA2zAlwCIiclRfrN7Bx8u3cddZA7jwuO6cZjrx7ytGsjF/L499tTbQ4YmPLMkrZHjPRNxuV6BDCbjYyHAGd09QHXAbpgRYRESOqKbGw2NfriWtQxw3npx24P7j+3XgklE9eH5ONpsK9gUwQvGFveVVrN2xR/W/dYzuncTSzUWUV+kqR1ukBFhERI5ozoZ81mzfw62n9SM87OA/Gb842+B2uXji2w0Bik58ZfnmYmo8MEL1vwdkpCZTUVXDyi3FgQ7Ff7ZkwtJXYNFzMP8/kPkCrP8adm8AjyfQ0fmVJsGJiMgRvbZgE8lxkZw/vOthj3VJiGbS8G68t2QL954zkPjoiABEKL5QuwKcJsD9KCPVjoYvzClkVO/kAEfjY6U74fNfw4o3j7xNjzFw/O0w8Dxwt72+0EqARUSkXvsrqpm5ZicXj+pOVHj9fwCvHt+btzI38+7iLVxzfGrLBig+sySvkNSUWJLiIgMdStDo0C6KtA5xdkW4U/oGOhzf8HhgycvwxW+hch+cci8MvwwiYsEdDpX7oSgPti+HeU/AG1Ohewb89DlI6h3o6H1KJRAiIlKv2et2sb+ymomDDx/9rTWsRyLDeyQwY14unjZ+ybSt8ng8LNlUpPrfemSkJrEot5Camjbw3i7ZBq9cBh/cBp0Hw01z4LRfQXIatO8CcR0gsSekngDjbobbF8NFT0H+Onj6NMidG+hX4FNKgEVEpF6fr9xOQkwEY9OOfvn3ynG9Wb+zlMxczZhvjbYWl7FrT7nKH+qRkZpM0b5KNuwqDXQoTVe0CT77NfxjBGR/C+f8Ga75CDoOOPrzwsJh+OVw/dcQkwQvXQDrvmyZmFuAEmARETlMZXUNX2Xt4Mz0zkSEHf1PxblDuxIV7ub9pVtbKDrxpSV59oPLiF5KgA81OtV++FvYGtuhFW+G92+Fvw+H+U/CoAvhlnkw9kZwNyL969Afpn8FHQfCa1faSXJtgBJgERE5zKKcQkrKqjh7cOdjbtsuKpwzB3Xm4xXbqKyuaYHoxJeW5hURGe5mYJf4QIcSdFJTYunQLtLWAbcWpTth1v/Bv8bA8jdhzPXwP8tg8lOQ3Kdp+4xJgqvfhw4D4LUrYP1Xvo05AJQAi4jIYb5du4twt4vj+6Y0aPsLh3ejYG8F36/P93Nk4mtLNhUxtHsCkeFKCQ7lcrnI6J3MwtxWkABvXwnv3QKPDYZvH4a+p8FtC+Gch21tb3PFJtskOKUf/PcSmPlHqK5q/n4DRF0gRETkMLPX7mJk7yTaN7C12SmmI+2iwvlsxXZOM538HJ34Sm2f26vGta0Z/r6UkZrEZ6u2s724jC4J0YEOB2qqYcti2F9gOzcUb4KVb0P2bNvNYeTVMPZm6NDP98eOS4HrPoNP74HZfwHnU5j4EPQ52ffH8jMlwCIicpBde8pZva2E/zfBNPg5UeFhnDawE19l7aC6xkOYltNtFdZsL6G8qkb1v0dRWwe8KLeA84d1C0wQe3fDhq9h3Re2/GD/ITXJ8d3hzPth5DV2pNafotrDTx6HARPh89/Ai5Ng4Plw5gO2o0Rj6osDSAmwiIgcZH72bgBO6NehUc+bMLgzHy7byqKcAsamNax0QgJLC2Ac26Bu8cREhLEop7DlE+CiTTDrQVj+OnhqILaDTTz7nw2JvaG6HOK7QULPll+sYtAF0P8smPtv+O5RWPORvb/rcOg0GBK6Q1Iq9D29ZeNqICXAIiJykAXZBcRGhjGkW+MmRZ1qOhEZ7ubzVTuUALcSmbmFdGofRffEmECHErQiwtyM6JXIwpacCFdTA/Meh5l/sItXjLsFhkyGriOCa4Q1IgZO/iWMuMquKre/EPLm23Zre7bZpN3lJuqs54H0QEd7kAYlwMaYscDDjuOcaozpB7wAeICVwK2O49QYYz4AUoBKYL/jOOf4KWYREfGj+RsLGNU7ifBjtD87VLuocE7s14HPV23nvvPTcblUBhHsFuUUkpGapHN1DBmpyfxr5jr2lFUeuy6+dCds/Bb27oLEXtB9pB2lbajSnfDuTbbkYcA5cO5ffDOJzZ/ad7HLJtdVXQX5a2HbUircwRf/MRNgY8zdwFRgr/euR4HfOo7zjTHmSeBC4F2gHzDYcZw2sFyKiEhoKtxbgbNjD5OGH3n1t6OZMLgzM9fsZNXWEoZ0T2h+QBV77Vdsh+Aa+WoDtheXsaVoP9eekBroUILe6NQkajywJK+Ikwd0rH+jin3wzUN25LbmkO4IvU+AoZfYXrxHqtHdswMWvwQLnoKyEjjvUci4Dlrrh5OwcOg8CDoPwpOVFehoDtOQEeANwGRghvf2KOBb7/8/Bc42xvwAJAIfGmMSgT85jvNRfTvL8sE3oayszCf7Ed/TuQluOj/BLRjOz9w8O9bR2b2nSbH0Cq/GBbw2exVXHtewpXVd1eXE5C8nvLyI6vA4Ktt1JaxiDwnZH5GQ9yXuqv1URcazp8dpFPb7KeVJ/RsdV3MFw7nxte9y7OpmHTzFrf61+fv8xFbW4HbBp4vW0rH68FZ/MfnL6Tr/D0SVbqKozyQK+11MRVxXIks3Ebd9AQm5nxP10R14Pv4Fe7uMpSyxP9VRCXhc4YSX5RNVnE27bT/g8lRT2nkMO0+8nfJ2/WHNGr+9ppYUjD8/x0yAHcd52xiTWucuV51R3j1AAhAJPAL8HUgG5hhjFjiOs/PQ/aWnN78GJCsryyf7Ed/TuQluOj/BrcXOj8dzxFGlD3LXEO7eyaQThhMd0bRJNcN+KGZ1oefYryV3Lix8GtZ+DhX1LDUbEQtDfwpdhhK+ZTFJq98naeP7kHYqnPz/7Kha7euoqfbrJKC2+LPz5vrVREe4Oe+E4cdc7S/YtcT5GfRtATmlYQcfZ+9u23N34dOQ0AOu+ZDEPifz45TCccAl4PkzbF+Oa8VbtMv6gHZr5tn6WAB3hH3u2Jsg4zradehHO7++kpYXqJ+fzMzMIz7WlElwdZf5aQ8UAduBJx3HqQJ2GmOWAAY4LAEWEZEAyV9nl0Rd/oZNLo+7AkZPt7O1vVZuKcZ0ad/k5BfglP4d+Nes9RTvqyQh9pB6SY/H1jZ+9xjkfg8xyTDkYkifZOsly0pg93oIi7Az3aPrTMSb+JC9RDz33/DCedDB2O2KN0NZkW3B1HMspJ4IKf1tu6ao9jYxLt0JpTsgPBp6ZEBkXJNfX1uRmVvAsB6JrT75bSkZvZN5bWEeldU1RNSUw7wn4PvHbIlOxnW2DVlU+/qf7HLZ7ghdh8PZ3oltZUX2g1tMssp7AqApCfASY8ypjuN8A5wDzALOBG4DzjPGtAOGAME11i0iEsqWvgIf/g/gsnWIFXvtH+85f7PJ54SH8MR3Y/nmYs4d2qVZhzp5QEf+MXM9czbkc+7QrnZG+6b5kPUBZH0ExXm2b+mEh2DUNIiMPXgHPUfXv+PYZDjxDhh7IyyeYXuiusOh1zibROxcbXukLnv16AFGxduZ62NvhvBI+73YvAjy5tk4ty62yfiQn8JxV9rm/23M/opqVm0t4YaT0wIdSqsxtkcMzrwV5H80n64b3oCSLXaS2lkPQMeG98wGbEIc07ASIfGPpiTAvwCeNsZEYpPctxzHqTbGTDDGzMOOEP/acRythykiEgwWz4APboM+p8DFz0A770ptBdmw+EWY9yTkzmXbT96geH8lQ7s3ryfscT0TaR8dzvysbM4tfBkWPmtbIoVF2fKFM+6DQT+xyWdTRMTA2Bvs16E8Hti1xiYn5XvsiLKnGuI6QbvOdtRtwdPw5e9g9iMQ1wEKc+w2uKBTOgw8D3augS/vs22o0i8gMSoNwsfa1bWSUpv8vTnM5kU26d6bD2XFNskfdCF0Geq7Y9Rj2eYiqmo8jOqtJOyY9ubDzD8wcekrnBNZgWeJy15pmPwfe7VBWqUGJcCO4+RgC1lwHGctcEo929zh08hERNqi/UWwfTlsW2Yvf3Y09ivRT0vRrnoXPvw59D0DprwK4VE/Ppbcx162HXY5vHQBKW9NZpDrlwzt3rw/6uGFG3g04U3GrP4UVpfaY5/9Rxgw4ciXiH3F5U1iOx2l3rD/WbBhJqz+wCbEgy+yo8g9RkNMneR/x2r7AWHZq3QtK4bacsLeJ8JZv4ceoxofX22CnvsDZH0IG2fZ+93hdmS6rMguMds9w5ao9MiAjulN/7BwBJm5diWxkb2UAB+RxwOr3oGPfwHle3CNuIq7V/agouto/jbt1EBHJ82khTBERPxtfyEsex0WPQf5Tv3bhEXRp30vyDkTBp5rJ3g1d1LXmk/g7enQYwxc9vLByW9dnQbCtE8o+8+5vBr5IDFVo/COeTROQTbM+j9Y8SZnuML4vHoEgy/7Pb2GHN+sl+EXfU8/9gpVnQfBOQ/DhIdYt+Q7+neIhM0LbO3ns2fBiXfCKfc0LDndm28/jCyZYT/8gC2zOON/f1y+1uWCfQV21a+Fz8LHd9ntwiLtSOPA88CcB/FNa1FXV2ZuIX07xpEU59vEuk2orVP/+g+wbSl0GwkXPQkdDVX7l/KdswuPx6Peya2cEmARkeaq2AvOp7B1CZRstZfey0vs5ffyEtiz3V5i7zEGTr8Puh0HXY+zo375a2GXA7vWUJW90CbJ85+AToPsJdamXgpf9xW8eQ10GQZXvnF4ne2hOvTjvqS/8Ktd95Dw38lw+X+h72kNO1bpLtv/dPGLdkb7Cf/D9vTruPlfK/ltYRemN+0VBA+3m6rYTtA7HXqPt3XLn/0KvvsrrPscJj9d/4hzeSk4n9hJhxtm2vdAp8Fw7l9t8p2cdng3jthkGHez7QhQsNEmYFsW2/fXx7+wX6knwTl/tgl6E9TUeFicV8iEQc2r9W5zPB5Y96Xt6rBlEST0ggsfh2GX2Z62wOjUZN5ZvIXs/L2kdWxrvRpCixJgkVBQXQVrP6Xnt/+CDxxI6WdHnvqcFOjIWrctmXakbtV7ULnXdhhI6GEvZUe1h5SOEJ1gJ3wNPBe6jTh8Hz3H2C9gU1YW6Wk9bdL05e/guXNsIpp2WNXZ0eXNg9evhI4DYeo7NoZj8Hg8zNoRTddBT/CrXb+Clyfb0c2TfmE7LdSnssw27Z/9V6jcZ0cyT7kb2nehG9C3Yzaz1+Uz/aQ2NtEqOgF+8jgMPB8+uB2eOgXG3QSjrrUJ7eZF9hyu+QSq9kNCTzjh53YhhM6DG3YMlwtS+tqvIRfbEpJdji2bmPc4PHWSLZEYda19X9VUQVGe/Texl62TPoKN+aUU7atU/W9duT/A57+xEyATetlFKEZcddhVk9Gp9nu2KKdQCXArpwRYpK3yeOwfzFXv2NZRe7YRFdPJzvjPng0vXQCn3OtNcPSr4IhqauySpnEdbZK7c40dlVv+OmxeCJHtYMhkGD7F1pE2t2whqh0Mu9Re8n75YnjlUlu+0P+shj0/fz28erlNuqe+1+CZ5rm797GnrIo+qelw4Zd2pPGbh2DJy/b1JfaCqnL7noqItUnxqneheBP0O8u2KOtw8AIVpwzoxH/n57KvoorYyDb4Hht4rq3R/fQe+OGfMOfvPz4Wk2wT1GGX2pH/5ra5crlsqUqngbbl1sw/wLLX7M92uy6wbzfUVP547LMegBFT6+33XFv/OypVCTAeD3z3CMz8o/3wOukf9mf5CGUtfTu2Iyk2goU5BVw6OviW95WGa4O/kURCTE2NrUvMX2svtVeV2X6nG7+1yQku6HcmnPco66t7kj54qL00+9Ed8M3/wZoP7eXU3kFYpxlIlWU2oVnwH9iXbzsYVJf/+HhyX/t9Gz7l4F61vhLfDa75CGb8BF65zNaijrn+6M8p2Qb/vRhcYXDVW41q37V8SzEAQ3sk2NHryf+xbcDm/A1++Je3SwI2uaqutN+LLkPhwn/Zzg71OHNQJ56bk83stflMHNJGL7e36wSXPA/Ff7QfNiNibVLcadCRR86bKy4FJv3NJrkr3oS8+baXc0p/W1aT+YIdmV75DlzwT0g8OFFblFNIUmwEaR3UC5kvfgtz/2VH5yf9/Zj9oV0uF6N6J7PI+yFCWi8lwCKBVlUBu7JsHWl8Nzty56mxIzp7d0HlfvtHNrH3waOLuzfYEaDlr0NR7o/3u8JsQtb7BDu6O2CC3S9A7VKUUe1sO6z0SfDZr+H5c2DwZDuzPVGjGmxZDO/dbGfrm3Ohz8m2tjc63iY2XYbZ0SJ/T4KJS4FpH8M718Mnv4QdK+Gcv9Q/OlWUBy9daCdbXf2+rS9thBWbi4gMdzOgc50uDQPOtl81NbatWHjUjy3UGmBMajIJMRF8sXp7202AayV0h+Nvb9ljRifYhUxGH1JlPfQSyHwOvvgdPHE8TPyTHY32vl8z8woZ1TtJk7gWPmOT39HXw7l/afDP8+jUJL7K2sGuPeV0bH+EiaUS9JQAS2gr2Wov426YaXtwdhwIJ/zPYZdyfa681I7SrHjDtlqqvXQJ4HL/uERmXe5we6kzJskmx3u22m37nAKn/9b2pWzfxc4Yh4b9Mh90ob18/cM/4Pu/2brFk34JJ93l12Vlg9riGXbBiHad4cq3of+ZgY0nOh4uf8Ve8v7+MdiZBZe8eHAngLx58PpV9sPU1HftCGQjrdhSTHrX+PpXBXO7m/TBKDzMzRnpnfg6aydV1TWEa8WxluF226S435nw7s3w/i2w8m2Y9DcKIrqwcddeLhkV4h90N8yCT+6G/hPs1ZVGfBjISE0G7Ep6E4c0vyOHBIYSYAlNHo9dTnXmH2zJQMeBNnlc+TYs/a+99HvSXUfvJdoUpbtg0bN2Odr9hbbv6Phb7PKY0Yl2lK1ok710GtfB1p1GxEDxFtusf882m6h3HmyfM/ii5rdEioyFU++1K159eR/M+iNsmmdHiENtpaI5f7eTz/qeDj99/uCesIHkDrP9ersMg/dvhcfH2S4B0fGwaQGsft/29J32OnQc0Ojd19R4WLmlhItGdD/2xo109qAuvLN4CwtyCji+bwef71+OIinVXkFY9Cx8+b/w+Hjy028nnPTQngCXv852SOlo4KfPNvrD/pDu8USFu1mYU6gEuBVTAiyhp7rS9tdc/JLtqXn2H+xMa7AJ6tx/2pWiVrxhm9GPnm4nsjR1RLSqAjZ+A8tfs433ayrt8pkn3XVg9n9QSOwJl7xgL/d/cjc8fQZMea1JCVWr4/HA1w/YEdbBk+Gip3y+8IBPDJkMnYfAJ7+Ab/9k74tNgfG32u4LDej2UJ/s3XspLa+y9b8+dvKADkSFu/ly9Q4lwIHgdtva8QET4KO7GLDsIT6O6kmf6n9Tz5pWbd+WTHhzmm3XN+W1Ji3MEhUexvCeiSzMKfB9fNJidD1KQsvefDtDfvFL9lL/ZS//mPwCtOto62DvWGnbDlWUwns3wXMT7QSjxh7ry9/Bo+nwyiWw/iv7h+jWhXDFa8GV/NaVcR1c86EdaX7mDFj7RaAj8q+qcnj/Npv8ZlxnR76DMfmt1XGAPT+/2gx3Z8P/2wATHmxy8guwsnYCXHffJ8CxkeGc1L8DX6zagcfj8fn+pYESe8GVb/LnxP8lMayCyJcvgLeus2VgoaCmGr57FJ711rRf+QYkNX31xdGpSazaWsK+iiofBiktSQmwtF7VlXayUvZs25rpWNvOexL+OdKOxk76O5xx35FbE8Wl2Aktt8yDi/4DO1bBUyfbXpENsWkh/HuMbY3Ue7wdafjlOtsqqjWMqPYeDzd8Y/9AvHKpLQ1oi8nL/kI7cWzpy7bn7XmPtp7a56j2P64e1kzLNxcTFe6mfyf/9DU9e1AXthTtZ/W2Er/sXxqmotrDs/npPH/ca7YFYtZH8M8MW/9fVRHo8Pxny2J4+jR7lSd9Etz8PXRvwjLWdWSkJlNd42FpXpGPgpSWphIIaX3y5kPm87D2M5vA1OoyDHqNt6sjJXtHdWsq7cjtD/+wM/r7nm5nRHc0DTuWywXDL4Ouw+C1K+HFSbYpfY/RduS481Bbq1uyxV5ay18Lu9baWuLEXraNVRNXawq4xJ5w3efw3i12JHvbctvMv8OAozbZbzVKd8KMyfZ98dPn7HkNUSs2FzO4W7zfJqmdkd4Jtwu+WLWDwd18P8osDbNqazHlVTUM79MVhv4Khl8On/8avvpf2xGh23F2PkRsB6jYYz/0xnezHWWSUv3f9cTXqipg5u/tfI+4jrauf/BFPnkdI3sl4XLBwpxCju+n0p7WSAmwtB77i+CD2+xKSNEJMGCi/YrraEdoV71rJ7BVlB7+3OQ0uPxVMOc07Zdfp3S4YRZ89YA9zvLXf3wsLBKq64yeRCfYUodT7rEjdK1ZZJytC/7urzDr/2DlW4DLJvepJ9oPFGmnNarfbFAoyLb9dffssOUo/QLc6SGAqms8rNpazE9H9fDbMVLaRZHRO5kvVu/gzrNawRWQNurAAhi1E+CS+8CUV+3yvwuetpPD1nxcfxea+B72Z77PSbbvc4L/3i/NVlNtf0/P/qttMTnqWtszuRllQodKiInAdG7PolzVAbdWSoCldajYC/+9xC5Tefp9MO7mgxuW9znJLkVaUwPFebZjgstte+JGxtnR4eauxBSdAOc/Cuc9Yrsx7F5vR0VLt9ulM7uPsqO9bWF0tC6XC07+fzD8CtsdIn+97Ue75mP7gcMVBn1Ps50zBp537EUhqqvs989TbZ9bXWFH0X34x+moyorte6msGKZ91KSWYW1Jdn4peyuqGdrDvx0vzh7cmT9+nMWmgn30TI7167Gkfpm5hfRMjqFTfPTBD/Q/68eVBstK7HLKke3sz/7u9ZDzPeR8Z+cxLH/NbpfS3ybCgy6A1JMCPjrsqtpvrw5uWWSXJy/YAB0MXPZfSD/fL8ccnZrMO4s3q8VfK6UEWIJfVQW8cbX9xXbJi/YX7pG43fZSXVKq/+JxubwLVnSzHRNCRUJ3SKhTJlBTDVuX2pXkVrxtJwuGR9tR+d7HQ3mJ/SO6N99+ICnebL/2bK1nhMllk+ezfn/wpERfKyuxpSyF2XD1ByGf/IKt/wUY5ocOEHWdNcgmwF+s3sHPTuzj12PJ4TweD4tyCznxWJfrD/0A2yndfo253pZE7Fxt51Fs/AaWvgILn7YrAg691G7TkgMAe3fD6vdgxVuYTfN+/L3SZRhcOgMGnt/8gY+jyEhNYsa8XNZs38MQP0wgFf9SAizBrbLMtqxZ/5Vdo/1oya+0LHcY9Bhlv874X9i80C7LuvId+0eplivMXi5N7GU/MCT0sMm0O8L+wQqLsHW4C562kxSTUu2l1rTTIKmPvUxbt5SkrNguBhERY58fk9yw2dzFm+HVKbZc5qInIfUEn39LWqMVW4qJiQijb0f/TICr1TsljoFd2vPFqu1KgANgc+F+du0pZ2Rz+v+6XLYHeefBtvVeZRksexWWzLA9xBc9a5cHHzDBd4EfqiAb5j8FG2fZOReeGug4kN3p19Bh+ASb/MZ3a5ER6dHeBTEW5hQoAW6FQi4BLq+qJr+0gs7to3TJItjtL7TJ78ZvbNnBqGsCHZEcictl27r1HAMTHrIr1cUk2hXvohMgrAG/asbebP+Ybl5o67yXvOzdt9v2Y+41ztYobvj64JprsJdju42wXyn97FLPJVth+wq7RHDlPvs+cofDFa//eLlXDkyAC3P7P2E4e1Bn/jVrPQV7K0iOC+JWc21Qba1qhi8XwIiIhoxr7dfGb+1y3a9caicJH387pF/gu0R0SybM/4+dYOxy2w/Tgy60o7xdhrJrzRo6GB8vXHQM3RJj6J4Yw6KcQq49QR/qWpuQSoBfmZ/Hgx+vZm9FNSlxkfzxJ0M4Z6hWcQlK21fC61faFdB+8oRdx15ah7BwaN/Z/j88quHPa98ZTrzD/r+m2o7UlmyxZRbrvrAzueO7wejrbe1h1X47uly82SbFuXPs4iV1uSPsyHN4NAy9xC4+kpzmi1fZJtgJcCVcPqZllsU9e3AX/jFzPV9n7eCSjBBfireFZeYW0j4qnAGdG7/wQ4OknQI3zbEdehb8x5at9Rxne1Q3tdSopgbWfGS7+GxeaEuqMq6DE+9s/gqYPjI6NYkfNuzG4/Hgam1dMkJcyCTAX6zazq/fXcGJ/TowcUgX3szczK2vLOaZazI4fWDnQIcnda3+AN65wY4gXvtJ8C4YIf7jDrOt57oOs507TvuVrT880h+YcTfZf0u22YS4vBjiu9sSiojo+p8jrN9Zyv7Kar8sgFGfwd3i6ZYQzZerlQC3tEU5hRzXK9G/I/3hkTD2Rsj4me2tPfNBu5jOsMtgwv/Zya4NUV1lO+18/6idhJeUaksrhk859iTbFpaRmsx7S7eyqWA/vVI0ubM1CYkEeH9FNQ98uJqBXdrz3LTRRIa7uXhkDyY/8QN3v7WCr+5KIjFWl+OCwqLn4aM77f7ogjIAACAASURBVCW0y17+cSRRpCGjK/Fdg2ZkqDVYttk28R/e078dIGq5XC7OGtSZ1xdtYn9FNTGRrWTRkVaupKwSZ8cezhnSQj8bYeEwaprtDPP9YzDnb3bRjZFXg5lol/M+NBn2eOyCFWs+hFXv2YmqXYbZHt3pFzasjCoA6tYBKwFuXYLzHeVjT367gS1F+3n9hnFEhtu635jIMP7y02FM+tf3PDV7I/dMHBjgKENcTQ3M+iN89wj0n2B7z0bql4mIPy3bVET7qHD6pMQde2MfOXtwF16cm8t363Zx9uAuLXbcUDZvw248Hhib1sJ9yaPa2RU3h11qf7cvfAbmP2Efa9fZ9t9OSoXdG+yKnnu22rKm1BNtR5j0SQFvr3Ys/Tu1Iz46nEW5BVzsx17a4nshkQCv2lrC5aN7Mjbt4Gb9Q7onMHFwF15dkMf/nNGf6AiNRgRE3jz47Fe2x+/Iq+1ytGERgY5KpM1bvrmYYT0TcLfABLhaY/okEx8dzherdygBbiHfr88nNjKMkb18OAGuMToamPwfuwrntmW2vn/bUjvZtbwE2nWxpW7mXNtBohUtIOR2u8hITWZhTuGxN5agEhIJ8FNTR3Gk3+9Tx/Xm05Xb+Xj5Nn16a2m1y1T+8E9o3w0uesrWigX5J36RtqCsspqsbSXccHLLTgqMCHNzRnpnvs7aoQUEWsh36/IZl5Zy4ApowMQm20Vz+p5mb1dX2jZmjZksG4RG9kpk5pqdFO+rJCFWgzetRUj85glzu444O3N83xTSOsbx8vzcFo4qxOWvg2fPtMlvxs/g9kV2XXolvyItYvW2EqpqPAzz8wpw9Tl7UGcK91WyKFejZv62qWAf2fl7Oal/AyegtaSwiFaf/AIHRtaXbNL7uTUJiQT4aFwuF5eP7smSvCLydu8LdDht3+ZMeOtn8Pg425/18lfs8sKRLVeDKCKwfJOdAHdcC02Aq+vkAR2JDHfzxaodLX7sUPP9+nyA4EyA24jhPRNxu2BxXlGgQ5FGCPkEGDgwM/aTldsCHEkbVFUB676EL34LT5wIz5xue7qOvQlunmuXvxWRFrdsczGd46PoktDybeLiosI5qV8Hvli9HY/H0+LHDyXfr8una0K031f6C2VxUeGYLvEsyQueEeDyqmrufmsZQ+//nIl/m827SzYHOqSgExI1wMfSMzmWYT0S+GTFNm46pW+gw2mdqiuhIJu47fNh3wLYs83Wdi1/w7azCYuEnmP/P3v3Hd7WeR1+/IvBTRDcey+QokTtvT3jmTi7SZzVJE2ddKRN0yZpf2naNG3qphnNcNI4blaT2BkesV3bsrUla5AiJVIkOMS9BwjuBdzfHxBkWZOEANwL4HyeR88jE+C9x7oEePDe857j6uW45n0Q4aNm7EKIJantGlOl/MHtroo0Xm0cpKFvghWZ2urtGiwcToUjLcPctSJNhjT42LrceJ6t6cXpVPy6qfRaFEXhU784w76GAd6+NoumwQk+8+taRqcWZAz5ZSQBvujuinQefcnK0MQcKabAr0nyi4l+10z25pdhyArOBXKvfE5KObznF1B0m7Q1E0IjRqfmuTA8peowitvL09DpzvHy+X5JgH2krseOfWaBHVL+4HNrcxP4xYlOWoYmfTdtb4leONfPvoYB/v6+cj62s5BFh5NHflHNV19oYHdpMsWpsgAFUgJxibs+6ljrsMqRBIDxXnj2z+Cbq1xNzmOSYeun4KEf0H7bY/AXZ+EfhuHvh+CR41B+vyS/QmiI+1btulz1VoCTYyNYn5vAK+elDthX3PW/O4olAfY192upWuWNnXOLDr72f42UpZv4yHbXaq/RoOdf376KqDADj75kVTU+LZEE+KKKTDPx0WEcaZYE+Joci2DvgQNfg/9aD7W/grUPw59VwQefgTu/DKvfy0zKGkjIu7i7N1y6OgihQdWdNox6naolEOAqg6jvHafbJhuQfeFQ0xAVmXEkxcpdTV8rSI4hITqMapXrgH92vIPO0Wm+eF/5m8ZeJ8VG8NEdBbxUP0DL4ISKEWqHJMAXGfQ6thUlcaRlWDZluE30w6nH4ckPwaOF8I0VcOCrUHInfPqUq3tDktRMCxFoqjvGKM+IU30U8Z0rXIMwZBXY+6bmFqnutEn5g5/odDrW5iao2gnCNjXPt19tZo8lhZ0lKVc9/qGteUQY9Tx+pN3/wWmQJMCX2VGcQp99lgvDU2qHsjwTAzA96pqlfqumR+H0E/A/98PXy+D5v4LuU1D2ANz3dfjEAXj3T13jK4UQAWfR4aS2e0zV8ge3guQYStNipR2aD5xsH2XBobCz+OpESPjGutx4WgYnsc8sqHL+b7/WzOTcIl+4t/yajyfFRvD2dVn8rrob+7Q6MWqJbIK7jLtO6mjLsPZbxtg6oP73UPdb6D/r+poxEpJKILUMsjdC0e2QWAj6G3zOcTpdHRvaDrqOdeEAOBchsQh2fw5WvgOSS6WUQYgg0dg/wfS8g3V5Ko3FvcJdK9L5/sFWbFPzJMSEqx1O0DjaPEy4Uc+GfG1c51DgHohR0zXG7lL/fvCo67Hz0+Md/NGm3Btuwnv/5jx+ebKL35/p5sPbQ7sjhCTAl8lNiiYnMYojzcN8cGu+2uFcbbwX6p+G+t+5VmUBsjbAnf8E+jAY73F1Y+g4Dueecj0eEQfplZC1FhIKYHIQ7F2uIRT2Llddr/PiJ0FzLmz9NKx8u+t7JOkVIui8sQFOG4nRXRVpfGd/C681Dso4ei862jrCxvwEIsPULXMJJZUXB2JUddj8mgAvOJx87jdnSYwJ53NvKbvhc1dmmanMNvOrU118aFt+SLfHkwT4CjuKU/hDba92ZtTPjkPDc1DzC+g4BiiQvgru+EeoeOj6pQjDLdB5DHproK/W1a7MMQ/owJQO5hzIWg8r3gbxOZCxxvXfIfxiECIUVHeOkWKKIDshSu1QAFiVZSY9LpKXz/dLAuwlw5NzNPSN87m3WNQOJaTERhipyDTz+oURv573R4fbON83zmMfWIc5Kuymz3/vxly+8PtznOka08wHYTVIAnyFnSXJ/PJkJ7XdY6zPS1QniPkpsL7oWsVtfc2VuCYWwZ7Pu1Znk0tufozkYtefdR90/ffCDMzaISrR1Z1BCBGSqjttrMuN18zKj06n466KNJ483cXMvEP1jXnB4FirKwHbXiQb4PxtW3ESPz7SxvT8ItHhnqVYffYZXjjXT1Z8FHdX3HiISdvwFN/c18RbKtJ5y8Wptjfz4JpMvvL8eX51slMSYPGGbUVJ6HVwqGnYPwnwwiw0vQjnfuNarZ0aAsec67G4LNj4cVjxVsjZdGurs2FRrj9CiJA1PDlHx8g079981cgaVd21Ip2fHu/gSMswd65IUzucgHe0eZi4SCMrs8xqhxJythcl84ODFzjV7lkZRMvgJO967Bi2i5vUPrQ1j398sOKaSbDTqfB3vz1LuFHPP721YsnniI0w8uDqTJ6p6eUf7l+BKfLmq8bBSBLgK8RHh1OZHc/h5iE+c2ep707UdxaqnnBtPJu1gykT8ndAXAYYo6BgJ+Ruu/EGNiGEWAZ3k36trfpsLkzEFGnklfP9kgDfIkVxjT/eVpT8pj6wwj825icSZtBxrGV42Qnw3KKDP/nZaQx6HS/+xU5+W9XNj460ERFm4PP3lF2VBH/7tWZOtI3yb29fRWpc5LLO9d5NufzqVBfP1fbxPo19IPYXSYCvYVdpCt95rRn7zMKS6mmWZbgF9n/F1cHBGAXlD8CaP4KC3aCXW39CCN+p6rQRZtBpbmUwzKDntrJU9jUM4nAqkrjdgo6RaXrGZvjkHunRroaocANrcxMulaEsx38fukDr0BRPfGQj5RlxfPG+cuYdTn546AJxkUY+fdsb5Y+/PNnJN/c188712bxn4/JHmq/ONpOXFM1L9f2SAIs37CpJ5tuvNnOsZZh7Vi2tpuamnA44+O9w6FFXu7Jdn3OND45SvxenECI0VLXbWJll1mRngLtWpPNMTS9VHTY2Fai0/yIIyPhj9W0vSuabrzYxNj1PfPTS9tx0jU7zX6+1cM/KdPZaUgFXffw/PlDBxOwi//FyEyfaRlmXm0Bj/zgv1Q+wqzSFf3lopUf1/DqdjjvL0/jp8Q4m5xaJjQi9dHBJ99ctFstmi8Vy4OLfiy0WyxGLxXLYYrF832Kx6C9+/UsWi+WkxWI5ZrFYNvkwZp9bnROPKcLIIW+NRR5uhv+5Dw7+G6x6J/xFDdz2RUl+hRB+M7fo4GyPnQ0a6f97pd2WFMINel6u71c7lIB2un2UVFME+UnRaocSsnaWJqMocLBpaEnPVxSFLz1bj0Gv4/89sOJNj+n1Oh59ZyV/d08ZF4am+NarzVR3jvHpvcU8/qENRBg9/zB7V0U68w4nB61LizPY3DTlt1gsnwMeBtzj0f4T+Hur1XrAYrE8BrzVYrF0ALuBzUAO8Ftgo29C9r0wg56tRUkcahpCURTPd0s7nXDs27D/q64NaG97DFa/V1qNCSH8rq5nnPlFp3rdbW4iNsLI9uIkXj4/wBfvK9dMl4pAU9VpY31egvz7qWhNdjxpcRG8eK6ft67JuunzXz4/wGuNg3zx3nIyzFdvVjca9HxydxF/sqsQh1PxWovW9XkJJMaE88r5fu6r9NLd7gCylH/FVuDtl/33euDgxb+/CNwB7ABetlqtitVq7QSMFosloOcv7ipNoWdshjZPxyI7HfDsp2Hfl6D0LvjUSVetr7wpCSFU4N4At16jK8DgWpHqHJ3GOjChdigBaWhijq7RGc1tcgw1er2OuyvSOdA0yMy844bPnZpb5MvP1lOWbuLD2/Nv+FydTufV+QQGvY7by1J5rXGQBYfTa8cNFDddAbZarb+1WCz5l31JZ7ValYt/nwDMQBxwecW3++tXras3NDR4HKzb7OysV45zI5l6VwuSpw7X8WD58jaM6BamyTz5T8R1H2Co4mMMV/wxdI8Coz6IVFv8cW2E5+T6aJsvr8/+un4yTEaGuy/gpeIur8s1LqIDfnGgjvet1lYSFwivnWOdrgWbJMWu+Vi9TWvXZ4VpntkFJ7947Qzb82Ku+7zHq0botc/yV9sSaWmy+jFClxVxCzw1u8iTB86wLtN3ZTNauz7g2Sa4yz8mmIAxYPzi36/8+lXKy8s9OOWbNTQ0LO84J34I492w7kOQWLikVdhyIO/gCM0ThuWda6QVfvURGLbC3V8lZeunCOil8GVa9rURfiXXR9t8dX0URaHptz3sKknT/PVfd2KCM0MO/lljcQbCa+fptgbCDXru2155S7WhgUhr16ek1Mm/Hx3hzIiej73l2nFZ+yd4+nwb71qfzTt3r/ZzhC4FxQ7+/cgrNE5E8H4f/fvNLzppbbaqcn2qqqqu+5gna+lnLBbLnot/vwc4DBwF7rZYLHqLxZIL6K1Wq3YWGaaH4dh34L/WwVfS4NFieGwHvPi3cP5ZmLp2u5KdJckcbx1hfnGJtwaaXoYf7oXJfvjA71xdHoQQQmWdo9MMT86xPl9bq6rXcteKNOp6xukZm1E7lIBT3WmjIisu5JJfLTIa9Lx9bRYv1fczMD571eNOp8IXf38OU6SRz9+rXuIeGWZgd2kKL5/vx+lUbv4Ny9Q1Os36r7xC/eDV/wZq8yQB/mvgyxaL5TgQDvzGarVW4UqEj+PaAKetzG/vF+Az9fCWr8HmT0DZ/RCdBFU/gScfhkcLXQnxqR/B3OSlb9tVksLUvIPqTtuNjz/WCU9+EP73XZCQC584CEV7ffw/JYQQS1MVAPW/bu5BGK9IN4hlmV90UtttZ73U/2rGB7fm41AUfnjowlWP/ez1Dk532Pj8veUkxiytVZqv3FWRxsD4HGd77F4/9nNne5mYXSQ5WnsfypZUAmG1WtuBLRf/3oSr48OVz/lH4B+9F5qXxWXAlk+++WuL89BbDe1HoOE5eP6vYd+XoXAPpFjYaS4iXz/L4eYhthQmXX3MhVk48Rgc/Jrrv3f/LWz/SwiX9jNCCO043WHDFGGkNNV08yerrDAlluLUWF5pGODD2wvUDidgnO9zdflYFwAfckJFblI0792Yw0+OtXNbWSrbi5NRFIUnT3fx5efq2V2awjvXZasdJreXpWHU6/i/un7W5Hi3PesL5/pYkxNPWqz2xi2HXufjyxnDIXeL68/Ov4buU3Dqceg5DY3PE6U4OBAOLSeLwPRRiIh1rfaOtLr+jLbCwjSU3gP3/jvEh+Y0FSGEtlV32Fibl4A+QCas3bUijR8cuoB9egFztPZ+cWpRIK3yh5K/u6ec0+02Hn78BKuyzIxMzdNtm2FLYSKPfWC9Jl6T5ugwthUn8/y5Xv72LRavtdDrGJmirmecv7+vHJjzyjG9KbQT4MvpdJCzyfUHYHEORlo48tKTJLf8Fl7+4sXnGSAhH5KKIH8HlN0HBTtVC1sIIW7EPrOAdWCCe7011dIP7qpI53sHWnm1cYC3a2CFLBBUd9rIio8iLS5S7VDEZcxRYfz2kW384GArtV12MsxR/PVdpTxQmenVlma36v7KDD73m7Oc7baz2kurwM+f6wPgnlUZjPe1e+WY3iQJ8PUYIyCtgrS7P8ud5zfy6D2ZvGt1MpgywCArEkKIwHCm04aiBNbKYGWWmeTYCA5YhyQBXqLqDhsb8rU55CTUxUWG8Td3l6kdxg3dvSKdLxrO8Yezvd5LgM/2sTY3nqz4KMb7vHJIr9LOxw+NKk6NpTAllmeaF1wlDpL8CiECSHWHDb0Or9f2+ZJer2NXaTKHm4dw+GBnerDps8/QZ59lXW7gXGOhLeboMHaVpPD82T6vdINoH56ivnec+zR850kS4JvQ6VwTXY5fGGFsel7tcIQQYllOd9goz4gjJiKwbvjtLk3BNr3AOR/sTA821R2utvsyAU7civtXZ9Brn71556sluLz8QaskAV6Ct1Sk43AqvHx+QO1QhBBiyRYdTmq6xtgQQOUPbjtLUtDp4KD1qoGi4gpVHTYiw/SsyIxTOxQRwO4oTyPcqOcPZ2+9XuGFc2+UP2iVJMBLUJltJj8pmt9WdasdihBCLFlj/wTT846AbI2VGBNOZXY8B5sG1Q5F86o7bVRmxROmoU1VIvCYIsPYa0nhxbpbK4MIhPIHkAR4SXQ6He/akMOJtlE6RqbUDkcIIZbE3RorUDdH7S5NoaZrTMrPbmB2wUF9rz0gP+QI7bl3VQYD43NU3UIZRCCUP4AkwEv2jnXZ6HXw61NdaocihBBLcrrDRoY5UtO3IW9kd2kKTgWOtAyrHYpm1fXYWXAosgFOeMXtF8sgnvewDEJRFJ4+08PG/ATNv+9IArxE6eZI7lmZwRNH2+m2TasdjhBC3FR1hy2gVwbX5MRjjgpjf6PUAV+Pe5U/kK+z0I7YCCN7Sj0vg2jom6B5cJIH12T5IDrvkgR4Gb5wXzkAn32qltkFh8rRCCHE9fXZZ+gZmwnIDXBuBr2O3aUpHGwa9EprpmBU3WkjLyma5NgItUMRQeK+Ss/LIJ6p6cGo12m+/hckAV6WrPgo/uWhlbx+YZR3/+C41AMLITTrdHtwjMbdW5bC8OS8tEO7BkVRqO4cY720PxNe5GkZxPyik99Wd7PHkkpiTLiPovMeSYCX6e3rsvnhw+tpG57i3m8d5qnTXSiKrEwIIbSlqsNGVJiB8ozAbo21uzQVnQ72W6UbxJW6bTMMTcyxNsA/5AhtiY0wcpslledqe1lwOJf8fS/V9zM8Oc/7t+T6MDrvkQTYA3dVpPN/f7mLiiwzf/Obs9z5jUMcapIaNSGEdlR12FidYw741liJMeGszYlnf6MkwFdyDyyQDXDC2961IZuRqXleW8br7uevd5CTGMXukhQfRuY9gf3OqKKs+Ch++fEtfOM9qwH40BMn+da+ZqlTE0Kobnp+kfN942zIC8z2Z1faa0mlttvO0MSc2qFoSlWHjZhwA5Y0k9qhiCCzuzSFFFMET51eWuer873jnGgb5X2b8tDrdT6OzjskAb4FBr2Oh9Zm89ynd/DQmiy+sa+Jj/7klPSsFEKoqqZrDIdTCfj6X7e9ZakAHJQ7bW9S3WljdU48xgBf5RfaYzToedf6bF5rHKRlcOKmz//mviZMkUbetzkwyh9AEmCviAo38PV3r+af37aSoy3D3PftI5zvHVc7LCFEiDrdbkOng3VBsjmqIjOOVFOElEFcZnp+kYa+iaD5kCO05493FBAVZuAbrzTf8Hl1PXZePj/AH+8owBwV5qfobp0kwF6i0+l4eEseT31yGw6nwoefOMnA+KzaYQkhQtCp9lEsaSbM0YHzy+hGdDodey2pHGoaWtamnGBW22XH4VSC5kOO0J6k2Ag+uqOA58/1UXeDLizfeKWJuEgjH9le4Mfobp0kwF62Jieen3x0E5Nzi3ziZ1XML8qbtRDCfxYdTqo7bGwM0PHH17O3LJWJucVLgx9CnXsD3FrZACd86GM7C0mKCeeLT9fhuMYep9caB3i1cZA/3VMcUKu/IAmwT1jSTXz9Xaup7Rrju/tb1A5HCBFCzveNMzXvYGNBcCXAO0qSCTPopAziouoOG0UpMcRHa7/fqghc5qgwvvRgBbVdYzxxtO1Nj10YmuTvfnuOopQY/nhHYK3+giTAPnPPqgzeuiaT7x9opWtURicLIfzjZNsoAJuCbAU4NsLIpoLEZbVlClauARg2KX8QfvFAZQZ3lKfy6EtWGvpc+5taBid57w9fx+FU+N771xNuDLx0MvAiDiCfv6ccvd5VHyOEEP5wqn2UnMQo0s2RaofidXstqTQPTob8okLb8BS26QXZACf8QqfT8W/vqCQuKoyHHz/Jd/e38N4fHsepKPzyE1uwpAdmGz5JgH0o3RzJezfm8tzZXoYnpX+lEMK3FEXhdHvw1f+6uduhHQjxqXDVnWMArJMEWPhJcmwEv/z4ZsxRRh59yUpiTDi/+sRWSgO4B7UkwD72/s25LDgUflPVrXYoQoggd2F4ipGp+aArf3ArTI4hLyk65MsgqjpsmCKNFKfEqh2KCCHFqSZe+cxu9n92D8//+U6KUwP7508SYB8rSTOxKT9REmAhhM+dbnfV/24I0gTY3Q7tWOsIswsOtcNRzZlOG2tzEwJm4pYIHnq9joLkmIAfsQ6SAPvF/aszaBmcXNI0FSGE8NTJNhuJMeEUpcSoHYrP7C1LZW7RyfHWEbVDUcX47ALWgQnWywY4IW6JJMB+cNeKdABePNevciRCiGB2umOUDXkJ6HTBuzK4uSCRqDBDyJZB1HaNoSiwLk/6/wpxKyQB9oN0cyRrc+PZ1zCgdihCiCA1OD5Lx8h00G6Ac4sMM7C9OJn91kEU5erG/MGuumMMnc41dEkI4TlJgP3kjvI0arvtMh5ZCOETp9pdk8E25Af/rfG9ZSl022ZoGZxUOxS/q+q0YUkzYYoMrKlbQmiNJMB+cueKNABebQjN23ZCCN861T5KZJielVlmtUPxub0WVzu0UCuDcDqVSxvghBC3RhJgPylJjSUnMUrKIPzghXN9vOP7x/jKH86H9E5xEVrOdI2xOjs+KHZn30xmfBRl6SYOWIfUDsWvWoYmmZhdlAEYQnhB8L9TaoROp+OO8jSOtgwzPb+odjhB6zdV3Tzyi2q6Rqf50ZE2PvebsyFZJyhCy9yig4becdbkhk5d6PbiZKo6bSH1Ibe6w1Xmsi6ErrMQviIJsB/dWZ7G3KKTI83DaocSlPrsM/z90+fYVpTEkb+9jb+528Kztb384Wyf2qEJ4VMNfRPMO5ysyQ6dxGhrYRLzi07OXJyKFgqqOmwkRIdRkBy8be6E8BdJgP1oY0EipkijlEH4yDdeacLphK+9o5Jwo55P7i6iLN3EN/c14XTKKrAIXjWdrpXBUFoB3liQiF4Hxy+ETj/g6k4b63KDu82dEP4iCbAfhRn07LWk8mrDIA5JyLyqd2yG31R18/DWPHISowEw6HV8YlchrUNTHG6RVXcRvGq77aSaIkiPi1Q7FL8xR4VRkWnm9RAZiDE2PU/r0BTrpP5XCK+QBNjP7liRxsjUPDVdoXPbzh9+ebITBfjI9vw3ff3+ykxSTRH89Fi7GmEJ4Rc1XWOszokPuZXBrUVJ1HSNMTMf/HXA7lKPddIBQgivkATYz3aXpmDU66QMwovmF5386lQXt1lSyU6IftNj4UY9b12TyaHmIewzCypFKITvjE3P0zY8FZKDEbYWJjHvcFJ9sQQkmFV32jDodazOCf42d0L4gyTAfmaOCmNzYSL7zksC7C2Hm4cYmpjjfZtzr/n4vasyWHAo8m8uglJttx0IzclgG/IT0OlcPZCDXVWHjfIME9HhRrVDESIoSAKsgjvK02genKR9eErtUILCvoYBYiOM7CxJuebja3LiyTRH8mJdv58jE/604HBi7Z8Iufr62i7XaNxV2aG3MmiKDMOSZqI6yDtBLDqc1HaNSfmDEF4kCbAK7ih3TYWTMohb53QqvNowyK7SZMKN1/5x1ul07C1L5XjrMAsOp58jFP7QNjzFnf95kLu/eYiHvnc0JGpC3Wq6xihKiSUuREfjrs1NoKbTFtSdXqwDE0zNO2QAhhBeJAmwCnISo7GkmSQB9oILw5MMTsyxu/Taq79uO4qTmZp3UCubD4PO4MQs7/nBcSZmF/nU3iLO9dj5yvPn1Q7LLxRFobZrLCTLH9zW5sYzPrvIheFJtUPxmWrZACeE13lUTGSxWCKAJ4BCYBz4FLAKeBTouvi0L1mt1oPeCDIY3bkije8daGF4co7k2Ai1wwlY7p3RN1sZ2VqUhE4HR1qG2ZCf6I/QhJ989fkGxqYXePbPtlOWHsfUnIOfvd7BJ3YVkpcU3AMDum0zjEzNszqEE2B3UljdOUZxqknlaHyjusNGiimC7IQotUMRImh4ugL8cWDSarVuAf4M+A6wDvic1Wrdc/GPJL83Q4Wm9wAAIABJREFU8MDqTJwKvHBOppTdijNdY5gijRQmx97wefHR4VjSTFR1BP9u8VByrtvO0zW9/MnuQsrS4wB4ZE8RAL861XWjbw0K7naKa0M4AS5MjiEu0siZIO4E4RqAEXpt7oTwJU8T4BXAiwBWq9UKlAPrgY9aLJbDFovl6xaLRbaq3oAl3YQlzcSzNb1qhxLQznS6bv/q9Tf/xbA2N57arjEUJXhrBUPNz15vJzrcwMd3FV76WmpcJHtKU/hddXfQb4ir7RojwqjHkh6cK59LodfrWJubELQjkYcn5+gYmZb6XyG8zNMktQa432KxPA1sBrKAbwG/B9qAx4BP4loZfpOGhgYPT/mG2dlZrxxHbVsyjfzkjI2Dp86RGhscnxf8eW1mFpxY+8dZWxm/pHOmGmYYn13k1ZPnyIoLzQ1DwfLaAZiYc/DMmR5uK4qlp62Fnsse25qu49XGOX75WjXrs6KvewytWe71OdbUS1FCGC1NVh9GpX05UYscaprgdG09MeG+2dqi1mvneKerW1CiMh40r11fCKb3tmCkxevjadb1Y1yrvvuBo0AV8LjVah0DsFgszwDvuNY3lpeXe3jKNzQ0NHjlOGr749RpfnJmPw3T0ezeWOTRMZxOhfHZBcxRYZq4PebPa3O8dQSn0s6d60oot6Te/Bvix/nW8cNMhCdSXp7t+wA1KFheOwCPH2ljzqHw6bespjzzzS3ACood/OexV2icDOcDAfT/u5zrs+BwcuF/23nfpryguaaeusswxM9rTzIXk8aG4mSfnEOt184z7Y2EGQa5f1slkWEGv58/UATTe1swUuv6VFVVXfcxTz8qbwSOWK3WPbyx6nvWYrG4s4rbcSXF4gZyk6JZkxPvcRlE69Akt339AGv+6RU+/tMqpuYWvRyhtp3pctX8rcleWv1jaZqJ6HADtV12X4Yl/OQPZ3tZlWWmIvPq/reRYQZ2FCfzWsNg0Ja8nO8dZ3bBKbfGgdUX3wNqu4OvDKK6w0ZFplmSXyG8zNMEuBn4U4vFchz4Z+AzwMeA31ksloNANPDf3gkxuD24OpPzfeO0DC6vhY/DqfDnvzzD+OwiH96Wz37rIH/+yzNB3QvzSmc6xyhIjiEhJnxJzzfodazMMl/aOCQC1/DkHDVdY9y5Iu26z7mjPI1e+yzn+8b9GJn/uDd0rssL3Q1wbuboMPKTooOuzeGCw0lttwzAEMIXPCqBsFqtw8AdV3y5F3j5liMKMfdXZvCV58/zbE0Pf3WXZcnf9/PXO6jvHec771vL/ZWZFKbE8P+eqecHhy7wp3s8K6cIJIqicKZzjF0ly7vduSYnnv852s7cooMIo6yoBKoD1iEUBW4ru37py96yVHQ6eLVh8JqrxIGuqtNGVnwUGWZpjQWwOieek23BNRL5fO84c4uyyi+EL8ggDJWlxkWyvTiZJ093s7jEKWWDE7P8x0tWdpYkc9+qDAAe3pLH3RVpfOvVJrpGp30Zsib0jM0wPDnH2tzlrX6tzo5n3uGksW/CR5EJf3itcYC0uAgqMuOu+5wUUwSrs+N5NQgHziiKQlW7jXWSGF1SmR1Pn32WwfFZtUPxmupOWeUXwlckAdaAD2zJo398llcbB5f0/K8+38DcopMvP1hxaeObTqfjSw9UoNfp+PJzwT8Fy93yaO0ybw2uyQ3eWsFQ4XAqHG4eZk9p6k03ft5Rnkpttz2okiKAXvss/eOzbJAE+JLV2a5V/tru4Knxr+qwkWmOlFV+IXxAEmANuL0slQxzJD873nHT5x5qGuLpml4+ubuQwpQ3D3/IjI/iU3uL2dcwENRN4cGVAEeGLb//aaY5kuTYCGqCtGdoKLD2TzAxu8jmwptP9Lu93FUj/NoSP1wGCnf9r9waf0NFphmDXsfZIPpwe6ZzjLVyjYXwCUmANcBo0POhbfkcaRnmWOvwdZ83PDnHZ5+qpSQ1lkf2Fl/zOR/elk9CdBjffrXZV+FqwpkuG5VZ8YQZlvcjrNPpWJUVR11v8KwShZpT7a46z41LGGldlm4iKz6KfQ1BlgC3jxIVZqAshAdgXCkq3EBpmiloNrn222fpGZthvWyAE8InJAHWiA9vyycrPoov/O4ctqn5qx6v6Rrjff/9OvaZBb753jXXbYkTE2HkYzsL2W8doj5Ik7y5RQf1PePLrv91W5llpmVwkpl5h5cjE/5wsn2UDHMk2Qk3vy2s0+m4rSyVY63DzC0Gz/V+/cIo6/MSMC7zA2CwW51t5my3PSha371R/ysJsBC+IO+eGhEZZuCb711D79gse79+gC8/V88zNT384GAr7/7Bcd723aOMTi3w+Ic23nRH+we25BEVZuAnx9r9E7yfne8dZ97hZE2OZwlwRaYZpwKN/cHZHiuYKYrCqbZRNuYnLnnwy67SFKbnHVS1B0dZ0PDkHNaBCbYVJ6kdiuaszonHPrNAx0jgbwSu7rARYdSzIuP6Gz2FEJ6TBFhDNuYn8rtHtrGlIIlfnOjkL35Vw7++2Mjw5BxfuLeM/Z/dzY4ltP0yR4Xx0LosnqnpveZqcqDzdAOc28os1y+Uul5JgANN5+g0gxNzbCy4efmD29aiJMIMOg42D/kwMv95/cIIANuKfDPxLJBVXtoIF/hlEFWdNiqzzYQb5de0EL7g6Shk4SMrs8w89vB6ZuYddIxOkRIbQVJsxLKP86Gt+fzviU5+daor6PoCn+kaI8McSbo50qPvz4qPwhwVRn1PcJaIBLNTF1dxN+Yv/cNPbISR9XkJHLQO8fl7An9U6tGWEUwRRlbeoAVcqCpNMxFh1FPbZeeta7LUDsdjswuuMq+PbM9XOxQhgpZ8tNSoqHADZelxHiW/AJZ0E1sLk/j56x1L7i8cKM502jyu/wVXXejKrDjqZQU44FR32jBFGilNXd7mr92lqTT2TzAQ4O3QFEVhf+Mg24uTpf73GsIMelZmmQO+E0Rt1xjzDueSNnoKITwj76BB7EPb8ukZmwmqFlBDE3N022ZYm3NrG0NWZpqx9k8wvxhcHw6CXV2PnZWZZvT6pdX/uu0uTQFcbQQD2bkeO/3jszccAR3qKrPN1PXaA/qDv7vTyYZl3OkQQiyPJMBB7I7yVBJjwnnhXJ/aoXiNe2f0rawAA1RkmZl3OGkelIlwgWLh4gS/VdnLH2tcnmEixRTBoebrtxkMBC/XD2DQ6244AjrUrcmJZ3bBSdPApNqheOxE2yiWNBPx0eFqhyJE0JIEOIgZDXpuK0vltcZBFgJ4NeRy1R02wi/e5rwV7hG6UgYROJoGJph3OG84/vh6dDodu0pSONw8hMMZuC2yXjk/wIa8BBJiJDG6nsps14fjQC2DWHQ4qe6wsWkZGz2FEMsnCXCQu6M8jfHZxUu31ALd6Q4bK7PirtsHeakKkmKICTfIRrgAUt/j+rCyysMPP7tKkxmbXuBcgF7ztuEprAMTUv5wE/lJ0cRFGgO2E8T5vnGm5h3L6nQihFg+SYCD3M6SZMKNevadD/w64LlFB+e67V4Z/6rX61iRGSet0AJIXa+d2Agj+UkxHn3/zpIUdDo4aA3MOuBnanrQ6eD+yky1Q9E0nU7H6px4arsC84POiQuuxYpNsgFOCJ+SBDjIxUQY2VyQyNGWwK59BKjrcQ3AWJ/nnV8MFZlmzveOB/Qt8VByrsfOisy4ZW+Ac0uMCWdVlplDAdgPWFEUnj7Tw7aiJI/b/4WSymwz1oGJgJz2eKBpkNK0WLnOQviYJMAhYEthEtaBCUYDfChGVYdrZcQbK8DgqgOeWXDQNjzlleMJ31l0OGnoG2flTaYg3syukhRqusawzyx4KTL/qOkao31kOqB72/pTZXY8DqfC+b7AWgWenFvkZNsoey2yyVEIX5MEOARsvlhLdrItsOuAqzps5CVFk2LyrDfyldwb6ep7A+uXZChqHZpidsF5aYqfp3aVpuBwKhxvDaw7Ik+f6SHCqOctK9PVDiUgrL64Ee5cd2C9to80D7HgUNgrXT6E8DlJgENAZXY8kWH6SyNUA5GiKFR12Fjv4fjjaylOjSXcqKcuQDdFhRL3NfJ0A5zb2tx4YiOMHGwKnAR4weHkubN93LEijbjIMLXDCQhpcRGkmCI4G2Cv7dcaBzFFGr12l0sIcX2SAIeAcKOe9XkJnAjgFeDO0WmGJ+dZ78XG8GEGPeXpJup6ZCOc1tX12okKM1CYEntLxwkz6NlWlMShpiEUJTBqv4+1jjA6Nc+Dq2Xz21LpdDpWZZkDagXY4VR4rXGIXSUphMmUPyF8Tl5lIWJzQRKN/ePYpwOr9tHtdLtrAIa3V0ZWZJqp77UHTDIUquouboAzeLgB7nI7S1PoGZuhfWTaC5H53nO1vZgijeyxpKgdSkBZlWWmZWiSqblFtUNZklPtowxPzkmZixB+IglwiNhckIiiwMkA7Qdc1WnDFGGkNNXk1eOuzIpjfHaRbtuMV48rvMfpVKjvHWelBwMwrmVncTIARwKgM8rcooOX6vq5uyKdCOOt9b4ONZXZZhQlcIbdPH+2j8gwvUz5E8JPJAEOEatz4gk3Bm4dcHWHjbV5CR63wLoed1cBqQPWrgvDU0zPO255+p9bXlI0WfFRHAmAdmgHrENMzC1K+YMH3PXigTARzuFUeLGuj9vKUomJMKodjhAhQRLgEBEZZmBdbjwn2gIvAbbPLGAdmGCDDzaGWNJNGPS6gFklCkXuLh3eSoB1Oh07S5I51jqi+R7Qz9X2khgTzraiJLVDCTipcZGkx0UGxOS/E20jDE/Oy5ATIfxIEuAQsrkgifO944zPBlYdcE3XGIri/fpfcH0wKEmNpU5aoWlWXY+dcKOe4tRb2wB3ue3FyUzMLmo6OZqeX+TVhkHuXZWOUTZFeWRVtpmzAbAR7rnaXqLCDNL/Vwg/knfVELK5MBGnAqcDrA64qn0Uvc5VxuELFZlm6npkI5xWneuxU55u8urOePeKqpbLIPY1DDKz4OABWRX02LrcBNqGpxienFM7lOuamXfwh9o+7lmVTlS41HkL4S+SAIeQdbkJhBv0vH4hwBLgThvlGXHE+qg2bmVWHMOT8wxOaPeXZKhyOhXqe8a9Vv7glhQbQUVmnKY3wj1X20taXAQb870z+jsUbSpw3TVyd5HRopfP9zMxt8i71ueoHYoQIUUS4BASGWZgTU48JwJoI9yiw8mZzjGfNoavyJSJcFrVOTrNxNziLQ/AuJYdxclUddiYntdemyz7zAIHrUPcX5np9Y2foWRllplwo55TGr3rpSgKPz7aTm5i9KWJnUII/5AEOMRsLkykrnecyQDpjdnYP8H0vMOnCfCKi+216mUghua4a3S9vQIMsKMkmQWHosnOKC/V9zPvcEr3h1sUYTSwJjtes2VfR1qGqe0a45O7i+SDjhB+JglwiNlckITDqWj2F8KVqjp8MwDjcrERRrITomganPTZOYRn6nrthBv0lKZ5t/8zwKaCRKLDDexv1F4d8HO1veQmRlOZ7f3EP9RsLEigrndccwMxFEXhm/uayTBH8o71WWqHI0TIkQQ4xKzLi8eo1wVMHXBVh430uEiy4qN8eh5Lmomm/gmfnkMsX12PHUu6iXCj99+qIowGthcn81rjoKY2QA5PznG0ZZgHVmeg08mq4K3akJ+Iw6lQ06WtfsC/re6hqsPGX9xeIkNOhFCBJMAhJjrcyOqcwOkHXNVhY31egs8TgdJ0E61Dk8wvOn16HrF0iqJQ1zPOyizvTIC7ltvKUukZm6FpQDur/y+c68OpwIOrZVXQG1zvH2iqDnhkco5/faGBdbnxvHuDbH4TQg2SAIegzQWJnOu2a3Lzz+X67bP0jM34tPzBzZJmYtGp0D4y5fNziaXpts1gn1nwSf2vm7vv6muNgz47x3I9W9OLJc2EJd37ZR+hKC4yjLL0OE5o5K7XyOQc7//RCSbnFvnK21ZJ7a8QKpEEOARtLkxi0alcqq/VKn/U/7q5a0wbpQxCM9zjqX3RAcIt3RxJRWYcrzUO+OwcyzE4ucjpDhsPrpHNb960ozhJEx0/hibm+KP/fp32kSl+/OGNlzbgCiH8TxLgELQ+LwGDXqfJ3e+XO90xSmSY3i+/JIpSYzDodVIHrCHneuwY9TqfbIC73G1lqVR12BibnvfpeZbiULurFOP+ygyVIwkuO0tSmHc4OdGm3ipw88AE73zsGF2jMzzx4U1sL05WLRYhhCTAISk2wsiqLLNmbgleT3WHjdXZ8V6dAHY9EUYDBckxWAckAdaKut5xStNMRIb5doPQ3rJUnAocbFK/G8SBtklW58STlxSjdihBZVNBIhFGPYeb/D/4xD69wA8PtfLQ944xNefg5x/bzNaLkwiFEOqRBDhEbS5MpLZ7jJl5h9qhXNPMvIP63nG/lD+4WdJMNEkCrAmuDXB2n26Ac1udHU+qKYLnant9fq4baR2apHV0Xnr/+kBkmIFNBYkc8vPo699Vd7Pr0f189YVGKrPNPPvp7X59TxNCXJ8kwCFqS0ESCw6FM53arAOu7R5j0amwId9/vyxK00x0jk6rXicooM8+y+jUvE/rf90Meh1vX5fNfusQg+OzPj/f9TxX24sOKX/wlT2WVFoGJ2kf9s9G1x8cbOWvnqylJDWWP/zZDv7341vI9HE7RyHE0kkCHKI25Ceg16HZOmD3oI51uX5cAU6PRVGgRQZiqO5st2sDXIUfEmCAd2/IxuFU+E11t1/OdyVFUXi2tpfK9EjS4iJViSHY3V2RBsD/1ff7/Fy/OtnJv77YyP2VGfz6T7b6tJOJEMIzkgCHKFNkGCuzzLyu4qaQGznVbqM0LZb46HC/ndO92coqG+FUV91pI9ygZ0WGf3bJF6bEsik/kadOd6syFKO+d5wLQ1PsKoj1+7lDRXaCa7Lei3W+TYD/90Qnn//9OfZYUvjPd6/BIG3OhNAkSYBD2OaCRGq6xphd0FYdsMOpUN1pY0N+ol/Pm5cUQ7hRL3XAGnC6fZTKbLPPN8Bd7j0bc2gbnuKkCh8K/3C2D6Nex45c2fzmS29ZmU5t1xg9YzNeP7bTqfAPT9fxhd+fY1dJCt9//3qfTDAUQniHvDpD2OaCJOYXnZobEdo0MMHE7CIb/LxZxKDXUZIaK72AVTa74OBcj531fqz/Brh3VQamCCO/PtXl1/MqisIL5/rYVpxMXKSMxPWl+1e5Nhg+fabH68f+h2fq+NnrHXx8ZwE//vBGosLlWgqhZUZPvslisUQATwCFwDjwKSAJ+BawCLxstVq/7K0ghW9sLEhEp4PjrSNsKdROWx53/e9GP68AA1jSTRxt8X+rJPGGs912FhwKG/P8e/2jwg28dW0mT53u5ksPVmCOCvPLeet7x+kcneZTe4sAmUToS7lJ0WwuSOSp0108sqfIayPWn6np4RcnOvmTXYX83T1lPh/dLoS4dZ6uAH8cmLRarVuAPwO+AzwGvA/YAWy2WCzrvBOi8BVzVBirsswcb9XWRrhT7TbS4iLITvD/jmlLmomB8TlNDEUIVacufgBSo13UezfmMrfo5Nka768QXs/z5/ow6HXctSLdb+cMZe/akEP7yDSnvTQJs3dshr9/uo61ufH8zd0WSX6FCBCeJsArgBcBrFarFdgIRFit1lar1aoALwG3eydE4UvbipKp7rQxNaed1l9VHTY25CWq8oukNN21Ea5pQDpBqKWqw0ZxaiwJMf7bAOm2MstMRWYcT572TzcIRVF4/mwf24qSVPn/DUX3rkonJtzAU6dvvdTF6VT46ydrcTgVvvmeNRj9MLRHCOEdHpVAADXA/RaL5WlgM2AGWi97fAJXecRVGhoaPDzlG2ZnZ71yHAG54dMsOhV+c6iWTdnRt3y8W702g5OL9IzN8EBptCrX2DDl+iBwsKYZ06x/OhD4k9ZfO05F4eSFYXbkxagW55YMI49XjXLg1FnSYn1bBtEyMkfn6DQPWVw/71q/PsFie240z9X08J5SI9FhS0tar3Vtflc/xvELo/zF1mSmBztpGPRFtGIp5LWjbVq8Pp4mwD8GyoH9wFGgFrh8+7IJuObOqvLycg9P+YaGhgavHEdAQbGDf9z/Ml1zUXxIA9emqaYH6OT+zeWUq9A7s0xRMD3Xy7guJih/xrT+2rH2TzA538btqwsoL89RJYaHU6Z4vOoArXMm9mws8Om5Xt7XjE4HH7x9DUmxEZq/PsHikdgMXv7uUc5ORPOR7Uu7xldem6qOUZ6obuPOFWn85YPrpfRBZfLa0Ta1rk9VVdV1H/P0fs1G4IjVat0D/B5oAuYtFkuRxWLRAXcDhz08tvCjyDADG/MTOKKRjV9VHTaiww2UXSxF8DedTkdxWqy0QlPJ4YujarcVJ6sWQ35yDGXpJl7yw8CEA02DVGbHkxQb4fNziTesyYlnQ14CPz7ahsO5/L7Pr18Y4Y9/cpqshCj+452rJfkVIgB5mgA3A39qsViOA/8M/BXwSeAXwEngjNVqPeGdEIWvbStKprF/gqGJObVDoarDxtrceFVr6UpTTTINTiUHm4YoSY0lS+WRsXdVpHO6fZSRSd+9JmxT89R0jbGnNMVn5xDX97GdBXSNzvDMMjc8Pnmqi4cfP0FSTDg//egmzNH+6RYihPAuj0ogrFbrMHDHFV/uBbbcckTC73YUJ/PoS1aOtQ7z1jVZqsUxPb9IY/8Ej+wpUi0GgJK0WH59uouRyTlZmfOj6flFTlwY5YNb89QOhbsr0vj2q83saxjgPRtzfXKOQ81DKArssUgCrIa7VqSzOtvMV19o5PaytKsSWdvUPG0jU8RHhVGQHINTUfja/zXy/QOt7CxJ5jvvW+e3VnlCCO/ztAZYBJGVWWbiIo0caxlRNQE+223H4VRYmxuvWgwAJWlvdILYKgmw37x+YYR5h5PdGkgIV2TEkZ0QxSvnfZcAH7QOkRAdRmW2uj/voUqv1/GVt63ioe8d5d0/OM7f3G3BYNDxUl0/rzYOvumOWH5SNDNz8wxMLvK+zbn804MV0vFBiAAnCbDAoNextSiJIy3DKIqiWj3bmU7Xvsk1Of7v/3q50rRYAFoGJ9hapJ0BIcHuoHWIyDC9KgNQrqTT6dhrSeV31d3MLzq9PtJWURSOtY6wvTgZg17qR9WyKtvMEx/ZyN88dZaP/fQ0ALERRvaWpVKZZSY/OYZ++wyvNQ4yMw1ffGAVD1RmSM2vEEFAEmABuMogXqofoGNkmvzkmJt/gw9Ud9ooSI4hUeV+qOlxkZgijNIL2M8ONg2xtTCJyDBtjJDdWZLMz17voLrT5vVJiV2jM/SPz7JZQxMYQ9XOkhQOfW7vpQmQW4uu/hl8eGv+xV3smWqEKITwAbmHIwDYfnHX/dFWdbpBKIrCmc4x1uaofztYOkH4X8vgBO0j0+yxpKodyiVbi5Iw6HWXOlN404k21/TFzQXqr3YLCDfq2VuWyt6yVM18ABNC+JYkwAKAguQY0uIiVBuL3G2bYXhyTvX6X7fSVBPN0gnCb56t7UOng3tWamccsCkyjHW58Rxq8v6HwpNtoyREh1GcEuv1YwshhLg5SYAF4Fr13FqYxOsXRlGU5ffFvFVnulz1v2tz1a3/dStJi2V0at6nbbCEi6IoPFfby5aCJFLjItUO5012lqRQ12vHNjXv1eOebB9lY34ieqn/FUIIVUgCLC7ZUpjE8OQcrUP+X/ms7rARGaZXbQDGlS7vBCF863jrCG3DU7xjfbbaoVxle3EyiuLd0qB++ywdI9NS/yuEECqSBFhc4u54cPzCqN/PfaZrjMpsdQdgXM7dCaJ5UOqAfe3nJzqIjw7j/soMtUO5yupsM6ZII0eavZcAS/2vEEKoTxvZhtCE3MRoMsyRvO7nOuDZBQfne+2s00j5A7zRCaJZVoB9amB8lpfqB3jX+mxNbj4yGvRsLUzicPOw10qDTraNEhthpDwjzivHE0IIsXySAItL3qgDHvFrHXB9r50Fh/oDMC6n0+kokU4QPvc/x9pxKgrv36z+9Lfr2VmSTM/YDB0j01453sm2UTbkJ0j/XyGEUJEkwOJNthQlMTI179cOCO4BGFpKgAFKpBOET41Nz/PTY+3ctypDtd7TS7GjxDWZ7nDLrZdBjEzO0Tw4ySYpfxBCCFVJAizeZOvFjTlHvfDLfqnOdI6RnRBFqklbHQCkE4RvfXd/C1PzDj61t1jtUG4oPyma7IQoDloHb/lYJ9tc9fWbC2QDnBBCqEkSYPEmOYnR5CdFe3XTz82c6bRppv3Z5UqlE4TPNPSN8+Oj7fzRphzN18LqdDruKE/jcPMwM/OOWzrWsdYRosMNVGabvRSdEEIIT0gCLK6yoySZ1y+MsOBw+vxc/fZZeu2zmpgAd6US6QThE7apef7051UkRIfzubvL1A5nSe4oT2Nu0cmRW7wzcvzCCJsKEgnTSLcTIYQIVfIuLK6yoziZqXkHNReHU/jSmU4bAOvytLcCLJ0gvEtRFH5/pps7v3GInrEZHvvAOhJiwtUOa0k2FSRiijCy7/yAx8cYHJ+lZXCSbUVS/iCEEGozqh2A0J6tRcnodXC4eZiN+b7drHOma4xwo54VGrwNLp0gvKd3bIbP/LqGE22jrM6J54kPb2RVAJUBhBv17Lak8GrjAE6n4tEEt+MXXO0FtxUlezs8IYQQyyQrwOIq5qgwKrPjOdI85PNz1XaNsSIjjnCjNn8UpRPEresYmeKt3z1Kfe84//r2Vfz+T7cFVPLrdueKNIYn56np9uzOyLGWEcxRYZqveRZCiFCgzaxDqG5nSTK13XbGZxd8dg6nU+F87zirsrSbDLk7QQxNSCcIT8wuOPjYT06z4HDyu0e28Uebcj1aPdWCPaWpGPU6j8sgjl0YZnNBovT/FUIIDZAEWFzTjuJkHE6F4z6cCtc5Os3E3CIrs7S7IuZerbP2SxmEJ771ajPNg5N88z1rLnXVCFTm6DA2FSSyr2Ec9OADAAAY1klEQVT5CXDX6DRdozNS/yuEEBohCbC4prW5CcSEG3zaDq2u1w5ARaZ2V4At6a6krbF/XOVIAk/v2Aw/OnyBd6zLZo8lVe1wvOKO8jSaBibpGJla1vddqv8tlvpfIYTQAkmAxTWFG/VsKUzisA/rgOt6xgkz6DS9MpgcG0FybASNsgK8bI8dbAXgM3eWqByJ99xRngbAvoblDcU41DREcmwEJamxvghLCCHEMkkCLK5rZ0ky7SPTdI1O++T49b12LOkmzW6AcytLN0kJxDLZZxZ48nQXD63NIjshWu1wvCY3KRpLmmlZdcCLDieHmobYa0lBp5P6XyGE0AJtZx5CVTtLUwBXOzRvUxSFuh47KzVc/uBWlm6iaWACh1NRO5SA8WxtL7MLTj6wJU/tULzujhWpnGwfxT69tA2iVR02xmcXua0sOMpAhBAiGEgCLK6rMDmGTHOkT8ogeu2z2KYXqNBwBwg3S7qJuUUn7cus+wxlT53uoizdpOkOH566ozwNh1Nhv3VpZRD7rUMY9Tq2l0j9rxBCaIUkwOK6dDodO0tSONoy7PXVz7oe1wa4lZna7QDh5u4E0dgnZRBL0Ts2w9luO29bmxWUt/xXZ8eTHhfJs7W9S3r+/sZBNuYnEhcZ5uPIhBBCLJUkwOKGdpQkMz67yFkPm/9fT32PHYNeFxBDAYpTY9HrwCqdIJbEvTJ6e5De8tfrdbxjfRYHrIP022dv+NyWwUmsAxPcsSLNT9EJIYRYCkmAxQ1tL05Gp/N+HfC5HjvFKbFEhhm8elxfiAwzUJAcQ4NshFuS/Y2DZCdEURzEHQ/evSEHpwJPnu664fOeqelBr4MHKjP8FJkQQoilkARY3FBiTDirssxerwOu6x1nZQDVh5ZlxEkniCWYXXBwtGWEvZbUoCx/cMtLimFXaQo/Pd7O7ILjms9RFIVnanrZXpxMalykfwMUQghxQ5IAi5vaUZzMmc4xJucWvXK8wfFZhibmND0B7kplaSY6R6e99m8QrE60jTKz4AiJjgeP7ClieHL+uqvAxy+M0Dk6zVvXZPk5MiGEEDcjCbC4qe3FySw6FU61jXrleO4JcIG2AgwyEvlm9jcOEhmmZ2sIjPzdXJDI2tx4fnDwAgsO51WPf29/K8mxEdwv5Q9CCKE5kgCLm1qfl0C4QX9pnOutqusZR6cjIDbAuZVdHIksCfCN7bcOsq0oOSBqu2+VTqfjkT3F9IzN8Lvq7jc9VtUxypGWYT6xqyAk/i2EECLQSAIsbioyzMDa3HiOtXpnI1xdj52C5BhiI4xeOZ4/ZMVHERthpFE6QVxXt22ajpFpdoVQv9vby1JZn5fAv77YSM/YDAC2qXn+8tc1pMVF8P7NwTcIRAghgoEkwGJJthYlUd87ztj0/C0fq753PCAmwF1Or9dRmhZLo6wAX9epdleJzKaC4C9/cNPrdXztHZU4HAoPffcon32qlge+c4QB+xyPfWA9MQH0IU8IIUKJJMBiSbYVJaMork1Ot2J0ap6esZmA2gDnVpYRR2PfOIoiI5Gv5WSbDVOkEcvFcpFQUZway6/+ZAv5STEcbh4iwxzJLz6+mbW5CWqHJoQQ4jpkeUIsyeocM5Fheo63jnB3RbrHx6l3b4ALsBVgcNUB/++JRfrHZ8kwR6kdjuacah9lQ14CBn3wtj+7nopMM09+cqvaYQghhFgiWQEWSxJhNLAxP5Hjrbe2Ea6ux1VDWxGQCbCMRL6ekck5WgYn2ViQqHYoQgghxE1JAiyWbEthEtaBCYYn5zw+Rl2vnZzEKMzRYV6MzD/ct/alDvhqp9ptAGzKlwRYCCGE9kkCLJbM3dv1VlaB63vsAVn+AGCOCiMrPoqGPukEcaVT7aOEG/Wsyg7MayuEECK0SAIslmxVlpmYcAOve9gPeHx2gfaR6YAagHGl8ow4SYCv4VT7KGty4okwSs9bIYQQ2icJsFiyMIOejQWJHg/EqL9U/xt4HSDcVmSYaB2aZHbBoXYomjE1t0h97zibpf5XCCFEgJAEWCzL1sIkLgxNMTA+u+zvPdczBkBldry3w/KbFZlxOBWZCHe56k4bDqfCRqn/FUIIESA8aoNmsVjCgJ8A+YAD+DgQDTwHNF982vetVuuvvRCj0BB3HfDrF0Z465qsZX3vuZ5xsuKjSIwJ90VofrEiw1W+cb5vnNU5gZvIe9OptlH0OliXJ31vhRBCBAZP+wDfCxitVus2i8VyJ/AvwIvAf1qt1q97LTqhORWZZkyRRs8S4O4xKgN8k1R2QhSmCCPne6UO2O1E2ygVmeaAGm0thBAitHlaAtEEGC0Wix6IAxaA9cB9FovlkMViedxisYTWOKgQYdDr2Fyw/H7A9pnA3wAHrtG35RlxnJeNcADMLzqp6RqT8gchhBABxdMlm0lc5Q+NQDJwP2ABfmS1WqssFssXgS8Bn73yGxsaGjw85RtmZ2e9chzhmcKYRfaNTHPo9DlSYt78I3S9a1PTNwNAvNMe8NcuPXKRl1smqD9/Hr0usKaeefu10zg0y9yik4ywqYC/rlog723aJddG2+T6aJsWr4+nCfBngJesVuvnLRZLDvAasNNqtfZffPz3wH9d6xvLy8s9POUbGhoavHIc4Rmn2c4PTx9hWJ/ArvLsNz12vWtzcLAV6OPeLatICOAaYIAdk10823iWmNQ88pNj1A5nWbz92jk+0gb08uC2VaTFRXrtuKFK3tu0S66Ntsn10Ta1rk9VVdV1H/O0BMIG2C/+fRQIA56zWCybLn7tduD6ZxUBrTw9jvjoMI4towziXI9rAlygJ7/g6gQBSBkEcKZrjExzpCS/QgghAoqnK8DfAH5ssVgOA+HAF3CVQ3zHYrHMA/3AJ7wTotAavV7H1sIkjrUMoygKupuUASiKQk3nGGuCpGtCSVosYQYdtd1j3LsqQ+1wVFXdYWOtdH8QQggRYDxKgK1W6yTw7ms8tO3WwhGBYltxMi/W9dM+Mk3BTcoA2kem6Rmb4ZN7ivwUnW9FGA2syDRzpnNM7VBUNTg+S8/YDB/Znq92KEIIIcSyyCAM4ZHtF/sBH2sdvulzDzcPAbCrJNmnMfnTutx4znaPseBwqh2Kas50uT4ArM2VFWAhhBCBRRJg4ZGC5BgyzJH8//buPTqq8l7j+HcmV0IChFzAhIRbyEsAhQRQBAERFKH1hhU9vdtT7YWuHmut9Vitq57atXRZ6mmt2uMNrb1IabGtVqUKCIIiiQiCyRtu4Q4hJBAC5Dpz/shQQk0Qw2T2nuznsxZrzczemf1LfryZZ3be2e/qLZ88D3hF+UFy+yYxMC26PjB2JoW5qdQ3BTy9Itz7O2uIj/EzKjt6l7YWERFvUgCWTvH5fEwcms7qrVUEAsEO92tsDvDO1kNMye8+Z3+h9QwwtIZAr1q38zAjsnqREBvjdCkiIiKfigKwdNpUk0HN8SaKd3QcApfbSo41tjDNZEawsq6X3acHmSkJlJzhe+/OmlsCbNh9mMLc7vHBRhER8RatXSqdNn14Jolxfv62fg8XDm5/JbCFxbvJSElgan5GhKvrWj6fjwlD0li15RCBQBC//+wWxDhyoonfrdnBu9uqqT7WwIyCfsyblkdcTHS9Fy3bf5T6pgBFmv8rIiJRKLpedcVVeibEMr2gH//4cH+7HwarPFrPMlvJnKJsYqMs4J2NKfkZVNU1ULr/7K4HvPfwCWbMf4uHXrMcqmsgKS6WR97YzI8Wf9jFlYbfutDUD50BFhGRaNT9UolE1OeKBlB9rJGXN+z92LYFqypoCQS5YWyOA5V1vZNXtVhR/slXwqhvauHW3xZzorGFxd+eyCvfnczCb17Mty4dysLi3ZTsqO7qcsNq3c7DZKQkkN2nh9OliIiIfGoKwHJOpuZnkN8vmceXb6W5zVngXdXHefrt7VxXmE1eZrKDFXadzF6JFJzXi39+tP+M+wWDQe768wY27a3lkRvHnHbZsO9MyyM1KY7Hlm3t6nLD6v2dNRTl9vnERVBERETcSAFYzonf7+P2yw3lB+r4v5XbAGgJBLnjT+uJi/Fzx0zjcIVd69oxWby/8zBbKus63OfJldt46YO93D4jnxkj+p22rWdCLDdPGsybZZVsPdjxc7hJ9bFGKg4d1/V/RUQkaikAyzm7clR/Zo3qz/wl5fxhfQ3/+dxa1myv5r6rRnT7P5HPKRpArN/HwuJdH9sWDAZ5fPlWfvaPMmaf35/vXJbX7nPcND4Hvw9eWrenq8sNiw92heb/dpOlrUVExHsUgCUsHvrcBUwels7zH9SwcnMV/3PNSG4Y1z3n/raVkZLAzJH9+cOanVTW1v/r8c0HjvL5J9fw4GtlXDU6i/lzx3Q4XSCzVyKT8tJZvG7PGa+p7Bbv7zhMjN/HBQMUgEVEJDrpMmgSFimJcTx784UsX7uBYcOGdfszv23dfkU+b5Yd4Jbni7n9CsPK8oMsWF1Bz4RYfnrtKL5wUe4nzpWdU5TN915cT/GOmg4vKecWJTtqKDgvhR7xWgBDRESik84AS1j1S47zVPgFGJqRzK/+o4jNlXV85Zn3eOrt7VxfNICl35/KFycMPKsPil0xoj894mJY7PJpEI3NAdbtqmH8IHeHdBERkTPRGWCRMLh8RD9W/fAyNu2tZVB6EgNSkz7V1/dMiOXKUf15ZcNe7rtqBIlx7jy7umnvEeqbAgrAIiIS1XQGWCRMUnvGc8mw9E8dfk+6tjCb2vpmlpVVhrmy8CmuaP0A3LhBugKEiIhELwVgEZeYNDSNjJQE/uLiaRDvVVQzKC2JzJREp0sRERHpNAVgEZeIjfFz7ZgslttKao41Ol3OxwSDQYorqhmn6Q8iIhLlFIBFXOS6wgE0tQT5eztLSztt68Fj1Bxv4kIFYBERiXIKwCIuMiKrFyOzevHi2o8vrOG0tRXVgOb/iohI9FMAFnGZm8bnsGlvLRv3HHG6lNOsragmPTmewek9nS5FRETknCgAi7jM1WOySYj1u+4scHFFDeMG9j2r6xqLiIi4mQKwiMv07hHH7PPP46UP9nCiscXpcgA4UFvPzurjmv4gIiLdggKwiAvdOD6Ho/XNvLpxn9OlAKfm/2oBDBER6Q4UgEVc6KLBfRmUlsQfXTINYu32apLiYxiZ1cvpUkRERM6ZArCIC/l8Pm4cn8t726vZdrDO6XJYW1FDYW4fYmP0K0NERKKfXs1EXOr6sdnE+H0sLN7taB219U2U7a9l3EBNfxARke5BAVjEpTJTErlseCaLSnbT1BJwrI73d9QQCMKFgxWARUSke1AAFnGxm8bnUFXXwNKySsdqeGfbIeJifBTm9nGsBhERkXBSABZxsan5GfTrleDoNYFXbzlEYU4qSfGxjtUgIiISTgrAIi4WG+PnhrE5LLeV7DtyIuLHP3y8kY17jzAxLy3ixxYREekqCsAiLjd3XA6BICxy4MNw726rJhiEiUPTI35sERGRrqIALOJyuWlJTByaxsKSXQQCwYgee9WWKnrExTAmR/N/RUSk+1AAFokCN47PYVf1Cd7eUhWxYwaDQZaWVTIpL534WP2qEBGR7kOvaiJR4MpR/UlPTuDZVdsjdszSfUfZc/gEMwoyI3ZMERGRSFAAFokCCbExfGnCQJbZg2yN0Mpwb5YeAOAyBWAREelmFIBFosQXJuQSH+NnwaqKiBzvjbJKRuf0ITMlMSLHExERiRQFYJEokZ6cwDVjslhUsptDdQ1deqzKo/Ws33WYGcN19ldERLofBWCRKPKNqUNpagnwwCulBIOnXxFi84Gj/OKf5fz4rxt5fdP+c7pixLLQynPTC/qdU70iIiJupKWdRKJIXmYy356Wxy/f3MyQjJ7Mm5ZHQ3OAR5du4Ym3ttISDNIzPpbn39nB+dm9uf+akRTmpn7q47xRWklW70QKzkvpgu9CRETEWQrAIlHmtunD2HnoGA8vKeflDfuoa2hmd80J5hRlc/fsAvr0iONv6/fy4GtlXPfYar4xZQh3zRqOz+c7q+eva2hmRflBbhqfc9ZfIyIiEk0UgEWijN/v4+dzxzBxaDovrNlBelwCD11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" + ] + }, + "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": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "78.75" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"Price\"].min()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "121.0" + ] + }, + "execution_count": 30, + "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 +} diff --git a/notebooks/barlin/App1_Config5.ipynb b/notebooks/barlin/App1_Config5.ipynb new file mode 100644 index 0000000..c8adaaa --- /dev/null +++ b/notebooks/barlin/App1_Config5.ipynb @@ -0,0 +1,28145 @@ +{ + "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: []\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": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_steptimestamp
002500010010000210000000102018-10-01 15:16:24
1025067.6810568193017303428860010010000210000001112018-10-01 15:16:25
2025067.6810568193017303428860010010000210000002112018-10-01 15:16:25
3025067.68105681930173034288600100100.0000210000003112018-10-01 15:16:25
45250000.00000000000000000000025042.19120625054858919611433100100.0000210000001122018-10-01 15:16:26
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price \\\n", + "0 0 25000 100 \n", + "1 0 25067.68105681930173034288600 100 \n", + "2 0 25067.68105681930173034288600 100 \n", + "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": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_steptimestamp
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_steptimestamp
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_step
Buy_Log1.0000000.036324-0.262522-0.277074-0.019858NaNNaN4.954695e-044.712999e-03-3.570172e-02
P_Ext_Markets0.0363241.000000-0.117104-0.1169930.042629NaNNaN1.247637e-045.084417e-024.598328e-02
Price-0.262522-0.1171041.0000000.998660-0.288128NaNNaN3.915390e-052.184386e-038.069863e-02
Price_Signal-0.277074-0.1169930.9986601.000000-0.266050NaNNaN4.061200e-051.936288e-038.044309e-02
Sell_Log-0.0198580.042629-0.288128-0.2660501.000000NaNNaN7.235705e-04-3.815897e-04-4.290779e-02
TransNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ZNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
mech_step0.0004950.0001250.0000390.0000410.000724NaNNaN1.000000e+00-4.014956e-211.413037e-03
run0.0047130.0508440.0021840.001936-0.000382NaNNaN-4.014956e-211.000000e+003.603741e-18
time_step-0.0357020.0459830.0806990.080443-0.042908NaNNaN1.413037e-033.603741e-181.000000e+00
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" + ], + "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": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "[]" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "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": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_step
639.333333e+0624899.318719103.750000103.145613250000.00.021000000.01.952381
649.500000e+0624895.879641103.896825103.280592250000.00.021000000.02.000000
659.666667e+0624894.384097104.043651103.415572250000.00.021000000.02.000000
669.833333e+0624892.888553104.190476103.550552250000.00.021000000.02.000000
671.000000e+0724891.393008104.345238103.693469250000.00.021000000.02.000000
\n", + "
" + ], + "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": [ + "
" + ] + }, + "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": [ + "
" + ] + }, + "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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" + ], + "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": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_step
Buy_Log1.0000000.036324-0.262522-0.277074-0.019858NaNNaN4.954695e-044.712999e-03-3.570172e-02
P_Ext_Markets0.0363241.000000-0.117104-0.1169930.042629NaNNaN1.247637e-045.084417e-024.598328e-02
Price-0.262522-0.1171041.0000000.998660-0.288128NaNNaN3.915390e-052.184386e-038.069863e-02
Price_Signal-0.277074-0.1169930.9986601.000000-0.266050NaNNaN4.061200e-051.936288e-038.044309e-02
Sell_Log-0.0198580.042629-0.288128-0.2660501.000000NaNNaN7.235705e-04-3.815897e-04-4.290779e-02
TransNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ZNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
mech_step0.0004950.0001250.0000390.0000410.000724NaNNaN1.000000e+00-4.014956e-211.413037e-03
run0.0047130.0508440.0021840.001936-0.000382NaNNaN-4.014956e-211.000000e+003.603741e-18
time_step-0.0357020.0459830.0806990.080443-0.042908NaNNaN1.413037e-033.603741e-181.000000e+00
\n", + "
" + ], + "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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+ "text/plain": [ + "
" + ] + }, + "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 \"\", 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\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m 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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\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": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "[]" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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J13uHgE+apjlDMis2bk8fsixr2DXfOfb7TnO8M4CLTdP8GGAA81nbvA3YAvzEXuZzQQqs0fZERERERKQkpmm2kcw+fRj4tj05jv844/vAl4EHLctKuKZ/HfiUZVlvBx4nGQg563bbCnyFZPYKkk36PmYHeu8Dbs4q09lAv2VZ55AMnL7gs5yAMk8iIiIiIlJcdrM9gI8DFwL/ZlnWf5mm+ULTND8I/BA4wzTNCyzL+mqR9f4PyUDp+VnT/wv4iWmaR4CDQHu+FViW9R3TNN9oN+/7CMk+VHUkRxD8kD3b/cCtwN8CN5mmeQHJPl6fKVK+DAqeREREREROMJZl3QPcE2D+mjxvvcE1zztc0yNF1rfJfjkL1Limd9n/X05ywIjs5bq8tmdZ1l+5Znu1x3Jvd/35ykJlK0TBk4iIiIiIOM9C+gePtz5uWdaDJazv9SSb82X7mmVZtwRd30qg4ElERERERLBHxys2Ql6Q9f0U+Gml1rcSaMAIERERERERHxQ8iYiIiIiI+KDgSURERERExAcFTyIiIiIiIj4oeBIREREREfFBwZOIiIiIiIgPCp5ERERERER8UPAkIiIiIiLiQ8kPyTVNMwx8GzCBReCdgAFcBySAJ4DzLcuKm6b5KeA1QAy4wLKsbWWWW0REREREZEmVk3l6HYBlWS8B/hW43P53iWVZLyMZSJ1nmuafAmcBLwbeDFxRVolFRERERESWQcnBk2VZPwbea/95EnAEeAFwrz3tNuCVwEuBOy3LSliW9TRQZZpmR+lFFhERERERWXolN9sDsCwrZprm9cDfAG8EXmtZVsJ+ewJYBbQAw67FnOmD7nVFo9FyihLY4FSMdXne2//006xeGMzzblLE/j8ajaZe5zM6Okqr6++dO3dSHTZoO3KYLtf0+bl5Dh06lLFsNBplYGA0Z5rb8PAwXhZiC1RnLTcyMpKzrkLln5uby5i3fnAfm1zvDwwMADA5MUE0GqW1v59uj7IdPTpCNBqlc2SYNcCRgSOMRKMsxhO4zc7Opl739fVlvDc1NZnaZjQ6n/Ge8xmGhoYAGB09mrGfxsbGmIxGOXr0KADjExMZnwvgwKHpvPuht7eXQ4dnAIjFYoyOpb/Tw/2HiUanOXJkzHPZickJmoEDBw8ySbpM7UODdACDQ4MMRaOM2mXLZ2oqf/myP0ulTc9M09/fnzP9UF8fB8IHCm4/UuA9t97du9kwO0u9a1q+ZeZi8dTrXbt2ccbMNA1Zyw0NJY/18fFxIPm9ea23se8AG13L7t27B2OslukF1zasXTTWhEjYx6tznB44eIDJRJTRmUWea8+7e3dvTnkTi3EI5/vkmYaGhlhfZJ7Jyami6+nvP8zB2gOe7yUSCc/pAIP2bwhyzw+FlkvEEwzbv+90OSdz1rF791M5y07Zn2dycjLv+rMNjwyzwVVOR19f8re9ML+Qmj40eJQmj3WMT0xkHG9LKRqNZpxfK2F8YtxzO4UkEomcc8/szAwHendnnMuddbm/y97eXZ7rnJmdyfg7Ho+nylHseul2+HDyGjntOvcdOnQQgMX4Yt7l+vr7817f3QaOHMmZ1tvbS9+RWY+5y+e+7mSLRqMMDhW+BuQTT8QL3gnft38fM9OtqX3f19/H7EzyO4rH4/kXdNmzZy8dWb9vt6npaZLVPf9mZ2eXvO4nUgllBU8AlmW93TTNjwEPQcZ1qBkYBcbt19nTM0QiQU6p5Vs1OpP3vZM2biSyud3XevyUu7W1NePv008/nZqqEIx3ZUyvqa1h/fr1wEDG+jsHngJGMqa5rdkbBXIr7tVV1Rl/RyIRVvfugH3+y19bW5sMd515GzK/us7OTmCEpubm5PvTmd3Z1qxZA4zR1rY6+f7+5Kl3beda1kYidvC0NzV/XV1d6vW6dZmXv8bGJmCGzs5OIpFTPcvb3t4OjNLa2kYkEuE2e/qqVavoiURo2xkDJmhpbgamMvbBQHgQOOy53i1btjAYGgYGqaqqonVV+jvt6u4iEjmJB4f3knmfIKm5KXn492zYAO79fTiZgO1o76AjEqF1Zwye9ty8/fkbgPzHbfqz7Ck4Tyka6hvo7u4m654H69eto6emB2e/FTqeipVty+bN8EhdxrR865tdWMQ5kE877TQaHm3IeD8SidB+cBcwSktLC/RDVVVVxvsp4cwA4+STTyGyroXJuVh6G+ZptNRVY4T2wWIidZz2bOiB0yMMTaYrwZs3byF7Pxlh/0n+5DFcWFNTIzBfcJ7u7i6GGnvgwdz3DMNI9kz10NHeDnadOHv/G4aRd3tGyGDN6syqVVNTU846Nm8+Fcjc541NjTCQnJ/c+qwn97bc29gxfRAYpLqmOjW9/ZB3JT95HlgekUiE2tsHgIWKrbOlObfy6uyDR/IsYxgGrW1tGeeeuvp6tmzZnHddji1bTsOr6ltflxmShkKhkq7xXV3Ja2RDYwPYMf369RuAAcKhcLK3tYd13dlhn7fOtWuTvbNdtmzZwkjVMPw+cHGLamluznt8RyIROg71AsEDqJBR+Pyy6aRNcFJ6/6/rXseeAwdhMvnd+HHKKSezZjxf6ASNDQ1538unrq5uyet+ju3bty/LduWZoeRme6ZpvtU0zY/bf04DceBh0zTPtqedC9wPPAC82jTNkGmaG4GQZVlDOSsUERERERFZwcrJPP0IuNY0zfuAauACIAp82zTNGvv1zZZlLZqmeT/J+58h4PwyyywiIiIiIrLkSg6eLMuaAv7e462zPObdCmwtdVsiIiIiIiLLTQ/JFRERERER8UHBk4iIiIiIiA8KnkRERERERHxQ8CQiIiIiIuKDgicREREREREfFDyJiIiIiIj4oOBJRERERETEBwVPIiIiIiIiPih4EhERERER8UHBk4iIiIiIiA8KnkRERERERHxQ8CQiIiIiIuKDgicREREREREfFDyJiIiIiIj4oOBJRERERETEBwVPIiIiIiIiPih4EhERERER8UHBk4iIiIiIiA8KnkRERERERHxQ8CQiIiIiIuKDgicREREREREfFDyJiIiIiIj4oOBJRERERETEBwVPIiIiIiIiPih4EhERERER8UHBk4iIiIiIiA8KnkRERERERHxQ8CQiIiIiIuKDgicREREREREfFDyJiIiIiIj4oOBJRERERETEBwVPIiIiIiIiPih4EhERERER8UHBk4iIiIiIiA8KnkRERERERHxQ8CQiIiIiIuKDgicREREREREfFDyJiIiIiIj4oOBJRERERETEBwVPIiIiIiIiPih4EhERERER8UHBk4iIiIiIiA8KnkRERERERHxQ8CQiIiIiIuKDgicREREREREfFDyJiIiIiIj4UFXKQqZpVgPXAJuAWuBzwJPAdUACeAI437KsuGmanwJeA8SACyzL2lZ+sUVERERERJZWqZmn/wsMW5b1MuBc4JvA5cAl9jQDOM80zT8FzgJeDLwZuKL8IouIiIiIiCy9UoOn/wE+6fo7BrwAuNf++zbglcBLgTsty0pYlvU0UGWaZkephRUREREREVkuJTXbsyxrEsA0zWbgZuAS4EuWZSXsWSaAVUALMOxa1Jk+mL3OaDRaSlFKNjgVY12e9/Y//TSrF3KKmCFi/x+NRlOv8xkdHaXV9ffOnTupDhu0HTlMl2v6/Nw8hw4dylg2Go0yMDCaM81teHgYLwuxBaqzlhsZGclZV6Hyz83NZcxbP7iPTa73BwYGAJicmCAajdLa30+3R9mOHh0hGo3SOTLMGuDIwBFGolEW4wncZmdnU6/7+voy3puamkxtMxqdz3jP+QxDQ0MAjI4ezdhPY2NjTEajHD16FIDxiYmMzwVw4NB03v3Q29vLocMzAMRiMUbH0t/p4f7DRKPTHDky5rnsxOQEzcCBgweZJF2m9qFBOoDBoUGGolFG7bLlMzWVv3zZn6XSpmem6e/vz5l+qK+PA+EDBbcfKfCeW+/u3WyYnaXeNS3fMnOxeOr1rl27OGNmmoas5YaGksf6+Pg4kPzevNbb2HeAja5l9+7dgzFWy/SCaxvWLhprQiTs49U5Tg8cPMBkIsrozCLPtefdvbs3p7yJxTiE833yTENDQ6wvMs/k5FTR9fT3H+Zg7QHP9xKJhOd0gEH7NwS554dCyyXiCYbt33e6nJM569i9+6mcZafszzM5OZl3/dmGR4bZ4Cqno68v+dtemF9ITR8aPEqTxzrGJyYyjrelFI1GM86vlTA+Me65nUISiUTOuWd2ZoYDvbszzuXOutzfZW/vLs91zszOZPwdj8dT5Sh2vXQ7fDh5jZx2nfsOHToIwGJ8Me9yff39ea/vbgNHjuRM6+3tpe/IrMfc5XNfd7JFo1EGhwpfA/KJJ+IF74Tv27+PmenW1L7v6+9jdib5HcXj8fwLuuzZs5eOrN+329T0NMkqn3+zs7NLXvcTqYSSgicA0zR7gFuA/7As60bTNP/N9XYzMAqM26+zp+eIRIKcUsu3anQm73snbdxIZHO7r/X4KXdra2vG36effjo1VSEY78qYXlNbw/r164GBjPV3DjwFjGRMc1uzNwrkVtyrq6oz/o5EIqzu3QH7/Je/trY2GfI68zZkfn2dnZ3ACE3Nzcn3pzO7tK1ZswYYo61tdfL9/clT79rOtayNROzgaW9q/rq6utTrdesyL3+NjU3ADJ2dnUQip3qWt729HRiltbWNSCTCbfb0VatW0ROJ0LYzBkzQ0twMTGXsg4HwIHDYc71btmxhMDQMDFJVVUXrqvR32tXdRSRyEg8O7yXzXkFSc1PyJ9CzYQO49/fhZBK2o72DjkiE1p0xeNpz8/bnbwDyH7fpz7Kn4DylaKhvoLu7m+z7HuvXraOnpgdnvxU6noqVbcvmzfBIXca0fOubXVjEOZBPO+00Gh5tyHg/EonQfnAXMEpLSwv0Q1VVVcb7KeHMAOPkk08hsq6FyblYehvmabTUVWOE9sFiInWc9mzogdMjDE2mK8GbN28hez8ZYf9J/uQxXFhTUyMwX3Ce7u4uhhp74MHc9wzDSPZO9dDR3g52nTh7/xuGkXd7RshgzerMqlVTU1POOjZvPhXI3OeNTY0wkJyf3PqsJ/e23NvYMX0QGKS6pjo1vf2QdyU/eR5YHpFIhNrbB4CFiq2zpTm38ursg0fyLGMYBq1tbRnnnrr6erZs2Zx3XY4tW07Dq+pbX5cZkoZCoZKu8V1dyWtkQ2MD2DH9+vUbgAHCoTDkiZ/WdWeHfd46165N9tB22bJlCyNVw/D7wMUtqqW5Oe/xHYlE6DjUCwQPoEJG4fPLppM2wUnp/b+uex17DhyEyeR348cpp5zMmvF8oRM0NjTkfS+furq6Ja/7ObZv374s25VnhpKa7ZmmuRa4E/iYZVnX2JMfNU3zbPv1ucD9wAPAq03TDJmmuREIWZY1lLNCERERERGRFa7UzNPFQBvwSdM0nb5PHwK+bppmDRAFbrYsa9E0zftJ3vsMAeeXW2AREREREZHlUGqfpw+RDJayneUx71ZgaynbERERERERWSn0kFwREREREREfFDyJiIiIiIj4oOBJRERERETEBwVPIiIiIiIiPih4EhERERER8UHBk4iIiIiIiA8KnkRERERERHxQ8CQiIiIiIuKDgicREREREREfFDyJiIiIiIj4oOBJRERERETEBwVPIiIiIiIiPih4EhERERER8UHBk4iIiIiIiA8KnkRERERERHxQ8CQiIiIiIuKDgicREREREREfFDyJiIiIiIj4oOBJRERERETEBwVPIiIiIiIiPih4EhERERER8UHBk4iIiIiIiA8KnkRERERERHxQ8CQiIiIiIuKDgicREREREREfFDyJiIiIiIj4oOBJRERERETEBwVPIiIiIiIiPih4EhERERER8UHBk4iIiIiIiA8KnkRERERERHxQ8CQiIiIiIuKDgicREREREREfFDyJiIiIiIj4oOBJRERERETEBwVPIiIiIiIiPih4EhERERER8UHBk0gecaDJ/ATVrb9b7qKIiIiIyAqg4EkkjwUDjNAitWt/vtxFEREREZEVQMGTSB6LGPYro+B8J5rqtt/wlY0Dy10MERERkSVXtdwFEFmpEqkXCp7c6rp+zuByF0JERERkGSjzJJLBBQwaAAAgAElEQVRHPPVKwdNKMRubZc/YnuUuhoiIiJygFDyJ5BE31Gxvpbnwvgs578fnMbc4t9xFERERkROQgieRPJzMUyKhn8lK8VD/QwDEE/Eic4qIiIhUnmqFInkspl4p87RSLMaT34qh70RERESWgYKnCvncmjZe0bNuuYshFZQeJ0I/k5XCyTiFDH0nIiIisvTKGm3PNM0XA1+0LOts0zQ3A9eRHKTsCeB8y7Lipml+CngNEAMusCxrW5llXpFuamle7iJIhcWd7IZG21sx4qi5noiIiCyfkm/fmqb5UeA7QJ096XLgEsuyXkayndN5pmn+KXAW8GLgzcAV5RVXZOlotL2VR32dREREZDmV0/blKeANrr9fANxrv74NeCXwUuBOy7ISlmU9DVSZptlRxjZFlkzciZmUeTruPVZbw8XNgDJXIiIiUoaSgyfLsn4ILLgmGZZlOc8VnQBWAS3AmGseZ7oE8OTEXRjhieUuxgknXc1W/5rj3QfWdnBXnYERnlnuosgJ4K6Gel63vts16IyIiDxTlNXnKYv7lm4zMAqM26+zp+eIRqMVLEpxg1Mx8g3vsP/pp1m9MFhw+Yj9fzQaTb3OZ3R0lFbX3zt37qQ6bNB25DBdrunzc/McOnQoY9l7H7uXu4evoG7DJmb2vz+1Tbfh4WHP7S7EFqh2/R2NRhkZGcmYp1j55+bmMuatH9zHJtf7AwMDAExOTBCNRmnt76fbo2xHj44QjUbpHBlmDXBk4Agj0SiL8QRus7Ozqdd9fX0Z701NTaa2GY3OZ7znfIahoSEARkePZuynsbExJqNRjh49CsD4RDoYdeY7cGg6Y52pPk8Y9Pb2cuhwsuIdi8UYHUt/p4f7DxONTnPkyBheJiYnaAYOHDzIJOkytQ8N0gEMDg0yFI0yapctn6mp6YLvuz9LpU3PTNPf358z/VBfHwfCBwpuP1LgPbfe3bvZMDtLvWtavmUsy0q93rVrF2fMTNOQtdzQUPJYHx8fJ16d/C4TdhbRvd7GvgNsdC27d+8ejLFaphfSp7Rd1i4aa0Ik7OPVOU4PHDzAZCLK6Mwiz7Xn3b27N6e8icU4hAt9+rShoSHWF5lncnKq6Hr6+w9zsPaA53uJRMJzOsCg/RuC3PNDoeUS8QTD9u87Xc7JnHXs3v1UzrJT9ueZnJzMu/5swyPDbHCV09HXl/xtL8wvpKYPDR6lyWMd4xMTGcdbpVzSsYbpUIgZw6Apzz6LRqMZ59dKGJ8Y99xOIYlEIufcMzszw4He3Rnncmdd7u+yt3eX5zpnZjNvUsTj8VQ5il0v3Q4fTl4jp13nvkOHDgLpkTe99PX3572+uw0cOZIzrbe3l74jsx5zl8993ckWjUYZHCp8DcgnnogXvMW3b/8+ZqZbU/u+r7+P2ZnkdxSP+8vG79mzl46s37fb1PQ0yfvl/s3Ozi553U+kEioZPD1qmubZlmXdA5wL3A3sBv7NNM0vARuAkGVZQ14LRyJBTqnlWzWa/w70SRs3Etnc7ms9fsrd2tqa8ffpp59OTVUIxrsyptfU1rB+/XpgIDWtZ1MP/AGMcLqylL3NNXujZCb4kqqrqjP+jkQirO7dAfv8l7+2tjaZL3TmbciMfTs7O4ERmpqbk+9PZ44HsmbNGmCMtrbVyff3J0+9azvXsjYSsYOnvan56+rqUq/Xrcu8/DU2NgEzdHZ2Eomc6lne9vZ2YJTW1jYikQi32dNXrVpFTyRC284YMEFLczMwlbEPBsKDwOHUutzN9rZs2cJgaBgYpKqqitZV6e+0q7uLSOQkHhzeC+QGss1NyfsHPRs2gHt/H062YO1o76AjEqF1Zwye9vxY9udvAApnTpKfZU/BeUrRUN9Ad3c3kHlTYf26dfTU9ODst0LHU7Gybdm8GR6py5iWsz778DJNE0jeaDjttNNoeLQhZ7n2g7uAUVpaWoin6kKh3PWGMwOMk08+hci6FibnYjg/ltPM02ipq8YI7YPFROo47dnQA6dHGJpMV4I3b95C9n4ywv6zl8ljuLCmpkZgvuA83d1dDDX2wIO57xmGkRzax0NHezvYdeLs/W8Y+ZuwGiGDNaszq1ZNTU0569i8+VQgc583NjXCQHJ+cuuzntzbcm9jx/RBYJDqmurU9PZD3pX85Hmg8pzqaKFvPRKJUHv7AJkNOMrT0pxbeXX2wSN5ljEMg9a2toxzT119PVu2bM67LseWLafhVfWtr8sMSUOhUEnX+K6u5DWyobEB7JrD+vUbgAHCoTD5UnvrurPDPm+da9cmh7dy2bJlCyNVw/D7wMUtqqW5Oe/xHYlE6DjUCwQPoIqNPrrppE1wUnr/r+tex54DB2Ey+d34ccopJ7NmPF/oBI0NDXnfy6eurm7J636O7du3L8t25Zmhku2R/gX4tGmaDwI1wM2WZW0H7id5+f4hcH4Ft3dCWEw4V4eV0+/m540NTBaoRK1EOxaHmZgP1vQxkfr/+Pqskit1b1X912QJLNrnRzX4FRF55ikr82RZ1j7gz+3Xu0iOrJc9z1ZgaznbOZGlRhdLrIzL8JMT+/l4ZzvnTk7xb4PezQVXmmnD4MKZB3jR3RfQxQW+l1t0NduT45u+S1lKTrBu5EvvrTDbp7/OGSdv5PG9BVLfIiIC6MbYirfSMk+TsWSzscGwzw4cK8C8fRd458jOQMulsxX6mRzvnCaY4frM5mLP/+7z+c6hX/lax5GpI4RW30ne9m4iQDw0n8o8FTOw6rM0bvnsMS5RcX2x3y35NvdUV/H27k6mj7NWDJL2/63t4IyTNxafUeQZRrXCFS7VQXuFVOAX7UzY8RM6pZvFh41gpU71eVohgauUzjkGGk76dub0xCJfe/rWvMuFavuo7foR8UScj973UcKrf0mori/v/CLDp17je97F8BFCVcUH/3gm+tLqNh6pq+P3dbXLXRTx6cczB3istib1928ajsVwKyIr38qokUteKy3zFLfvuoeOo7vvThBUrFNtznKpVytj30vpEh53twuNHOeo77mOmrZtDM0MMh2zR/w6fg79E96RqSNMLxQfpbKSEuHKDQDxTOZnUA3J74H6OuaW+NL0yfHHeOu6ruIzijzD6bwV0Gxslr/5yd/wSO3S3C1baX2enMxT6DiqQDr9XYJmnlIDRayQfS+VlfptFWLYx7sRIhaP2RP9HQ9jNZOccfJGnq4PXnmfMAxGq565lXCjZpCqVQ8f8+288uZX8u473n3Mt3OsLQJWdXXR+Y4ni/bpdXEF3Zxq2vIZ/t+v37zcxShqR00N7+/q5Eur25a7KCInJNUKA9o9upvdo7v54prW4jNXgJN5KmfEtwQJGk7+Gnfsu6Ps8sSPw2Z7qcyTzyFZHYtqtrfsrvzDlVzx2BXHZN2+gic7zRQ2woFvZAw2JIcc3t0Y/AHXb1rfxRUnez+j6Zmg8ZSvUr/u5iXZ1hPDTxSfaYW7om0Vb9zQza5nUADlPEfvn7o6lrkkaUbVNPvGc59DttKM2I8+OFBVyafNiIhfCp4CcoKZqiXKvFQk82QsEq7r56L7Lyq7POnM0/GTeko3fDTYPfcLMAo/H8eR+oQa3nrZXPHYFVz5hyuPybrTTWLzM+zMU0bw5DOYThgJe+7gx8+BZ1Al2YthFN/3kvZHu6XDcIDnha10sQI/i1821FO9+t6lK8xxptQmjzOGoQE6RCrgmXMmXiLOU82XasdVps9TshJXZZR/lyrOsc08PRaa4XmbeoiF5orPDIzNjfG6W15X8I6sc4ezf6qfJ+duoKbd3+hqznLFsn7jC4OMz4/7WqesHOksaqFfc3Iewwils8A+b2QknP6BFbjPMFC9wHnruxkLmD2VZ4bUoDfLWorKihc4r/7z2g7q1t6W9/0TnTOaYzjgTcyXbtzAizf1HIsiiZxQdCUOyKlALdWACfF4JTJP6X4b5VpMOANGHBs3Vo0RNwym6kZ8zf/AoQfYN76P77S25J1nMesabfgMzPw227tyzzt5/S2v97VO34wYR1VRPqZSv+VCd2Lt346Bu5mfz+CpjMxTtntXj7Onpprf1Nexra6WR6rfR6juUNnrlbTB6oWKP/z7Q50dvOikDWWvJzXU/nGS8O8NH4DQbMF5/DSaXU4LwNY1q+mrWnkha6nB9HxIWSeRSlDtLKClbraXzjyV81XZ/TZC/k61NzY35b1gpD//sdkB7iZ2vuZPFM8E5t7h9Js5cF4Un394trIPDK7fcB0vr0ClS/JzsshVBQcSSR/nqQEjfGeekipxko3bgVgYuNseHjjcsKcCa37mSgS8wXXFSf28p7uzomV4oKGemaybICOhEH+yqYdHBx71vZ6YM+jNcTDU457qKn5adz913T8sOF/2Ta2V5vd1dfywpYlPta9e7qLkcDJPqsCJLA/99gJyMkFLlnkK2M/Ck6vfRjFHQyEubV/N+9Z6VyKc8gQ5cIzqYe6b+CxTC8WfZ+IMhW74rKA6wVOh5gs5vSt8rjvoUOX3D19HqOaIr3mLqWraXZH1SH5BMk8Q/LeYyjxVoM+cs+WqRCI9OplGgSwieG5jxxKMorq9rpaYYfDdHd/1vczxlHmatIPFUPVowfkKNdtbCVbyPneuaYVuYs6uepyrOv317xWRYHT1DShdWV/a7ZVTUUrgP3hasCuSU3nS+06zvSBtrWs772AwtoP7D95fdN7AmSc7e1Dok8VzVuUzeHIq1T4rvw+P/oj6jVf7mvdYOBoKccb1ZxBuWIbRooxY8XlWmPSNgPzHg+EKnvwMMOGW6vOU5/2vt61KZZGKcTJPIVx37BMrrznRyuL/HLWU9eNUfxWfLQEgPZx3pW7aDdZOcfAYNUdL/UqKXLPcv6aV2IQvFaAsaym8pUaQJTniXq/Hdznd/St+11y5PevnuXgiJwoFTwGlgqcl2p5zwipnqHKcJj8+gqdijQSdASMCDvqd3L6PysKiXVa/AYu/zFPmuvx2+E9fdgLl2XKm/OfiQMZT2Y+Vx+1t1Ky575hvy23H0YdoPv0SQnXH19DaqWPHZz8Xf0ObpzmZp1CeY/nbrav44Fp/wzRnZJ5S5V3Zd+6Xn/9gt5wqZgI4HC58bhsLpUc5c24zBHnunN8+LpOJEXbXFv80P90Y5dye9b63H0TM8DfQjrvZ3vNO3nhMylIO53OsxJFlU88uTCT46551vKHr2D86Jb4iQ1yR5aHgKaBUU58yTqixeIxzbj6HM3Z+g/cXqTylM0+5F6Inh5/k73/298QShTvmOlUDP8GLM3xsvj5di6U85ynAgBXphlEBg6dC85SaeUq9ClBJ9QjMvrl4xPdT2YfCIb7Rusr/9lxSlZYlbs61Y/QhAML1BwMve2HHGv56Q3eli+RLKvPkcyCVoJmnVBPUYMXyXpfThIh05Xupv+ds/9zZzoHu4tnkSrq1sYG3dK/1N7Ph/xxdzsDpzz15I6/auJ7eAiN+vvSkHl5pByupzFOQ4MlnE7KfxL7AZzYsTxZ4nmR/Lq/M02gI3nrrWzk8dTg1bSU9HNdL6obFspbC23KMvui+eZR9GJ5x8kbmKVYPEXnmUPDkYf+ExeT8pOd7zgkkyAl1e2yUM07eyHT1NJAcXrt/qh9IdiguZCY2A0CoeiznvS89/CWiI1GGF4r0jwkUvBTumBwv4TlPTtMnP0Olp5rt+e3zFC/ejDLnfpnPrFaqTX6gPivl/aQ+0b6Gq9pKC578NpeptHgZTUtvb2pctmcapQY/8fmdOceaX5Xt8+RksRKuviKV/Z6nDIPrW5p9N8/5ZWMDYy37KlqGYj7W2c4f6/z1S0oECIliFRhlr9iobBP2M5qc81EpzfaCDhgxD9z99N2BlinVB9d2cNZJG1zNndOf7+cNVTw2+Bg3RG9ITcttTr1y7Br/fcnDgS+F1IARS1g0d/B0e2NDzvtT6HEdcuJQ8OQITwFxMBa49I/v54J7LvCcLfWcpwAn1Fvmk3fbRuqPAhBL+L8zeMkDlySLV38w5+GuTlmMYvef7EpcVchH8FLkDudiCQNGBBntbzFVOQiaeSrQbC+7YuS32Z5TBwhwhzQ7GxD02jZZxvDk6c+5tH1hygme/G8jzkP9D1V0nanfss/MU9Bme46Qx/FTtWp7oHU48VcVroeLVrjP059v6uFLa9o4NOd/FLiVzQ44fXy/fjrgF+P3hprz/WVnnj7esYa/88hQP1pbk1rmvA3rqGp5zHeZLl/dxgfv/iCPHHnE9zKlcm4Epq9u6f2eypS4PvNKzjz9cfSe1OdYiZWkdFZs6aKnuCvzPuLxsGav85zIM9VKzEgvvdA0zad9lvnhlzM39BcA7Bja4TlrKX2enEEWnDvQi/ESm1UY8YzauDN0slG0+Yf/zFOxIXGdO+CBBswIMNpfqtlewD5PhYaOz63y+vv2Sm+2l6DJ/Ff+e6SJdbFg33U5w/emtrTEmafUw2OPYTXjuh3X8ZXtX6noOlMPyT1WzfZSmafM6aG6g9Sv+59g63L97tIZxmNTWYmX1YhtBQly3ikxy+Ce2++yTtDww97Mobx/3tRov0qfMx6sq+W9Wc0Uq1segyF/5dtfnbzETy54t6Q4FhY9BtpJBYyuG2jZmaf+Iv3GyhEnHQQlSDBlGDQW+L5ChFOfo5SA2qqu5rcNdTBQQmHzilOz+n7mJhOp68TSZp7S54Vqj+0aKzLMFDk2dLQDRlVyCO2qpifTTcw8sjSJRCLV3C7IaT6W6vtgB08BK2HpAmR+XU4GK+Qz8+RrwAiffZ6CjfpkBzh+Ml9kBppF53eyB4UyT1l/J3w323MWyP8zyX2WTDJ4MkILXLamjQ90BXtuTDl3Y9OVlszyzhnJNuk/aG4qed2FDM31eW63kp4a9TeC4FRDPzUdt/uaN/2MsGM0YIR9bPxx1ShT1ROp6UaRh4d6bjs1ulYi3SzqGJ2+i2ayjxv+g6fUIA4Bt+A+t/hZNlTbF+gGycFqj+tQgO89dT730WS6Upx9ksjIPBk55cg+L5+zcT2h+v1F1987/ghN5iUQ8hcQHqoK87yTN/KzpmRTs+jaJ/jzTT0FbxGEjHC6eWWR9S96XAX+fn0Xl69u81U+v6qan6B27W38fM10yc04y+E+/3ndKCg0aqnIM42OdsAw3HfO819wf9j7Q772yNeAYM32sgOCWMC+E3nXm2p2lCyrEZ7AqMp9tkaQocqLDYkbL2PAiCCj/QVutpeA2Tz9FuI50wMOVV6gLDmXzUQIjNIfpBwrI5ngVWkBOGrf7f3P1pa8y/6qoZ6ZEvt97Jl4wt7wsTud+L3h8PTGO6ltv8fXvJXMPP1h8BHub8gcUdHp8zRUO8+27l+n3zCCN/9zMk9ViWOfYQwFGMgAoLr1IUJ1wQcLOfb8Z9zT/Vvyz2NVV7N1zeqMTLY7EPKToahu3ZbK7vvheTMlQHPNVEuCAP2rypXOjLqa6DlBXMgdPOV+tlDNYNH1X/3URRihGNT7e0i0VZP8Xd7ZkAyeDrUmRwUt9G2FjXDqXFwsu/OVLbv4/JrMQCn3mlM+IzQHwFwo4Tuwq6SM4Mnj/aKZp9A0Q8+U+zJywlPwBKRyDIlwquLrdbFx97kIch8vlnA6eyd3d6zUZntZnMqcc9JqOu3zNG25LHdGZ8hkX5WI5P9FM08BAgMnmxesz5M/zj74RVMjf7aph7FYn8c6swQdqrxApiqRM6JXOgB3t0f3G2wHqVjlLJsn81RsBMUdNTVcsLaDS9eUe6f02J1OKvWbAWg89d8A90Nyyy/3Bfe9lwu7MvefO7COhRbSbxjBb564M0+LqaGgK7m/3QPzB6vh1HXfQuPJ36xgWSojEei8k1ToTv4Hujr4YUsTR1zNy9wBgL+9Fg40UILnQBYBgmavoOVY88qApzJ7BZrtZS8DMLZYIEvrM4h0tp29Bwp9DSEjnM6W+WjVcFNLs6+ylMVI3yiMLceAEa4rqVfmqVjwVLXlct6+yd9z7URWOgVPkK7MJEKpu8LVodwRwNwVOHdl+HNFKp25zfYqUxFM9XkqetnO3xQxW7HmAM6zHoI1F/A32l716vsYCCW/i1jVrK9Rv5zs2yG7ectY7JDH1kvMPLnmn1+c5+Hh2wjVHMmYJzvzlHBlntx3sf1WR8vp85RvtL1YkUrAqN3593CZD81M+KzMHNn4E84NODx5dvB0c+9NlDrAdKhmBCieebpj322+1ver/b/ynO4OrJ2KxY/bx6lqivoua2pd9v9P1takM6yVzDy5smFBM0/HypFwmL3tT5bRMClAxtvHUOBew0PHAmaeSIQDNc31PMJ9fO9vWN/Fe7o605knn99pAvhFYwNzZTzTJ30OM3KmZQ4Y4SWznB86+PP8G/I7Iqvvvkuum11G2Ncxkb4xtQRRjHMzIOEasXEJm+25Rxv1Gh+12ONFDPcNJJHjnIInSFcc3Jknj4uNe5Q897vF7jplN9sruc9TdnnsCmXRyk6AocqLj7ZXxoARRe4A1629NfXa2vhrfjf846Krzt6XXnfNcwISnxddJ+EUqj3CuT99CT859DUaTvlq1jy5zfacTFu168Lm9+JakT5PZGeenMqD93KpO7PlXod97te5hsMcDDg8efYw4V955MtUt20LtI5szu8nnGefb/3dxb7W8+sDv/acfqAlHWg7D8p9sHWamhLK7Qw+8en2Nfy+vi45saLN9tzDo6yM4OljHWs4sGYXO2pKfcB08jMZGPxu9FrGq+bzzumnD0nMVQm3qquJhRYyMsV+zomJRChQ09wFz+Zfxb/33poaHqqvS1fuXTfOcnvopD1UV8tFne18p8rniBQeUvvEI/PkLodn07asY3rfXGYz9MyS+8w8uZ6RVpgreKLK3zGB38CsAox0H02/z/3K59q9/xJ4GfdDclfi8O0iS0nBE2CQ7vNkFMjSuO9+Bzlp5QRPlerzlGq2V+xq7H/AiGIdp/0MDZ4rXYkJ4qnJ4kMmZ+/LkEd2K/c5Tz7vWDoXz7r+1DQjK1jKrYiEXXcIE+6pvlSiz5Pz+UZCIcKNlqsppvd3FitjVKlMx+50spDIvWuZ7AOwyPXR7zBdwp3yoA/JzVu2ePE7qn6fW5aP96erZOYp/TtaKR2/p+1h+42S764n99rRuaPsmPo5d3TlZqUdxZorg3skUnjjhm4eX78ts8+Tn3ImQsEyT17xRYA+T6mmZz6Dp1G7SeKoscj84hzv7uokWhPsRodzrGYOGJFUaMCI5EKZx16VkZ1Fzz9vPv4DHHf2NeQz8+Rk9Y89p26SHHGzvAEjDs4Ez367R9tbGbdXRJbPyrhKLrdU5ilUMEuS0WzPPmn99KmfFl39Q7FRe5nyMk/VrQ/jvuT4DsKCtP0vUpGOl/KcJ3v7RsBOtGE/D9X1lXnK3K7fviJ+LktemafU6IKuyX4Dk3Ie1ukEXk7l6j3dnTRsvDbVzCvft79QqQrAsRwwwuNYTyTCVLdu5+od3+IqY8JjqSLrdG4ElBk8+emPZQQcnzK1XHgSIzyVyjxlsPf3cCjEHo9R2Qr5j9Y6bnKNvmiUMIjFsbZgH89ewyL7kQjwmZwKdqFvyfl9OaHyeP1IRiDk75cbDtQ017MPZIDfmdczpTyPJZuzz8MY7BqNsq2+LnBfyHSfp3DONPc1yCuIzA4Mc4In9/nRb58nH4ExkPFMAXefp0IBinMsLGWzvRDuPpBLx32tXZLPK7KCKXiCjGZ7odpkUxuv/jnuSlJVAobCIT7xm0/434ydefJzp9pLXddPqelI96/w87DdMzduYHbjzUBu5ulnjQ1ML0xnTHNOjw801DPXbOWsr5Rme+6K2WIiwa8b6n31ZyopePLIrt3YkjVEd9ABIwrwDJ68Mk8+91c5Ocl0ZST5+Xrt5k5OBaw6X+bJ/r+UC2LcvcwxDJ48A5RECOwRqOZLCE3SNwLKGxnLV/CUMPDT0zEBzLrOD02nfY6m0z6b51hMlvuvetZx3oZ1foqa8r1VdXyufbVrVekj72fDFwVaV7lqOm7nHxJ35eyfYn31istcLlRg4Je4jwq2c5PBqcAbAZvgJYsUDvQb915/gAEjPPo85Q5y49peKkuTvk4FDV7To0G6+jzZ/2cGcV5LZ56/qwtlnvw22/N7HLmuUztG7+drq1uTWynUD87HKI3ZFoDL21qZyHOjrG7Dd6lu+41H+Zy+tEZ6fy7lgBGu0fb0gFA50Sl4AlfFIUT9+u8DxZvthUgEHtrZabpTTp+n2vZ0/wo/lbaJsKsy77pwPVpbw8Wd7Vy67dKM+d1Zmqn1uR3mnXbPwe6jp0+6/zW9hw+t7eCOyeLP7fEz6ldOsz2P0/qjdXWZ81SPFF0v5GaswB4Qwv139oARhFJD37srYn6bV3ht0y/ngZjZQUyqSVKeMjiVwXzBVSEx17GcqHBjjowhob1+M4mq1L6uLiEAWsrMU4iQZ/+V7FEYr2pt4X/3XZUzn1dFM2F/5tlQJU7jwTJPI1WVy1TVrLkPyM30OvsrjsFwSZ8x85gJ5wme5sJzDNvN1bx/p3Fua2xI/U6c7EwoEQo8OmYiEQr0Gy97qHJncXfCplAmJZWlNlIPcw96U8Wr76VX3ys/IwlWZd0My9h3Pm7W3NjcxM7a5E2k4n0608f0wNzTqdeF9nasyLnVy8+aGrm2tYVvtrV6vl/d/CR1XR4DZbgGjEgFba7tPlhX67sMpSj2nCeRE4mCJ9Jtid0VY6/+QYtZbX69O/MW2o69ngr3efLL3WRi3K6M/Hj3j3msNt0hu9ganaHKSxkwAuDAYvKBxKOLc0UXKyXzZPjo11XbeVfh7TbuYsLI09Miq+JSKPPkvqD6HYyhnCPjp6lmWN5NXfJ9Z+kKQHAx94NjfT582C/3vvAKUJIjG9oVvFLWH69M8OSvz5PhmUXIPlp/1tTouXyhCm8QdzXUc53XADcBh0+/dm3mENJ+HzztJV+TQWd//WNXB2eftKGEFfvLPN23+SsFfpUAACAASURBVFe8336YtddvpHr1A3y0s91VLifzZAQfHTMRCvQbX/CKLwJkeL0GZsk+Z/2xJv3rSTWVxGDB/s0F6/Hk/XBxr8yTp6zza3XOuSxz3pnQYt7n+wFc2r6aH9nnxWIBTr7j0N+AEQVXnWEmlFwm+C/aNWCEPcU9VPl7u9eSf0gUfLX2KER9nkTSFDyBa6jy9CnBz4ARC4Hvdld2tL2gQZi7Y7w78Hvruq70OosEhOX0eQJYsE/g2c0xvJTW56m8BgVGeIKGjdfw0c72PB2as4Inr4fkUnrmqVhAboQnuaOhyLMycoYqT/KsPISm+WZr8g6o+w5znOSDc4vlFxYqdCx7cR+L3s320oNzlJJ5KnXACCOc2dTVV+YpT5Yi+65+vnNKkGcDFfLhtR182asPS8A+T16V+vDaG9kTC973LP82khvpryr1N535mfJlnjLm8ZgWynrwuPMdGR7fafG9GA7Ur9F7cIkyHymQdR7YUZteX3pQDCP1SI2gGensvpfg/3lT2YFhdG6QX7rOd5n72+Bbp+7i7d2dnuvKPjMVz5bkCZ58DFUeZB+lmlEHDJ+cLPv9q2Z8PYMqmztzVIq4+jyJpCh4gswBI2xegyu47zCHSPi6CHpVLRcr9MBPP32e3Nz9uPJV0outMfWQ3BKb7S3Yr6t9ZIi8Rs7LKU9WABl0RL8c4eQd9QPVVcx7NtsrknnCO/PkXICv33E92/rzD1VdLBSp77mWj6ztYCyU/3NmV0BSA0J4fGV1XT9m2H6+k7uScGdLiAvWdvDjPJmQVHnLvCAX4l6z97EexmtwDrdQbT/TiXHP99IjRwY7ZhpP+VrG334HjPA6X2T/CryOOYD4MX6eixGw2V72JzaMBKHmx/jX8T8EWk+otj/j7+nEAvfZQ7GXe5ZMZH0mPxc7z5scWVk5p8IcSoRyMk9FbyVUos9TuSM3GvkD9nQW2khd79wV5emFaT69po3JAte+Palsl0efp6KDFoU4pyez/94/r+1Il9Vjs0/WejdXy77GBRkwInM5H8PXB/h9LgRsJj1rGBCaSV1XxqsS6QEjslZR6EyWL3j6WaMBjbuLliNI8DVjGPSV+dxAkZVM/f7AdXF0ZZ58DBjhdSLPWcZjHj+VLT+Crsd9hz1fJa1o5skZ9jzQgBHp6sJCwgme/GSefPR5qnDmwynr/upq7zv0Rfo8ZQ4YkZ7sXFy/9PCXAHj87Y97bj9RZP+HapLPXyn8ZPmsPk/2/55PhXdlUdwVgCP24T8SLvwdxHxcUIdCIb63qpm6P3wLwms859lRU82zs9ft2hWeWdZEGMNutveYMc/LN67PfDsRp/GUr/HDPK3qKjVUud8BIzyzNdmZpzxff6UyT3kFbLY3n+cAzG5mlW1PdRVbH/pQ6u/sQPSKxO95squTu/cfLGvkSSAnm+Yr8+T1sbL2jVP5NTByMkPFvqdEIuT9fKM8PM/HAfo8eZYha7/MuzbhHno75jFgxPee/B43tzTTsRjnnUdnPNefaj7sbrZnr/eCuy/gXW2ruKZ1Vd7yFco0Bjkmsn/2xQMc73PZl9e00T2YpzwlNNtzfuNXt64inIB/Gh0DYGxuzLNp3f9Zt5bmmk8zf/TPU9O8Hticz/lrO2h68jtsXf98z/e/2hYm3PZfsLfweoIET/+4toOH6+sg+IjoIscFZZ6A1EnTdbL3M2CEnz5PXs1wZha9Lzp+PXz44ZKWc9/1y1dJ89vnyX3ghOoOMpvIc3UBvDNPyTWMzY1h5BnAIWwUb21fieDp9r23c0vvLXz+sXdR2/mLInMXzjxlDhgRfLS9ogznwa4FZDfbc+50eq7P3RSD1ANJneOjpsjd0ZiP/f/JjjVc07qK/3jsP6hb6z20/5vXdzM2n9nkK+6+I563z1PyeLrXmOVoVqD34Ni3C5arnAEj4iQflAr5smKZFY3kaHvFM0/5zinHfCDxgM325vOcP2qK7MtL17Tx6OBDed8/SPIYSBh5hukOJCvz5KvZnscNBiPz+3W+o5DHaHtFn+GUCAfKqHnOW2bmybnhY9i/bXdAspAKBozUb27egK+2rWIBmLP7qvprhpz7kFygYOBUTJBjIvsGYXaAc2tjAwl3QFDCcP3pB/AGzzwBXNWW3Bc/bmrkpd9/KcMLe3Lm3516SLTrMSWpfqzFt3tfQz23Dmwrv9legJzpw/V1xWcSOY4p80S6o6i7SZZX1sNdSfLb58mrMvSZ320toZRp77zjndz1xsKDHkBuh1T3Z8pX9uxmKE8bMdxjAsVTA0ak19548jd5DIBzvQuS0efJ6aOSLMtrf/zXNG2eYCJ6Wc5iXsOOZyv3ggBw4X0Xpl5XNRWYEXz2eXKa7aVl3/WcXphm3/wIzwpYViPk4wKWVcbsh+BetrqN4XCIxMEERih9TP+gpYlrW1u4qv9IqlJQPHgqvv8n3COlFchwZDcBjGW85515KrQ+a/rOguVKHcsl3EP6XtVRvrehm5un+rwzT1kVsRDew1pXJZKNyxYMqE3kD568hpeuX38DMwffGrjs3gIGT3kyTzVF9mW+jLcj5txc8ZnZL6yE4CnrYx2tO0p1a+bDup1vOzlUecA+TwFH2/PKtPh9Tl3WQqlzlXMsOWcJdyC8x34gbhUGMfvB1HfYTXc3xGLMLyaHJKiNF6+013b8Mvlw66nyBsJxy7w+FS5DTrO9rPkv7mznnMl7XVNKCJ5KyTx5XHvvs/t1jSw8nfOeI+ORH/b/QY6Eclu8VGqgK5FnAmWewLPPk1fmyX3yCJPvGRyZgo7I55efEb6yT5UZwVO+ZntZJ/a3NB3NfL/MASPmszJPE/P5O5j7GTDC64IQbooysXgoSAl9K9rnKRFKVeizM0/uQO+f7/ln3nT49oIjRZXOu9leVSJ5TNywqpnbmxqZrx1JZbIApuwgZ6CqKnV8lJN52j++n8NThzMqzOH6A3nnr8rqD+Fu3uR5vCfCGU1Cg/jtod+mjp1SMk87jGTfuJHYVJ7fYlZfPI+KNiTPI19pa+WFmzYyZwTLPIWqx6lff2PRsr6nq5PXbOguOI/f/XhnfQ3hxt68madizXH9Bk8GiZwmrIGrtqU028uqYG/rye2fmGq25zFyXvHAKNhoe5XKPH3hoS/wxS3Jfi1O02vn/OSuzN/V2AAk+wHGsvuTJmA+ngye/A52EOtMBieBRyXMtz739anIMZsdfHsFOPPxdLPlUh4UnX4Ar53NqxoDo9CYd5m/gdp4cptzzjFV6PhxfV7n3Jj9kQ5UV/FETQ1eym2lEc/6Ba68x2qLLB1lngCv+zheHVtLarZ3jPoq1IaLP9Mhu0rnq9lekfJmn0D9MLwyTz6ySqWMtgfQ0HM9904D/JXvMvqWPRhDKHsvuweMSKsiwbyrrNsO5x80wktz5CL2x//MXxGzyugERWESqYt0ckbDswJSm0ikhyxOJGjcfCkHQxuAf8+ZN1bgeHjtLa8F4FTXJkPVY6nX2YNeZA/24S6Z113PcP3+wH11HO/75fv4x+f/IwB3jfwx8DPb5u2guTZUlSfzlDuQiWezvUSCm+yHOBdqkpSv3p9IFP+NPOSnCY3PiuNH21to4Oqcc4ujWLO9uSL7eaFAaLE96zk2E/FZfltXx5mzs57z5w4Y4T/z9Nkte9k+ucYz4+cEwRP1R4mN5T9mPcuUCDjaXoX6PD10ON1UMjvz5HUTsJp0nydHTSKRyjwVu6mSrTK9fLPKahRea+6AEbllzmwaXsJz7uxtTIdCvHrDOpqqLyU2vclz3mTz9K6Ma2+NvUnnZkTBAY88Mk/Z12vnYdmP783NYDnfXamyW3koDyUnMmWewJV5KjxgxNG5dBamqkATG7fgw5m75a/Q5DYrzJ03O0DKN1S5+6JSrE15uaOrLTh3PX3c7fc12t4xHCrbk+sYGQqF2L5he9b76T5P4azM07yrku1UuPM8TcrTWOj3PufM/A6/aA98UZXIDJ6MRFVOfw5IVozcfZ5C1WNMhXfY72aW10+zvXzZhpee1FNwOXfFwKtfUW3nXSUHTwALi+nK4eO13ndr85m390OtUe2ZecrO5BiJkOcNi/+fvTcPt6Sq7v6/dYY7jz3P3TTdfbjMMiMiUwREQRARFRFRFDVOUXzFRNEENUFFQCPJ+zMmMXHCIcYxgkE0Jg4YcOiftqdperjd9/ad+s7Dmarq/ePUrtq1a++qXXXOHbp7fXh4+p46NZ0a9t5rr7W+K2N7BkWixljDeNKihuvI4xeMsDGFvC8JPqo9DHsbZoXn6J6xR3Hn2lWB5R7RYXtigv7/tDTjamcA+n2F0iR/t9+8xi+THS3sIdc1VP1uuaFVY84TM56c3y4zaNMwAu9co227z3pDTDtD2/MU8Rw+08AZOzGNJ5nJmTG49z7BO8DOYFdjA/qdIuWZlv2B9X7ZkkLbto/hiP2077yYB89rI8MulBn4KzLHjuOBpx4ILIvTm1tCXzvvIjYEsYQh4wneQCfT6cW2R9WjMKDnVaopbC9OGIFk3YDnSZHzxEumRnVyNRtPNgvLiUY0EC2U0d5zN/4w9Z/e+YTEYf+o90copuo15+nAGU992eAzUg3rczxPvPEEG6WY0vJh3L1SrlrHeFoi35uB35CZ6P49Ug1BsQ7e8xQ0KUTjKXrAEeVtUMELRqjuc6pxMNG+Af873hhzJp0ZTw2pjM8IYxiZad/nlG1I24I07FjqawGsuCVMlTuqy154z1Om43fYnfoY/n3Pv+PVa1fjrpXLI8P2whCfoz3lqvJkiL/O90lqPEnmz2XvNU+Y50hnMCstX6E6lmSZrEiuCWAwQhnT3Z5NYDmfCzKjHkbA89Ro265gRBzP07PZTIiB60c2mcPzVyu4di8qbE+4FzJpcJ/nSSFVHoauF/GPTY6Hyu7ztQONggFrOEMy2T3mIzgecwz7OOGQu0aD0ndx3kdxojKO4RadZEAQRxfHvfE0ZRhoXPUoACDFDXii61GoZ1F7Mxn8saWqqBc1cAxXy1EPaF75vVcKS4IdiRiOocp58hlPEQ2i6LoXZ6OiKMcYpIlqe2VUQ76eHP+Ku0xs0C1uuPGOJ96Bn64JqhfVAp/zJL+3nFQ5tzRtA2XHAJB5NUOPKVn2hJObYAH4cnubb3DSsPwnuG3d6sA2Gdv25VhNLPuD9Hii58mPIOqgYUwnnUDgn19VsnO6cSjRvgF/iEyTZeN3rSUYDWGqkR7Mg5o2UiiY/rCxslVG86bPCcdKSQfCtaow6oTtaZEg30PGr8ujOO2ETfhjQxaphqph+/BvH8ZvmxrxaFtrYkMaAIpCmKeXH6VAGFzLcp4sxA9lCnuedQazsgE3v+zjKxvct0w6OJcMrP9ueRZ/Ikj1q9DxPMmMp8FMBo/ur/aVcYyn6zesw/6s5lAjwniSrauqwxTIeZK0pGne85RIMEIPFpaXQoPPkGDXMWDEyEIzJe+oKlLkKcnk2Ux5RnleOgT6fv1N8U+dHYFln+9ox8FZdQ4sQSxljnvj6W+7u6TLfz34a/x+5PfuZ9nMt2rW6UUb1+EL644AAO5atSL0+KGDp5CZtcMz/uKS/LofXt4NG/o5T3wIRlzPU8X2Dz4s28ZX29tQNNjnirC+fpMrqu2xgU7G8DoG8b6YwvnMZmqL8w7inZNU7ME2kGmrzvDxRmkGQJHVTUnH8xaEdXA/aG3BR1csw6e7PflflUGRsYE/XbNS+h1Pg20HEqFdjMXxPMUtCK0Db3g32Tb+Ye0MWrd+EkAwnEukz8l1M2BgruIvPXDHj9/om4gBHKlyjSK5sbG9ZynVmFwkRSUYUbEqGE3pdxPPVKoCML9tbIThXKOBmQH3+7CZ7qgwoPjiKv57eKhlBvsEr9Je+4sx9xk+YNaZSpLlGPHb/ag94ypUyvcX3MFP2/SNaLdWn/NZdl3TdnDC4t4Vy9y/+batbNj4cXOz9vHDiPI8+Veurisz5PpKE3jNujX+1SWvdMbneUoiGCHxZlrBe8EM/xQapBOX7L1w5cCleW3Bp0HVXz/dFDSeZsuzgWVxPE+i8fSkphx5fyaNv+v2y9OXAXxieTfu2XWP9vEJYilx3BtPk2n5JXh24lm84nuvcD+Ls8uAXtheVAhIWH2IOOo//LqPdLS78se+Y6k8T4jheRLO17Q9E23P2B7829hO3LtiGf6hs9P53jNe/ubJv8F+Mzj7pUIUjLBd4ymLr/zxKyiZpYDnSTTmMladq5zbKZjNv8E7Z36vGMylkO38bfXY3NKftDTj2p3VgbmO2AdP2KDxiBOqM6UxwP1Gext6s9GGG18AWhboxFNLzpPIkyO/9T1fvpynOhWW5uGfHTfjwBlhicf77r5vae/32clnA8sMGHhQMlGjmjXXhR+otW79NA5rhm4FSMknGT78iw/jks0bUDTipdM32zYQEFMJnwh4o5A/JFKMqYooCkYcbJnBdU4+E2PEVtfMM5QejRADUCOU6RcSQ0MchLNBtW5YmCz0ToXneVJvm4IR+s7xxtNXV8zhbRqTMlrEyjsyA+fC+InkHQSANwjnyUc3xMk/ZcjujyEJFWeTiaLxJIbtsclGUdW1umPJBK7ieZP1B3LPUxzjyX/8d6zWu+d3rFsWuE5zKfZ7SbOPODo57tX2dGOxxdllIDr5+VeS2R+RsPoQKc0QIgASda/wnCe+MeMrusf1PPHG0Q3fvsH9mw34K1xYzK8GdAUPqqQCktvVePuR8n585JcfwXR5OqgAJBpPNRaUDGCnUVr+eTxeAS6XGSx8rTDF4KshpS9O8IWOdvRl1ANiphKnU2dkSjFRIIN18IHBQcDzJO/8+IGX7gDwnU9+GB9MteFlzuf5lgLhjSdxEPH1Z77u+/zp33yypmMNtxzGgOS+19PzBACFlKG8cEXFbUg1DKF53dek33372WpRYxOGG6qoQ7NlwZBINocN1p5uCp/JVp2/Eo3JJ8tpU2Q02bZUhTE05ylhVKLMTHmspRm/0ehDAKCU0j8wM55YGJsYDumeU4i3l9+ir7GOA+A6eZ7mbHmWjWi4GrxBnsTzpLkee3bTht94EsP23LBzzbA91fM2I7mngZqEAEox8pbihugzRoT+61ttrbhgrjoZHXcikSCWCse952lOs9MpVGSep/BtX7c2mHciEjagbVjxePSJMSSzUmFqe2Kj+Z22Fny1vU05kzWQTuOXh38ZMFYqik6qxVnPtNWDk7iI+QlFsxiYHRWNp7QV9YjH6zD5GUG5R8hbpjJohub083TuW96NL0jixQFgLJXCv3S2V4+VYNY0DBZaFPyNemF733n2O4mOO8wKViNeQnISLMu797NCO/DU4FPi6jVhKoRLwnMeoxFznppDipd+rtMfOsOOnWpWF+Zk6moGHMNME5XnSazdFIe4nqdaRTBUIiKqiINHW1u0PE8yZAbZQ8vkIeW1YgmCNirPtpjzpKKYQGhBhcxro16ZGU/Br2Y1ZbnHSn14sLvTadXqE7Ynw8t5ykpD5kcdj7HJDFZJLqMsEiWO50lkxhjC/zZXjReZQIVIvbxED3d1uu1tY4qMJ+LohIwnzQ5ZNJ5mDQOfqlPn9kyrvFCskQ7GKKuJVtvj1cXEAcCfr1yBe1csU3ak121YizseuyPU88TT4gziKtrGU3QHLBpPjenGwOyoKfzqyNoucWY6Ad+MoOxa2VxS+ny/XO9atQITTqcrC12pBfZ8BPOV1IIRqew4HvnjI5guTeOenyWLZW+Fgb3ZDE4/YRMeb61PHoUK3vPEPAy2o143Xhyf12Mzanb9CzPU4jPH5279wBEZYbBnxkhJJoYkh4qTu9Zs2TCM+mpsxc95Ug/2Ug2D1YKmIaiMJ9WA9eHursSeJ9l20zFyzeIghu2pPHo6hdgBoJiqY9sTJ2zPUIftzVp6xtN/jnwan+vqxFgqlczzpHm/+Zwn/vlpsP3+IMuZjGSTdPu5qBDZtVE9bzrPzpOtD+MvmXqhJE9LhK/xWMsdb7Utt71tSuvlTRHEUoPC9nRjyoWcp4eFBEgZbZYlacSCzc5AUwGQ9ONxjCdZwrfoGRuZG8G3x1+HVzRklV6zPzbKc2LmnN8hFsk1IzxP+saTRoiN4d/XQ08/FFhHzHmSyRP7iG08efczajCXJIY+Dge4fLrfSdSVaoEZT192CrgyjBDBiOYNX8KHfwmctfqsxMdttQ38ygnf+klLcuMpP5qPXIcfHM46z7dtVUPrJorhA+t6UavnKUr0//7fv8n9e1+D/93OOoc20sF39KwTNgUKbcYxXtKwlXlUSYkrPGKHDIZbTwzWvBFpSpDzlDTUVGaQzdQiYR9CMV29L2GCEQDnBYnaXz1tPEl7rMwLdNbNStrZOU3Dj5G17UjjSXZvo+oiMvhcPzFsj3+uxbC9azfyOXqSsD3F8adjeIn544XBizPpTjrLaLMsd/umFBlPxNEJeZ40Gxkx52lOY2an1ZI0xhIjp8mUN1yxPE+SgYrYfTze+zjK9iy+1t6mHAD8WpJ3wP8K0+nI/repEYcy6YCxwmCep7CwPV8YgMaMo46ssOgJizKeYoWJALB5tb24HVSdmeSewd9p5kbo8Ir1a3AkU/1twechWqpclpisy2cys/gfR8WpJSQELYqbvnNT5DqP5B9x/3ZzW6zqdVwoz9PPOAMxUVBMyPNt2zb65+SJ84A36DRSehMccZLLv93W6qrt1QtVbo6a4BWN46FtUjx/Yd6GqLA9eYnc6vUSKc6T52nn6urEAmtxZUbpXzcMoKwp0lKoo+dJpranvGdOnyHLedL1PPn3p34DzfQczjxhE74vRFBre558xpP3d4Nt+wwdL2xPUzBCcXydsD0fISUP0s17YWQmMFvxFER1x00yWi2bwvaIox4ynhKG7enQLjWegp1DE5eX81j/55FuqQ54ZDPCKlpP+ExgmRiax2bTOy1LSymQcd+ybvdvZvB8u70N169fq/Q8sVlblXEFACU+Ll0ruTuB8RQxmGla95XQ7wNE5jxxq85zzs58Da5CETxPsqLJk6XJxLsfNiy3hlWb7P3RRJYcHcZ7WUmBVAmjheEF8zzxjCRSylM/Y/8w9MPQLd0ZfUnYnow4nqevdbQDMcP2orxwvCfmZ1oyycH9tVhWQDFUhTLnKeSaR4btKbxx/1cjkqHeeJ4n+fempvEUJTEfC0n/qKwpxQlGDKTT+Gp71Us+bRiYkuQ8vS+ibEhYpEClsVpM/OdtBuyGI/h1Y9VDrZ3zxBkboueJnwSzfMaTv/2TGZZqz1Nc40ne9tgAWrb8f2jZ8hn8625vjCHmiMZhOJ2msD3iqOe4N57GNRXIZFLlUbRKZi5leQBOgBtsmHhi8Eto2fzZWMeRGTCj6VTA88RyPLpNK1IpkOc73Kwo7y0qplLKnCd2Vc0QNStWrR5Q15kBgF83NqBxzTdDlbEY8cL2TGRaYxbR5TqZf1UIObh717jE/9rRgQ+PxlMhBIDGGgyL2vA/02WJYEQtxhNPaw0hbR0N4fdGRSozjTf/9HqpuqaMgIBKoqNWGY2hhujhf8j4SZGvHvnv0C3dsD1NzxMTbJDVsZGeWcywvShP4ww3ILxTIms+VhjD6x99PSbLVZVSM7s/sE6rZaOs6W1Whe2FeRuiRE50r7Uu321twe8a9dU7eZjxbCkMAN2cp7oi6QeyqseChe3ZwG1rV+PeFcswlkrhwi0b8d/TCYqjh0zgWelqe9BhAuaJ/9etIRUVtje1/ruYMQzX83TA+joOcOUiqp4nzngCJ1UuTmpI3qdacp58KDxPLK0hlfW36TM1hO3lGxsw7CjwkeeJOFo57o0n3Zkj3cEUn0MlnTmXzB79cPUg2nvej0q6H4CXtK5LwQqGGN28bg2mFT+tyzIjlQJ5VppehyaGaX1v6COh24blPPk9T2rj6TXr1qCh+5cwER3GKBpzf+xSK9sZmQThZRGqRLwiks4Q7aFlXXhk+pnYp6Ea2M0/0VLlUyW5AEpcmmswELubuqNXqgPX7/RLmMukrXU5ksjz5L9GN65fq71l1rbxg9YWty5ZFK7nydZrn+IJ3nh5kipk8ss8X9v9NTw58CSePFJVeiw3/U56jFJaz3hSq+0l9zzV23h636oVuEUoBqtL1NOmm/NUT9KNg4FlzPMUuBucYES/k/95OKSsQzTRxlOn0E1Fhe2V2/fgiZZm13iagt+oa7RtX4gdr7ZnpP1jDtlkhKl4FutlPDFvuG3680/DPU9c/TyFKAs7P/I8EUcrx73xFEZLxlOn0g3bO3/LRvfv3Q2SQUbIrKeZrnYcdjleCMecxHgaymRwT7u8I2my7Fhhe7zxJApGRBGW88R7nrQEI6QaYMLxNEL7GEYmiYck4pXhOjhVx6aiZOkbHYthPP146AuB2VmZVHm9jKdaSOp5qpXncu9/XEaTGE/CpMNMKoU3rlmJH2mIbWRg4xMxFENZzpHu5I6Rjuetj8pHmuVmu9vNYHvRP12dfOrMqovttlg2SmlH0cwK99ioPU/q9zqyFdM0nn6pEZY4WWPOZVSY5GJ4njLtuwLL+rMZmLAlBZaDdZ74moWxCZFctzLViYCA8aQRwbHGNJWiGlnbn5/Eh+2Jkw+yHMK6mbeZSfxG4sFkEzpWxS8cFOp54tqkdPNB6Spskok8T8TRyoKo7eVyuRSAhwGcAaAI4I58Pr9nIY5dCy1Zz3jS9TzxDEsa8jD5XitVTci0Ku2xjjNnjcVa30B0jSqeLs54kuW4hKHveYruBnRynsJyrERSEVLFcsKFLfiZZV0lJgD4ef/P8ej0ndrrx1Ueqwf/NfwlAO/xLZN5niaL9Qnb0/UKy+AnPo4WjiQI25OFu/68uRlPa6gvZm1gUHOw+cumJu+ZC0kur4VD2XCjjPc8rTTNQI08Zjy1Z5cp9/G7pkasXVYd0NlmS2hooUrlLcykqFfY3ttXr4xcp8+5d02WhUKC/MenmpvwV1r1UgAAIABJREFUt13qiTqxht5i8mMM4xXigF0iVT5Qi+cpJPrBciYCqqGl3j3WEYxotGxlW5aGjSnuuebD9nQ8t3En6FQYmVncum4NfrHX8/z99bJu/KapalDZlXagcdj9biysreKMvFTDiHQVlmsep2A8QSwlFsrzdD2Apnw+fyGAuwHcv0DHrYkknqdIQowEK8U8SPEaxLjGExCe9CzCh6/ELZSnyol6a/8PhJwnHc9T9MBDdTwZRia+hyTT+ZvwFbjBmK4SE+BXftNhPFGIV+00rf6u73NREtozVa6P56mWrC5+4uNoIVHYnmLAd1Ip2msQ5enh9/y2NStd4yluWHG94HOeuqzg7+6fqRpPBlIIe3oOt1WT/8VQJF1qCdtDDBGgKPod4ymO4XTJpvW+z2FCFUvJeGpAKhgSywQjuEV/s1xtOEcT4nlyQugm0/5zqGWChyEP20sHwvZkJJXGj6JgGPhSZzv+4EzC2Kbf8/S1DvUELz+hk2oIhmECXthfioKfiKMUw16A8J9cLvdJAE/m8/mvOJ/78vm824o/9dRT9tlnnz3v58Gzd2QEL/neZQt6TIIgCIIgCKLKz27+BdqbglL9881TTz2Fs88+e3HrjRBHLQtVJLcD/jKwZi6Xy+TzeXdqa9euYKzzfPLM5O5E2xl2aGmVWCyvZHAkk2x2r9lMYS4dPTefNKRjKdNeTmM6Y9btPvC0mmnMpL2Zs43lCibQhIphYTazcAp33RVgbJ7ezk3lMnojQqTmk7ZKGo0o4UhNyd3xWV1JYTDmPewqV2/CeDb4nrZals8bokOzZWnViFtoukwTrZaNvuxxXzf9mKHbNDGm6c3M2OrQMh1WVSoY0ggB3VAuYyCTcY+lu129WF4xkYWNrG3j4CK2gYTHj55+Eju6k4meEMRisVC9+CQA3s+b4g0nAOjp6VnQ/3PbT3KP/cLpGVy87A6tH/KrW/9XuvzmSX+o0jXTnpLbJbPBuN5/uuqf8OCVT+BvhuQxwYyN2UvwF+f/hW9ZcegqrJt7GJ+9MihpPrP3Hb7PTx44FLr/xeDyNRcqvxMTU0Vm99+J/j0fwU9f/nSiY790+0tDv//57b/Gf938X+7nd05fjL49H8aKmb/Fpy77VKJjMl40PYMd3TvwkhNfErreG8Yn8PVzH8DGgrxzn9n7dt9nPictimWmie8dOowNZS+sa92s9y68YKYaZ79jwquJ8t7uK0L3+aELP4RW62St4//n3GYcfuYjeKx3QPucZTx/w/MDyzY2h4s1/Ofrf4tXbPcXz33osofwnFXPka5/1ZarcFvuGzi458NYYV0e+P4Xt//e/fvs1UHP+S0TwfBFnfcxk0o2mDy/eavyu1sn1HloxeHL8dPePvzgUD9WGqv1jzcXHcqcnjjJ9/nq6XgKl28am8Cbxxa+5lYc7h8cxsWzQhH1Q7fU/TivG9e/DptHduC/evtw56HlWuv/qLcv6WkBAB4/2I97h4+4n4v7vX5o23j1mdrelcN/WGvx1P6Dvu3+dCxeQerzJ9ThllsjwlW/etPT+F7vIL5/6LDb1s0X/9wvD1kD5IInKt7CXR/bNlAePyuwzqcHhgPLZJzUfL32cWWcu+JPAstunJyWrBnk0plZzB16ZWD55hNOWPDxX09PT03XgSAWynj6HwDXAEAul7sAwM4FOq6SxrSXUF00DKQihVurqBIcRVlyPtk4G+IiOaEc3tjbtuU7Vx6VolhHyTvHpeiTbkyrk0TN6R3zemwdadTupm6kbAMvFAZ6qvugyxvHJ/CN676BFc3hxRoZrz4sj9+3BanoOPlPTNGtjaupk+bq9nQ4nXqWK9x8afM2fPdgP9629wQYc9ul+zU0n7SoosW6lM3ge9OSjs5zkglJ7OiWP3N8zkcK4bPUGSNo8HRK8nIAoHvsfQEDmCebSjYjPmGqcyS6NAdrac12EAD2anmp/PtLcvebYuZZLgbbS/5cS6u8MFL5UTSbC+flXKWYxMla1WdgtlJtT8UzysTMHGgMqcobKmQgntc8pyyopO4BYC6GUuLaCif9bdgoj58XWGeVqRfBsiKT0z6uDD7nucUZ8+gq9xZTBmyLpMmJY4OFalm/CaCQy+V+BuABAH+2QMdV0sAN4IuGgbRk8CPDUIQ2tAkFHvkhQ9hQaEs5vNGzYfnOlUdlPK0u+mfm/rW/tll+GQ0RBS3DaAoxQmxFpXMXiVxrGOeu9HsMmjJ6jffNz1yIj3EzqQCU9yEuy5v1ZoPbzTR6ihIBDM0ipWG0KmoodSiWb65U0GpmAFORYB5R/6qWc5JRsoLXpTVdjZt/pcTj464jEZI4c9WZ0nVNzvgxoownibdINXjKmOtgFdcp95U2koUzDppq71KX5rVNx+gSLp/VUCAVnou4v8w0qqUVknJpnb0Lqtpj2zQEOhaDlgU0nlZW5MZThhlPZfm9iGvENIRMRqrCFN85OoYbpvweksU0nuKESK6r+McIURL7YazNPifgJY3DnOldwzeMT+Ido+N4labnqQQjsUgLQSw1FqRlzefzVj6ff1M+n39uPp+/MJ/P/3EhjhtGipM9LRkGUprGk4qknqcW28ZnBtSFXG2EeJ4a5cbTc0f88cNnygbgNXDj1DTaayhg2hA6sx7+SMaVFz+h3e+e1zWeZJ4U3W2jiPI88VdW2gHXQSqav38Wp3TIlluqmiemPLHXqENTEmcoU7bKgckD5lUKq4El8zxduuFS+TFsTnJXURj2vovvw2UbL0M6FRy0JR2a8fsKaxt4zl5+Gf5i5YuV33dqhnbG8Ty974iGyqdgPKViDlgLhoHmGga5q2OEtOqg8pJcrBHCWA+uiRn22GwtoPEkXOuM4yFixtNcRW48ZWK+KWH9qYorZ+bwVyOjvmUNEc/V1gNX4ws1TDyGGU9xWCsYpbUYT4Zh4PXjyUtJzFa8iakG28YdE5NYofmOlQwDIM8TcYyw9DKXFwExbK80fk7sfYjGk8/zFNGGPj+k47VhKj0ebVl5flBHJV7j+t+Xfw5vUuQVnF4ISuveOjFZk/EU5nlChOfJLKhn7GVcse5GfJzLK2tOJ5/5qpvnqSnc88TPSspqzYhhe0lo5fZrxzCeDCv4zNnw1z7huXTDpdphaLMxhBTKZhkPXvYgVsx44VHM81QKmdVtlRhPqhwjv+epus5py/xtwzVbr8GnLv+UNGwv7DzCYJ6nN/U3h7YNDKvchdft+ABObdqgXEfX86Qbvvz20XGkAVRm1HlWAALvc1zPU8kwAsZwY4y2J25IWBRZxUBf9/rWynZND5ftvL/pOoXJiv2bjM7ABGL1fc46z0DB9J7l/zjYh79zJgai+kcRO/G0hJ+o47YUVuKMGiYeo4wzXQI5rXawH7Jj3Oda+u6ZStCrr7u/kkFhe8SxAxlPCHqeKhNnxk7aFhsQftAbFmbgcvBu6eIwz1MqrMp3DDob2gKzhow7xyfwxBnv9SUDA97vfXD9Ne6yS9N6hk1DOmQwHRL+dVqhCKu4Xvm9jJSRwtVc6E4t3qNac55YPY8tnVtC1+NrcEkHmwnD9r7adxjfP1ithcMPhiwEjadyStEhSjxPZaus9Dx98LkfxNO3JhP3CKNslXHumnNxUd9ZMJx3rTVTPbdiyOsm1n+qWBWlccfnPLGwvXWtm6TrytqLKOPJ5u4jP0kRXzAieuY3dPDLnaau52nUyS2ZO3g7pnf/hXrFgOdJa/cuBYnx1BpjUBrXqxHFfId6RZHW/D22Rt28OKyPCC8HgtMnGcfrxTxPPBsqJp7nTAyoihGrqJcvUWXcPDQ4jMLh2oQVgHAPeBwMwBdqZ1vBfmgqZWhfx1qMp5VNwT5e1zNcMgzYZrD/tZZQPTGC0IWMJzieJyHPIO5AWcx54mc8ZUOzwOxZRR7KFSYYUU/SIQ3gimwbrhfCRVgD3Ghk0FquzoStTenVamhKJct5qkdBwsUwnlqcASTrsla1rMLjNz2OX9/6a6nHj0/Ald+XZDkxPaUyNjrx8/xgWuZ5KqXkHZpRCIorVAtIL6w0SdnyZuB/eLAfD6bOSOR5mq3MSkPuAMC0uWKPzlssy7UCIN1HMep55cIv+QRymRfLt9+hq3yfDY08wAgzzv1Lx3jqwDLcytRF7SxsM6RgZsDzFG9AWTQMNAmDveYYOVBxB+ZRxDGewtrUKMTrxtA1Pq2I6xy3OGmbZWG297Wxtskyz5PEeOKJO1VQCbkId+mEkjqovIinFEsoj18Q65zMuQ2oTPmVJevleQKAj/KTl5Ii1ePptPazqeNFVHHjlrcElum2/CXDACRRE3MhQjcEsVQh4wmO5wm1Gk+C54lrmGUx2vzgL4wwwYgw/uHwIN5gBFV5VMR9ENgge9oqIu10kpmQvcwdejVu2Poa3HXOXaFqe2GGga6qTxiLYTy9xVyLjwwf8eWerWpZhUwq43Z4d5zmSeWXjQjPE9ddfWj4CD45qCdTy8Mb+zbneWKCEcWUfH7XMLsx2/s637JCpRCZ89TTuh7PKdQvL4RX21ttmsgZ7a7nqRxitLRk/Qa+mMTOSwjLPE9lKxjGCsgV8iI9T9xAYo6/5wpjzt3vEX9xb90ciDeMT8CalEnKe79ZnESScV32jVinEAcI4n8u4r7CRYnnqTmG+l7dw/ac/ekM0tM1HDuLYDtlw9CeNuEnRDonT8AWIdzvvJVByekwKoYBu9Il/a49I1cFDfM88cT15s0pjKetEytwG1cy5JuHDtf1uGHM7n8r5g691resXjlPgOgtCra1pxWL2s+6ynPbJjHKRJrSXvsZ99eVDEBsAYpDV2FL+4kx90QQiw8ZT6i+1KJgRFyDpV3o0PmOU2Y8zZX1ZlvkYXvezu+7+D58/JKPB7Y7v1DE+anwujc8rHuTqrtJ2OAqABmc8aQeGlWmTsWrtt+J2065LSLnSf1IVmrwbrAZaFXO0/tXXYd7LrxHqaYIJDeeGm0D103PSM+ezX7yA3Wf8RTRAd84PYMXcCEdF3WdFLK2hy9sz/AGwmxQvKoQUm9LCBus5jKENyVfPf1d+JfDfvGDWmbmZZMPW1q2AADOkuTpMWSeJ55XTHmDL5lUedlUeJ4kRkfBMPD1sAEcN1g5hXvv4qvtedfx+im18tXbxyZgT5wRWG5wA22Z50mlMMfTAPnAOqC2F/OWS42nOJ6nkCFeefK0eCcDb8B9YrmMjohE+bheNh4DKdwz4g+Vtgx9wQ1eBGbD4YvxSaGe4Jb2k/CfMWo7mYY/zJTnyrXyGokZTQXOuN7BosJ4qgihxl2m6Yb0yqinZ0hGPUuAh+3rqX29WO8U/9VBdVcuClEAdc+DGyeFTVLJkHniS0cuC+1zCWKpQsYT5HWe4g6UW8WwPV8oTBBx0KbChhmsLcUl81+z9RpcveVq7fNUwTpl3dm4t4xN4AMjo7iyfRtSjnGY0czBClXbCwnbi9tY87CaFI0Z+X1dlmnFTTtukn7HqJdgBA+bLeSNAT5gLm4HfFZHRAK/w0ZO/pb3PK0yTUzveQ/OG1HnlomCFTqeJxm1hFTJjKetrVvx2I2P4eYQA0LMeRI9T/xsMR+2Z0SE7alynnIhddxsJ2zvgyNHcM8RTwksds4TN1C+V1AUCyCbXfYZT8H7qJPTcE7qE7h/QFLwW3ifU0nC9gKepzhhe/7PG7n7IauXI6PN5KIIuPPfWAnP1ajF62WhgnOESQAL+u2BmPMky7/RVUkDnIkrhcpnWfFOsFpxFYUXmxE3bO+aEfnEjmg8AeF5R3GFKpYqrFcS29N3jMYrPqwjLsIbTxVu9RdMq8czaxqqire19N8EsdQg4wnVQY5Y50k2UH7LmcF4X0bKtvH0vl5sc4olRnWccxV9z1PwXOqv7MQ6ZVOzfWsA8PKpaaQMA2lLHbb31b7DeE+vf1Y6LGzPDvM81dD2RiWZzykGADzxE/mrhB2ZGatJPU8iunV6LporuF4KcaBll5eH50TYMs9T/JtTy8xsSeEBWtu2NvRMRIVKcRKDn432e54yzjK5MSR7NiJznhxDZkep7Jt8ifucGUaMFHppaA4Xtie5Kzp1llJGRm7U1FjnqZgyAp6mOMaTuOa7+QGlRpgSANzIRejxz0eUF42fQDtPUE2MCrW0YQUmsmyojc8/7X6O77MlvNOyELI496JiQJqvAgAVRShrxplUMyPEK+JOonSZihxFyXsQFjqn8jyFne2Fc0s3P0c0BsMmQh+UhHrr5MFluIlPXtioIeQWntpeFZVi7eFNk+o6fARxtEDGExSCEZyoweqW1fj29d/Gm894s2+dbx3q98nmZuEZTVEdgqpgoIg0bK/OSkqA53myYEQmrIuknU5S9jC1WxbWlvz7C815ChOMiDlAP6fBC1t8w3hVmGFNyxrpugV7/opcWiGnzTo43pMSnfOkJhORL8NzmRPuZ8U0xm3BeJqrzCk9T5UQJaV6e550aMu24i1j3gB6Y7s/tLVB5XmyIwQjJKF2uoIRFSGXJXbYnobxZLJ3RyJzjIiwPV3VMNn9NGpU25OH7ek/r+Lh+MF02EQNDz+hxA9Qo5T8eONKnPiZ3e/vS0QsmIHBsAkjYLAxj7o4cWULpQaaYuSJyajAUIbtle0oz5OF0pGLcNfZ75OvF/F8NZt6OTFxPU8q44kXbxFprKFgcxy+dNXXYm8jXkf++bSF1IErZud87SDg9eNh8G0T/0zLriUbU6SNattpOe2hKK5FEEcjZDwBsA3DnVlm8N6e9W3rcULnCYHtNpcrbuPMlODYzCA/BJE1FZdvulzv3GyZ56n+jY/reUJ8UYW0oCYXRaMYhig9kyBxPU+vbj/b/fumqRnsvG0nljcHaywtM02cFlIjJwmFQU/CvRJyv9g8Hi+A4FPbi3lc3dBJwOtsbcPCn4+MYm1EGJKLMGNfrBShakrCwlP5N+65s3P4YYwcjKTGEwBcP+UpR77ypFf6vmtUep7mTzCiIKwXJRgRQGMypcgGhBGeJ7nxpPdmy4fW9Q/biyNVLo4H+X3ZFXmRcRH+rXDfGUR7nvicJ3Hix7Ya0VVW3+eq8eQ/gGUE2wN2DmnhGQqE7SkGrKKSoYqyoQ7bU3ueqm2CaZgoDl2LG7bJw6Kjpuo2lN6CH5trfctOTb03eB6S94D9bpnYkCpHKCwXqp4iEIyXT07BKnf6lm1oC+Yrl0YvQHG4KvTxmolgoVvRmOejX2b3vRUze9/h+77T9F8vnbC9lM944j1PwevCjp8W9IY3h4QyE8TRAhlPDqJgRJarRSTOnt993t2w7RQMAK+YrIY+sUaVdWb8LKzYrGxq34RNHfJ6MSKysD2jjp6nOwvVAQR7ECwjifHEGtFgAyrranhP2o3bbxQ2UD+SYsx0/MR6+W/7SW8fOtPB4qm1YHOdYTlkwJiReZ74Ok8xO+tMjGuScQeCFl45NY3HnBpQjD8fGcWLssFJA1nYnszzdOXmK7GpXf2c879tY6WCNYocjPedJ5+xjsPLTniD+zc/aBJrpamMJ09tr45S5c5MvmhkiZ7fdYNnY41g2PoHIBrGEzuGpEYM357IwvZ0B4zSZ1X0PHF/Xz20PDD7LVIwjMDx3xmRy8EfQ7wybDBtzq2X1suR4fc8OdvDiBSE4AevsomfTNhMv2EHBqQWgoIRGXeyzn+dxbA9VYBiI2cMhlE9f3nbwnue+H6vs1S9vlFqe9EeaAMNwsC+y+gJrHXK2NrAMvb7ZO8i8+x1Fr22/1/7B7AhRElyPoyn105MYmZPdBtXHLwepZGq8fSe0XHs3NeLnft63e9FT6VvDGK2wir6r49oPMYtqMxPCIjXZVup5D2bhv/pu1Yoe0IQRyNkPDmIYXt83oE4y31Lzy2Y/uNHkQLwp+MTeHrbHWhxGg92Qfm9mUIjxYcD8cw8+2e4bsNbfctsWJIciPoZTy8vV3NA0tyg4LKNl4VtEiDM8yRLEm3kZulPXXGq77vQOk9C455EwEH0EFw0FqIqVwtcKFWo50mS88TP6MXNsoplPDn/igMtxiunpvGnTUF1NlEwwrItyHKe7r/0/tD8Hf4bWQ0vltyvel/icEq354UMy0fkByCynCeVxytJzpPreRLChMR9rRg/yS1uzPjmocP4al9Vyc8wogd07rlIihz7wvYkz484KFOFeUrvdIja3rkTHTg3RBkRqBqW4lXssiz8lVC0m6chpFtzB3mpMqAp8e4znpx/y0a8nCdZOxiVFysObi2JVDkLg4zyPKmeRHY9RANeLIobFjLNe554b9kZ4yvw8aERbJlaqdy2uo3/syirDgBZjYH9iZOrAsvCjafqd61lb0LtTInaLD8pUK/Ct98R3ud6EAzbi1rf/zmtGcbKqEgmFRgPDo64xptoPNVThZAgFgsynhzSQlPDz/6GhQgZALLcgIPNRvKzPqIIg2owaJVW45zlV/qW2bJ66nXyPH2ck6/lPU/vO/99sbw6KafRDRT+hTx0ifc8tQjS0aFS5cKueEPoXWe/C1+85ou+7y1FuNHUH/8KhYEXAwBMjYFnEgyuyGy48VT915/z5H2vK03MSBS2F9cYF3If7r3o3kBuiw78oET2hrHk/p5lwVnmWgjLsYhS21N5nmR5gkk9T7J3T9x7FvFyB/hz6Qzc7vCwPdEzYErvlsKDEKG2FyVGwc77S30D0cdyyHLvgCkMuplEv222AEhjKn8PKqOXhp4Db0ZkOGMjanDKG1dlyeA/1POEoHFlGcEO2+1vjHDPk4ozHGMhDdsXwie+I2Eh037Pk7c8BQNXz8wiaP76Ee/ltdMz+MfDg/51Qveghikiygxd5tmzIvoAftsoeXPVcyl6WOfDgxUM2ws/hniPUzE9T/yEgOz3sHsmRvXQoJM4FqDn2CHM8xSW9C7ihu1xy0TzxwqJMxfPQz6wDS6LWzH+/LkCrp7x8lH4nKdsKouVzdE1H9xtnUGA7EzFfA4AaHRCIlebNtoaRM+P9/vPERSqLGFfvOfp9lNvx+krT/d9X1EZBXaDqxxVS+HdDeUyftR7CA9e+qC7rDTqVKbX9DyxDq9eghFxjF5muImz1NH4n7U1rWuQRG2PH2ix38yf/xWzc9i5rxcb2uubjxaW6B+V86RS+ZOF7dUz50m2Jx3BDbYOf4cbxc0ipMrFkC9ZAVfl+UQY1SeWy1ib6VR+z4yn00r+6x42iOW9FOL7vcY08dGhERQO3VJdYLVEhu9Zkhn2smEEwhS3Ch4TPqyvKBEhiDKexKfAQjA00ssrETxPkmf8gbluXMJEYpyJgY8MH8Hs/jdhpWm50RNA0Osl8wwDwAVzc7h81a3cOcc3CsRjmQYCHsk47SBvFNwzMoqPDB8JPD+A9wxFqQHyv2lTOXwsoAqzvnPcn6MkepvrQVjYnnz98LC9EyQeQB7eGylT22PHF41nEiwnjgXIeHLwzY4Ytm8QFyc53Q3b83mehI7IVjfAYs6B1HiSzJSJRlcUokHHq+1Vz0P/0XDD9iSNtWx2fFVTVbTh1oIdDHfiBltRs3ys/tW3rv+W9PtKSKI7U4yrxfNkwcBK08IVm6/gduzcB4OTHtcI21PlPMVVpIvjeWJGRFy1Pb77u2X7m5wlCeo88Qn1zuDsgUsfCK6XQCL+3pCwrrBwKaXaXgLBiChxhNLIZTirUMBVM/4cAPZ7RcU0kSi1NwB4+9g43njiS3EVN1HysoK4VnjOEz/IeqL3EJoNSegf5N4B8bmwhKFTs23jH9e+Butb5PXJ/mFgSLo8TGQ8yx1TFi537cwsbLPdWxASKgxUPU+l0Qtx8pyngFfmxBvYpM7nRW8Jd3tkXsi4daAsyVvGBvZpDc/T2WYjNjmhsMwr32zbMOe2VP/m2mr2HqSNahur6rH+eugI2rLd7uckta0CHjbJ8DrKe8XDP68tto3rFDk27F5Gep64v2+empbKfDPEd4Cp8fJ3Z/nMcmyIMMIAfTVI99hxw/aEz6LaXtTEYpTaXi11zghiqUPGE4DTC0Vh0GD6c55MfeOJGU2+sD1hHVU4GYBAtW1btq5Emji28SQ0jGKdJ9n+VA8Lq/NkCoPwkw9chm0SZZ2WTDN27uvFbQX5oJMRaTxF5DyVZSGPDCdkqhLTeGoZuhtzfa9wtg1+z4wyvvZO2DFYB66q86S65v926DAelgwss0kEI2oIA33Oigudv5IUyfX+Zr9+S+eWwHphz4iK9hDvbtgV4p853qBlOU/djSvk+xSu+8bm0/D3A+pBFgDYlW58/vAQOsUC285ETtRdicq5AaphcW/bfrNvIPXaObj16IBowQh+MLrCVJ+VTtie6pRVHlPeA/HeI2O468hY4JxEstz7E+X9q55U+DDTNIDi4Evw8f6S+3yUYQS8el2WhdWcsAd/PV4pqW3DPE+3L3s+zIK8hAKPJcmz8iIdwnOexPVlEyYtNh+2V/33eZ1VSXU2uTG9567Qc9Qx6KO20a01WBy5RLrcfYcj9uOF7UV4nrj7mELVI66zLgA80duH6d3v9y07v++cUOPfxXl3dK9oIOcpqv8MeJ78bXhUUdtItb15UAUmiKXCcW883TA1jX86POjzPBmGGSoYEUZK+BeodgbPKXjTvaalnwDPPE/Te/4PioMvrJ6fpFGKMp7E2XsxFyDldqpsf8FHQ6XG02xWu4JmIba5vSAfaPIEB8b+ulmh2zrhfyrjthwiNGCVq96vtaV4A/N0ZQ2sYnWgIw1lYQMxQzfnyRmMqaTKFZtuL5dx8VzAhRCYgQ6DGS+xc55QVSsDgIpbHyt+MEZa4nmSChYkMJ6iaseoOKVYwkXO4Ih/Tw1k8IlLPoEPnvsplMbOC2wnvl9nd92AzbrS7wIsbC+sPhigNziR7cOA4Q/xkdR5uqDiTUzoziBL17NFj4h8W7FIuYxXT07hNscIUd3fu4+M+gQjVOFm/nOMNp4YLMSsbBiBCSfAfw3Y9/94eBBvEsK2YJhoNqvnualhhbLLqYWqAAAgAElEQVQALY+FoDczE8PzBG572aRck8TzxNoG07mOdjm8TU9Suy2QX6XZlpSGXwizGBSj4BURdY5rGRbeNzKKHVPy8NE405Lik9Ru27DNhKJErA6czjOMYH8ZLRgh5jz5iTKe+F73ebPBvog8T8SxzHFvPJ1ZKKIBwoyrYSU2nmQNrQkbd3HyunHUw5hghF1eBos1wpKOUTZjzCMOQEWvCRvIsk5SFiYhzm4ycuOr8cGRI3hRZnPoOcgIhGRxv003bE+VhxIWtmcVNuDvLv0yLh5rV66jhNUvkX4XNJ5CpcolOU9+tb24YXsxcp7gDR5i48yKMo9ZorA93vPkejwlOTfp+MZT1LOjIg3gQyOjAIJ5I1dtuQrLm1ahOPBSTO36G9934nNshYTmRp6Dcw+jWgmdwYlqIOof5AZznlq4EB5VPZzAPmXraYYexfWci/kdjBdOz/oEI3RabqsQnlMnUxXjc574a8xfg7RrgAQxDBMvHunEnWMTOL/lxFCVUfc8EVLnKeB5kl8gN9RQ0gedzHkjPTGZmO1PHcL2dD1PAKTPF8u/KUXsx2v/bLxqahovHJA/B3EMwloKf4uYheoElW7LGgjbi5nzJPb5MpET3/dcP7VS8Ejb3PFt2Pjn/kF8dx4UBglisTjujSeGr/M2TJ96VjzBiGCDZRr+hiqe8cQ1Sm4HKzGeYnqexLhyV20vZH+qI6Rg4GVTM77Zz/LE6Yq1w8+LN55unJoO3fbei+7F5Rsvx0nLTpJ+rxSMcNjcvjW2whDgxaLLZgTZIMjQliqv/qvKeUrF7IuZ8ZSyM/jgiDrvB6jN82S7xhM77wRqe7yUM9SeJ5mSXRQrFTWjdEgSbiKet6XMEtE4vvNORHmedLxrqoGo725xzyr7HbzBr+vFk3uexOuiOJ+4xlPIPeJrAumE7dnF9aHf808Sn/PEnkr+GvOeYvd72U6NCpqtFN46PlFtNzWMTMswAuqbcdX2vAiD4PfvdUIiAf6exzSekoTtBdQc2QSeDpLJFs7ADUNXMIId4f1j4f0RUF9vy9yhV2P2wOvRqVnIOBi2F7V++Pf8pMHjNz2Ox258TPhefX1Nw3sWbNvC2cViYk88QSxFyHhyEI0nXvEqieeJb+5MAJu5BNF4xhPXwrHZYEljH6WyFul5stm5OoIREg9AHEOj0P8qrfXEgbHBXblzC0U8eNmD4iYu27u346HLH1J6JsLC9mrCVnsGyuPnoDKdQ+nI83Hi0MkAktR58r6Pq17FDFgbFq6bCi9GWFPOEwspsZN7nnw1lQz1cyfmAepwYrkCu/8tsCpycYMwdHKJRAJhsTU8e2xfUWImOialKnTJ/1zxOR2OUWwArf1X4p2jYzGMp+B6ooS9TAwA0Avb4wlV2+Mncbhn56/P+UYipS9ZkVze88RfY/66ZtzBuSx2Ung+Enqe2AA5I7x/ypwn5m2ReOX5VnS1M/mQMZojz0t2PjJRIxVi683aP/E3SZEYnbdPVEMkV4YUuwWALsdbsn56eeh6rD04rRQ9+I9jPEYWQLeaYM5u195fMGwvwvMU8T3/7qxqWYW1bf4iu2FXo2IY7rNgRfrQCeLog4wnKf6wvTgDIVe1jmt4TNhosW3XbR0v54lfV/QPcd/UmvPkhjCw/QUfDVXYXi2EeZ6AZPkujM2Z7uiVEqH2PMFqwdzB22Gb7ciY1bDCcohnx82hUEiVx53JZIIRtmFFDq6Tq+0hELaXKOeJlwV3NpfJdCemsFUrl0QkSeiNTtjeNw4d1toXmwiJuiuqK56SXNfgOtx+JDlPFdhonDwZr5+Yipyh9raNXqraVRyJfSDcG/bu5hOxrnUdLpibw7tHPW9KezZZe+AL24MXqscG1fz33vtqu79cFjppi0a9hvFkQl3nKRVRJJfh9iAhIc1AtcbaPSNHsLHp7ND1RFzjMcaETNDzxPalMzwJrvPS6Rns3NeL9oj3uM228dI95+GMYbnSo3t+MQwidv9nnv2zyHWTTNKEH7u2sD2RimHgnpEjOF1RyFrs/5bNvsb9uwzD61/maxKTIBYRMp4kGIaVKFQI8C4o31ywmUvWscSJI/cl9rJZNlnOU0zPkxjOIwpGyDwJ81EZPMp4Snofnug9hJ6G1UlPK5yQsD2exkq1Hs7KEOkL1tmWrTI+ccknAvtlRu3WSvirajCVR+45iHq53UFxArl2N2zPEYxI4nnin6dKSNieyEXrLsJ3b/iu3kGSFO+NvYXMeAoOGMIUAH3HZzlPCecqfGI1Ss8Th8R44n3tuoNHnTpPqtJGccP2NpcreMHMLB558SOB707PdOLRlz2Kzw4MY2OE94GxlgspemhwGO8fGUWmWDW2+D2c54i0PHduzssTlXqebM8zJfzmT1/85YDwgu3ctQcEGexrpmfcc7MltaVYuy1eVktxz9iAXVp8naPZtnHT1ExkLq2IZzzqD5gD9ayc9s+brFM/fzq5YmE0WdnIiIo4Ro5nPEb/fjGqYPbga/UPJCFu2N5GQS5dNi65aWoGXxQk+BnixExb+QJsbDnJ/c7zPFG4HnHsQcaTDEFt7wWbX6C9qVj7A+Bm0hLMNPH5KKyDlartRdzKgPGkyHkKC9tTqe3VQrCGj+B5SiAWAIRLKteKboe9bHYVPjMwhFvMVcp1+LC9KzdfCaBafJfBOqCzK+HXgZ1RPLW95FOf5nS1k1zXstFZ4j/uR5/30VjHDxOMAIAL1l6ArsYuAMDpK0/H5o7NeieawHhKotQ3LzlPCbfnB9iqvCm/apt3pHXGBlw5PYP3FDyFsBZJrTYZ0mmOQNieHFnY3gbjxaHH+uTQCE5efrLWuUXxtb4B93lcX6ng5qlpdA5dBMBv/JxSKuN3+3pxQaHovpsytT2D8/yKT8KGti3BE2CTEcKEzH3DR/AeJxepqrbnRzW11FGQe9ncCIMIz5O7fpRRKzxfbmFUDeNBsQv3ejHPU6ihl+D9jkuc0GkvbDH6+opXlrWpSQkUyY0M2wMMbjZDXPsdnMiVDJmgRNpgxec5KX/yPBHHIGQ8yRCMp/uef5/2pik3Dt7D8zzFxy8YkdzzJBopKrW9sLC9dILckygiPU8JCqTOP/qvzfPnCqHhjp2WhT+ZmcUDlz4AwzDwjv5G/As30+fKIUd0hGmJ5ymKWq5seeIcTO3+ADa1nwggqNR07YnXxjo+C1VUeZ4+e+Vn8aqeah5dvJzBJBLq8QnmPNVuPCX1PMk8eiI+IRJBMOL+4SPYxMl33zopyGwrkB5Js86TrL1pRnTtIwD4+z/5e631wui0LGwvVSct2DVj+VrifWAfpZ4nt8aQFZ7zJGIHPX4MPlg7WOcpeEX/z8TJOK0vKKcPbntd4ykK8flyn5oaasex6+VO1jnPZ8q20S0KwSyE8eR66zwMxQSLN/GiYTzVUZkPAC4NqT+lgjeeeG/lR+3luGMi/L2XRV6kXMEZw30WKOeJOBYh40mCAcs3iIuTdyMXjHDi0hM0ln4lNNZYhRlP8mMsb/YnxUbWeZIMIXVynh678TE88fInItdjiNfWQH3C9uaVGkNFeFIAHhgawTlrzgEAnDqX8cm+yoxx1X4AIKPIGbpOolxYmylsACaft5FEqpzzPIV4PBluLlCcgZ9icPWxgTHcf7F80J2kUdQJ29PF/Z0JwikB/wBbZYDpmTRVGmsZ49UgGBEVWuZuW6c8OfY8uhNLLDxXdVxZzpP7l+XlPGkZT+pQYNd4Mvwew+8d7Of6G2/5erMFGUveZ+nmPOkiTsJ573Ty559tuRaO99O5Nr/afxCP9/YJay+c58n2LQtfV8fzJtvH+0bG0GxZ0lIhUZxVLGLnvl5foeYoUgrjSWcPsnzKM7uuAABsqZTJ80Qc05DxJEPwPMUhLZltZAOYJHv0DSBCPU/q7wDgY8//mO+zOKgSww1lCmeeeaZu2Ne2rcWK5ujiuIwoz1NTpsn9u0EzfGjekQzIn3j5E/j+Dd+v+6Hc2TsD+NwLvojZA3fI13MujSp+/yNO7SIZ7aVgocm48DOYbVm9opD84KHZGcyFvXfsGY838JNfj0tni3jOynPcz6xmWFJEI7+mOk8pvTpPyu25QZAq58k3kVODlyAKMRcunmCE3vseV2xCBQtzivI8ucd1/lV5ntKaEx8Al0NoAHeMT+B082Xud64IEbzCvKlyCzZVKl6tKd0wPFckpj4D2vn0PL0VZ2Hu0KuRRTUEsQGSwukL6HniDVtVCL4Xthd9fWVh0y+fnMGTBw4lUhhlbHXCvhs1Jmu3jW90/+Yna1Q5cwDQ8uztAIBWSX/8nGUvwG/29WJdxfSMJ8p5Io5ByHiSUYvx5PzrC9tz/hWrw+vg9zyFGE9Sn5fHsqZluGDtBTh3zbkAgp2eeG4pV/KaX6e6TT3nkQKDVqHT2da1DRd1vR7/eHgQjx4SZx0Xi+Brs6J5BTZ2bJSsWxv8ACzX3QNzdpvijJwZz5j7//4N38dzRq+p4Qy9MwCArS3n4Qc3/kBrC9a5biuV8LdOonyY5ymZ8aTXxH3zJd/Eq094f4z9+mHtxepKBVtKZfR0XB57H5/vH8RHn/dR7TpPKvhfrFLb480NYx6NJ9iCURlDMELb81Qv40n0JEUaT0FBCPdMDDO4v1CYyqGBd4xNYKPtqdzxYXtuuKUz0HVrSWlGNbghaHXzPAnGk2s8xuslpne/H3N9r6ju01nWamRRmTo1dDt7AYYwGQSNYKXxFENtcD4EmADgE0MjuKDvNKzVEEs56cgWbJqqGqf8TwrbMl1ajj8fGcWnBHET93vnX3fijzxPxDEIGU8cxaFqwr5tNSU2ntzwN65PYfVaai6gZ4cIRhisOKu60f7slZ91PVDiIEbsDFKu4hcnm82MpzqmPmXTWdy2+ZN4jRtf7T9/wzBwavuLcG6hOK8iEPGof+6XCk/IIyLnSbF8WwFIj1yo3G5jx0Zk7Nq8LoDnYWjNdKOzsVNrG/bMvXJyGuudjj5sIOyq0MXpjG02CRB+/TZ1bMIZyy7R3694bo63aFXFxHf6DqM9E147RsZZxSKuPfFa14sl/spbJyZhTpwT3FA8F14wQrGOv+Gfx8GNncI7T3kAb1l9cehq8rA9TXXCiLC9zx4exN8ODEXux/U8MbW3cgcA4HJF6odXG49fxiYxLG7QHd1eWIVqDZ31kpArtw0w/Gp+/PFMzWuVNGxvhWQgfuX0DLaU/Vla6Rg5Pzy22QbbqrZDWjli7obVe39rRH5OLbj3WWYkK9bVMp5Ynb069ycdlo21Myu0jDPD+Q+o9jE3T045f4fzyqlprIkoRL7OeZYbUvFqhRHE0QAZTxylI5eicPgGlEefmzjXRpZE7HmeasMOCdtzB50RjbY7ABWWi+fG1Ptkcd6qvIWkrG3e4RYshGHhpVtvwWvHk3WGWzvDa3YcbXi1mMJRJR9/pM9Adji5UaCP87zEGJTJZnTDwlVcb2ic3EHXeJpfw5tNtmjlt0TAjAEx5+n/jI6jMvRy3zKr0orKVI9/e+5v1UA0PY9he61Zfw2jHZ1nYHmmukw13KrF8xTVVl9QKOISR2I8jLeNTsAqdbl1bVJWE3bu68VViqZIJgjhhpUZljTcS0V5/Dx8uW8Az5ecZ8odZHuTc6yOk5tXpe15Yu2J/J5fPT2DrnG/d/v7B/vx731ejbLC4AuxHOfg/uEjgVD0qNpKoYQUH1dvU32/TymWkh83AtY3VnzhmfJ1XbVBjV8hU2usNzp5yizvyYbtCYokiJIRecvYBO4bGsHmpnNr3hdBLDXIePKRQnn8fABpNKSTzcbLyth6UuV6DVLK7Iqxd+cbIzxsj8EGZmKHLopZGM5A1Ter6jTEemEo8fASbS287uS34d1j4TKpKv756n/Gqw7WP3xusZDNesoQX+S1hdPm5XxUsNnLOAV3MzEGl4BnPCVR26tXgryK5nR1drVNs5ZTGHHqPM088wHMHbrNvz33KquyDXzPS0JhChk79/Xi05d9KrCcSegrjTnnN3dVvHPRNXjDQj3jcFqphJln79Y2AGQh2r6cJ8nkgBoDp5bkBgBfRsIzMVk0QzLPk2qS4+PDR7B+8Lm+ZRsrFXRyz3V59BL0pN8q3f7dR8Zw59gErOnwcLuws4tlTNjhz1U98HJ3PFRenRc4indmSV2ewtuHvmcyKVE1rABehsp2w7/rkaWUBXDNzGxN+VsEsVQ5bo2n5U3LscZ4Ds4oyqtnv2jrixLtVzbYZbORujHOy8b+ElP5e4JfsKT8MKnyiFlkVUiQeG5ufoksbG8eGntvwFfb4LO7qRsbCsdOmICs6LIMPiR05207cdLsVfN1Sgrie56YoaFbbypRzpOdJE8qPlu7tuJ53W/Ax4ZGat5XzXWeeMEIpeeJ/xR9pJNizOzL5PLXNlRD4MTCnO75OO3SSye87+sVtjdfuGINvJCA+5cVM+dJjWvwgMtNdQxe14DTfYfY2c3T+9Bu23jr+AQSZfQwQyhW/xKc5Ks37jXmw/YUl/u66Rk8uf8gbA0RHt2JsVrQqc3IxH4sw5aqNxIEEWQJ6kAvDNl0Fudm78SJ5W9Jv0/qeXLrJcHAmSMvRLb1m7hzsupJ0rVUDaQCidZs73D2LuIKRkSF7TkDDVv0PImCEc7Z+mbbDAOw56exj5NouxRoxHK8dmzvvB9HNuspg92/xeryDMQPj7tjYhIZ2HiZREZdRiKp8oSep0de/AiWNS3Dd5+e1d7m1PZrsML6QKzjyHAnOJIKRnAPgTJMjntSdGSVv9Q/oO0hlBkzz23fis8eHsS5hSI+tSzoWd/SXi0QuqnEFwWvT9jefOGKNXDL0pxgQpycpzBS3CDbqznkz3mq6HqeIsL2FpUIgQ7pJqw+1jx6N7xr7PH+gTIe7yrhqplZ5Bsa8GHuu+aYnsv51KJjfXYYKTdqwI6lEEkQxzPHredpvkhxs43LSuvwjwND6LSSXGZJZ6DheYqKtVYl5IszafKwvSqqwpu1ECfRdilwbvp+Z4Z1ftEvkuusN88eFjUsbl7/+E22jTeNTwblh1VHMBIYQszzFHM4cPLyk7GmVa9Ia705ofMEAMCGYrLmWcvz5PsUfT2ziDEoVLQxFxSKSn/E2SsuxfSeu3DuLG88LWzYXlxkZSmYQWUYlpuHs60sK30b4zjuxIjh3Vsh50lbbc/5dykqoDHlvHj9y/x7nlwjmbvPJ5RsfHhkFBfPFSKLyarw1BrnM2wvGtfzBP3+hiCOd8h4qjN1E1WQ1K9gnYtcbS+8zhNDNbAJCEZIwvZYCMB8eJ68Ad/RYTwtFN4ALWI9LO6MMvM8zWd4XCK1vQU4ryiMmEn05609D5e1fQwXT+oX5+ZJ63iefIIR9R0oJZUOt8v++nALXSQ3LjLPwY2OF7Uysw1XzM7hewf7cbmTB5MU9uqbCEqVe4p/86u2tyAk8DyVx84DAFwyV9s1DmO+vDEytcZ6oxW25/xrwfbUgufvlAjimICMpzqTgt5gV2dPAUKL5OoJRqiSN9M6YXswAsvqBcsP0AkhOp6QJaXLcHOjFm1QpCcJXgtGkhA8N+dp8Z6rJEP7jvQG9/fWcjwtz1Odvb21GjPbHOEE7ZynOtV5iovM83R6sYSd+3phl5cBADZJpMfjH6f6r2UEnyXXe2HbWDXThVsmprTOeb7VJ5MRP+fJKq7DTqco63zhqu3VedJwYTxPMdX26igYQRDHMmQ81Zl03WZuZGF7auOpPeMUurOTzVanhDGv63nilrkzrfPQ2G8rVUNbzLnNdd/30YzurOdih+0ZCcL24uJKeMf4jQulthfGQmtN8flMSrW9mIIRcajVmHnJ1Izz19I2nk5xjLzLZvTz4pJguF5lI5CbylTwmlIZXNJ3Bu4eHQvd17HmeVoIvLzT+p4Yq52lK5iThLRGX+3WeTLqK1VOEMcyZDzVmRTmp6Fle4ezd5FrNrwehYGXwJzuCXwncsFEIx4WikaKww9DIi18TbpqoO0o1RbDL+O0Ugk/7O1DeZxqQvBo5zy5M9CL7Hmax+PXpra3iJ6neRwcyY/n/b1GMSMveprrevwajZkmt1aOXve0WGF7W8sVnPjH23FVjWF5UfAxBWJu6uvGJ3HXkTHc2L5Db19scLwEc56scrW49o2aAjILxXanv1tZ5yLtHxoZxftHRnHGvNaoYv23+n03JJ6npfd0EMTSgoynOjO/he/UghENqSaUxy6Ezjz3K4bbcLFQjFGZ88Qtuzrdjd+95nfYWIdQFBnViuVLbNpxkeFDdnTWW6xE3yRqe3FJJcpfYs/x4s20L3QjywZAt05M4r0KTwR/TrP75DV7ksKk1pNy49Q0GkfOw0bjOq31F8vzBOgbeDUdwy2MG3yWsgBum5xCRlM0I7XIuZGhWC342d5h3DK5tIyn10xO4fP9g3husb6Thu22jZunpue1x0uHjBkYfM7TYvcjBHG0QMZTneELGtYdW+15qjdM+lw0Aqng3cKyzjFULyqFh2O6ghGLrbY3n56nVPwiuUyhcjHDlBbceHLGPZfNzikV8ngPhlVcX9fjr21dW9P2WQDNIxchbTRprV+rsbbU4Wu91erF9NT2lqDxtERJAThLUQ9yqaNjPKU4tb2FG2EQxNHNsd3rLAL1E4wIYjvGk7EAct7M82STJ2hRWWOa+Nn+gyh0nhq6nlsLZrEGRfb8e3iYh8GONYBcfLW91EKH7Tn/hvmHxdyZemIYBhptG8UFmmhpb2hfkOMsFrxUea2GOHsW53OSg1g6pJx30AiR8nGFeAwK2yMIXch4CuErL/4Kdo/ujrWNjmBEQypZAV42LLKtxoTb68M8TNSILj7tto1ihBHr1XtZXKnyhQjbi+d5Wvycp4X2PLmhWSHGy3yf00L/5kwqg4p1bGqEuVLlErW9uCzlOk9E/XGfl5AJ1/UzXfjt8j7kyt0UtkcQmpDxFMIpy0/BKctPibVNVNjed67/Dtoa2pKdkNWIrcYt+N2BdcA81+9kYXtRuTbE0qDVUd1avLDKJSoY4artHT/GU6vFBBfUiMID9SZtsxNYmEFY2kijcowKLPMTcrW+3V5YFnmeFpp3jY7hvszzF/SYKS6jScXKQht27uvFf3RfjBnXy0kQRBiU81RnWEy6yujY0rkFK5pXyL8UsCqt2JK9yrdsXeoFsMvLazpHHdhAdV5yt4i686GRUbx5bALndpy4KMdfslLlCxBOGMVCq+3dMzKKN4xP4AJBFIZnPsP2qvt3qHMBXuXxNAUTFpPvH+zHR42TY29n1FHB1e2fKGxvwbl9YgqFvlsW9JhezpPee3jt9AxumpzC29E1j2cFfL3vMOYOLey1IIh6Qp6nOsMn99bKzDMfwKnnbazDnuLj5TwRRwPLLAtvGZ8AFm0QOf9GSqIiuUsg52mhpx+6LQtvH5sIXWe+PU9ex7Iw1/1oMJ42ViowjC6oTVo5bqhdHR6kJV3niag7KSPa88TTaAP3HBkD2udXwTJXKqNSOG1ej0EQ88nS73GOMjILUDV8IWA5LEutYCGxNDEWQG2PCUYkU9tbxDpPzr9LKQR2vhv+c0rOc2AvzPzc0WA8JSWlkUerCzOabcpmPS5wPU80DUoQdeXY7XEWibMLVUnTG5ZYob+4eHWeltCIj1jC1E8w4p8OD+JLfQPBI6RYXpX+QKA0cgXKk6fieWteWPN5JaWeg996Md9hex+ZMvFvhw7DWABxG2Bxaz3NN/WUj04tekkDYiHZlnbyqxfoPSSI4wUynurMuoqJnft6cX7h6KwLwfBynggiGqOOghHnFIo4rVQKLE+itmeb7Sj0vRrNmZaazyspqTrmrNSL+Q7bawKwvVzfoqJhyIp6HyvoqCfqQnWeji/+vK0HOPxGWKXVi30qBHFMUVNMRS6XuwHATfl8/lXO5wsAPIRqiZHH8vn8X+ZyuRSAhwGcAaAI4I58Pr+nttMm5psUq6mzdMZ7xJKGCUbM36g8mdre4uPK/y6hd+lYmzVzn42jPFxahui5vGJmFk9PXgPgX2rY19H1DhHJaDLSQGEHwqu+EQQRl8R9aC6XewjAXwv7+HsArwLwPADn53K5swBcD6Apn89fCOBuAPcnP11iPrliZhbvGh0D4OWwkOeJ0MFYAMGIJGp7S4GlmHVwViGubMHS5tj2PFVhv+3BoRG0TZyUaF8dTkmDza07aj8xgiCI45RaJiB/BuDN7EMul+sA0JjP55/N5/M2gEcBXIGqIfUDAMjn878AcE4NxyTmkQeHRnD7xBQAynki4jL/dZ6Sqe0tPmkmIrOE3qVTSgsXUrcQsJynpSTKUS/qGfa52jTx5b4BvHrbu2veF0EQxPFKZNheLpd7PYA/Exbfns/nH8nlcpdyyzoATHKfpwBsdZbzurlmLpfL5PN5nx95165dcc67LlQq3ikMDQ35votzPoNDg5BFFFfKVb+NaXr+G36/+4cLONP52zKrA8K+vj6Uil6+x9jYuG+byamqcTM3N+dbfujQTOD4U9NTkb+nWCxi79692Mot27VrFyYcqWPTAA719WGDc+y+XbvQw607MOgl9k9MTGI65Lrt3bsP9lgDMjMD2A6gXCljz65dGDg86Vtvz55nsZk7l6HhscC+8rvzaG8MTxI/MnoEBw4cwAXcvvzH8aJHh4aGMSE595KTe1MoFLBr1y6UK9VBJ7sPsv2KzM7NKdftUSzv7+/zfS6XSti3Ox96HADoPdiLmcoulIp6OXe7du1CuawO6ZiYmIBZzGCD85l/lgFg7969sMYaUJgrAA1AuVKSXo/W/oPYhOp1jDqfHskyADg4fRAAMDM3EzjG9PS0e4/Y9qblnev+/fvRNDMAszSHU51lzzyzGyPNXhPIv0Ns/0OD487+q8fcN1YKrMMYGvKe08HBQfdvFirFQmD591uE7XNsbFz6vW3J/Ve9vb3oGB/Cesl34vtdLpfRpDj+5FT1XSyGPN0uUhgAABxwSURBVD+Tk5PBZcL7sL1SQZY7t/5iP9Yp9jcyPIwD6A3dpwp2vSrOM2wCGBsfx4DkOTrYGzwGEE+ApFZmpqdxYO+zvmVDg0MAuv3rzXiCQ26oXYjtNDQ87P5dVOSasXt6aqmERySCLDJGRoaly/l709/fH/jetu2ARv/u/G6cUiigWevIwLRzDWZnZzFrzoLPWtR5NmQ888wzODfRltVJm4UKd92t0dbrMDo25o4tAGB0dFS5bpHLM52ZnUUr953bBvfNKrcvFAroE/otwP9sytizZw8mWqlqDnF0EfnE5vP5zwH4nMa+JgG0c5/bAYwDaBGWp0TDCQB6esSubv7J/MZrSFatWgXA+xx9Pnvdv1avkidjZrJpoAik02mgHNxvsc0bIKXSKaBsYf369Wj4wwzYBt3dXc421eN1tLcDmEFzc7NvXwfMwwC8ARsAtLd5l51fl+/qGhsbsXErP7Sqrrts9L+A0Wqo0Yb1691jdwjXZc3qNYAz8Ons7MBG9/u9ENm69QSctKYDGK8qAGUzWfT09ODpyQPAb7z1tm3zCr329PRg1eFnAGE8ntuRQ2dLFjL+1/l3+bLl2Lx5s7u8Rzi3bdu24WlnyapVK7GO+23/7vzb0NAAAGhqakJPTw+ymX4AZvU+DIr7lf/ulmZvuKB6rtjyXzif161bj4Pc99mGBuzYkQNwQLo9Y9PGTcD2HjT84EnoFJTp6elBNvtDZXxmZ2cnjPblgNOXp9Np8MFRW7duRW5NO5r/e3f1+0xK/hvT1V/T1KQatnvno1pmHbGAPwANjQ2B9dra2mA798g9ZCoNFuu/ZcsW9GzqRrngDUq3b9+Ble2eCtUB0xtQsv38z8heAKNoa2tFT08PjIFJAIek57pqYI/7nK5e7bUJYu23hsYGuA2C4rd253dKvzdSBiAxoDZt2oSV2VXSbbYK73c2m1U+Gx3tHQCq7YKKjo4O4LC4XTvgXL6enh4Y/+F1LZs2bcK6Gc90Stn+zLgVK1di86ZNEHfKv2Mq2PVq2tUElKreme6uLnRLnqONmzZJ92EsYJ5Ua1sbtm49EewZAoBVq4P3rbW1ze2OdNT2Vq1ciep8JdCYlbeL/D3dtGmzdB2RFStWuu8+D39v1q0LmsWya7ojtwPNvwx//3naWqv9REtLC1oa/IIvrB+My/bt22Nvw1hIOfxqWx80ROKyrLvbHVsAwLJly2RdFACgsaHBvaStLf7rzd6zofQwgP9fun1TUxPWrwtO36xauTLQf/Ns27YN67p0Ter68dRTTy34MYljh7q1Bvl8fhJAKZfLnZjL5QwAVwH4KYD/AXAN4ApKyEcFxJKiJeN0XIqZboLgydjV52Vb64XzdozUEih4m4SlqLa3mPziwCH88sCh6BVjcGyH7VU5FsUwCIIgjkbqPZXyJgBfBPAkgF/n8/lfAvgmgEIul/sZgAcQDAEkliAXr70adx0ZwxsnJqJXJo570mjFVP4eXLTs1nk7hpeHd3QZT2mNsKvjiWbbRnOdQ+WuO/E6AMAy8+h6NnRILWBYIUEQBBFNTYGm+Xz+xwB+zH3+BeCmmLBlFqpGFXEUkTLSuG0yWVw5cZxitbgS9/NBi1OraVWLPDxtqcJspmNvWL90uOO0O/CaAtC4767FPpW6c6zJyhMEQRztUJYeQRBHBRs7NuK+i+/DResvWuxTicUbxifxtjUrccICFo3VoWXw+ZhsjUgqOkowDAONqWOzOyPjiSAIYmlxbPY2BEEck1yz9ZrFPoXYXDo3h5375Epvi0nT2FkYHF2z2KdBREDGE0EQxNKC2mWCIAiCIAiCIAgNyHgiCIIgCIIgCILQgML2CIIgCGIJ84KZWbxoOn5dI4IgCKL+kPFEEARBEEuYTw6NLPYpEARBEA4UtkcQBEEQBEEQBKEBGU8EQRAEQRAEQRAakPFEEARBEARBEAShARlPBEEQBEEQBEEQGpDxRBAEQRAEQRAEoQEZTwRBEARBEARBEBqQ8UQQBEEQBEEQBKEBGU8EQRAEQRAEQRAakPFEEARBEARBEAShARlPBEEQBEEQBEEQGpDxRBAEQRAEQRAEoQEZTwRBEARBEARBEBqQ8UQQBEEQBEEQBKEBGU8EQRAEQRAEQRAakPFEEARBEARBEAShARlPBEEQBEEQBEEQGpDxRBAEQRAEQRAEoQEZTwRBEARBEARBEBqQ8UQQBEEQBEEQBKEBGU8EQRAEQRAEQRAakPFEEARBEARBEAShARlPBEEQBEEQBEEQGpDxRBAEQRAEQRAEoQEZTwRBEARBEARBEBqQ8UQQBEEQBEEQBKEBGU8EQRAEQRAEQRAakPFEEARBEARBEAShARlPBEEQBEEQBEEQGpDxRBAEQRAEQRAEoQEZTwRBEARBEARBEBqQ8UQQBEEQBEEQBKEBGU8EQRAEQRAEQRAakPFEEARBEARBEAShARlPBEEQBEEQBEEQGpDxRBAEQRAEQRAEoQEZTwRBEARBEARBEBqQ8UQQBEEQBEEQBKEBGU8EQRAEQRAEQRAakPFEEARBEARBEAShARlPBEEQBEEQBEEQGmSSbJTL5ToBfAFAB4AGAO/K5/M/z+VyFwB4CEAFwGP5fP4vc7lcCsDDAM4AUARwRz6f31OXsycIgiAIgiAIglggknqe3gXg8Xw+fwmA1wL4jLP87wG8CsDzAJyfy+XOAnA9gKZ8Pn8hgLsB3F/TGRMEQRAEQRAEQSwCiTxPAB5A1YvE9lHI5XIdABrz+fyzAJDL5R4FcAWAtQB+AAD5fP4XuVzunNpOmSAIgiAIgiAIYuGJNJ5yudzrAfyZsPj2fD7/q1wutwbV8L13ohrCN8mtMwVgq7N8gltu5nK5TD6fr9R05gRBEARBEARBEAtIpPGUz+c/B+Bz4vJcLncagK8AuCufz//E8Ty1c6u0AxgH0CIsT8kMp127dsU89dqpVLzTGBoa8n0X53wGhwaxWrb/sgkAME1Tut/9wwWc6fxtmRYAoK+vD6ViyV1nbGzct83k1BQAYG5uzrf80KGZwPGnpqcif0+xWMTevXuxlVu2a9cu37kd6uvDBufYfbt2oYdbd2BwwP17YmIS0yHXbe/efbDHGpCZGcB2AOVKGXt27cLA4Unfenv2PIvN3LkMDY8F9pXfnUd7Y1p5LAA4MnoEBw4cwAXcvvzH8VLvhoaGMSE591Kpei8KhQJ27dqFcqUMwLsPsv2KzM7NKdftUSzv7+/zfS6XSti3Ox96HADoPdiLmcoulIrFyHXZcctl9TzGxMQEzGIGG5zP/LMMAHv37oU11oDZ2erzNzg4iF27CoH9tPYfxCZUr2PU+fRIlkUxPT3t3iO2vWl557p//340zQzALM3hVGfZM8/sxkiz1wTy7xA75tDguLP/GezatQv7xkqBdRhDQ95zOjg4qDxX/v0WYfscGxuXfm9btnR5b28vOsaHsF7ynfh+l8tlNCmOPzlVfReLIc/P5ORkcJnwPmyvVJDlzq2/2I91iv2NDA/jAHpD96mCvwddAwNYC2BsfBwDkufoYG/wGABg2/JrOh/MTE/jwN5nfcuGBocAdPvXm5mOtd+h4WH372K5LF2Hv6e9vQdwocZ+R0aGpcv5e9Pf3x/43rZtwPAv253fjVMKBTRrHBcApp1rMDs7i1lzFi2K48fhmWeewbmJtgQs21owha3dGm29DqNjY+7YAgBGR0eV6xZLXrs0MzuLVu479p4d7JtVbl8oFNAn9FuA/9mUsWfPHky0Jg2CIojFIalgxMkAvgbg5nw+/1sAyOfzk7lcrpTL5U4EsBfAVQD+EsAGANcC+KojKLFTts+eHrGrm38yv/EaklWrVgHwPkefz173r9WrZKYTkMmmgSKQTqeBcnC/xTZvgJRKp4CyhfXr16PhDzNgG3R3dznbVI/X0d4OYAbNzc2+fR0wDwPwD9ja2zyblV+X7+oaGxuxcSs/tKquy5/bhvXr3WN3CNdlzeo1gDPw6ezswEb3+70Q2br1BJy0pgMYbwMAZDNZ9Py/9u48No7rsOP4l6S4pHhJlEVSpayVQpN6XrRF0jiFnTQXmrpO0yNBgQJF0BR1DiBA/miDAm0SJChSNCgKNG0TtEHa1EYOJAjaBAnQFD6CXnCd+ohcAwnCPkmmTdmSRUrWQYkSKYpi/5i9uBxKj5RMSavv5x9y3sy8eTtvrt/uzmypxDMzk/BsbbrR0TuWtWXw5QPQcP0c9ga2dLWT54flv7dtu43du3dXy0sNbRsdHeWZcsng4ADDda/tu+W/hUIBgM7OTkqlEu2bjgCLWT9MNdab/7q7NtcuF1bbrirlT5SHh4d38mLd+PZCgb17AzCZO39FcVcRxkoUHn4KLp9Tqsttb/8+LOaP37JlCy29t0H5XN7W1gbUTsYjIyOEHb10PXYamGNoaIhS6TUrK2rLXk1n52qX7bX2pJQ16unpYancR9VFtraRPbsG9uzZQ6nYz8Jc7aJ0bGwvA70d1eHJxdobAZV6Hj8+AZygp6ebUqlEy9EZ4KXcdg0ePVjdToeG8o8JAIWOAtUDQoNKnf0x9zBJS2sL5ASoYrHIQPtg7jwjDft3e3v7qttGX28fkB0XVtPX1wcvN87XC+XVVyqVaHmodmopFosMz64WnWD7wAC7i0UaK63fx1azrA9ms72nf+tW+nO2mV3FYm4dLS0tueWvhu6eHkZG7qCyDQEMDq3st+7unvrT0RUNDgyQfdkDOtrzj4v1fVos7s6dptH27QPVfb9efd8MD6/s27x1ujfsZfOTl9//6/V0Z+eJrq4uugpdy8ZVzoNrNTY2tuZ5KlpbNu7hxNmxfmUQWatt/f3VawuAbdu25Z2iAOgoFKqrtLtr+fqu7GfTbceAH+fO39nZyc7hlW/fDA4MrDh/1xsdHWV4a2qkvnb27du34ctU81hv3P9zoBP4XAgB4HSM8d3Ah4GvA21kT9t7MoTwNHBvCOEHZO9F3X/1zZYkSZKkjbWu8FQOSnnlT0D1W1KVsktkoUqSJEmSblr+SK4kSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJTA8SZIkSVICw5MkSZIkJdi0nplCCN3AN4BtwCzwvhjjsRDCPcDngIvAozHGT4cQWoEvAK8F5oEPxhgPXpPWS5IkSdIGWe8nTx8C9sUY3wJ8E/hkufyLwHuBNwN3hxBeD7wH6IwxvhH4GPDZq2uyJEmSJG28dYWnGOPfAJ8pDxaBqRBCH9ARY3wuxrgEPAK8gyxIPVye7wngDVfdakmSJEnaYFf82l4I4QPARxuK748xPh1C+HfgZ4F7gT5gpm6aM8BIufx0XfliCGFTjPFifYXj4+PraP7VuXix1oTp6ell49bSnqnpKYby6l9YBGBxcTG33heOzfG68v+XFi8BcPjwYS7MX6hOc/LkqWXzzJw5A8D58+eXlb/00uyK5Z85e+aKr2d+fp6JiQlG6srGx8eXte2lw4e5vbzsw+PjlOqmPTp1tPr/6dMznL3MepuYeJ6lkwU2zR5lDFi4uMDB8XGOvjyzbLqDB59jd11bpo+dXFFX3B/p7WhbdVkAr5x4hcnJSe6pq2v5cmrfHp2ePsbpnLZfuJD1xdzcHOPj4yxcXABq/ZBXb6Nz58+vOm1plfIjRw4vG164cIHn98fLLgfg0IuHmL04zoX5+StOW1nuwsLFVcefPn2axflN3F4ert+WASYmJrh0ssC5c9n2NzU1xfj43Ip6uo+8SJFsPV6pPaWcsis5e/ZstY8q8y9eqrX1hRdeoHP2KIsXzvMz5bIDB/ZzfHPtEFi/D1WWOT11qlz/LOPj4zx/8sKKaSqmp2vb6dTU1Kptrd+/G1XqPHnyVO74pUtLueWHDh2i79Q0O3PGNe7fCwsLdK6y/Jkz2b44f5ntZ2ZmZmVZw/4wdvEi7XVtOzJ/hOFV6jt+7BiTHLpsnaup74OtR4/yU8DJU6c4mrMdvXho5TIAlpby1+mrYfbsWSYnnltWNj01DfQvn2727JrqnT52rPr//MJC7jT1fXro0CRvTKj3+PFjueX1fXPkyJEV45eWlqBledn+uJ+fnptjc8JyAc6W18G5c+c4t3iOrlWWvxYHDhzg59c1J1xaurRhN4nvTzjWpzhx8mT12gLgxIkTq047f6F2XJo9d47uunGV/ezFw+dWnX9ubo7DDectWL5t5jl48CCnu9d1B4l03Vxxi40xPgA8sMq4Xwwh3An8K/BzQG/d6F7gFNDVUN7aGJwASqXGU92rb9OztQPJ4OAgUBu+cnsmqv8NDeZFJ9jU3gbz0NbWBgsr653vqV0gtba1wsIldu7cSeEns1Rm6O/fWp4nW15fby8wy+bNm5fVNbn4MrD8gq23p7ba66etP9V1dHSwa6T+0iqbtr5tt+/cWV12X8N62TG0A8oXPlu29LGrOn6CRiMjr+HOHX1wqgeA9k3tlEolnpmZhGdr042O3rGsLYMvH4CG6+ewN7Clq508Pyz/vW3bbezevbtaXmpo2+joKM+USwYHBxiue23fLf8tFAoAdHZ2UiqVaN90BFjM+mGqsd781921uXa5sNp2VSl/ojw8PLyTF+vGtxcK7N0bgMnc+SuKu4owVqLw8FNw+ZxSXW57+/dhMX/8li1baOm9Dcrn8ra2NqB2Mh4ZGSHs6KXrsdPAHENDQ5RKr1lZUVv2ajo7V7tsr7UnpaxRT08PS+U+qi6ytY3s9kvYs2cPpWI/C3O1i9Kxsb0M9HZUhycXa28EVOp5/PgEcIKenm5KpRItR2eAl3LbNXj0YHU7HRrKPyYAFDoKVA8IDSp19scf5Y5vaW2BnABVLBYZaB/MnWekYf9ub29fddvo6+0DsuPCavr6+uDlxvl6obz6SqUSLQ/VTi3FYpHh2dWiE2wfGGB3sUhjpfX72GqW9cFstvf0b91Kf842s6tYzK2jpaUlt/zV0N3Tw8jIHVS2IYDBoZX91t3dU386uqLBgQGy9yuhoz3/uFjfp8Xi7txpGm3fPlDd9+vV983w8Mq+zVune8NeNj95+f2/Xk93dp7o6uqiq9C1bFzlPLhWY2Nja56norVl456vlR3rVwaRtdrW31+9tgDYtm1b3ikKgI5CobpKu7uWr+/Kfjbddgz4ce78nZ2d7Bxe+fbN4MDAivN3vdHRUYa3pkbqa2ffvn0bvkw1j3UdDUIIHw8hvK88OAssxhhngAshhDtCCC3AfcBjwOPAu8rz3QPkXxVIkiRJ0g1svZ+VPgh8pfyVvjbg/nL5h4Gvl8sejTE+GUJ4Grg3hPADsg/y78+rUJIkSZJuZOsKTzHGKeCdOeVPQPUWk0rZJbJQJUmSJEk3LX8kV5IkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKYHhSZIkSZISGJ4kSZIkKcGmq5k5hHAn8CQwFGOcCyHcA3wOuAg8GmP8dAihFfgC8FpgHvhgjPHgVbZbkiRJkjbUuj95CiH0AZ8lC0QVXwTeC7wZuDuE8HrgPUBnjPGNwMfK80iSJEnSTWVd4SmE0AL8A/AJ4Fy5rA/oiDE+F2NcAh4B3kEWpB4GiDE+AbzhGrRbkiRJkjZUy9LS0mUnCCF8APhoQ/Ek8M0Y49dCCC8AdwLbgW/HGO8uz/d+YATYUS5/qFx+CBiJMV6sVLZv377LN0KSJEm6Ru66666W690G3ZyueM9TjPEB4IH6shDCQeAD5WC1A3gU+DWgt26yXuAU0NVQ3lofnMANWJIkSdKNb10PjIgxjlb+L3/y9MvlB0ZcCCHcAUwA9wGfBm4Hfh34p/IDJX50tY2WJEmSpI12VU/by/Fh4OtAG9nT9p4MITwN3BtC+AHQAtx/jZcpSZIkSa+6K97z1Ix8fHpzCSG0Aw8Ce4AO4M+AnwBfBpaAHwMfiTFeCiH8CfCrZI/T/4MY41PXo81avxDCILAPuJesH7+M/dxUQggfB34DKJAdq/8L+7mplI/bXyE7bi8CH8L9uWmEEO4G/iLG+PYQwiiJ/bratNfjNUiruVV/JNfHpzeX3wFeiTG+BfgV4G+BvwI+WS5rAd5dfnT+24C7gd8G/u46tVfrVL7g+nvgfLnIfm4yIYS3A28CfoGsH3dhPzejdwGbYoxvAv4U+Az2c1MIIfwR8I9AZ7loLf26YtqNbLuU4lYNTz4+vbn8M/CpuuGLwF1k71YDPAT8Elm/PxpjXIoxHgI2hRAGNrSlulp/SfZ7ckfKw/Zz87mP7N7Y7wD/AnwP+7kZ7Sfrs1agD1jAfm4WzwG/WTe8ln7Nm1a6odyq4akPOF03vBhCuNb3f2mDxBjPxhjPhBB6gW8BnwRayr83BnAG2MLKfq+U6yYQQvg94FiM8ZG6Yvu5+Wwne0Prt6jdR9tqPzeds2Rf2fs/4EvA53F/bgoxxm+TheGKtfRr3rTSDeVWDU8zXOHx6bq5hBB2Af8BfC3G+A2g/jvSlcfmN/Z7pVw3h/eTPXzmP4HXAV8FBuvG28/N4RXgkRjjhRhjBOZYfgFlPzeHj5L1816y+4+/QnaPW4X93DzWcj7Om1a6odyq4elxsu9b4+PTb34hhCGy3xr74xjjg+Xi/y3fOwHZfVCPkfX7fSGE1hBCkSw0H9/wBmtdYoxvjTG+Lcb4duBZ4HeBh+znpvPfwDtDCC0hhGGgG/g3+7npnKT2ycMJoB2P281qLf2aN610Q7lVv6r2HXx8ejP5BNAPfCqEULn36feBz4cQCsA48K0Y42II4THgf8jeOPjIdWmtrqU/BL5kPzePGOP3QghvBZ6i1n/PYz83m78GHiz3YYHsOP5D7OdmtJbj9Ippr0eDpcu5JR9VLkmSJElrdat+bU+SJEmS1sTwJEmSJEkJDE+SJEmSlMDwJEmSJEkJDE+SJEmSlMDwJEmSJEkJDE+SJEmSlMDwJEmSJEkJ/h/u8zauJoJsIAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "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": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "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": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_step
639.333333e+0624899.318719103.750000103.145613250000.00.021000000.01.952381
649.500000e+0624895.879641103.896825103.280592250000.00.021000000.02.000000
659.666667e+0624894.384097104.043651103.415572250000.00.021000000.02.000000
669.833333e+0624892.888553104.190476103.550552250000.00.021000000.02.000000
671.000000e+0724891.393008104.345238103.693469250000.00.021000000.02.000000
\n", + "
" + ], + "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": [ + "
" + ] + }, + "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": [ + "
" + ] + }, + "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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" + ] + }, + "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 +} diff --git a/notebooks/barlin/App1_Config6.ipynb b/notebooks/barlin/App1_Config6.ipynb new file mode 100644 index 0000000..8bf3ed5 --- /dev/null +++ b/notebooks/barlin/App1_Config6.ipynb @@ -0,0 +1,1923 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SimCAD Application Notebook\n", + "## Experiment Type 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Name of Config File or System Description\n", + "#### EMH, Herders, HODLers, and EIU Bot and EIU Human" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Simulation Run 1\n", + "\n", + "single_proc: []\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from tabulate import tabulate\n", + "\n", + "from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "from sandboxUX import config6 #, config2\n", + "from SimCAD import configs\n", + "\n", + "# ToDo: pass ExecutionContext with execution method as ExecutionContext input\n", + "\n", + "exec_mode = ExecutionMode()\n", + "\n", + "print(\"Simulation Run 1\")\n", + "print()\n", + "single_config = [configs[0]]\n", + "single_proc_ctx = ExecutionContext(exec_mode.single_proc)\n", + "run1 = Executor(single_proc_ctx, single_config)\n", + "run1_raw_result = run1.main()\n", + "df = pd.DataFrame(run1_raw_result)\n", + "# print(tabulate(result, headers='keys', tablefmt='psql'))\n", + "# print()\n", + "\n", + "# print(\"Simulation Run 2: Pairwise Execution\")\n", + "# print()\n", + "# multi_proc_ctx = ExecutionContext(exec_mode.multi_proc)\n", + "# run2 = Executor(multi_proc_ctx, configs)\n", + "# run2_raw_results = run2.main()\n", + "# for raw_result in run2_raw_results:\n", + "# result = pd.DataFrame(raw_result)\n", + "# print(tabulate(result, headers='keys', tablefmt='psql'))\n", + "# print()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "#df = pd.DataFrame(run1_raw_result)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_steptimestamp
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\n", + "
" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n", + "2991 10500000.0 26338.890322 140.5 139.744801 133.038917 \n", + "2992 10500000.0 26254.309278 140.5 139.744801 133.038917 \n", + "2993 10500000.0 26254.309278 140.5 139.744801 133.038917 \n", + "2994 10500000.0 26254.309278 141.0 140.250784 133.272076 \n", + "2995 10500000.0 26279.640385 141.0 140.250784 133.272076 \n", + "2996 10500000.0 26279.640385 141.0 140.250784 133.272076 \n", + "2997 10500000.0 26279.640385 141.5 140.752759 133.513573 \n", + "2998 10500000.0 26264.885849 141.5 140.752759 133.513573 \n", + "2999 10500000.0 26264.885849 141.5 140.752759 133.513573 \n", + "3000 10500000.0 26264.885849 142.0 141.253410 133.763149 \n", + "\n", + " Sell_Log Trans Z mech_step run time_step \\\n", + "2991 0.0 0.0 21000000.0 3.0 1 997 \n", + "2992 0.0 0.0 21000000.0 1.0 1 998 \n", + "2993 0.0 0.0 21000000.0 2.0 1 998 \n", + "2994 0.0 0.0 21000000.0 3.0 1 998 \n", + "2995 0.0 0.0 21000000.0 1.0 1 999 \n", + "2996 0.0 0.0 21000000.0 2.0 1 999 \n", + "2997 0.0 0.0 21000000.0 3.0 1 999 \n", + "2998 0.0 0.0 21000000.0 1.0 1 1000 \n", + "2999 0.0 0.0 21000000.0 2.0 1 1000 \n", + "3000 0.0 0.0 21000000.0 3.0 1 1000 \n", + "\n", + " timestamp \n", + "2991 2018-10-01 15:33:01 \n", + "2992 2018-10-01 15:33:02 \n", + "2993 2018-10-01 15:33:02 \n", + "2994 2018-10-01 15:33:02 \n", + "2995 2018-10-01 15:33:03 \n", + "2996 2018-10-01 15:33:03 \n", + "2997 2018-10-01 15:33:03 \n", + "2998 2018-10-01 15:33:04 \n", + "2999 2018-10-01 15:33:04 \n", + "3000 2018-10-01 15:33:04 " + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.tail(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_step
Buy_Log1.000000-0.045280-0.053625-0.086680-0.430099-0.640316NaNNaN0.000885NaN-0.010426
P_Ext_Markets-0.0452801.000000-0.416337-0.410740-0.3193540.176414NaNNaN0.001201NaN0.802604
Price-0.053625-0.4163371.0000000.9992560.8376340.035770NaNNaN0.002533NaN-0.177153
Price_Signal-0.086680-0.4107400.9992561.0000000.8537300.069380NaNNaN0.002506NaN-0.174182
Price_Signal_2-0.430099-0.3193540.8376340.8537301.0000000.391691NaNNaN0.002537NaN-0.112837
Sell_Log-0.6403160.1764140.0357700.0693800.3916911.000000NaNNaN0.000739NaN0.108367
TransNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ZNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
mech_step0.0008850.0012010.0025330.0025060.0025370.000739NaNNaN1.000000NaN0.001413
runNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
time_step-0.0104260.802604-0.177153-0.174182-0.1128370.108367NaNNaN0.001413NaN1.000000
\n", + "
" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Price_Signal \\\n", + "Buy_Log 1.000000 -0.045280 -0.053625 -0.086680 \n", + "P_Ext_Markets -0.045280 1.000000 -0.416337 -0.410740 \n", + "Price -0.053625 -0.416337 1.000000 0.999256 \n", + "Price_Signal -0.086680 -0.410740 0.999256 1.000000 \n", + "Price_Signal_2 -0.430099 -0.319354 0.837634 0.853730 \n", + "Sell_Log -0.640316 0.176414 0.035770 0.069380 \n", + "Trans NaN NaN NaN NaN \n", + "Z NaN NaN NaN NaN \n", + "mech_step 0.000885 0.001201 0.002533 0.002506 \n", + "run NaN NaN NaN NaN \n", + "time_step -0.010426 0.802604 -0.177153 -0.174182 \n", + "\n", + " Price_Signal_2 Sell_Log Trans Z mech_step run time_step \n", + "Buy_Log -0.430099 -0.640316 NaN NaN 0.000885 NaN -0.010426 \n", + "P_Ext_Markets -0.319354 0.176414 NaN NaN 0.001201 NaN 0.802604 \n", + "Price 0.837634 0.035770 NaN NaN 0.002533 NaN -0.177153 \n", + "Price_Signal 0.853730 0.069380 NaN NaN 0.002506 NaN -0.174182 \n", + "Price_Signal_2 1.000000 0.391691 NaN NaN 0.002537 NaN -0.112837 \n", + "Sell_Log 0.391691 1.000000 NaN NaN 0.000739 NaN 0.108367 \n", + "Trans NaN NaN NaN NaN NaN NaN NaN \n", + "Z NaN NaN NaN NaN NaN NaN NaN \n", + "mech_step 0.002537 0.000739 NaN NaN 1.000000 NaN 0.001413 \n", + "run NaN NaN NaN NaN NaN NaN NaN \n", + "time_step -0.112837 0.108367 NaN NaN 0.001413 NaN 1.000000 " + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.corr()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Buy_Log 4.986374e+06\n", + "P_Ext_Markets 6.800037e+02\n", + "Price 1.612823e+01\n", + "Price_Signal 1.615615e+01\n", + "Price_Signal_2 1.442707e+01\n", + "Sell_Log 4.997650e+06\n", + "Trans 0.000000e+00\n", + "Z 0.000000e+00\n", + "mech_step 8.171762e-01\n", + "run 0.000000e+00\n", + "time_step 2.887714e+02\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(np.std(df))" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 47, + "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 0.0\n", + "6 0.0\n", + "7 0.0\n", + "8 0.0\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": 47, + "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": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "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": 51, + "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": 52, + "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": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_step
636.416667e+0624899.318719102.738095102.320442100.423441250000.00.021000000.01.952381
646.500000e+0624895.879641102.837302102.413718100.447552250000.00.021000000.02.000000
656.583333e+0624894.384097102.936508102.506994100.471663250000.00.021000000.02.000000
666.666667e+0624892.888553103.035714102.600270100.495774250000.00.021000000.02.000000
676.750000e+0624891.393008103.138889102.697519100.522232250000.00.021000000.02.000000
\n", + "
" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n", + "63 6.416667e+06 24899.318719 102.738095 102.320442 100.423441 \n", + "64 6.500000e+06 24895.879641 102.837302 102.413718 100.447552 \n", + "65 6.583333e+06 24894.384097 102.936508 102.506994 100.471663 \n", + "66 6.666667e+06 24892.888553 103.035714 102.600270 100.495774 \n", + "67 6.750000e+06 24891.393008 103.138889 102.697519 100.522232 \n", + "\n", + " Sell_Log Trans Z mech_step \n", + "63 250000.0 0.0 21000000.0 1.952381 \n", + "64 250000.0 0.0 21000000.0 2.000000 \n", + "65 250000.0 0.0 21000000.0 2.000000 \n", + "66 250000.0 0.0 21000000.0 2.000000 \n", + "67 250000.0 0.0 21000000.0 2.000000 " + ] + }, + "execution_count": 53, + "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": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Z')" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of External Stock Market Price')" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Zeus Price')" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_steptimestamp
29910.026308.43607594.47319394.56086294.0946202100000.00.021000000.03.019972018-10-01 15:33:01
29920.026207.08155494.47319394.56086294.0946202100000.00.021000000.01.019982018-10-01 15:33:02
29930.026207.08155494.47319394.56086294.0946200.00.021000000.02.019982018-10-01 15:33:02
29940.026207.08155494.47319394.50212494.1064500.00.021000000.03.019982018-10-01 15:33:02
29950.026228.24756894.47319394.50212494.1064500.00.021000000.01.019992018-10-01 15:33:03
29960.026228.24756894.47319394.50212494.1064500.00.021000000.02.019992018-10-01 15:33:03
29970.026228.24756894.47319394.48274194.1179110.00.021000000.03.019992018-10-01 15:33:03
29982100000.026214.74622194.47319394.48274194.1179110.00.021000000.01.0110002018-10-01 15:33:04
29992100000.026214.74622194.47319394.48274194.1179112100000.00.021000000.02.0110002018-10-01 15:33:04
30002100000.026214.74622194.47319394.47634494.1290142100000.00.021000000.03.0110002018-10-01 15:33:04
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_step
Buy_Log1.0000000.005607-0.051573-0.074149-0.129382-0.247981NaNNaN0.000767NaN0.045757
P_Ext_Markets0.0056071.000000-0.614952-0.611703-0.5950950.061724NaNNaN0.001710NaN0.761785
Price-0.051573-0.6149521.0000000.9989210.9323110.007152NaNNaN-0.002448NaN-0.778279
Price_Signal-0.074149-0.6117030.9989211.0000000.9390140.036944NaNNaN-0.002440NaN-0.779922
Price_Signal_2-0.129382-0.5950950.9323110.9390141.0000000.114785NaNNaN-0.002517NaN-0.850554
Sell_Log-0.2479810.0617240.0071520.0369440.1147851.000000NaNNaN0.001459NaN-0.039067
TransNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ZNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
mech_step0.0007670.001710-0.002448-0.002440-0.0025170.001459NaNNaN1.000000NaN0.001413
runNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
time_step0.0457570.761785-0.778279-0.779922-0.850554-0.039067NaNNaN0.001413NaN1.000000
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Price_Signal \\\n", + "Buy_Log 1.000000 0.005607 -0.051573 -0.074149 \n", + "P_Ext_Markets 0.005607 1.000000 -0.614952 -0.611703 \n", + "Price -0.051573 -0.614952 1.000000 0.998921 \n", + "Price_Signal -0.074149 -0.611703 0.998921 1.000000 \n", + "Price_Signal_2 -0.129382 -0.595095 0.932311 0.939014 \n", + "Sell_Log -0.247981 0.061724 0.007152 0.036944 \n", + "Trans NaN NaN NaN NaN \n", + "Z NaN NaN NaN NaN \n", + "mech_step 0.000767 0.001710 -0.002448 -0.002440 \n", + "run NaN NaN NaN NaN \n", + "time_step 0.045757 0.761785 -0.778279 -0.779922 \n", + "\n", + " Price_Signal_2 Sell_Log Trans Z mech_step run time_step \n", + "Buy_Log -0.129382 -0.247981 NaN NaN 0.000767 NaN 0.045757 \n", + "P_Ext_Markets -0.595095 0.061724 NaN NaN 0.001710 NaN 0.761785 \n", + "Price 0.932311 0.007152 NaN NaN -0.002448 NaN -0.778279 \n", + "Price_Signal 0.939014 0.036944 NaN NaN -0.002440 NaN -0.779922 \n", + "Price_Signal_2 1.000000 0.114785 NaN NaN -0.002517 NaN -0.850554 \n", + "Sell_Log 0.114785 1.000000 NaN NaN 0.001459 NaN -0.039067 \n", + "Trans NaN NaN NaN NaN NaN NaN NaN \n", + "Z NaN NaN NaN NaN NaN NaN NaN \n", + "mech_step -0.002517 0.001459 NaN NaN 1.000000 NaN 0.001413 \n", + "run NaN NaN NaN NaN NaN NaN NaN \n", + "time_step -0.850554 -0.039067 NaN NaN 0.001413 NaN 1.000000 " + ] + }, + "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 1.305991e+06\n", + "P_Ext_Markets 4.005335e+02\n", + "Price 2.283484e+00\n", + "Price_Signal 2.287441e+00\n", + "Price_Signal_2 2.216141e+00\n", + "Sell_Log 1.347770e+06\n", + "Trans 0.000000e+00\n", + "Z 0.000000e+00\n", + "mech_step 8.171762e-01\n", + "run 0.000000e+00\n", + "time_step 2.887714e+02\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(np.std(df))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(df['time_step'],df['P_Ext_Markets'], color = 'orange') #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "#plt.plot(df['mech_step'],df['Zeus_ST'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(df['time_step'],df['Z']) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "#plt.plot(df['mech_step'],df['Zeus_ST'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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h1SGIiIiISAQFO4cjbrR29/HLTYdw2E9X7dtzvI3immS6+7z4/YEhV/OnZVDX2k1nr5dQlc6rb+vh9cPNnFeaTVefl9rmrkmfs6mzb8x9BoZr7W/onHR7oeD1+TnW0k1tUzdtPW46XG4A2nrc4zq+0+UZVhOl1+MlyekY5QgRERERCRUlHGMYmJj9tkXTSEsMfED97ZYjg/MwRpOZPHyFprTEkZ9up91G7ggrWK3fc4L1e07wk/dfwPNVJ3l0Rx1JTvuQoVpJTjvpSafPe+bttKTh7W093Dxs28AE8ZSEwOP76cYD3HH5XP5aeQxgSLI1WSmJY3/Iz0geHvfjO4/z+M7jQ7a9co4Cfmc+RwNzOVISHIOP8b+f3ccXr9VSjDJ1eH1+fvHyQTpcHsryUjnU2MWBU53MKUgnwWHnwxeVkZc+/mGiIiIikaKEY5yuWVxMdmoiNy+fMfhB/PvvXcadf3pj2L7fuGERHxhhvseF5bn836feQnefFxtQnp/GwcYu8tOTKMlO4YbzSvD5/Qx8vD/V2cunfr+Drl4Pnb0eZuam8ptbLyQl0cGGz63F6/OTluTkbYuKePRfL8Zus7G0JGuwvZWzcoa0B+AHbP3/D1hQFFj9KSctkWsWF7F+zwn6+gsKfuSismFzUSajJDuFR267iKbOPnx+P34/OB12vD4fcwvTOdbSw7IZ2UOO+dgl5fxiU2ClsE+smc2Fs3Jxe30kOOyD//sBj9fHsbpjrFo8j4zkBJ75t0s5dKqLBIcdmy3w/DvsNr7zTDXt4+wdEYkW5okO7llfPcI9JwEozkrmlgu1+pqIiEQfJRwTND3r9MpTs/NHrktRkp0yYq+AzWZj6VkfpgszT5/vwvKhq2XV9RfOG5Ca6KA8P7A61sD/EOiBuGBmzrjaG8u8wnSeOSP0Wfnjq/A9EcvLRl8VbGDp2zMZRae3LS7JYt3C0YsAVjlbqeh/zAuKMllQlDlsn2mZ+hZYph6ff+TBmgNfEoywdoKIiEhUiPuEY9vhZr72f3v5xJrZ1Le5+NmLB/D4/MwpSCMrJYH7Nx6wOkQRERERkSkrrhOOC8tz2XKgiYdeOUx5fhpbDzXz7JuB4QkvnDVyYbDKtu301/+2UaY2jLY9WN95ppruPi9lEarS7ffDzQ9siUhbVvn73hPsPR6oAfLRS8q58fwSiyMSmZyuXs/YO4mIiFggrhOOn7z/Alq6+jj/7ufw+/2jDlkoz0+jojgwNOeG86bT2t1HaqKTBUWZ/OCW83j41Vpm5KZQc7KT1bNzWTFGIcHxKs5M5qOXlA9OXF8zb/y1OoJ1zZJifvjC/sEVqi5fYP0ytqtn53H1oiJsNlhRNnzo2ET908XlbOufPL/lQBMvVDco4ZApa2BxiG89XcXHLi3HFupvPERERCYprhOOYMwpSOcbNywe/PmG80q44bzwfFi122185fqFYTn3aCqKMynMSKKho5cFRRnnrKgeKaW5qTzwoeUhO99ta+dwG3MAuOy/NobsvCKR8Ik1s5lbmM6cgnSONHVx6bwCDjV2UXmkBb8/9D2sIiIik6WEo199u4vWbq1cJCLRbUVZDlctKgJgeX+P35p5BVQeabEyLBERkVHFfaXxBKcduw1+9uJBthwcua5DQYZWNYplR5q6+NO2WtqUcEoU23G01eoQREREghL3PRzpSU4e/de3cLLdBUCfx8eMnBR63F7aut34/LBi1uTnDUwlM3NTaejopTQ3MpPUrVSQkcTWQ828cWw3bT1uPrFmjtUhiYzo4VcDxUaLs1JG3WfjvgYuXzD6stEiIiJWiPuEA+C80onVqoh1f/rkRfR6vCQ7x64KPtX970dXcbLdxaXf3YDbq0IGEr2cDhuXzM1nyYysYfddPDeP7/8D1u8+oYRDRESijhIOGcZht5GaGB+/GolOO9POKL4oEq1s2Eh0jjwKduWsXIqzkjVhXEREolLcz+EQEREREZHwUcIhcW/gW+H7/m7icnutDUYkSF6fn1cPNuMfpZ6QiIiIVZRwSNxLcNgHCwqqWrNMVT1uL7XN3bxZ3251KCIiIkMo4RAB3nHedKtDEJmUb79zCQAut8/iSERERIZSwiEiEuW6ej3srms75z6ZKQkRikZERGRilHCInOGVAyMXfxSx0lO76gFISRh7qeondx0PdzgiIiITooRDBKgozgTg8R11FkciMlyfNzBM6ivXLxx1n/K8NABe3HcqIjGJiIiMlxIOEQJ1DBYWZ2JTIQOJYvZzvGPPzEvl2iVFOPQ7LCIiUUYJh4iIiIiIhI0SDhERERERCRslHCIiIiIiEjZKOEREREREJGyUcIiIRLndx85dg0NERCSaKeEQ6ecH/lF1ks5ej9WhiAzy+vz86fWjAKQmOsfcv6ahk5PtrnCHJSIiMm5KOET6ZSQHPsxtPaTifxI9/H4/AB9aXUZ60rkTjrL+WhwDhQJFRESigRIOkX5fuS5QVM3nszgQkREUZiSNuc9ta+cA4OtPUkRERKKBEg4REREREQkbJRwiIjHmm09V4fOpl0NERKKDEg4RkRiRkeQko3+eR7fba3E0IiIiAUo4RERihM1m49NXzLM6DBERkSGUcIiIRLGuXvVUiIjI1KaEQ+QsL+47ZXUIIoPue7YagLQxlsQVERGJVko4RPoV9C87+tiOOosjETmtpy+wTvMHV5dZHImIiEhwlHCI9CvKSuaWlaUkOvWykOhSkp2i30sREZmy9BdM5AwOuw27zeooRERERGJHUIOCDcNIAn4NzAbagduBMuBewAP8wzTNL4cqSBERmZind9fznhWlVochIiISdA/Hx4FO0zRXA3cAPwbuAz4MXASsNQxjSWhCFBGR8bpoTh6gxQ9ERCR6BJtwLATWA5imaQIVwA4gF0gAkgGt5SgiEmGLS7KYU5BmdRgiIiKDgl1ncSdwvWEYjwOrgBJgL/Ak0ATsAqpHOrCqqirIJifH5XJZ1rZEzmSvc0tLCx6PV78rUSzeXsvVxxrpc7sn9Jh7e/tobW2b0s9TvF3neKXrHPt0jQWCTzh+RaBXYwOwGTgA/AewyDTNOsMwvgt8lsAwqyEqKiqCbHJyqqqqLGtbImey1zmn2kPrvg4KS2eTl54UwsgkVOLptWye6GBvw0Fy0xIn9Jhtf6tnc203CXmlzC1MD2OE4RNP1zme6TrHPiuvcWVlpSXtynDBDqlaCWwyTXMt8BiB3o3O/n8A9UDOpKMTibBpmckA/O7VIxZHIgLtLjcAd66bN6Hj3r08MFn8RJsr5DGJiIhMVLAJRw1wm2EYW4C7CaxS9VngWcMwXgTWMkLvhki0u+PyuQC4vT6LIxE5rTx/Yr0UAxPHRUREokFQQ6pM02wE1p21+bH+fyJTls1mw6lCHCIiIiIho8J/Imfx+Pz8ZMMBvD6/1aGITMpfK49aHYKIiIgSDpGz5aYlAnC8tcfiSESCU5abCsCrB5stjkREREQJh8gwX7xWK6bI1FaYmcy7LpiBQ8MDRUQkCijhEBGJUr1uLV4gIiJTnxIOkbMMfCn8vef2WRuIxL3/eGQXAInO4N6q61p78GjFNRERsZgSDpGzrDUKAWjoUA0DsVai0056kpMLZmZP+NjkhMDbu2rKiIiI1ZRwiJwlNy2RFWWqWynWs9lgrVGA0zHxt+rPXWUA0OnyhDosERGRCVHCISIShdp63Bw81RX08RnJQZVZEhERCTn9RRIRiUKPbj8GQHZqgsWRwKaaRl6obmBBUQbvWVlqdTgiIjLFKOEQEYlC7v7J3v9x9QKLI4EfvVDDa4eaSUlwKOEQEZEJ05AqEZEoZrdZX0vD3/+/z+8/534iIiIjUcIhIhKF9NleRERihYZUiYzA5/ezeX8TVfXtVBRnWh2OxBm318c966uByfdwNHX1Dd4+2txNQUYSfV4fDe29g0vnutw+nP0FaBx2GzlpiaQnnf7zUN/WAwSSoGMt3Xh9fvx+KMpK5lhL4L6yvFQSglhNS0REYp8SDpERXLmwiO21rdQ0dCrhkIjrcXsBWDoji5RER1DnsPUnKg+9cpjPvc1g26Fm/vmhbayZX0BtUxeHm7pHPbYkO4XNd10OwIbqBo42B5KKPq+PS76zYcRjPrh6Jt+8cUlQsYqISGzT11EiI7hy4TSrQxDhHcumB32sw27jpgtKAOju89DSHejp2H+yg5Zu95B9l5RkDfm5rrVn8PbAcfd/4AI+fmn5sHaKMpMpzEgadk4REZEBSjhERKJMa1doPrxfMHN8BSyLs5LH3GfR9EyWj1AQMyPZqZofIiJyTko4RESizH3PmgBkJltfg0NERGSy9LWUiEiU8fp82GzwruUzQnK+T/y2kvaeQK/J8TYXDvvYE9Hf88AWALYebh5XG1sONPG95/bx71fODz5QERGJSerhEBGJQnML0seVGJzLqvJc1swvICXBwbTMwLCpFWU5rCrP5abzS8hMdjI9K5n3rCjl5jOSG2NaBg67jSPNXYPbirNSWDojmzXzCwa3rZ6dy83LZ/DuFaU47DYeqTw2qXhFRCQ2qYdDRCRGzZuWwW9vvXBc+65bOI3/eveyIdv+3xN7+O2WI9y2dg6JTjvTs1NGPd/+hk62HGiadMwiIhJ71MMhcg73Pl0V1vO/UH2Sm3/6Cp/47ev0eXxhbUtERETECurhEBlBWV4qAKc6e8PazvNVDbx+pAWAk+0uSnNTw9qeSDjVtfbQ7nJrsruIiAyhHg6RESQ47Hz80nJVTpa4lpuWCEBe///nkp0SSDL+uLU2rDGJiMjUox4OkXPo7vPi9/sHqzaLhJvf76fmZCd+qwMBPn35PN51wQxm5KSMue/nrzb4xaZD9Lo1NFBERIbS17cioxjo3XjgxYNhOb/f72ejeWrw52f2nGB7bUtY2pKpY8fRVmoaOun1eK0OBbvdRmlu6rgSboeSchERGYUSDpFR/PNbygFo6HCF5fz7TnZS19oz+PO3nq7i1oe2haUtmTo6XB4APv+2BRZHEpwHXjyA3x8N/TMiIhItlHCIjKIgI4mM5PCNOhxYleqH7zufV//zCt67olQrVcmgkuyxhzFFE4fdht0GXX3esC+2ICIiU4sSDhGLpSY4KMpKJjNFU6pk6rLZbHzjhsVWhyEiIlFIn3BEJK61dvfx/p+/RrvLDcB7V5RyxxXzLIvn+8/ts6xtERGRcFAPh4hF7n7qTQDs/a9Cu81Gd5+XC7/1D1q6+iyMLL4ca+nhzfp2ZuSk4HJ7ecXiatnH++f1LCjKsDSOyRiYhyIiIgJKOEQs09n/oWxVeR4At1w4k7ctmkZDRy8NHRoDH2m3vqWc2fnpVoeBw27jPStmkJY09Tqg05IcANzzdJXFkYiISDRRwiEyBq/PT6/Hi8/nx+UO/B8KNhusqygc/GBZnp/GDeeVhOTcIla4ful0bDYI0UtERERixNT7Ck0kgpx2G7/dcoSHX6vF2/8p6sqF0/j5h1dYHJmESuWR07VP/PjZcrCZzl4P6RHuYdjf0MmWA4109k7d4UgJDjuLp2dZHYaIiEQZ9XCInMP33nMet62dM5hsANQ2dYe93Q1mQ9jbkIA/bK0FYHp2ymBv00YLnv9711fzlSf20uHyUJQ1tZbEFRERORclHCLncNmCQj60uixi7ZXnpwHw9O76iLUZ7xx2G2vmF7C4JIuvXL8QYEiCGSken4+FxZlUfnkdd66zbpWsyfLj54XqBo40dVkdioiIRAklHCJRpKI4kzXzC7DbbFaHEjdsNkiwB55vq5/1BIeNvPQkbFP4+q/uXwSh+kSHxZGIiEi0UMIhMkHmyQ59exsj9p3sYE9d+7DtqvgevHdeoIUPRERkKCUcImPITUtkeVkOZXmpzCkIDHl6vmpyY/y3HW5m7/F2reZjsdcONQOwenbgW/kER+At8fN/3WVZTCIiIrFGq1SJjCE5wcEjt10MQFu3m2XfeHbS56yuD3yrfuP5+jY4Ggxchxk5KZTmpnC81WVxRCIiIrFDPRwiFrp4Tp7VIcgZbDYb1y4uJsExdedQiIiIRBslHCJBqG0O/9K4En7bz6jBcSavz88TO+s41BiZuTpur4/N+xvRCDsREYlFQQ2pMgwjCfg1MBtoB24Hfn7GLguAh0xOq2k1AAAgAElEQVTTvGvSEYpEkQRn4Jvvh145zBevrSDRGZ6cfefRVlq6+shJSwzL+QU8Xh+P7agDIDXRMbg9Jy0Rt9fPZ/64kwvLc/nzJy8Keyybahpxe/34/Eo5REQk9gT7aenjQKdpmquBO4Afm6a51jTNtcCtwDHgm6EJUSR6pCY6ual/FZ5w1WrITw8kGc9VnQzL+SVg4Or981tmDRb8A/jEpbPZ8Lm1rJyVQ2+EVqvq9XgBuPuGxRFpLxJ++HyN1SGIiEiUCHbS+EJgPYBpmqZhGBVn3Pc/wH+Yptk50oFVVVVBNjk5LpfLsrYlciJxnbNtPQBUm9UkB9nDceJEGwA1+2o4leIYct+Nsx08uh3q6o5TlTbiyyiuheoae/oTRm9324jn87tduHp9EXnfOHYsMHSr/ugRkrtOhL29cBpYUvjwqc5JPXd6z44Pus6xT9dYIPiEYydwvWEYjwOrgBLDMBzAIiDTNM3nRzuwoqJitLvCqqqqyrK2JXIicZ0LGw4AzSwwFpCS6Bhz/5G83noYaGLe/HnkpycNuS+7rQeopbi4mIqKmZMNN+aE6hq7vT7gEIUFBVRUDK/snbalA7fdHZH3jSPeeuAk5bNnU1GcGfb2wu3DF/n52xvHJ/Xc6T07Pug6xz4rr3FlZaUl7cpwwSYcvwIqgA3AZqDSNE2vYRgfZOhcDhE5i9/v52t/e9PqMGLKlgNN/Mv/VtLW4wYCtVOau/oASEt0kOC0Y7fZ6HV76erzDjl2tKrePr+fN462svVQM9sON3P/hv109XlJctpJdNr50rUV/OD5GjpdHu66dgE/en4/JTkpXDQ7j19vPgRASqKTzl43D35oBfsbOvnvZ02AwRh+cMt5+Px+vvjoHgBVmBcRkZgU7ByOlcCm/jkbjwEH+7dfATwTgrhEYpbb68fr85OS4CBPk8JDYv+pzsFkAxhMNgDecd50WrvdNHf1UZCRNOzYdyybPuI5372iFIADpzrZU9c2mCRkpiTQ4fLw4r5T1Le56Oj18PK+Rk60u6g80sLuujZSEgPf5TR29uJy+6hp6GTv8XZsNhtXLpw22Eb1iQ6q6zvo8/r47JXzmVuYPvknI0q0dLtpOeM6iIhI/Ao24agBbjMMYwtwN/Dv/duLTNNsCklkIjHuU5fPHfXbdQmdz1wxf/D2gqLhw5VKc1NHPO7CWbkjbl9QlDFmmyU5KWSmJAzbnpWSwMcunT1se4LDxh1XzMNhj43fh7y0QGL361cOWxuIiIhEhaCGVJmm2QisG2G7yiZL3Ojz+kghuDkcIrHsjsvn8v1/7BucQC4iIvFNhf9EJmhgZap714d31Y0XqhvCen4Zn9+8cpj1e4avHFVV3z54u/rE6dv7G4avLPbs3hPsOtY6bPsr+xvZcjD2OoXtdlvYatSIiMjUo78IIhP0npWBsf1dvd4x9gxORnJgKM6zb6oOx2QtL8shOzWB8vw00pOcrCzPZXZ+GqmJDrJTE7jqjPkUZ8tODVyH6hMdg9uSE+ysnp3H4pJMTnX0kp+eSFZKAqc6egf3ae3uY2lJFktnZA1+6N5T18bx1h6WlWZRlJU8uDLZ/oZODjR0smxGdjgevqX6PD4eePFA2OrViIjI1BHsKlUicSs10Ul5flrYzp+e5OS2tXP46cYDYWsjVm370roRJ4Zv+NzawdsfvaR8XOdKTnDwb+vm8T//CBSwe+S2i1lelgPA7ZfNnVScr3952IjUmJOTmkBLt5tjLd2U5YXv9SIiItFPPRwiQfD5/Ty563jYxqgnOvTSlKntK9cvtDoEERGJEvpUIxIEvx98fthR2zLhY9fvqQ9DRPHL7/fzlcf3WB2GiIiIjEIJh0gQ7n3XEoCgxqe/aJ4CYM28glH3cfYvj3r/xv1BRBdfPP3XIDPZSX56aOuaJDkdZ9zW22UwWrrdY+8kIiIxTX9BRYLgmGT9jNLcFJbMyBr1/vf2T0yvbeqeVDvx5BNrZoe8rskHVs/kx+8/n1/90woWTR9ew0NGl5YUmCL47afDu5qbiIhEP00aF4lChZnJTMscPvlZIiszOYHrl45ciVzObV3FNDKSnMRILUMREZkE9XCIRCmvD7Yeasbv17Ki5zJS3QuxnsNuo0K9QiIighIOkajV0+fhYGMX5smOsXeOY7/cdAhAS6+KiIhEKSUcIlHqW+8MTEzv6QtPgcFY4fP7mZ6VzNuXaeiTiIhINNIcDpFJeO1QMyc7XCyfmcvMvNSQnjurv9K1jM2uiQIiIiJRSwmHSBDy+pdf/cHzgSrUb51fwG9uvXDM49p63Dy6o46S7JSwxiciIiISLTSkSiQIcwszWGucrqPR7hpfrYHq+nYAysbRGzLwnf13nqmecHwi0aK7z8ubx9t583g7nb0eAI40dVFzsmPMBRFauvoGjz3V0RuJcEVEJAzUwyESpNzU4IvMfeqyuWPus7wsB4Dmrr6g2xGxUnKCg62Hmrn2hy8DcOm8fD53lcENP9kMwH03L+XdK0pHPf7G+zdzpL8WTUayk11fvSrktVZERCT8lHCIRKmM5ASuXlTEocYuq0MRCco9Ny1h97E2AH70Qg3tPW7aek73Bp55eyRtPW7WGgWkJzl5clc9fj8o3xARmXo0pEokSGd+07qjtpXqE+1jHnOkWZXDQ8nj9fH3PSdQqZLoVJKdwtWLi7h6cREFGcEVsizLTWVeYUaIIxMRkUhSwiESpI9dWs7tl80ZnAB+rLlnzGO+9+w+ADJTtAJVKOyqa6Orz0uf12d1KCIiIjIKDakSCVJFcSYVxZlcvaiYt/9407iOSUqws3RGFotLssIcXXzweANdG/fdvNTiSGQsfj+8cayNO/6wY3Db95/bxzefqgLgvNJsAOw2+OxVBkeOd9PaPXTI1fo9J7huaXHkghYRkZBQD4dIBNltNmapInbIJTj0VhbtLp2XD5yet/GOZdPpOqOoZUt3H5kpCew42srLNY1srw/0GL5tcRGXLQisCLfRbIhw1CIiEgr6Ky0SIn/YWsv+hk6rwxCJSmdWgn/38hn88H3nD7n/XRfM4Le3XjgkeUxy2rl4Tj5LZ2QzPSs5YrGKiEhoKeEQmaTp2cnMykvl+eoGHt9RN+I+D750gBXf/AdHmromtMqOHz/myQ4qjzSHKFqR2OD3++nqr+vhcnsHa3yIiEj0UcIhMkl56Uls/PxlOO02/Iy8XNL2I624vT5uuXAmH1pdNu5zX7skMF79jaNtIYlVZCqoPtHO4Zah9We8fj8vVDfg8wVeY9//Rw2Lvvp37t+4n2Vff5bFX/07v3v1iBXhiojIGJRwiERIUWYy337nElbMyh33MWvnF4YxIpHISUtykpwQ+JOT379E7sLizMH7B5bNLUhPYqN5itfreshPP72Ubq/HR1NXH3uPB5afPta/xPSuo230egKrlNW1jL1SnIiIRJ5WqRIJEY/PT32ry+ow4sq+kx1WhyDjlJ7kZOuX1tHh8lCcGZiP8djtF9Ph8uD1+SnsTzie+/c1tHS72V+zn5XLKgaP/+67lvKJ31XS5/WOeH4REYle6uEQCaFHd9TR3NU39o4SEj/deACA7FTVNZkKMpMTKMlOwW4PTGRKcjrIT09iWmbyYCHN1EQnJdkpFKY7SU08/Z1YcoLDkphFRGTylHCIhMitbykHGJzIKuGX6LRz4axcFk1XXZN4ce/6aj7zxx1sOdgEwM6jrYP3PfDiATwqAikiEnWUcIiEyMLpmWPvJCFls0FhZtLYO8qUN7cwHYBth1t4YufxwR6PtCQHi0tOv/aOaR6HiEjU0RwOERGJetOzU7huSTFP7a4H4G93XEJ60uk/YY/tOMadf3rDqvBEROQc1MMhEmIPv1Y75OdjLd08s/cEPv/IS+aOxz3rq/BP4ngRERERqyjhEAmRC/uXu911rHXI9pr+6uMXlo9/OdwBmSlOkpx23F4/PW6tziMyliYt2iAiEnWUcIiEyMy8VFbOyhn1/puXz5jwOW02G/9+5fzJhCUSM9KSAvM2Ep12nP0rXQ3e17+i1b3rqyIel4iInJvmcIjIlORyezl4qmtI8TiJbf/v7Yu4eXkphRlJw5bJXVcxjayUBOw22yhHi4iIVZRwiISQ3w+vHGjC5fYOfiB6tX/5Tgmtv1QeA1SfIZ6kJzlHHZpot9tYUJQR4YhERGQ8NKRKJIQGvl3daJ4a3PanbUcByE/X8q2h1NMXqHdy1zULLI5EREREzkUJh0gIfePGRQD0nVF8LMFh58bzplOam2pVWDEtRT0cIiIiUU0Jh0gIOe3DX1J2m4b9iIiISPxSwiESZn0e39g7jcNzb54MyXligcfr49tPV1sdhoiIiIyDEg6RMPrL60dp6XbjsAe/cs6q2XmAEo4zdfUFapKUZKeQlqS1L+S0Q41dKpIpIhJllHCIhNHRlh4APrFmdtDnOK80m9n5adi03Ocwt15SbnUIEkW8Pj8NHb1sMBusDkVERM4Q1FeDhmEkAb8GZgPtwO2AH3gASAR6gVtM09R6oCJAWV6a1SHEFLc3NMPUJLZ89iqD9/38Vdp7PFaHIiIiZwi2h+PjQKdpmquBO4AfAw8CXzZNcw2BxEPlkSVuVde3A7D9SIvFkcSmbz0VqCadnKBOWjmtKCvZ6hBERGQEwf61XgisBzBN0wQuAAqBtxuGsRFYDWwNRYAiU0lmcqDT8P6NB2ju6mPT/kaLI4pNLndgDsdN58+wOBIREREZS7CzLXcC1xuG8TiwCsjv/3cH8GXgF8BHgF+dfWBVVVWQTU6Oy+WyrG2JnGi4zpeWpbHlaBd7qkwAPnJ+zqRj6u3ro72tzfLHFg1cLhftHR2UZSdw+MA+q8ORMAnmtVzX7gbg20/uwUhuD0dYEmLR8J4t4aVrLBB8wvEroALYAGwGXgcM0zQ3ABiG8SRwJSMkHBUVFUE2OTlVVVWWtS2REw3XecFBP5X1tcybNxeopaJ8BhUVMyd1zqSnTpKZlWX5Y4sGVVVVZGb4SHJ16vmIYcG8lud6ffDYURq7PfrdmCKi4T1bwsvKa1xZWWlJuzJcsEOqVgKbTNNcCzwGHAD2GYZxaf/9a4C9kw9PRAB8fj9/e+M47S631aGIRK0Eh51PvnU2CQ7N7RERiSbBvivXALcZhrEFuBv4d+CjwD2GYbwKFAE/D02IIlOLzWaju8/LVd97qf/nyZ9zYDLsnmNtkz+ZiIiISAQFNaTKNM1GYN1Zm48Dl0w6IpEp7ublM3jwpYN09AaW5rxsQeGkz3nnuvm898FXJ30ekXjQ6/HR0O6iMFOrVomIRAP1O4uE2PxpGWT0r1Z1Xmk2hRn60BNqbT1uVExaRjLwenvwpYMWRyIiIgOUcIhMISfaXVaHYLn9Tb28cqBJxf9kRLe+ZRag4pAiItFECYfIFJCWFOgxGSh4F89aXYEaHB+9pNziSCQa2Ww2slMTrA5DRETOoIRDJAwqijJx2m0sKMoIyfkWTc9kQVEGyQmOkJwvFiwqybI6BBERERmHYOtwiMg5/PlfLgrp+Ww2GwuLM9l2pDmk552Kapp6rQ5BREREJkA9HCIypTy6N7A0cG5qosWRiIiIyHgo4RCRKSXBYePKhdOYlZ9mdSgiIiIyDko4RGRKsdvUuyHn5vX6efVgM36tnSwiEhWUcIiISEzp6vNgnuzgUGOX1aGIiAhKOESmlKPNPfh8+tZW5FzuvWkpAC63anGIiEQDJRwiU0SiM/ByfXhrrcWRiES3zBTV4RARiSZKOESmiDuvnA9Ae4/b4khERERExk8Jh8gUkaOJ0nT3eWjq9lodhkQ5my3w/31/r7Y2EBERAZRwiMgU8rstRwDITFHNUhnd6tl5ADR29lkciYiIgBIOEZlCetyB3o3Pvc2wOBKJZlkpCVxmFAz2dIiIiLWUcIjIlJPo0FuXjO3gqS6t6iYiEgX0V1tEpgS/38+vNx+2OgyZQjp7PTy5u97qMERE4p4SDpEppt0Vn6tUNXT00qYVumScBobddcTp60VEJJoo4RCZIuz949F/9uJBuvs81gZjAX//yJhPX5SPTYPzZQwF6UlWhyAiIv2UcIhMEU6HnWuXFAHQ3aelYUXG42kNqRIRsZwSDpEp5KL+5T5F5NwykgPVxjfvb9LEcRERiynhEBGRmJOS6OAzV8yzOgwREUEJh4iIxCi75vqIiEQFJRwiIhLTNKBKRMRaSjhEZErYXttidQgyxSQ4Az0c339un8WRiIjENyUcIlNQV68Hj9eHz+enw+Wms9dDT5+XDpcbt9dndXhh8YettQCUZCZYHIlMFbesnAnAyXaXxZGIiMQ3p9UBiMj4OeyB7wjeet9GlpVmMzs/jcd21A3ZpyQ7hc13XW5FeGFlt9lYVprN0qIUq0ORKSI3LZHpWclWhyEiEveUcIhMIdctLcbt9fHEzjpqm7tJdNiYlZfK4aZuABYUZVB9osPiKEVERERO05AqkSkkKyWBj1w8i4rizMFt07NPf+Nfnp9mRVgR0dTVe7rcuIiIiEwZSjhEJOptPdTMnrp23F4lHCIiIlONEg6RKaq9x8P+hs4R7/vPR3fT0+eNcETh09TZC8Bta+dYHImIiIhMlBIOkSlo9ew8SnNTyElLZM38Am66oITzZ2bzjmXTKclO4Q9ba6k60W51mCE3b1q61SHIFOMHvBqKJyJiKU0aF5mC3r5sOm9fNn3E+1ISHfzTr7dFOCKR6NTn8fHo9jruXDef0txUq8MREYlL6uEQEZGY9c7zSwBo6FAtDhERqyjhEIlRDe29VocgYrk18wusDkFEJO4p4RCJMelJgZGS96yvsjgSERERESUcIjFneVkOM3NTSXLGzsvb49OkXxERkakqdj6RiAgANpuNhcWZ2LBZHUrI3PmnnQA47XrLEhERmWr011tEol6i005+eiJzCmK3krqIiEisUsIhIlHPabdx/dLp2Gyx02sjIiISL4Kqw2EYRhLwa2A20A7cDiwB7gOO9u/2VdM0XwxFkCIiIsGw9yep3/jbmzzxqUssjkZEJD4FW/jv40CnaZqrDcMwgB8D24AvmKb5SMiiExERmYQLyrIB6Oz1WByJiEj8CnZI1UJgPYBpmiZQASwHbjUM42XDMP7bMAxVMRex0JHmLnxa3UniXGqik+uWFGs4noiIhYJNCnYC1xuG8TiwCigBfgA8BhwCHgD+hUDPxxBVVdbUBnC5XJa1LZGj6xzQ1dmBy+3jx09t48q5GVaHM2k+n4+Wlmaqqqp0jeNEKK9ze3s7vb19+r0Jk1aXl9YeL9MznSQ6JvY9pl7PsU/XWCD4hONXBHo1NgCbgUrgl6ZptgIYhvEE8K6RDqyoqAiyycmpqqqyrG2JHF3ngK/ll3LFf79Iek4BFRXlVoczaXZ7LTk5uVRUVOgax4lQXufM7T0k9XTo9yYM/H4/y77+LO0uDzeeN53/ueX8CR2v13Pss/IaV1ZWWtKuDBfskKqVwCbTNNdyuldjl2EYM/rvv4JAEiIiFshPS7I6hJD587ajtLs8OOwaEiMSbfx+aHcF5se09rgtjkZEolWwPRw1wN2GYXwOaAU+CiwGHjUMowd4E/h5aEIUkXi2/1QnAB9cXWZxJCIiIhKMoBIO0zQbgXVnbT4OPDvpiEQkZH656RC5aYnceH6J1aFMSkqCg/J8Ff0TERGZirSSlEgMykxx8v5VM3lsex3PVzdM+YRDZDL8+Nnf0MmWA01cNCfP6nCmhEONXXzx0d30eryD265eXMQn1swZst8ze08M3t5onuJYSzczclIjFue5+Hx+Pvbb1zna3M2tl5TzvgtnWh2SSNxSpXGRGGSz2fj2O5dQnJVsdSgilnvn+YHphXuPt1kcydTxxtFWthxswmazkZbk5FBjF397o37YfhuqGwBYVhqod7KnLnqe4263lxeqG6hp6OTlmlNWhyMS15RwiIhITFs9O9fqEKas/3r3Mn730VWcPzNn1H2mZyVz701LIhiViEw1SjhEYpjP7+f5qpN4vD6rQxERiSifX4VPRaKF5nCIxDC31093n5cdR1tZOSu6vuV9aPMhXj/SQkl2CifbXSQ5HXzp+goykxOsDk0k7r1+pHnYtt11bXS43Lxc00hXrwe/H/5SeYxpmaeX4d5xtJWrFxdHMtRRfWd99eDt9XtO0OfxkejU96wiVlDCIRLDvvOupXzwl6/R54m+Ho4HXjzIiXbXkG3vOG86b5mbP/hzh8vNgy8dRCU4RCLrf1+tBSAzOfAxIan/g/o3/vYmf6k8NmRfl9tHdmrgi4Jfbz7Mf14THYX82vrrghRmJNHQ0cvrh5u5+Iz3FxGJHKX6IjFsqn+bd6qjF4CL5+hDgkgkOew2bllZSl56oPfi/719IQAd/UX+7v/ABYP7fvfmpRRnpfCOZdNJckTXe87sgjR+/P5ArG6fhliJWCW63hlEJCx+/1qt1SFMyrtXzLA6BJG44rTbyEo9PbzRcVY3Y2HG6WFUKQkOAHJSE3A4oq878uzYRSTyNKRKJIYNFMvbUdsS0XZfPdjE7Q9vp6mrDwgMy3j/qjLuumYBAM/sOTFsOBVAfdvwbSKh8s2nqrj1LeXY9QE0Yp7cdZxHKo8xuyCdVeW5fOvpKgAunZdPXUsPnZ2dfLgvi+oT7dS3uXjvilJ+/vJBpmUmc6qjl9y0RDp7PSQ67Dy6o47rlhRz942LyU1LZMuBJn65KbBvY2cvX75uISXZKXzxsd30eX08uat+SMFQTSIXsY4SDpEYVpCRxE0XlLD10PAJoOFU09A5mGwAJCc4eONo6+DPVfXtAFQUZw7eBvj201XcvFy9GRJa6UlOslISaOtx09XnIUMLE0yY3RZI0v7+ZqDQn81mI8Fhw+31D943kke317HBPMUG8xT7TnZwpKkbgCNNtSQ4bNht8Mj2Y2w0A3Uyevq8/KOqYdTzPbW7nvesLOWt8wv4+94TQ/Z926Iikubl88dtRwe3leen4exPMD//l128/uV1QT4DIjIZSjhEJOxm5aWNuP3Pn1zNm8fbKcxM5l8f3k57/yRPkVCy2WzccflcvvlUldWhTFl5aYl8/R2LONHuIj3JyZKSLB788Ar21rWxvGz0Gh3nUpCeRLozvL0Ot62dw6LpmSQ67Fp8QsRCSjhEJOTqW3vGtV9GcgKrZucBUFGcEfGeGBEZH5vNxkcunjVk22VGIZcZhdYENAFOh50bz5/OyzWNVociEreUcIhISHl9fu7feGDY9iNNXdyzvgr88LOXDloQmYiMR1uPm94gl9Ju7XbT4XKTkZyAx+tj2xlfIpwcYd4WQGNn75j7nKnySAu9bi+1zd1Dtu+ua8OrlahEopISDhEJqYGJmSvKcth/qpOKokyMogzeONbKQ5sPn/ODzLGWHjbVNHLJvMAyuD97UYmJSKTdv3E/wISLcGamBPb/5aZD/Nu6+bxyoImOXs/g/ftOdg7bP8XmYUfd6Xlc22tbGcsPn68ZcfuvNx8eHtMZj6G+zcX3n9vH0f5EJSctkS9eW6FVrEQiQAmHiITFWqOAv9528eDPX3vHIgCu/p+XqD7RwT03LRmy/03nz+DR7XXsPNoymHAcbAx8QLmof9iViISfq88LwCfXzJ7QcZ++Yh4/emE/Pe7A8QP//+Hjq8lOTcDr8w8WEOz1+JiRk8L+mhqS82dgt9lw2G24vT6SnHZ6Paf/T3Ta8fr82GyByetnFjI9e18Ap8OGzwepiQ5m9a9StXJWLn9+/Rg/eL6GJKed9CQnTV19fGDVTGYXpE/uCRORMSnhEIkDx1p6ONTYNWSJyGizanbusG02bFw0O4/CzGQLIhKJX9mpCTgnWMQvwWEfTCjOlJnipKI4c8Rj0hLtVJRkBRXjRNy8fAaf/+suAC6ak8c7zy/hM3/cGfZ2Y9X+hk6e3l1PYUYSt1w4k2f21HOqo5cPri7jheoG9h5vx+mw8b6VM60OVaKEEg6RGLe0JItHt9fx9O56br9srtXhiFjqqV313HKhPgSJTMYvNx3iD1sDBWUvX1DIv/zvdgAunVfAXY/u5lRHYF5OVkoCF4yca0qcUaVxkRj3/lVlVocwRHZ/9eKRvgkFeHJXPQAdLjdbD2vVKgmNi+YEhuW9vF8rFYWTzQa/eeUwK775HJ/78xuBbUTvHIk2LcUdFN8Zk/O9/qG3fT4/Vy8qGrafxDf1cIhIRN138zJ2Hm3lyoXThmx39BcPqz7RQUtXHy/VBAqBpSU5Ih6jxJ5F07OYUxC9QwpjxZeuraD6RMfgz5kpCcybFh1zJFISHPS4vaQlOklNDHz8+dZTVUPmmklonKMWpMQpJRwiElJjLUtZmptKaW7qsO12u42vvX0hX/vbm3h8fjzewHm+cv3CsMQpIqH3oYtmWR3CiGw2G3+74xLq23pYPD2LzJQE0hId56ySLqPrPGP1sabOvsHbLV19gysVAnT0euh2B7fEssQWJRwiElLfeaYagCTnxHsmHCNMUo3m4Rgisaj6RAdeb+wNhZlbmM7cwtO9LUtmZKERPxNX29TNU7vrB3++/kebBm/f/MAWAFISA+//333GJNFh46WyORRlafGPeKaEQ0RCamBM9C0XlgZ9Dpfbi8enb8VEIq22qZvXDjWrNoWMqrErMCH8o5eUM39aOn1eP30eH70eLxnJCdiAdRXTuHpRESc7euluaaAgI8naoMVySjhEJORm5KSQMcGiYQDO/g85a/9r4+DQLKdDH3xEImVgqMx/XrPA4kjCz++HrYeaMU90YBRlWB3OlHPpvHzWGoWj3l+UFZg4XlXVrQRWtEqVSLwYWMIwml27pJjb1s4ZTDbK8lIpVje8SMTNyBk+zyrWrJlfAMDe420WRyIS+5RwiMS4gV6DYy09NHf1jbG3tbJSErhuSfHgz9ctKcamSZ0SIn5/oA5Ha3d0vw4kMq5fWjz2ThH0sxcPcMuDW/jAL16l8kiL1ekPUegAACAASURBVOGIhJQSDpEYZ7fbuPuGRQBDVg8RiTdleYFv7XfX6RttiT6PbD+GeaKDzfubeLl/WXCRWKGEQ0RE4sLtl821OgSJQi/ti54P96vK86wOQSQslHCIxBHPBJa67Or10NY98Sq83b1eJtORUpqTynml2cwtTGflrNzgTyQicg7ZKYkAPL7zuMWRTC3qKJdgKOEQiQOJzsBL/e6n3hzX/gdPdbLs68/+//buOzyO+s7j+Ht3tdKqF8uSLDe5juWKMcamBJvEBEwJIeFCkodwuZQ7clwJFxKSC9zlgFzIhUtIJXmSg5RLIYEEEojphgMDAcsYG1se9ybLklWsvtKWuT9GkpssS+vdndXO5/U8fh7t7JSv/JNG891f+bLormd4pObgiK+z+0gnT205TF8k9iVtC3P8PHbLRTz3Lyu4dM7pV0ARidW+5m6nQ0hZ3X3hM++UJgpz/HziommkwgJK3X1htjd0Dr7+y+4WB6MZ3pf/sBlAK0/JqCjhEHGBaxZVAtAbioxo/6bOPsL9K0UdbusZ8XWa+ivOfmz51FFGKJJ4A0s13/eM6XAkqevfHt8CQMDvjseDLL+XDK/z3+vvN9QBkNNfMO+13c0pu8jHwCqC6oGW0XD+t0xEEi4nM4N5lQVJu96SqcVJu5bISBkV+Zw7pYhAhs/pUFJWhs9Dtt/HxTNLnQ4lafoiUV7d1eRoDL1hu1f4y1dVc/sVdg2UvnBqFj/1eGD1/AoCfv0eycgp4RBxCcuC52ob6Q2PrJdDJB1NH5+noSDD8ADLppeQ4XPH48FFM+zEas3mww5HYsvweSnKGV3R1GjU4rmtDTz2Vh3rdjqbOImcjiqNi7jMa7uah60Oe7L7ntnO3uZuZpblcfOKGWzY38qP/28363Y2sWRqMXMrC7jtvQZ3P1HLg+v2JDBykfioO9rDvuYupo7LdToUcdjFs0opyc10Ogz+5+XdMR9be7idT/18/eDrDXdelhLfk8jx3PERhojwnx9YAEBoFCtVDXik5iD3rtkGwFPvHGbNO4dpD4ZZax7h+2t30R4Mn5BszCzLi0/QInE2MLTwj1qZSFJEV2+YQ21BAHIzfQz0v33nhR0jOn5gONa7Ztm9Nak6FEvcTQmHiEtkxDCM5Ip5FaM+ZlV1GeUFgVEfJ5IMN11QBYBW9pRU869XziHD5+U91eUA1LWOfMEOgNxMDVqR1KWEQ8RlIlGLaHT4xy1LC62LiDhifH4WiyYXjXj/x96qS2A0IvGhhEPEJbweu4fj5v+tYck9z9IRPH1Rvy+dZp31F81GDrScWsNAExVF0kNLd2ouxZrOuvuGWMjDstjR0DGiD39e3dUMwKxyeyjrim+spfrOp7jo3hdoH+Y+H4uXth9he0Oniv/JqKn/TcQljIp8vnLNXF7b3czTWxo42h0arEtwsoEekBWzx/Pk5vrB7R9/6M0h9//7X24Y/Lo4R5MVRcaiZ7c2cKClh2mlmoOVTAPz47KPGxIVilgcaguybmczF88afolib/8ytX99YRVRyyIUsZOVteYRmjp6KTjNfT4WOxvt4oQfXTYlbucUd1DCIeISPq+Hj180jbyAn6e3NAy7r9fj4ZpFlVy/ZBJzKwvsYViWNTjufUJhgNauEOUFWRxs7SFiWYM9KEZ5foK/ExFJhCMdvQDcsnKGw5EkVzgS5Rev7+OOq6vJcqBGy8BS5R86b9LgtttXz+GvH3xj2J7ok5XmZfH5y+0aHo9vrGOteSS+gR5nNEO+REAJh4gMw+v1MH9i4ZDvTSjMBmBcXlYyQxKRBKsqdddywePysmgPhtnR0Hna+12iTR+fe0KyU14wsvtqOBJle0MnM8arV0pSm+ZwiLjU99fu5Eu/38Tmg2184+ltfOGRt9mwv5W9TV3sbupyOjyRhHp0w0GnQ5AU8aXVc5wOIWYDP8enK9T4k1f20NJ1bF7Ok5vq+eaz2wmGYisA++s39sd0nEhMPRyGYWQBDwHTgXbgFtM0d/S/92VggWmaH45blCISN3Mq7CFPv3nzAABHu0Oseceusuv1eJjW/+nmgokFzgQokkAD6yDsa+6mqbOXUvXQiYMOtwV5YlP94H13tDp77cThC5cbJ2yfXppHSW4mv/rLfpZWFXPdYnu41i2/sufbXTKrlPOqSkZ1rZ6+yOAcjpzM5A89k7Et1h6OTwOdpmkuB/4R+B6AYRirgdVxik1EEmD+xEKWVhUPvj5+tZHjv75x+dQkRiWSHB6Ph69eNx/gjMtDi7s0dyV/ha6BB/jFU85uTkRB9okTwxdMKuSxv78IgOgQdQBj+dEfmMX3pdVz8J+mR0XkdGL9iZkLrAEwTdMEqg3DmAn8HfCV+IQmIiIikli5WfZgj68+udWxGD5yvlZ9kvQW66TxjcDVhmE8BiwDJgIPADcC1cMdWFtbG+Mlz04wGHTs2pI8aueR6e4+VsH2UPPRwa8372+kq8MeYmJuMwn4U+9TLLWxOySynQ/XtwPw/TUb+PDC4jPs7R51h9oA2LFjBy05yVlTJhV+n4ssi3HZPiKhvqTHsuugXddo79595PUcWz1wT6vd22Lu2U9VxtEhj41aFnc/sQeA7dtN8k4a5lTfYa9wtX3vQV6KtnJsnUHYtnMP+cHhVys82R9r7Z+PxsZGamtH3huUCm0szov1jvIgdmKxFlgH7ALKgIeBIqDSMIwvmqZ578kHVlcPm48kTG1trWPXluRRO4/MuNc6oDEIwKbDwcHtWxt72dpoL405d+4cR5aIPBO1sTsksp394zr57usvsb87Qz9L/SzLYvXP/gzAHGN20ua2pMrv8zlTu2joCCY9lo89+iwAs2ZMo/q4pWYDTV3AQe5/tYnPvm/ZkMd29YaBPRRm+zlv4Tw8nhMLtZa0B4ED/OjNZn70ZvMJ7z2w/ig3XbZkVLH+YONbAHxkxQJmlo18VSwn27impsaR68qpYk04lgKvmKZ5q2EY5wEzBiaJG4axErh5qGRDRFLDfdcvZEt9O5GIhc/nIdPnZdvhDu5+wh5S8KHzJqVksiESDzPL8lg4yZnlT1PVwPyt2eV5mkifRFkZPgoCGSw4aTneqnE5zC7P42Brz2mOPOaWS2eckmwAlBcEWDyliLf2H+shuX7JJB6pOUhWRmy919NLc0eVbIgMiDXh2AHcbRjGbcBR4JPxC0lEEq2sIEBZQeCEbaHIsZmFcyq0QpWIG121oNLpEFzF44FVc8vxeT0nbfdw4YxSfn+WyzdfMH3cCQnHoslF9IajbKlrO6vzioxWTAmHaZpNwKrTvPci8GLsIYmIiEgytXQnf4Umt2vrCXGwtYfzp51+n/ZgmBfNRt7afxSPByJRi1XV5fSGo/x5c33cYtl8sI0397bYw8oqCvB4oKWrj+nj89jV2EllUYA/b65ncnF23K4p7qJK4yIiIi53/3PbASjM1mNBsjz8pl1EryQnc8j3JxbZD/cff+jNE7b/dv0BGtp7B19PKBxdEmBZFrubuth8sI0F/UML/+NPW1i/r/WMx2olaYlV6i1BIyKOWDipiGvPqeTKBRVcMnu80+GISBL1huwhlTddUOVsIA7a39yNZSXvibovbP+ff/4KY8j3P33J9CG3H59sAFyz6PTD4FYaZVw0cxwAS6uKWT6thJVGGQCv7W4a3C80wkzi3g8uGNF+IifTRxkiAkBJbibf/vBip8MQEYdUFgbwek+dfOwW7cEwT2yqH/YBPhG8Q0z4HhDwewmGTqzc5/GcWKR1OOdPK+GXn1p+wrbKomxu+93bo44TIMOrz6klNko4RETEld4+2MYnfvomFYUBmjt7ueOquUwuyXE6LHHArZfN5vltjbT1hJwO5Yzi1QkTPq5XIxQeohy5SBwpVRUREddZPX8Ck4uzeWFbI7/6y36e3tLA+n0tToclDikrSM2lgM/Uo5DpG/1j3ECPyn89ZdIXjvLyjiNs7S+GeSYnr6YlMlLq4RAREdf5zMoZfGblDGbfsWZwLL3IM1sbuHH5VKfDGHT/DeewvbGDQ0ftehxej4fyggCRqEVrdx+Xz6sY9TmzM32cN7WY9fta6QlFBmt93H3tPJo6++juC1NRmE1FQYD9Ld1MK81lf0sX2X6f6tdIzJRwiIiIiKvlZ/kB+L/tR4hErZT5JH/V3HJWzS2P+3lXL5hwyqpUl82toKIwcJojRM6OhlSJiIgAW+raeWn7EQ60dDsdSlJZlsWWQ+1EkrhCU6rJzvTxT++ZBZC0laqOL8gnku7UwyEiIq5VEPDT1GkvM/qTV/bwk1f2MGN8Ls9/bqWzgSXRtsMdbK1vpyDg7kcCfxJ7Ndp6Qjy/rREYfpWqRPv2czt468CZ62+InC13311ERMTVnvrsu2hoD/KtZ7fzXK39ALiv2V09HN19YQDuuHquw5G4x8C8oX96zyxHhm8NzMV4cN0evB44b2oxxbn+pMch7qEhVSIi4lqleVnMqyxkRlne4DYHP3B2VEWBxu8n2/h8Z1bHWlpVwuxy+2e+LD/AI5+5kKwMnyOxiDso4RARERERkYTRkCoREXE9D8e6NUIRiyV3PwvYdQe+dcM5XDSz1KnQRETGPCUcIiLieh88dyLdfWE217UxpyIfn9dDKGzx8PoD1Na3K+Fwkfq2oCsqzudk2o+AOVkaSiWJp4RDRERcb1Z5PnddO/+EbR3BEA+vP+BQRJJsA9XGv792J/d+cKHD0STeD29cws7GTqpK0z+5EudpDoeIiIiLtfeEnQ4hJdywdAo5mT5CkcTX4WgPhhJ+jTOpKAxw8axSJhUr4ZDEU8IhIiIyjEc31DkdQkLd+fg7gF38zu2KczKTcp2v/XkbAHkaziQuoYRDRERkCAG//TBYW99OV2/69gJkZXgZn5/FkinFTofiGpZl4fXANQsrnQ5FJCmUcIiIiAzB7/Nyx1XVAEStxA+zcYrH4+H8qhK8DhSgc7O5lQVk+PQYJu6gn3QREREREUkYJRwiIiJnEE3fDg5Jsr1NXTy/rZFo1OlIRJJHCYeIiMhp+PuHvNy7ptbhSCQZLMvi9d3NRBOYYW5v6ADgopnjEnYNkVSjhENEROQ0PnDuREBLx7pFdyhC3dEethxqT/i1rj1nYsKvIZIqlHCIiIicRn7Az8yyPKfDSKimzl6nQ0gZ/3ndAgCC4UjCrtETSty5RVKVEg4RERGXenxjHUe7Q3i0QBUABQF/wq/x+d9tAuzliEXcQj/tIiIiw7Asiyc319PS1ed0KHF3pMPu3fiHd890OJLU8seNhxJ27oDfy6Ti7LTvORM5nhIOERGRYUwrtR8MtxxqcziSxKksynY6hJQwdVwOAC/vOJKwa2T4vFxqlOFRt5K4iBIOERGRYdy8YrrTIUiSTC7J4eqFE1QEUSTOlHCIiIiIJEHNvpa0HJonciZKOERERIYx8Gn3Fx/d7HAkMtY9X9sIwKVzxjsciUhyKeEQEREZxvzKQgAiKjcuceD3eXj3nHKnwxBJKiUcIiIiw8jM8HL9kkn40nBcfyiiJEpEEk8Jh4iIiAuFIlG+/tQ2AHxaMSkp3tzboiRPXEkJh4iIiAv1hqMALK0qJjcrw+FoUsvuI10cbgvG9ZwN7UHe3Nsa13OKjBVKOERERFzsvXMrnA4hpUwvzQXgiU3xLf7XG7ITvDuuqo7reUXGAiUcIiIiLtTYHt9P8NPF362YAUDUSszQp+KczIScVySVKeEQERFxofuf2wFAUY7f4UhEJN0p4RARETkDD1B3tIdntzY4HUrcRCyLbL+P65dMcjoUV/j283aCp/n54kZKOERERM7go8umAFBb3+5wJPFVWRTAoyfgpDh0tAeAFbNV9E/cRwmHiIjIGSycVOR0CJIGzq8qYVxeltNhiCRdTOvgGYaRBTwETAfagVuACuA+wAL+bJrmXfEKUkREJBXUtfY4HUJc7Gvu4slN9VSNy3E6FFewLIvdTZ1MKdH/t7hTrD0cnwY6TdNcDvwj8D3gfuDD/dsuNQxjcZxiFBERcdTAoKOH1x+gPRhyNJZ42N/SDcBlc8sdjiR1PbmpPm7nWms20tDeSySqon/iTrEmHHOBNQCmaZpANbDMNM09hmHkAYVAc3xCFBERcZbX6+Fjy6cCEOyLOBxN/Fw+TzU4TpaZYT8avX2wja7ecFzO2RG0z3Pb5UZczicy1sRaWnQjcLVhGI8By4CJgGUYxnLgN8BW4MhQB9bW1sZ4ybMTDAYdu7Ykj9o5/amN3SEV27mILgB27NhBc87Yrsy9/5Ddw7F33z5ye5xbeSsV2xngk0tK+J+aFmq3meRmnv1017q6TgC6jtRR2zfk41HaStU2luSK9Y75IHavxlpgHVBjmmYEeB2oMgzjHuCLwL+ffGB1tTMVNmtrax27tiSP2jn9qY3dIRXbeUP7PqCJWbNmUVYQcDqcmFiWxUPr9lJz2J6LUjV1KtVVJY7Fk4rtDDChaTfQwmxjNgWBs69Tsr23DmhkxowZTB+fd9bnG0ucbOOamhpHriunijVtXwq8YprmSuAPwB7DMF42DKO4//0OIBqH+ERERFLKr9844HQIMWvu6uOuJ7by9JbDlOZlMqEo2+mQRMQFYu3h2AHcbRjGbcBR4JPYScgawzB6gXrgU/EJUURExHkXzigFYOOBVocjiV3Usictf+V987ixf06KiEiixZRwmKbZBKw6afPj/f9ERETSzrTSXBZOKnQ6DBGRMUeF/0REREQSaGCVKhG3UsIhIiIiMoT9zd1xOc8dj70DHFtyV8Rt9JMvIiIicpzy/lXIHnhxV1zO5/N6qJ5QwKRiVRoXd1LCISIiInKcaxZVUpafhUV8KoP7fR4umVUal3OJjEVKOERERFyitr7D6RDGjMLss6+/ISI2JRwiIiIjZFmw1jxCfVuP06HE5KF1ewCYVKz6G8mybmcTwZBKk4m7KeEQEREZoXmVBQC8faDN4Uhi4/V4mFORz0qjzOlQXOPZrQ0ArJg93uFIRJyjhENERGSEbrqgyukQzprfpz/9yVaY7efCmZrDIe6lu46IiIhIgkQtC8uKz+RzkbFKCYeIiIjISSxg3c5mItHYk4Wmzl5+/to+esOawyHupoRDRERE5CR94ShtPSHW722J+RxNnb0AXL2wMl5hiYxJSjhERERETvLV6+YDEIxD78Sqak3SF3dTwiEiIuICveEIL2xrjFsxu3SXk5nhdAgiaUMJh4iIyCj99NU9Tocwaq/ubAbAg8fhSETEbZRwiIiIjNCkErtg3pa6docjGb2+iD006J73z3c4EhFxGyUcIiIiI1QQ8HPTBVPJ8I3dXoKxHLuIjE1KOEREREREJGGUcIiIiIicRm19O8FQJKZjv75mGwAej3qVxN2UcIiIiIicJD9gr1J175pt/OK1fTGdo6WrD4ALZ46LW1wiY5ESDhEREZGTzCrL46nPvguArr5wbCfxeFgxezwFAX8cIxMZe5RwiIiIuEBt/dhbWctJHo8Hozzf6TBE0oISDhERkVFq7Q5hHu5wOoxR+cGLuwAozNan7SKSXEo4RERERmHxlCIAHttY53Ako5OV4eW9c8uZVJzjdChjzv3P7aA3HNvEcRFRwiEiIjIq1y2eRGaGF8tyOpLRyfB6qCgMOB3GmOLxeJhdngdAa1fI4WhExi4lHCIiIiKn8TcXTXM6BJExTwmHiIhIGuvsDbPyG2tp7Q6hahCxC0Wio9p/44GjvH3gKNGx1hUmkgBKOERERNJYU0cve5u7WTF7PB9ZNsXpcMacrAz7Uek//rR1VMcNrAp29cIJcY9JZKxRwiEiIuIC719cyZyKAqfDGHOuXGAnDOHo6Ho4BqyYXRbPcETGJCUcIiIiIqcR8PtYNKnQ6TBExrQMpwMQEREZa/rCUX75l33cfoWBx+PMzIgDLd386o39RKMW508r4T3V5YPvRaIWP3xpF+09Idp6tLqSiDhLCYeIiMgo+bweOoJhDrT0MGWcM3UtHt9YxwMv7sLrgRe2NZ6QcOxo7OAbT5v4fR58Xg+F2X6qxuU6EqeIiBIOERGRUbrvrxZy68NvO7oCUbT/0pfPq2B7w4lVzwemG3z3I+dyxfyKJEcmInIizeEQEREREZGEUQ+HiIhIjEZbmyFRQhGLvU1dBPw+gqEIDe1Bp0NKKxbQGQyPfH/L4p4nRreMrkg6U8IhIiIySlkZPgD+7fEt/Ppvlzsci5f9Ld2svO/FU9/zayBDPIQiFpsOtlKzr5UlU4tHdExXXwSPB8rysxIcnUjq051IRERklN49x66tkApVpG+73OBbNywafL3wuCVcL55Z6kRIaeeTF08D4EjH6HqO/vk9s/B6Vd9dRAmHiIjIKAX8PpZNK3E6DAAmFGZz3eJJg68nFmUDMHdCAX6f/szHw7xKFUwUORsaUiUiIpIkHcEQD795AIAblk4mP+CP+Vx/fPtQvMKSODvY2uN0CCIpRQmHiIhIkqw1j3DPk7UAlBUEeN+iypjO09TZy87GTgBON2LHoXqEAjzw0i4AJhQGHI5EJDUo4RAREUmSSDQ65NejFe0vwnH3tfMGK51//nKDN/a08LHlU2nrCXHd4olnF6zELByJkpeVwQ1LpzgdikhKUMIhIiIyRh0/IfmWS2dyy6X21xdqsrjj8gN6xBIZENNvg2EYWcBDwHSgHbgFmALcA4SARuAm0zS74xSniIhIyglHLY5291GUkwnYdTlCkSg5mfaf1+6+ML2hKFl+L72hKN19kcFjQ2GLzt4wXg/0hqIU5fjp6A2T4/fRG47SF7aPi1qQl5VBRzBEbmYGEcs64TySPCNdlCxqjXxfETeINf3+NNBpmuZywzAM4HtAFXCJaZoNhmF8DfgU8J34hCkiIpJa/D4vf9nTxDl3PcsXV8/h5hUzuOa7r7DtcAcvfX4lAKu++RKhyNBPnl94dBNfeHTTiK51+xVz+PpT21g9v4Kt9e3sa7Y/z/N7tQpVMvj6e5Ju/e1GVi+YMOy+B1u7eaTmICW5mckITWRMiDXhmAusATBN0zQMoxpYZppmw3HnHXKx6tra2hgveXaCwaBj15bkUTunP7WxO4yFdv5odRbzS8bxUE0LW/Ycorasj22HOwBY/852wC4YN604kz2tfYPHVebbf3oPdYy8cvUrtfbKVm/sOkJzz7HejemZ7Sn//zScsdDOYNdbyfF7sCzrjPHWNtqPP5dMCYyJ7y3RxkobS2LFmnBsBK42DOMxYBkwEXsYFYZhXAdcCtw51IHV1dUxXvLs1NbWOnZtSR61c/pTG7vDWGjnauBK4DfvPENJcXF/vLsBqKqa2r/XIYzKEva0Hh487n3n2u/9sH8lo5EoyM8HusjwZ0B/wuHzejhv0byz/0YcNBbaecCHllr84a26M8bbndMKHOK6C+ZQPXt8coJLYU62cU1NjSPXlVPFmnA8iH2vXQusA2pM04wYhnErcD1whWmaoyvHKSIiIiIiaSfWhGMp8IppmrcahnEeMMMwjC8DS4BVpmmq4o2IiLjGWvMIjf977NPU/3rKjOv5N+xvBaChvXdwm8psJF9bT4jvvbBjcA7NgGnjc1k8uZjfbzhIc1ffaY4Wca9YE44dwN2GYdwGHAVu7t+2AVhjzyPnYdM0H4hLlCIiIilq9fwKava1sutIJwWBDNqDYVq77YfOcyYXcf2SSexv6aYw209rdx/LppcA8KLZyLbDHUwpyaGiIEBLdx87GzspzcuiqbOXpVXFNLT3Dh7b0N7L5JJsmjr66AlF+Id3z3Ty23adxVOK+OmrcN8z28n0eSnNsyeFdwTDdPSGuXJBBU9vaaA8P4sZ43OZXprrcMQiqSOmhMM0zSZg1UmbtRyDiIi4ztc+sPCM+6yaW37KtkuNskSEIwly7TkTuf3RTQRDUc6ZXMRvb74AgO8+v4P/fnY7lgVTx+XwwudWOhuoSArSenoiIiIiIpIwSjhEREREztLAMDoROZUSDhEREZERGKggn53pG9w28PXru1vIOW67iBwT66RxEREREVf53c0XcKClm7mVBYPbblw+FaMin0jUYmZZnoPRiaQuJRwiIiIiIzBjfB4zxp+YVAT8Pt41SwX+RIajIVUiIiIiIpIwSjhERERERCRhlHCIiIiIiEjCKOEQEREREZGEUcIhIiIiIiIJo4RDREREREQSRgmHiIiIiIgkjBIOERERERFJGCUcIiIiIiKSMEo4REREREQkYZRwiIiIiIhIwijhEBERERGRhFHCISIiIiIiCaOEQ0REREREEkYJh4iIiIiIJIwSDhERERERSRglHCIiIiIikjAey7KSdrGamprkXUxEREREXG3JkiUep2OQJCccIiIiIiLiLhpSJSIiIiIiCaOEQ0REREREEkYJh4iIiIiIJEyG0wEkkmEYXuAHwCKgF/iUaZo7nY1KYmUYhh94EKgCsoB7gK3ATwELeAe4xTTNqGEY/w5cBYSBz5qm+YYTMUvsDMMoA2qAy7Db8aeondOKYRhfAt4HZGLfq19C7ZxW+u/bP8O+b0eAT6Pf57RiGMYy4Oumaa40DGMmI2zb0+3rxPcgiZfuPRzvBwKmaV4AfBH4b4fjkbNzI9Bsmua7gNXA94BvAnf0b/MA1xqGcS6wAlgGfBj4vkPxSoz6H1J+BPT0b1I7pxnDMFYCFwIXYbfjZNTO6ehKIMM0zQuBu4CvonZOG4ZhfAH4CRDo3zSatj1l32TGLsmV7gnHxcBTAKZpvg6c52w4cpZ+B9x53OswsAT7U1GANcAq7HZ/xjRNyzTN/UCGYRjjkxqpnK37gB8Ch/pfq53Tz+XAZuAPwJ+AJ1A7p6Pt2G3mBQqAEGrndLIL+MBxr0fTtkPtK2kq3ROOAqDtuNcRwzDSehhZOjNNs9M0zQ7DMPKBR4A7AI9pmgNrO3cAhZza7gPbZQwwDOPjwBHTNJ8+brPaOf2UYn8I9FfAzcAvAa/aOe10Yg+n2gb8LAHmygAAAaxJREFUGPgO+n1OG6ZpPoqdRA4YTdsOta+kqXRPONqB/ONee03TDDsVjJw9wzAmA2uBX5im+Svg+PGe+cBRTm33ge0yNnwCuMwwjBeBc4CfA2XHva92Tg/NwNOmafaZpmkCQU584FA7p4dbsdt5NvZ8yp9hz9kZoHZOL6P5mzzUvpKm0j3hWIc9fhTDMJZjd9/LGGUYRjnwDHC7aZoP9m9+q38sONjzOl7GbvfLDcPwGoYxBTvRbEp6wBIT0zQvMU1zhWmaK4GNwE3AGrVz2nkFuMIwDI9hGJVALvC82jnttHLs0+0WwI/u2+lsNG071L6SptJ9eNEfsD8pfRV7QtLfOByPnJ1/BYqBOw3DGJjL8c/AdwzDyARqgUdM04wYhvEy8Bp2Un2LI9FKPH0O+LHaOX2YpvmEYRiXAG9wrP32oHZON98CHuxvw0zs+/h61M7pajT36lP2dSJgSQ6PZVln3ktERERERCQG6T6kSkREREREHKSEQ0REREREEkYJh4iIiIiIJIwSDhERERERSRglHCIiIiIikjBKOEREREREJGGUcIiIiIiISML8P7bnR12xXAfpAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "# plt.plot(df['time_step'],df['Z']) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "# plt.plot(df['time_step'],df['Demand'])\n", + "plt.plot(df['time_step'],df['Price']) #, logy=True)\n", + "#plt.plot(df['time_step'],df['TDR_Ext'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(df['time_step'][1:],df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(df['time_step'][1:],(1/250)*df['P_Ext_Markets'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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nrKTDZJhIQTWddtEhEBGRBri8vqif8+bxNnTb3KjutMkQUeJiMkxENGzQ6cEz+xtQ3WkVHQoRJZBvvVAOANBPU/4xPWV8Snbt73fiYF2vrHFREJPhKDk9Pgy5o79aI/L7A3i3okN0GFFxeX14aHu16DAQCARw98snAQA6GUsJbzzRhh+9egr3vH5avp0QUdLR63TIzUjBkmmWV//YhoWTbmsbGIpqPx2Dzqhji9WAw4MdlV1AAtRJZjIcBb8/gHN+9g5W37MJDnf0Y3kouZ1pG0S3TVsTIjoHXaJDGCc/MxWluemybLuyw4rfb60EANic/H2HU9tlw4HaHgQS4ARI0jva2IcDtT2iw1CdVIMeHz1/wbQtwznp8S39sLOyC16/cr/LfbXdAICS3AzF9ikXJsNR8AUCGPL4EAgAdhdbhyk6bl+wsPrVw+V0KHqfu3QxdDI1Df/5vRp0qCz5V6Prfr8Tdzy2H1Uck0gTeH1+fPiRvbjjsf0YcLA0WLQWFGbh/EWzkJEaW2rWp3D1idD18HevX6nofuXAZJhIYRmpBtEh0BSUbFHRstD7xOFiNNHYX1Do4p8il5+Zihe/fAnuv3Wt6FCSDpNhmfn9AXh4UKAwmIARkRp0DDqx5bS25jSQPOwuL042D8CXROcnJsMy+9TjB/D68VbRYZAKPbWvAW6vf9oxZJTcdlZ2oa6b5fhIfj985STKWZuWAHzvpRP40EO78cqxFtGhKIbJsMz2VHMiAU2tfjjJ+dRFiwRHQmplbhsEAHziwkWYm5+BgqzUuCfZEE2ln2N8ZTPo9MDmUnZSbjytul3DcydszuT5TjAZpqTT3OfAa+UtsCt8cJpKbkYKymZliQ6DVO68RbOw7+73o/wn1yXlmPNAIIDv/vs4vvVCOfxJ1HWbaO578wyW3P0W9lZ3iw5FUY/tqAUA5GWkTrpv1Zw8fGDNHHzvA8aR2+YWxF+d4XsvnYh7G8mEyXCMXjzSLDoEitE9r53GN54vx2vlHL5CpAUubwAvHmnGK8daYGXZO83aV9uDQACo61F+6E+oJq7To/zEz6HhfX716mWT7svPSsWfP3UevnLV8pHbLllWjLe+fpli8RGT4ZgdrueqMFoVOpm6Y1jqkhJXypix23mZk1twiEi7frWpAp95/CCePdAoZP856SlIMUSecmXG0QN0w1lzkGqQdy7KkYY+fPnZo7LuQ0lMhmWWlqL9t9jnD6CpN7pVcCgxbDzZJjoEAMCjO2oAAAY5l5/TAWWzMnHW/DykTXPSauxx4HB9LxedkEDHoBP3v3UG+2o4t0K07OGx6MtLc6b9/mtVaFhcZTuXWpfC5tPtokOQVOJ941VmYWEW3reqVHQYcXn2QIPoEDRvT3U3PvzIXtFhRG1HZZfoEACMTjb86AULBEcCfPBPu/CRP++DuY0n1Xi9a+7EX3fV4f82V4gOJemlpehhmpuHrd++MiEr3IRe0guHm2BNoolhSpC1kUIhTIajUNkR28kvXeOtw6FhBZcsKxIciXZVjGmNkGs5YTnodMD5i2ahOCf6mI829kW8oltr/xB67dOvnjQ3PwOz88Qv+xmaFT7k4djVeAWGl2lwe1mLPR4enx9/Hu49oamNTfCdnsT8vv1leKKekn568xosK8lRfL9S03aWprAn9tSLDkGofI6jjNu+u98H09w80WEo4j1LsFX5/abZ0z6uy+rCJb/ahvPve0eJsIgSTksfh7ERYBlusJuTr0yjQWaqAZ+5ZHFC9CQwGY6CPxAYGVNIFIustOSrEXvtDMlwnyPYIiyyYla/w42Xj7aAw4Cnx3HS0qpoH8Sn/n4Ar5XLu7hBIBDAtoqOkbrVclFDucpklmrQ4YtXLI1r8l2yYjJMREL9+NVTokNAZYcNALCsVPvdfXJ6cm+96BASyoHaXuyq6sbT++Sdl3GmbRB3PnkYN/5pl6z7eWCzRdbtE8mFyTARCaWmxsYvXrFUdAiqNtO4blIn1/CYbLl7X4YE1PAlkgKTYSISa3i4mdYnmhIRkTbx7ENERERESYvJMBERERElLSbDRERERJS0mAwTERERUdKKqeip0WjUA3gEwDoALgB3WSyW6gmPKQGwF8Bai8XijDdQIiIikoaLlR+IRsTaMnwrgAyLxXIxgB8A+O3YO41G4/UAtgCYvto+xezTjx/EOT/bgo5BXmcQJRK5F2AgAoD/efEEACDVEEwDOq0uLqpCSSvW5bAuA7AJACwWy36j0Xj+hPv9AK4BcGS6jZjN5hh3Hzun0xnzfgcGBuDxeOAc8sGq8864HZ8/gOpOG2ZnBg8wXd1dMJulWaFnZ2Vwqdt95WYYSyYvvVjR5cSP3mnHtctz8MUNxRFv1+X1w+sHstNGr5M6O/sAAINWK9xut5DPLVrTfc4OhwMA0N7RAbNZmYuJjo4BAEBlpQVtbfbg3629cHt9I3E2NQVvr6urR6o1XZG4ZmK3O+D2+eHzetHf1xfVZ9/d3QsAsFQGC/F3hHm/Q59HIBAIu/3+/uBvb+L9U33OoZqqnZ2dMJsjq4vb0BFczrahsRHOIWdEv+/6+gZkOToi2n409p/pHfl70BpcXrXCUoGMCaXnHA4HDHplj6OhzxQA6urrkGaLb9nX9uEV0WY6Ljtdo98bS6UFuemJscJWe3vwuOAYcsT1ObYOekb+7uud/Dut7xp9/0L3peiBkuwUZPod8PkDON7UjwX5qWHjGHI44E/RTxvnwMDAyN9VVZXozhyfYjidwTja29phNjsmPT+e8/NMZopNTr29vfD5fVG9tuaB4LGrpaUV5vTIVg4M+APo6emBQa+b9ngaMuTxo8fhxfy8VOh0wRqXXXYvDtYHf+fTnSN7enrgD/hH9uHxeNDfPxDRa5Tzc45VrN+GPAADY/7vMxqNKRaLxQsAFovlHQAwGo3TbsRkMsW4+9iZzeaY95t/0oXUXh8yMlORm5Mx43aeO9gIACgqyAca7CgpLoHJtCKmfU9WCwBYvGQJTAsKUNVhxZYzHfjIeWWYnZeBM45m2D2tONTmwR+ieL3rf7YF/Q4PjvzoGhTlBBOy0vZqAH3Iy81Fmt2q6Of2wOYK2F0+/OSm1VGtfz7d55y1ox+AE3Nmz4bJtESiSKe3t6cOQA9WrjSixtUGoBs1vW7odKO/g1Z0AOjAkiWLYSorUCSumWTvGUCKxw+Dw4GCWbOi+uyLmysB9MO40gigAbPDvN9ZO4Ofh06nC7v9gtNupHZ5Jt0/1efs9PgA1KO0tBQm07KIYrVm9AJow6KFC5Fx2j7D73v4t7d4EUyLCiPafjRKmiwA+gEAexqCF0irjKuQmTY+Acza0Q+DPvx7JofiMbEtWRw89sTj6GADgG5kZEx/PD124vTI38aVRuRnpca1X7U42FcPoAdZmVlxfY6Z3XYATQCAWYWTf6dD2X0AWgGMHm/SUhpw0/oFSE8xIPSZfvO61TCZyqbex3t9yEw1TBtn/kkXgOBqjitWrERJ7viL+ox3ugG4MWfuHJhMiyY9P57z80xmik1OhTVnYNDbo3pt6V02AM2YP38eTKb5ET1Hp69HUVERDHoddLqBGff3kUf34nBDH57+/AZcvqIEANBW0QEgmLtMd44sqjNDr7ON7CM1tRUFBfkRvUY5P+fpHDkSvn021mESgwByx24nlAjTqNA67f9z/fQXBVJ45L0aPLDZgpePxtfF2u8ItjAMDHlmeKT8fP4AHt5egyf31qPb5hIdjiy+dc1K0SGQyi0szJqUCBPJYcVsLkeeTCztwZ4nNZzvRYs1Gd4D4IMAYDQaLwJwUrKIElBepvytGB5faLlNjvnSkuWlPPnQ9D536WLRIRBRIoq8szXhxZoMvwLAaTQa9wL4PYBvGY3GbxuNxpulC42IiGhm9d12vFbegiE3KyQQUfRiGjNssVj8AL404eaKKR63OJbtExERRerb/yrH0cZ+/PFj63HL+sjGVxIpJRAAK3WoHBfdIM1yeX34wB924sOP7OGBhiiJ9Q3PdQhVEqHwfP4A/rKjBg4Breg+v3zH6UAggE6rU3Xngl67G4/vqYOT301VYzIcRnWnDU29k0u/qMGxxj7RIYTV0GPHrzdVoKJ9cimYivZBvFbeArdEB4XBIS8q2q042tgPr4wHWQrvq/88ilU/fhuVHdaR21xeH1491oKqMbfReJtOteNXb1fA6hw/ceVIQx8e3F4d5lnSOd7Uj68+exQHantk35cU+pzaHP7wpaeP4MY/7YLN5UVF+yCW/+9GfPmZaSuOyq62y4Zfvj2pI1d2J5sHUNEu3zHhsZ212HD/u/jzjtqR29xePy78xVZc+qttsibi0+kZnvx949q5QvYvwq6qLvx1Zy2cHh82nWrDva+fRr8jsjKXoihXaE9D+uxuXPO7HQCA+l/dKDia8XpsLtz2yF5JttVldaFj0Ik18/JGagxGa8jtQ7fNhQWFWQCAl4624NH3ajA45MH9t60d99jPPn4I7YNOzLozDVesLIk7/rFqu+zYU92Nm9fPw66qLngHnAhXuaWlf0jSfScSl9eHvdU9WD0vD7PzZq4h+9aJNgBAc58DK2cHC8zssHThmy+UyxqnVhys60XbwBBuXjdv3G/s688fC56olxbiamPpyO33vH4KSjRsbT7djrdOtmFWdip67G6kGfS4ZrV610h6pjyyBgCXx4cn99Rhzfx8XLBY+rJ30dp0uh0A0D7gREvfELz+AN4+1R73dgOBAGq67CiblYkjDX0ob+qP+Lmi2g1iOe5221x450wHrjKWYG5+5rSP7bK6xv0LBM9PHYPB/5/tzY96/1K6bo18v68+uxst/UOKHDsiceeTh+DxBbBmXh6+/9JJDAx5cPGyIly/Zo7o0MJiMjyFIRUvUyllV8ttj+xBc98QXvryJThv0ayYtvGZJw7iYF0vnr3rQly6vHiki2qqA2778Gp5UrUMj/XbLRZsOdOBUy0DePlYsLzc7VedM+lxRxr6EjYZPtLQB50OOHdhbJ8lEGyx/Mbz5bh0eRGeveuimLbh8ankiKygpl4H/rC1CjecNQcLCrPwtX8exU1nz8Pvt1YCAFbNyYNxzmg1ypHfwIS3Sumu636HB1959igAoOr+G0ZWI1ObSFv1DtT14s0TbcjPTMXxe66TOSpx3jzRhv9+7hhuOGuOJMm1CA9tq8Kf3q3GXz593rgLwtB9rQNOFGal4aHt1fjsJYtx781rBEUam5PNA3jpaDMuWlok+74++fcDON0a2cIcSgidA3yBABzuYIlZtSTq4TAZTmLNfcGkMFQPORbm4R9gn+AukNBYwZkuZAaG1N1VEyuH24v/eDTYY1Dx8w8gIzW2urSh2fhjW1doZruquvHS0WZUdlhx1+VLUNVpw9P7G0buD5U+VJuxSabaT1aRCL2eRK+bGnp9oWO4KF1WF374yklcuLQIn78sugWMDjf0we3zo7rDNikZ/s2W4EXkDWcFWxLV+vuZzj8PNuK5g43otMq/ymlVh032fSQ6dTYDkHawTqEqjG2NFTU2jsCx65RUTrUOYMuZDvz8zTOiQ1Gh4LFAkYtMnofjxpZhGfj8AU1eyYrm9wdwoK4XZbMyR8YgE8WrutMGp8eHs+aLHTMol7/tqkV9jx0/uWkN0lLEtW/02t1o7R+Kaw4CTfbUvnpY2q340Y2rE3Ylwl67G4fre1Ec5rz57IFGHKrvxfLSHOigQ1qKHhmpBvzitrMmfdce31OHjSfb8Ognz8XS4tFFjbQ6nEQNuqwuBAIBlEYwj0Sr2DIsg1se3o1VP96ERpVWo1CDpl4HnBOGNBxu6MPH/7ofH/3LPkFRkWgNPXa8eqxlZJyZFK753Q7c9ODukVndiSKAALptLtz3lhnP7G9ETZfYrtI7/rIPNz24GwfqeoXGkWh+8tppPHugEeYpKvQkij9srcR/PX0Eb1rCv8bKDhs2ngxO/HzlWAueO9iIfsfUw2HaB53jKtxQ7Lw+Py64fys2/OJd2F1e9NqDQw0dbm9C9UIyGY7A1jMdWPyDt/Dy0ZaIHn+qJfiDjnbc5V3/OIyz790sW0k3j8+P8qZ+4as0vVvRicv/b/ukEkOh8b5tA/KPsSJ1uvvlk/jmC+UjVSqkNHY8+faKTsWSOOsIAAAgAElEQVTLir1W3oJfvm2W7Pfn9QdQ1amesYKhWGxO6S5kktn9b52B8Udviw5DEaHfhNsrb3IVGoNMkfONGefxwGYLzv35O/jD1ko8s78R7gTqAWcyHAGlWly2mjsw6PSiVaZqB0/ta8CtD+/BrzcpX2NyrFC9wWrBLVmxcri9uOe1U3j+YKPoUBJOaGLQxIOs2+uHX6LBd11WFz735CHc8dh+SbYXqW88X46/7KjFyZYBSbb31auWS7IdGu9fh5vwv6+cxKBT7CS8HZVdXESEVKVjuCKUZbhe9B3nLxAZjqSYDCco3xSJQ6jFxqqilhuvz4/tlk7VLnAylTOtg/jHvgb84OWTokNRnNXpwWvlLSMHRSU09TrwanmrZCXbRI/nl2qFrKUl2ZJsh8b73osn8M8DjdhV2Y2/7arFGQVLVjncXsVXULt6VenMDyKawiXL5S8bpxQmw4L5ZRhz8/fddfjeiyck364cdlV143NPHMKdTx6K+Dmdg048ta9ethb0ZLTpVDt+vakC9jFd+OVN/dhT3TOuQsILh5rwjefLFe1d6BwebnT7+WWK7ZOU8cj2GtEhhPX2qTbc95YZ975+WpH97a7qxuqfbFZ8wZpYa8yTNvn9Abx0pFkzq08qhclwnO5++SRW/HBjTEsk/+twE5b+70b8fXedpDHVdUs3/CAQCOCJPfWSbW+i0CS6aCYbPrO/AT957TT+JvH7lsy+9s+jePS9GhxpGJ38FPpMPjqmKyw0fEHEuPNLlhUrvs+J9tXwBCIVnz8wsgBOYXZaTNt4/mAjFv/gLdR126UMDcBoiUK7hJM5p9M2EHwvollNjuKz9UwHfvLaKU3VVXd5fajutMXcg3CmbRDf+ffxKYeJmdsG8d1/a6MhTWpMhuO01dwBjy+Ahp7ou/nrhw/gUiavUuu1u9E9PAvfoJevXFI0lZg8wycpr0YG7wcCAfxui0V0GNMKtf5OdXzdsET8srZqcaielRLkkBLjsaWSiw1QHH765mk8ta8Be2u6Y97GyeYBPLy9WrFqNT965RSu+d0O/PtIc0zPn64W+saTbSPVIpINk+E4JXo1zdDP5ue3rIGetUOnNeT2obZr8hW7w+2D3e2DTgfkprO0t1JeORbbyYKIkoPLE2xQiWeY9v0bz+CBzRZsOq1MHeOO4VbswQRfZVFpTIaJJHLXU4fwvt/uwHZL55T3333DKuhlbF2noFRD8LBW2WFL+GV5iUgs53BCLcf8H1IOk+EZWAWX19GqLqtr0qIaSlN6VnZNZ3DYCxMwsQx6He750GoAPEEREdHMmAzPYO29W8ZN7oomv1Lr8o/vWTrH1U7+9OMH8eaJ1ri2+bV/HsMLh0br7m41d+COKFaSc3r8sLtGJ6o8sSf+yXFr790ybpuUPKZqf39gs2WkxjWRWtld3ikbEu59/TSa+7RTgjJS9280xzz+9WdvnmHjwwTRLIXOxoJRTIYjMHZAuRwrrjyzvxH//dyxKe/rtrlGZhlLpcfuxh1/GT+T9KdvnMHLR+MbYzlxMsvx5ugWF/jKs0fHxRPvLG6by4tH36sRvuLeRBmpBtEhRM3n9+OfBxqjPvHcds58mSKKzNjv1GvlrdhTzWoQpG7dNjcu+/W2SbefaB7AltMd0z431omIWvXKsRYcbYi+klMiuO8tM+76xyFUT1iF8uMbIl8Iw66yc6NITIaj9MBHzo75ub/fWhm24P8bx8e3zDrcXnznX8dx/n1bcfEvt0neotU9YeZrl9WFb//ruKT7iJcUoxwe2l6NnVVd8W9IQjes1d6SoGvLCgAAjVFWTbloqdhKFPsm1NKUahW7ROQPBHDHX/bhI4/uhdfnR1OvA998/hjePjn90tgdg068fjy+nqWxdlZ2xVSqMpF026Y+3k/37Z2Tl4HMNAOeP9Q0UhYuGQSmfVcS21ZzJ256cNe42xYVcTGeWDAZjlJock409DqgbFYmAERctqSyw4aXxrTU8goudl6JVi6TSnqKAVlp2mod/szFi+LexmM7a/FfTx1O2tI9aufy+nGgrheHG/pgc3mxr6YHr5a34vdbK6d93v9tsuDrYXq2otU2MIRPP34Qtz2yV5LtJSO314/KDqvoMEghoQl8FB8mwwr5ylXLRYdAJFT7oBNbznTA3Kbc8rZyemCzBQ9srlB8oqbSpqtLCkDSibJuL0/s8fjN7esAsAeEpHHvG2dwwx93zfzABMBkmGT11ok2dA46Y3ru7qrYC6GTsu588jDe/9v3VDc+O1Lhhi9NZ39tLx7eXgObTJM0FxVlRfX47/zreFxLB38wSU56auKI8vdS22XDe5ZOJrukmNou6Vd3VCMmwyrVlyBdyV/951H86u2KmJ9L0fMFAmjscShfWq7Ljh67dpY1BYKzqfsdbnzvxeASpLEMg5LLnLyMqB5/pm0QT+6tj3mGeGhpZJLfwJAHdd12/HpT8NiYYohs4tuzBxrx2ScO4Vgjl2wmkhKXw5LQ/toebKuYesGFaGw82YZ/7GuI+PEvHGrEmyemn+QipX6HG3f94zDWzMuL6PHxVoWQwoHaHuyu7k6KyQW/3GjGcwebcN+tZ+GTF8U/1ldOfn8AlnZx4xt//NopPHsgWBIwPUWPcxcWKB7D5tPt2Fvdja+/f4Xi+w7nH3sbphwrLPKzSiQ3PbgLTb2jFx+5GalRPT/aoSm/2Sz/cvBDbh9ePtoi+36I5MBkWEK/3lQhyRV7pzW61rXvv3Qy7n1Go77HgcMNfTjc0IfcDG18he594wzMbYO4ce1c0aHILjQTXQu9C++YO4TWCR3bBXjdmjlIEdAy/ONXT6HT6sKGJUWK7zucivbJ47p7bC5sOTN9aS+KzNhEWC5Dbh8e21mLNfPy0DV8TsmWceLuqdboSmkSqYl6+gQTACd/qFeoJYVj7dQltCjKhiViS7CJNDT83VR7iahQnGN7hJwen6RDY7iAgnSONfbh91srcddThxFahyHaFuhohA6tN5ylvdKRREyGiUi4ouw00SFQhBYWjk7su/mh3dhf2yvJdvdWd+Pmh/ZIsi0CpC41HAgEcKp1IKlqGFPyYDJMREQxmbjqZDyiHR5GyvIFgH6HBzsq458XQ4nH5w+gbSC2ylFqwGSYiIiIpvXDD5oAAHaXNssnkrxcXj92VXWjpku6C2QlMRkmIiKiaRVmyzfemLTvq1cvAxDsPdAiJsMUlbpue8yLaBAREVHiMc6JrNSqWjEZpogtKMwEALx2vFVwJERERETSYDJMEfva1cFFAWJd4YqSU3oqDzNERKRePEsRqcwLh5pEhyCpjFQDvnTlMtFhEBERTYnJMJFKGOfkAgCONPQJjkR6s7I4+YaIiNSJyTCRSpTNysK1q2dDF1ouioiIiGTHZJiIiIiIkhaTYSKiMQIBwOHmwgJEJF5Dj0N0CEmByTAR0RheXwD7antworlfdCiqVtWpzZWmSBlNfUzi4pGdngIA+N07lYIjSQ5MhomIxvjMJYsBAO0DXFxmKrOy0wAAj2yvFhwJqVFRTvD78dA2fj/iMTsvA+9bVQqDnnNIlMBkOAaBAFDTZUMgwHq7Wrarqlt0CKRCZ5fliw5B1dYvKMD6BQVISxFz+jjOFntVu+GsuZidl47pUrin9zUoFo+WrSjNQaohtmTY4wugvIm/lUgxGY6Bx+dHfY8D+2t7RYdCcXi3ohMuL8eGEkWrNDdd0u1tt3RFPE772QNMpNSuZIbvR0W7FT6Bize19A8J27cSzlk4CwDw4pHYa9ZvWFwoVTiawGQ4Bt+9zggAsDo9giOhWF2xsgRAsJWf1MHl9eN066DoMEiQPTXT99QsLc6GcXYudNO2OWpTdacNShyK1HDOuuGsOcL2XTg8xOfBd6uExaCEa1fPRtHwa41VaLhLsmAyHIN5BZmiQ6A4ZacZRIdAY1y8rEh0CFFZPTdPdAgJ4wNrgslRMi/zXtdtx+F6+Xsa7W4fnj/UKPt+1OqDa+fO2GpNyYnJMBEJd+XKEhRoaJW6wjhbXWhUsq8xs25BAQDA6vTKu5/hsfDJPjF0dh6TYZqMybDGNfTYRYdAREQxmpefocx+2KNJFBaTYY37w9bxY59eOto87v8t/UM41tgX9XZfOdYSV1xSO1DHyYpEREQkPSbDGpdmGP8R1nbZ0ecYP0misTf64uf7a3viiktqLx5pnvlBRERERFFiMqxxU423k2IiipwztrdVdEb9HNYdV1aX1SU6hIQSrmzYmyfaFI4kebAOPJF6vFaurt7miZgMk2KKh0u1uLx+wZEktnfOdMS9jT6HBwci6B1QaryjVpjbBlHZYZ10+49ePTnu/6EJeNsqxn9Ws7KCt6+cnSNThMnjVZWffEXLTjPglvXzJdteM5dfntLbp9pFhyDU7LzgOWJHZZfgSKbHZFiFKtonn0wn+vkta3D9mtkKRCOd0lwmTlrSa3fP+Ji8THkqQLxe3irLdify+qW/MKvtGp3Umj/8/qToxx9qQ4tWpE4Y5pSVZsC5Cwuw5VtXSh6XUv6okhquAw7xNXXV7IHb1+Gs+dKttrjVHP9F+DPH++BmY4lqhRL7aBpcQhf+olasjJS6o9MQr4Q1Muu6Z64QkZ7COrn1PeJbIqRohaXJDtT1KrJC1aH66CeXRiNleHxPMpUPa2ILoWbp4/iiSjUqJZKLcBJLynxHLZgMxyl0svvuv4/Hva0FhSx9Ew1zm/jVytQQA5GapHCAv+Y8+olz8f0PrMKqObmiQ1FUKPf/wcsn4t7WcwdjX/pYjeK5MNIiJsMRONbYH/a+sllZANQ3wSsrzYDXv3ap6DAoDM7tESOWyipEIih5jLhh7Vx8+aplSDEkV0qwsDB4/o5naEZuRgoA4EzbYMIM8fjG+1ck3YVRcn3zY9Q+OM2KPcNJ8MSxf2ONvW/jyfCzx5t6h6KOLZzMVANy0lMk256W3fP6adEhTDK3IDh+Ol3l46jkUN1pE7bvBzZbhO1bSzafFj/pp2qKiYjJpCqO38mW0xy+FQndcOvndOfvmSTaMVyvA7517cqkuzBKrlcrwLbvXImMVAPWLQhOVHjPou4ZlWkpemSnSTseefPpDjg9U5eWUoLNpb6JNH/79Pl49BPn4vIVJbLto9eh/Ni7l4/OPIP/wW3iJlhNrMsthUfeq5F8m8BoZYnM1Oh+j/skqBGuhiGBz+xvEB2C5iwryQbAuQxE0WIyLLOlJcESSWvm5WNdWb7qJ9L86WPrcXZZgeTbLW8KP9REbql69X3Nl5bk4Ia1c2WdYfvEnnrYXF7Ztj+VA3UzJ2IiJ3+mGsL/AL2+2Lo4G2WayHn/bWfhH3duwG3nRlf+6lWVrR4ZKzUk5FqzvDQX71tVCsOEcXsNKphsTOpzw1lzRIegGurLEihq84fXnL9ypXytjPHyxzgA7unPb8DZZdKV/0k2DreyyXAki7Wo9YLQE2MyLJeinHRcubKElWMoblLWdv/Zm2ck2xaRWjAZTgBpKXrcvG4erjGVKrK/ZC8iTkSUbBYXBYdgsH4zJSImwxSxRJsoQEREkUkx6HHXZUumHWpEpFXMbihier0O93xotegwiBQx6FR2iAkR0UROj1/oBPRkwWSYiGiMjOHqDXdLUIifpBVAAHtruhVZnZBItKy0YHnUh7ZVR/1crz+AHZVdCLCofUSYDBMRjbGsJBvLS3OiLmlG8nN7/Rh0enGwrld0KJrFOR/a8V9XLAWAmKoCDbl9aOodElrXXUuYDGtcRbsVzX3Sl805WN+reCWCcAIBYGdVd8Ks7kPqptPpcPHSoqQrOq8F9926FgDg9LLbmBJfZpoB+ZmpMT33gdvPBiBtJZFExqO9hq2akwcA8Pik7QYJ1b7dau6UdLux8gcC8PkD2FPdLToUopicbh2c8vZOqwvWBBub3GN3y9Y1m53O1vp4/OrDa2Xb9u4qaY7PaitxqFWhIRZq0e/w4EhDn+gwwmIyLBGX1x/X8pmx+Nyli2XZ7r03rwEAeFRyRXnfrWcB4BUukRYEAsCTe+tFh0EKs0q0wI+IOsYurx913fa4t9M2MCRBNIlryxn1DtFhMiyhmbrxAwguxzzdsIZFRVkSRxU9g8pWRYh30QGryyvJgU4Lrl8ze9z/1VgTtLlvCJUdViH7trt9+PfhZkm3+dbJNgxNM9s73CpP16+ZLcsCJBtPtgmbYLZuQXD1ym6bK+5tPb2/AUPuxBsOkYirfl2+ojjubRRkBYcDiBoO99S++ri3MXGiW2luOrLT2JtxtbFE9aVZ1R2dRly0tHDkhzyddcPLHJ9qGQj7mNVz8ySLK5GlGfRYx5XpJtFPyK5+valCUCTT23JaXAtBRXtwyIKUSclRFXX/2d2+aY8xcirJSUeKXroMv6Zr5t623PQU7P7+1ZLtM1FJlWTa3T5snvD7zUmPv0s+M9UAY3F63NuJVuj87Y/jAnLNvDzkpKdMeRGql/D3QPJhMqyg/7xwoegQ4jY3P0N0CFFZXpqTtFfmqQYd1FaBSuSS4UuKs5EbxUm71+4eSZzDCSXUsS43LrVrVwd7Brz+2BMfNbRczhSDpV1Mz4IWhVrkpJh0eNO6eQCAA7Ws5jHRrOzYJrqROjAZlohP4kls0VJq7x84a65Ce5rs8d11wvatRaEJlhS9cxcFe3FeL2+VdT9S59BStsqqUUFWGgDg4e3R111NVu9bVTryd7wVUtYvKIjqglIrfP7AtEOdIhEIAJ6pWh/UcZ1MM4j5l2E0GvVGo/HPRqNxn9FofM9oNC6fcP8XjEbjYaPRuN9oNN4Uf6jq5hYwAzYvI3VkacxEXqFmQWEmAOBM2/hWutyMyK7Epa62Qdrl8vkjqrN62zllSDPoeR4T7C87a8f9f0lxNq5cWRL3PIJk9QEJWv09fj+eO9g4blhBUU5a3NsVye3141+Hm9Ex6Ix5Gx6fH28cb0X9hPkp5yyaBSA4hIjUK57LxFsBZFgslosB/ADAb0N3GI3GOQC+DuBSANcD+KXRaEzob8InLlyk+D71eh2+c51R8f0qLTcjFZ+5eBFSDONbve679SwsKc6e8flnc2wxDbtwSaHoEMb5pYylrrTsnIXBlvk3jreiyzp+Mt7c/AywBHRsctJTUJIbPBXH2omggw5DHh/eODHaa/Lhc8ukCE+Yj28IDmHssblj3sbt5y0AAPxio3lcacHHP3M+jv34Wly4tCi+IElW8RxSLgOwCQAsFst+AOePuW8DgD0Wi8VlsVgGAFQDODuOfUnmzwe78cKhRsm3u0FlJ9lksLg4G/9x7vwZH/eZSxbLH0wScnv9qIhz7KZd4WoBH7tAXeP21Va5JRy/P4Dypn7F9leck45PXRRsYFBDOSavz497Xz+Nr/7zKFr6YyufpXTpzXAe+MjZ+MpVy3DxstgqQDxz1wYAwN92jQ5bi+RbfLhevnHG7QNO/G2KYXQ99siqmlwkQaL68eE5QVvOdGDJ3Rvh9gYT4hSDHrOyxbace3x+2CUqfZeo4hn8kwdg7JRln9FoTLFYLN4p7rMCmNQ8Zzab49h9bPY32mF11eHsnPCltrrs4b80DY2NyE0LXkM0NzfD4XBArwv+PZWxr7Gu1zX8vBaYDf3o6Zl8cBi0Tp1cVFdVYzAnBZ22YGytba0wm23o7AyeoGxWK9rbvSPb8Pq8qKmpAQC0tLTCnD6Iru6ZZ7w3N7cgzdE1so8qXXD77e3tMJsnnwT8Y4aH9Pb2wpEy9WGxsaERTtf4LiiP24PmlunLXDU2NsLs7UZvXx98Ph/MZjN6unvhD/hhNpvR2RV8TXa7beS1j+VyudDS0jLy/9D9oX8rKiqQnqLH5qpBnGh34gsXFKEgY/ou2PrO0dfR1dUFszn4vnu8wTJmrS2tMGeMxjHkCb5HHR2dMJunb3mwWa1wOb1R/zZsw0nl2NfvdA7BpvNEta2xzw/9XVtbg9ZBz7jbBq1WPPTWoUnPt9vtaBnzmba1tcFsto98T0OfU2dXF3727248fiT4G6iuroHPNz4xNpvNMOh1aBh+v5saG2H2jS/s73Q6p3x97R2Tqym43e5xsU38rlittnHb8gf86OnuGXdb18j3zT7p/Zi4XZ/XCz8Ck/bT0NCAftsQCtN8aG0bfc0tLS2w2exwev0RfWbNA5O/S6F91dc3IMvREfa5m080T4p74jZC3C43nnn3KH7ybjApbWttg9Vqh2uKk6vNZkUgEED3hPdtKqGZ91O9h62trbhhYSae3g+0trbD5/fD5Q7+Lvr7++H1BP/u7e2Bz+9DdXX1pG20d3TAbI692zu0LafTiSfeOYIn9wYXIVqd58X7luXO+PzNVaPDumpqavCrt4Pvud81/twz1euPPLbRY7LHG/yt22w2OJ1eNDY2jHus3e6A2WzGbAAfWgS01lcjlhHxWQBWl6TD7XKiqbEJAFBfXz9yf0NjI5xDTlh1o8ex/iEf/rY7GI/ObR+OZ/z74PF44DfoR44RY2OfTlNTM3795slJt7e1teG7+8aPLZ8Y28Tzd11dLXQD0XViW63B93uwrR5PfWQhPv1isLGtvacPXm/0x/KJfD4fent7R7Zjt02+qAqMGbISelxzU/D9raurw9ef7UJtrxt/vbUMdvfoOTv0/ra0tMCcOoDu7t6RbYSO2dNpHc4tAKCpJVgytmHsd6GhEc09NqQH0hAIBNDTEzwuhDtuixRPMjwIYOwRQT+cCE91Xy6ASe+syWSKY/ex0ekakZ+fP+2+8/qHAEzderxo4cLh5RFbUFZWhqx6D/Q6oKysDMDkk8+4/bQNDj9vPkymuShqqMDEtyUvNxfA5ER9+YrlmF+QCV37IIBGzJs7DybTApR21gDoRU5uLubMKQbQg7zcXKR0e7Bs2TIAzcgqKMYLVQ4c6Zi5Fa6sbD6Wz80H0IR5c+dhxcoSAA2YM2cOTKbFw48aHcenN+iB4WQvIycPzx1smnK7ucVzUdvbNu621LRUlM0vAxB+pbuFCxfCtKIEhZWnYGgcgslkQlFDBfS6QZhMJpS2VQHoQ3Z2DoChSe9feno65s+fP7KP0P2hf1etWoWMVANufmYjPL4A/vOyVbjYNHtyIGPYM3uB4dNISUkJTKYVwdeT0grAh3nz58FkGu02DF6R12P27FKYTMum3XbOITv6vUNR/zYGhjwAGsa9/oyMTOTkpEe4reBnOvb5ob+XLl0GQ48dQMfIbdnZOfjTvuD3/X2rSrGtIvj+Zmdn4/TA6GFl7ty5MJkWjnxPQ59TSXEJ/n1kNDFdvnwZDIZ2AKMHapPJBINeB0dWH4BWLFi4EKYJ1SjMZvOUr+9Abx2AnnG3paWlYf6Y79vE70pubs64bel19SgqLoLJtGrktpLW0PctG2O/b1O9b4aUFOgDgUn7qbBloN3mxbpFRZg3dzaAYIJvT8nHsbZOrF9QENFnlt5lAzD+YjK0r8WLF8G0aOreqvYBJ2p6J3/eE7cRkpaehgf2jF6EzJ03F7n9HejzOACMT8hzcnKh0w2heML7Ntbuqm5884VyfOHyJeP2N3a/8+bNw4oVJQAaMXvObJhPViA3M/hdLjjjQUqHGyaTCYXVZ2DQO7B8+XIATeO2MWf2bJhMS8K8e9MZ/95kZGTg/vdGj1ETf9/hPGUeTdB2tAcbUK5bPRvrFhZgc5Vl5L6pXv9MRmPLROgzSE1JhclkQs4BG4YCLixcuAhA+5jfbJZk59yivYOwubxYsHABgHYsXrwYoWPiooULkXHajtycjJH9/XZL8PV+6cplyEozYGOldeQ3FJKamgq9PjByjBj7OqfT4cuGpbsdBVmp8Hj9I71NvYFsHG0df/E8Mbasnf3jzt9LliyFaV50E49zD9pg8zthMplgAnCPKwc/feNM8Dzc6437PTcYmlBYWDiynex9Vox93wBAp9chVDoo9LjmQAeADhTMno/a3mCDUF5pGUpSDQh9VqH3d/78+TCZ5qG4yQKgP3hu7Qges6cT/C0Ee2c7DV0A2tGjyx/Z/hlrGnqHfDg7Jwc6nQtFRUUYSC9Flq9DSP535MiRsPfFM0xiD4APAoDRaLwIwNhLs4MALjcajRlGozEfgAnAqTj2pahfvKWuK5ax7h+OLSuKZUkP1vfiyb31MLdNXyYqXn328As8bDzVFvY+0fz+ACfZRck7fOBdMy8Ps/PGl9t768TMn3V1lw2NveEXn0lkoVWq/uuKpeNurxpeiGTs7H85xFJvVsqFEMxtg+i2ubA7wuXVyxv70ePwwenRzgqUXVYXnjs42qDSZw8mrMk6Rjw0wfz7H5B+jktoQaWf3LR6XJ310FjzslmZku9TS/4l8SJDMznaONoDHfref/39wQajjgEnPvbYfuxvUt8iWPEkw68AcBqNxr0Afg/gW0aj8dtGo/Fmi8XSDuBPAHYB2AbghxaLJfb+KoUNOtW3atdYqQYdPrAm8lnBaiiBGpp5rIYaphO9flze8lmJ7MazJ5fay0id+UJN1CpTarKsJGfK2+X+jXRYoz8UpwqcsRYqefXz4WXZRUhL0Uf1ufQOJwG5GaO9JAa9DkVJWlFgV2U39DpAJ+MY+XDzdtbOT+4J1F4Bla4mKisIXpC4ho/7bhU2PsU8TMJisfgBfGnCzRVj7v8rgL/Gun0Kb+38/LjrRcohILAQ1Y7K4Djnrebw4yTDUfvFj5KaplkqfCzrNO+ZNqaEyS/cksSHBa9W98Dm0S76PRG2zqpBcHja9CIpmxcth9sX88XbZcuL8fapdlniAiBsWfNotPQPTSqLGalI3rdwC94crOPCIKLJ9b2Xg/oyKprSpb/ahlsf3iM6jEmsztFJNJtPR5+ISm2m4Q5a+HEOONx49kADmgQMIzjVEtlJ61B9MKFLxAL8Upu4+Emo+3ZiC7pS302DTofinDQUZqdh0DnzDPPaLjtsEs1E9/kDuH+jeoehTSXUDR/vksOhleCkEPquuDTQwxK6kJjYshL4o/sAACAASURBVN82IE1ncei8Y5hQK65nuHW+OAla49XU0zbVcSw/S/2r8zEZ1pBYSxupIQFUQwxjheuiVoPWASd++MqpkUknSlsaQe3mkFB9zpDTrQOwRpA4hbqRE0XrmHJbY7/rqQYdPnHR5HJuX7xiadjhJAsKs6QPcIKlxTkjLfhropwwFA+7e/S7EWlyGe1S13INM5k4xjta9yk4zMPSYcU3XyhXbH+RmHjhXB2m1FwsJcDKZmVizoS5CwBwy/p5wsYM+/wi+0pHbbeEn6CuhG9fu3JkkZz2OBY1kRuT4Qn8/gBOtUwuy6QWu6q6VfEDC+fc4WL54eRFuGqcnD6+YSGyw5yI73rqMM77+TuStYTFI5pWn8Eh6YZ6GOfMXDYKABYVZU0artPniCyOAwnWhXm8ObpjRri6o5+/bElEY66VlpOeEtVFkpTCtfwpqSArNapx0yJ6dcZye/1hh+moXSzDiG47Z/6U45EzBf6WtpzpUEWLrYiJp+EuSI81Bhv0stPUl3qqLyLBdlR1RXxCF+XCJdpcyeZ/rjdOWkVOjXrs7pFZsFrxf8PjQMMl+UrKTjNgeenMLe+J1n25qEj+Ft1klaLX1kqSv99aCSCYRFPyuu2cmReFUsKVE0pSilSSm44Ly9R3rGQyPIHDFZy5rLZlW8eKZNU1Si6hGcP/oaFlUddpJLnZWdmFWx/eg3dnmJy5eq5yww2SzZVLcoRWtIhWikGPpcXZMa/yphWcpDY9tSShWWnq6W1aUpwta1WRWGnn6KKwQsHLJ5IyAgHgwW3VMz9QA1bOzomq5T0QCA4J6oyh1FYy2VPTjfKmfuwcrlhCNBMdgDIFxn6L9s8DwVrKidbLQ8lHfJ8qkUBun39kdn+yKW/qx22P7MX8guQuSk9EsUlL0eOW9fMUmfRJJCe2DBNBnYuByM0+PCSopX9ohkcSEU2m1808Sc05vGgKkZoxGSYiShLlTf3YV9sDnxqWpaSkcM/rpwEAGalMN0i9+O0kIkoSDT3BBSS0NNGSNG74uut9q2aLjYNoGkyGiYhkMtOKiKJctLRwZIUuvzpDjJmUK72RBHTB71uaAp/LTAv+qK+GAakFjxokqQQ7r9I0fImWRckgXJ1ZNZUJu2y5NuuWh/O1962QfJteCS5qrlBJmS21kuN4UpA1virUugXTLwpF0rtujTZ6BNRzRKaEICpBusY0+oOTczKc1+eHN8GTwEhrY56/aJbMkWjfj29cPeXtUtcKn2op2kjdsn7mWCJfSWv638buqu4ItxO7ohjLYvY73NhbM3V86+NMomZlpWJ2HJ/RdBJl8q/bN/k7FulnGe7i8rvXrRz5+xpTqSoWJUo2q+Zoo/46k+EkJke31X/L0CojtVkxrgrl9vqx/mfv4GOP7Zc4InU5Z2FkSe4dFyyUOZLENbHFKiTW72a45Z2lsiHCRYg+uHbutPe/cbxVinBk8ePXTuM//3pgyvs+edGiiLZR0T6I32y2oLmPFVqi9aUrl8X83HCfz8Tl4onC4Tclib1/VWnc27h46fgu1sUaWJL2O9cZY3qe0+uDbYYxafGyj9m+Xp9cI9w47AL4ylXLRYcwpY9tWDDu/wEAFe3WSY+bqVdBpwNWlOZgWUn2pPvePtUeV4zx6nfEvwT7P/bW46Ht1ei2yV+73JBgxwdTHCs4JvsiWUr0DkSzwub7TdoYGjEW+wyGeXx+3PfmGZQ3D4gORVPCjYlUMzWfRMZ2R6dGEGdNlw1P7a3HieYBZKerZ8nNWFid8l5oaIFWLoAGHB7RIaiSP9LRJEQa44+iHKMWGsUmYsvwsIYeO/6xrwHHm/qFxqGXac3u4hz1XTlzCc/4vXG8Ff/Y16CqhTOmGvsXjUuWJdaELiIlubzaWOTi2tXaaz1MZpUdk3uCShLoHM5kWGXuvGyJLNs9a36+LNuNxvUTZpXOtHLRRP0OjyITcLRkuot1j8+PbRWdeHpfvVLhAADOjXDMcTj5mdrrbZgomZe49voDeHh7Df66s1Z0KElpcEgbPSxTNfs4PGxal0O059qphEaxXWMKDq/MTjPgkuXFET/fNdzrGVDpgj9MhlVmeWmOLNuVojRQvJaX5sa9jU/+/QDaVNQKKqf3KrtQ3Tn5ajxSVZ02AMGJQUqKdLLR2jKxF2hSzyyP9yIg0Ty1v16ybaVoZPgIxafTpo1EPlJqGZL3oXXzAAB3PLYf2yo649pWqHJHYYy9zdevUWf1EybDGpQfwzjdUIH9ROCKuMyTtvU7PLjt4b2iw5DNJy6MLGmWi9STTi5bEXkrCUXnjrWsD5tMEqVcXKRVWOQ2diGaqimGOyhJrZPrmAxrzEfPL0Nprjz1Kkl9ZlpRaSyV9j6pUk56imYmqxFQkq29ud5q7Q4mZVy4pBAZEgxPIGUwGQ5jQaE6Z0PmZmh/PCXJQ64hNqL1JVCvBiWP286RdmEVIpIPk+Ep3HnpEl7R0bQuV2GX+BeuWCo6BFn89M3gmOesNP4mSTsuZlUUIs1gMkxCJWJHYlPvEE4maL3qfgH1ZdNTDJibn4HzOEGNFLTlTIfoEIhIIUyGE5DN5YVPI+PVvvVCuegQJPe7dyrxoYd2o77bLjqUuEz1FdpX26N4HDoA5ywsEDbG90RTYl7Y0PSUXhGxdcCp6P6IaBST4QS0q6p73EpmaqaW0jNysLu1XSZo0+ng8riJ/BnNpGPAKeQCIBlo5HpdMaIXfIqW3x9Ax6D8y04TKYHJcIKKtNaraLHUDz1U3xf3KmcUmYKsVE0urSmVIY82VvPSotDFVqhuKWnL8eGhYJxfoy1NfQ7RIagSj0ICeWRM6C5YrI76hnLotrE1Qim3n1cGnUxLhBMBwMcuWCA6BIrDN69ZIToEisKplkHRIagSk+E4HG/ux8G6XvhjyGkHhjz466466YNKEj+60STJdp7YE/wM9Ez4KAIbT7aJDiGhzC/IREFWbCtZDTg8eHxPXdIswqNWsX5+RGrCZDgOtV3BCVK3xlBPckDArPxYvHqsRXQIUyrMluYAbGkPrsZz09lzJdmelrxxvFV0CNPyBwL48jNHUNVpi+mCU2o9djcqhr8vvHYSr8ManHB2xUr1lTkk9bO0W3Gwrpdj14c53F48uK0aCs8bVQ0mwxK4dHni1pPcVxOcPLRhSeK+xoWFWSiblXzjYt+rjG+Nerk53D68fSo4rlQNkxFD1QV+evMaDh1RkdvOKRMdAmnQ6dbgmOcrjSWCI4nckNuHnZVdsmy7d3hxo/MXJWcJSybDNC2dDlgzLw/GObmiQ9Esr0+dl9opev78Y5FiYCJMlChuXKudXsEjDX2y7+OjSTqGn2dDIpn9YqMZAGddExElkiG3D1vNnYoNtfBzTIdsmAwTySzUxf+R89idS0SUKPYP1yBPTWEqpXX8BIkUsLQkG1lpKaLDICIiiXiH5xHcd8tZgiOheDEZJkoCzx9sxJ1PHkJjDwuuE5EyvD4/yjW2sl4sOJ9W+5gME0nA6vSgfdApOoywHtxWjW0VnTjS2Cs6FBLozztqRYdASWSruQNurz9py3WRdjAZJpLAdos85W6k4uPZiABUdgTrJM8ryBQcCSUDhzu4nPlPblotOBKi6XEQI5EEfGpYFYJoBqkGHe66bAkrm5CicjOYapC6sWWYiIiIiJIWk2EiIiKiJLWrslt0CMIxGSYiIiJKMrOy0wAALx5tFhyJeEyGiYhI09Q+BprTV0mNirPT8KmLFiHNwFSQ70AY6VxRJmaZCp6YLlxahPULCnDd6tkjt7Hmo3iluekA1J+kJLOc9OCkpkSY3FSck46Xvnwx3vr6ZaJDGadouOVtzbw8ybedahh/oEtP5TlrQeHkKimlecFjUdmsLKXD0YS0FD0MemlPmqEFpvI0dGzRTqQK+9TFi7C4KBt/fLcSlR020eHIwjgnF5mpBrx8rCXmbSwsysKHz5k/bhvvfudK1HbZ8cm/H5j2uVLU5b1gcSFe/eqlAIAumwteXwCXryzGplPtrG0p0B8+th4VbVZctLRIdChCfP6yJXjjRCvOLssXHUpY7/3PVbA5vVhUlC06FEmct6gQANBndwuOZNSly4ux7+73oXA4KZbSPR9ag93V3fjKVctQmJ2Gq4ylku9DTllpBty6fh5eLW+ddJ9xTi4sHVbcdPY8lOam43B975SPm2jbd65Cc98Qrv7NeyO33XZOGS5fUYLCLOk/A7VYUpyN288rw+JidfyWTXNz8dpXL0XxcKOIFjAZDiMvIxU3nj0Xz+xvADCaDKdG0Z2wYXGhDJFJJyc9Bb+5fV1cyXC6QY/f3bF+3DbmFWRG1Dpc22WPeb9T+erVy0f+/vrFxfjDXk4KEKU0NwOluRmiwxih0wGXryhWbH93XrYEd162BADQbXPJso+0OHuvinPSUZyjnZOVVs3Nj7+ms3F2MDkc6+MbFuLjGxYCAO6/bW3c+1CaXqfD7+5YP3UyPDsX275z1cj/P3bBAthcPgwOeTDk8SHFoMOxxskr26Ua9CiblYnrVs9GQVbqyO2J/j1PTzHggdvXiQ5jhE6nw7oFBaLDiAqT4Qjdsn4erlhRgnMXFqCi3Trj40//9HpVdhFPdVAVwTQ3D+a2wUm3335eGR64fR0W/+AtAVFRNLLT1ff9DqfulzcCAN460SY0jq9dvVyy1uKyWVl44rMXID8rFT985ZQk26SphYaUKO2b16zAOQtn4cqVJXhsZw1+sbFCSByipRj0+Ntnzh932/Gmftzy8J5Jj0016PHYp8+fdDtNgWMKR3CQUYTWlRXgP84rQ0qELcMZqYaIxuEsKMzERUuVa0H+zCWLccXKEsX2F87iotHxWzedPRcXLJ4lMBoCgC9cvgSPfuLcGR/3X1csxUtfvhhr5/9/e3ce30Z55w/8M7osy4dsy/d9JWPFzukkTkJOEkgClHCX0EJpgXIUytGFtgu0XShtf7Db0mO39wGlLC2Ubi8C3dDlphTClQRncjmHEzvxFd+nrN8fkmwlvqTRSDOj+bxfL17Y8mjmG41m5jvPPM/30W4XAEGjJ/nPr5+Fc6tzFVvfuqpsLCrmsaO0wBiEa1eU4k+3noUVFbHp7rO5JhffvXJB0O95WKOB8zXFl4K0RFy7ohRbFuSrHYpmMBlW2R3rZ+MHV82cgCjJHMU8Qc6j28zkBJxVqewjbKv/RiSe+4kp7dazZ2Hz3LwZlytIS0RtSYZmE04A2Fidi+UG7a9MyslIsmFeYRpMCg8wmkpFVjK2LCiIyba0ItCd4cwBgTNRetCXnvz+5uURvb+mIBVfu7AaFVnJCkWkf+wmYUA3ralAUYYDG6tzYTIJ+O8bluG+/9mJIc+o7IPj9zcvR1vPEIoz5I3YPXdOLg609OKSRYWy3n+mFSVJ+G5hARYUpeHDxk5F1hmKzTW52LarOWbbi5XqfO22Ak8m12nHjz5ZixufeAdVucqP5DeaUG8qE6bpGtYzOILndjajMpsXYBr3xHV1ONDSgyVhjrGpyk3Bvee5UeIyZpWIL22uwre2+brNVOWlqByN/jEZ1rgHt1Tjk8tK8PW/1uPnrzUoss66chfqglrNlle48GLQYIUjbX1hrzMwkluuOfmp+P7WhRGtI5jdYsKWub4Wllgmw/Eq12nH4pJ0vHO4Q+1QQuZ0WPHUZyNrQTGiMwd8/f7m5SEd39vvWj1t39p3/d+dtEQrOvq0U/EBAAaGPXh1n34G3KYHDQ7Tu5oCJ2pkdLmymE24YXV5FCLSh5vWVOCmNRUx2dbdG0U88oIUk22phd0komBjdQ6UeIJz7pwcXDAvX9OPo9eI+urPtrlGfn/NP4VQ2odIrisWK/NUJBI/u2YxLgzqR3jlkiIsKAqtT3Jl9vStU4FKh18+zy03vKjZoaObvOyUBDx3+yq1wyCD2Fidc1qlpnjFlmGFWc0Cfny1MiNZH75sHtI03Of1l9cuibhFOJaciVb88JO1st//xgH9tByRvpRnJeHhy9QvjXTmBBzfunReSO/71iXKlfZaUpqOFRWxK4MHACMKFSXf3xL9mvQ1BU5FyrURKclh83WRyndqp6RmOJgME1HUmfxPNywGHvQSrzZW5+BKf71bJTx82XzkOu1o6Y5OfeZo2X+yW1ctzERKqi1Ox28/uwwF6fq8UWMyTKQhldnJuuqXG6oL5ueho28IG+bk4MU9J9UOh0hxXQMjaodApBqTSThtLJLesM8wkYZ84+K5eP8r56gdhuLynIm4Z1OVpmsTE5EyvF7gxT0n0a6hqbGJpsNkWIbAeLZ4LKFlFIG5U7S2D00mQdP9xIkA4Px5M9ejJuMKlDubrNuIxV9P2BriBFZKY6IeGmeir2KJK86nsg5gMiyDmMOafnp3kcEK2+tBWWYSAMCVrP2bgc01uajKTcHC4jS1Q1HFp1aU4oubqhRZV7HLgbMq9ft4NVJnDlqMB7esnbr6wMcXF+HBLdW49Wx1KhRMl6jTuCuXFOF/71yNr32sWu1QYoLJsN9bDe0hL2sxm3D1spIoRiOP2XT67ky0TV0A3+iyU+2nTQmtV281tKkdgmL+987V2PPgJmSnaH808talxXj+jtWoLeFUyJFKTrDgN9cvU3y99U3diq8zGkozk7CsXD9VeSLlSk7A1ctLUSRzgqZITZeo0ziTScCsnBRZs8rqkTH+lSH43TuNaocQsTMfXeY5E/HHz52F7XetUSmiiQKJTnZKfDx6+c1bh+H1KlOWKVxtPYP4x8HQb+JClZQQ3k2U3FkHz2Qxm2APmsHsxfoTiqw3VhKnmX0t2sKdyvZMOam+4zHFrv/JHBKsvsvab985iqGRUZWjCU05p8XVhTcPtOG6X72Ntw8pf97VukjPMVrHZNgvHko+Bfr4BJtflKap6U8/v74Sb9+7AVcvL1U7lIgESoWd6BpEa486fc+GPNG50BemO7B6duiTqdy8tgJ7HtyEVIUe955V6asx+7fd+kqGSzOT8MxNy1W5+bzrnNnYurQYa2VOgvPc51dh+12rMSdf/1NXO2wWfHKZr9TbqEo3qhSfXtjdjBf3nMT2j/R1blLCQxfNxSULC3DtilIsLknH9Svja/a/+OuspLArlhTC4/ViaVn0HmOl2q2YW+BEotUcF0k5AKQmWvGx+fnYdawTDa29sPkHSwiCgKyUBHQNDE/7/htXl+MfB9s0lcgHEwTgoYtrcO8fdqnWMhxNFVlJeGVvS8jL261m5Kcloqu5+7TWXTlqS9JRkJaIWE+8aDFF3jawuFSdx91rxWysFbPD2mfBXMkJcTVQpiBNP12gTJN80TfX5KKhtRd5aeNdhhYVp8Odl4pN1dPPollTkIqdxzgFPSnriiVFuGJJEQDgmZtXqByN8pgMz+DihYW4eGF0p0m1WUz4820rAQD9Q56obitWzCYB39+6EJ5RL/7y4XGUupLCer8Wp2yl6f3k6sXYe6I7rFZlrbh1XSU2RTBVN1G4SlwObJmfjy0L8vH9v+8/7W+TzZS5uDQD20KYhvkbF8/FVy6ohvsrzysWK6lnxDOKV/e1xGWji5YwGaYpvb4/8umHzSYBW1i5wRCKXQ4U63RQ4r9sFNUOgQxmTl4q7jpX+e+dIAgcPB1H+oY9ONDSi4bW3rDeFyhhlxUn43OijX2GVfCnD45P+bfgJ2ZCrJ8T+wX6Hj/73jFVtk/yBWp3mgSwJWEGgaMr2gNDguupxqoX1HtHTsVmQ9Mwq3T+0rrAQMvkBLZFnSnZ5j9/xUl3QSU8fOk8AMBgmINBl5e78I2L5+Jn1yyORliy2a3aTDt5NCpsuvwjJ9XX/+vve07iS5sm7wZgt5rxbxdWY2TUO+mAuFhwOqy4dkUpHnvz0KR/z0y2obVnSLWi6XIZITmcW+DE97YuRHGGAw/99SO8fUhbtTTNgoDC9ET0DXlUra/q9XpRW5KOm9ZUYEHR5LWChzyjM07KEqiOMtU6AN/N5ZPX18FqMcES5WMm218V4vE3D+P6VfIGuOQ77XAl2VAjc7bA7165ALc/9T7ynImy3h+KE12Duq0Tu3VpMUozk7CgMDY1qgPXkcD1R8vuWZ2NNiF1bBBtrB1p79PcIFK550m71Yyr6nwDSd9Q4ClvpLbdvgrdAyPIcybi1NTtgaoxXDLsBfCH947hoYtr4LAp989Pc/hOONNdQDKSbLh2RSn+MEOL66dWlIa8XTEnBQ6bGYsVrnfqsE09mO+xzyzFvhM9qIthbUwxV/4JKtACU2aA8kVmk4AL5+cDAJ64vg53/fYDvHFA/RNhgMkk4LUvnq3a9pP9F5bK7GSk2K340uapJ46Yk5eKj5q6pl1fUYYD+x7aPGMr6IopLu75ab6EcVGxMsdvVW4q1olZONLeJ3sd2al27Lhf/pTgWxYU4Il/HI7aAMhz5uTgqbePyh4sGKk/vHc8onEkdqsZ68RsBSOa3iWLCnH9qrKo1/VdUJSG94+eQlZKguySdvNyE+F2x74OcOD6/ej2vRw7ECXuPG3dZJzJcMlwaoIZJ3pGsLOxE3Xlys16tKzchVfuXofMlNjOnrWuKhsfPbBpxuWUrFJRne9Edb68ViO5rqorhsNmxh2/fT/s966ZnYX/+dxZ09bDTbTpq5U7FAkWs+ZnczMJwKg3do+MV8/KxF9uW4mCtJlbLa9fVYa7fvfBjMtF8oRk5axM7HlwExIULGzvsFmi0sXKnZeKg629ivRBHBn1PaU5dqp/ymVcSTZcs7wEiTYzgj+e9e6ciLcvR+BYUisJl0sQgMpsZWdNXVGRiVf3nX6T/cxNyzE4MoqkBAt26ayaxbJyF2ZlJyvytHNugROlLgc2zlD1I5acDv3XD4+2+MsAZnBdra81MxoPzItdDkVbm5V0+/pZuHRRIVbNUufxk5pMJgELitKQkTR1YliRlYxnblqOz62riGFktOO+c/DWv66PWVkvQRBQU+BE+jTfhVizW82qjQ8Ix/e2LsSO+zYo0qoZSuubySTggS01+PJmbVSWSbFbcdOaCsPMyDWdLQvyJ7xmMZuQpON+0IXpypRzXFyagZfuXofPrCyLfGUKqc534sUvaGfyLS3iUa0TS0ozUJ6VhCUy65humJOD/7hivmpTYGqdIAhYXJoxVtf4W8/vUTWepSrVq4219CSbLvoyAsCHjfpq7VKa2SQodtNyjkqtu0YS6Guq5syIpB35UezDHw/0extnMJtqctmXKQbOFn0X6Y5edWaVC3jqs8tw21Pv6e5xYzyb7pE+kdY89/lVONk9gGqNDQgj0iK2DBMFcTqsWFKq7GBEOUwmAVaWF9KMhcWxGflPpJSiDAdqSzJ00QWHSG2yWoZFUUwE8ASAbADdAD4lSdKEUQWiKFYC+B9JkmoiipKIomJzTe6M5cMIyNVJVw4iIgqf3JbhmwHslCRpFYDHAdx35gKiKF4N4CkAxhuxRXGvKJ19r8nYAg2O5jh7gpFqtyBBgX62dgv76hLphdw+wysBPOz/eRuA+ydZpgPAGgAHplpJfX29zM3LNzTk6wt6+PBhOAdPjr3e3+ery5lmNyPL1DtjbB0d4wXf9+8/gL6ToZUuaW9vh8fjwf4DvrnojzcdR319d1j/hlA0Hj2KeqFd9vvb2trh9XrR3d2DgYERxfdVY+d4n9yOjvaQ1n/s+PjndPz4cdQnTv25DQwMzLjOwHdhaGjotGX7+vphMU38fnZ1daPYacU3N+YhzW7C83t9Lar79u3D8SZff9Ku7vGYGhoaYOpMQFdXF4YGh8L+DDu7unC4rQ+v7dgJl2PiodrSOzL2c3aSBf0tjajvPb2Vt6OjAx19wwCGAQDHjx1Hvd0X4/Dw8Gnx7t0rIdk/jWt7u++709Y2vm/6+n3HSHNzM+rro9t/9szYenomPyZD2c9yHQ/6vgXH0tzUjPp6+XV8o62rqwuDU3zfvKNetLW1KfKZVTmGcWm1E6uKTBPW193bhz0tg3j2lffgzvK1qh895vvMDh86hOAqtIH3XrMwHW19HvSeOIz6ltMT7Mn2c2CfHDvWiHrr6TPunTzp+33Pnj0hla0LxPbIpjy4s+z4zuu+B50tLS2orx8/ztra2uAd9U76+R1qGQAA3LA4A/NyE9F85ABCfeZyyn89aW1tRX29vBq9sRR87pnss2hoGwQwvo9CvUZG83ieKbaenh70D4xOu/3x86LvGGo86psiuaGhAeau6FTEaWz0b+PgQbT3ewAAhw4dhqPvRFjrGQiq/dzV1T3272xvb4dn1IP9+305SdPxJtTX9ygR+tSxxGA/h2vGZFgUxesA3HnGyycABEb2dAOYUHRWkqS/+N8/5brd7tiXzPmg6V0AQElJCdxBdYYTX+rAysoUPHF9XUjrSZd2AfAV5K+srECJKymk92Xs2w3z4X5UVlQCOIr8vHy43fILuE90EABQWFQEdwQjtl2H90AQOpGSkoye0QHF95WtpQdAIwAgPT0jpPWn5ffjkVf/DgDIz5/+c6uvr59xnTZbM4AR2Gy205Z1vNwBq9k04f2p7/Yhob8HZy2aCwB4v/swgFbMmjULJ02tAFqQmpICwHfyKisrgzvfidT3+mHr7Qr7M5zXaMb/HdyH3T0O3Fg7seRbWmc/gCP41iVzceXS4knXcUtaF/6859Wx3/MLxj83q7XptHhnzxbHZqvK2L8bQBdcrvF943ipA8AgcnNz4XaXhvVvCdeZsSUnJ036+YWyn+Wq728E4EuKgmPJzcuF210SlW0qIfXdfiT0d0/6uQimQ3C5XIp8Zm4Aa5dM/rdP9yThi7/fCXNqNtzuAgDASXMLgGaUlJb6Z4P0TUMViOWBaUKauJ8Pju2TgoJCuN15py2ffeIAgHZUVVXBHkIrbyC28rIy1JSkw7nrfQA9yMrKgts9a2w516E9EEyTf7b9SR0AjuOsuRVYG2b5ubQ9IwC6kZmZCbd76mumVjhP+c49wOTXcc+xTgDHxvZRqNfIJU0R3gAAG5ZJREFUaB7PM8WW/I9uDApD024/Y1/gvOg7hhq9JwCc8J3rZc7YOJPDnibfNsrLkdw9CKAZpaUlcJeEV3HI6/XCaj6MYY8Xoxb72L8z48BHMJt6UVnpy0ny8vPgdhcp/u8IFov9PJkdO3ZM+bcZb5klSfq5JEk1wf/BlwgHqninADg19RqIlJHnTES+Uz99N3/08sGI3n/zWl8C7IlgGml3XirrolLMLTZIaUAivRAEAf96njZqdmuR3Kvk6wDO8/+8GcCr0yxLZEgNrdF91ERERESRk5sM/xBAtSiKrwH4LIB/AwBRFB8WRXGpUsER6ZmA+BpYpCYlpysmIiIKJmsAnSRJfQAun+T1eyZ5jTNFEGnEqPbH5kyQlZKAuzdWqR0GERHFKTa3EBnIF57+QO0QwvbZVeUQc1NmXpCIiEgGJsNERBQV7x/l2GoiresZHEHfkEftMFTFZJjIQFhZgmIh1e4r0ffL1w+pGwgRTSs5wddb9kcvTzklhCHwykhkIEMjozjZNaB2GBTnslIScFltIaxmDiIl0rJb1vlKePYNsmWYKOZKMuJzOmOrWfuH1I9fiaz+MVEoMpJssJi0fzxMZl1VNuYVOlFXxnrJFN8SLGbYLCY8vzvU+RLjkz7PVHHgeGd0p7PVOovZhC9u8lUISHfYVI5GOZ9aUYqHL52HmoJUtUOZYKn/wj7skVdS4qq6Yiwvd42thyhefWx+Pv5060rUBc1SShSv3Hnau17FmqzSahSZzv5hXPmTf6gdhupuXF2O8+bmoihdnVbiUfkTu03JlWRD7ZIiPL+7GS3dg8pvIAICgHSHVfb7L1lUiEsWKTl1OJF8J9jdR/PeOdyhdghTGvbIvwD8+JWDyHPaURDDa9dv3z4atScVN6wqw61PvheVdesFW4Zl4iQAkTOZBJS4kmAyqdOvcHDE10fqSHtfROuJQk5teJ5RLzr7h9UOYwyPd+1598jMlSpO9WnnOzSdwBlQpVOh4jKSfE/7tNYgAIx3ZdtefyKi9fznS7EdcParNw5h2y5jd2WIJp7hZfrcukq1Q5jUJYsKkJJgQXGc9slV0h0bZkf0fov/yvWtbXuUCEdTUvzVAAL/j7VhzyjeONCmyrYnc7Y7R+0QKAwpdt9Dz//4m6RyJKH55LIS3Li6PG6evOSnJeKiBflqhzGpWdnJcCVF3jXPqsKdi9wubjQzwybDL+9twYsR3BmmK3AwRcO3r1iAnf+2UZFJCoY9XrzV0K5AVNpUlpkU0fs3VecBAE71DSkRjqbcuq4Sf751JW5aU6HK9j99Vqkq251MvtMOmw4GRgbbf7IHj27fi70nutUORRVblxYDAIb8ycOwZxSPbt+LP75/LOJ1D42M4tl3G/HR8a6I1xXgzkvFl89zozTCc5KWqHUjPROTScB5c/Mm/VtbzxB+/eYhHA3haWFBeqLCkU1OEOLkcYHG6esMr6AfvnQA1z32DroGYvsYLSslIabbkyswcKR7YETlSLTL6bBiXqFT7TCiwmYxYW6hU7W6xPOL0lTZbrAEixkAkJVqVzmS8Dhsvrgf3b4Pj7ygj5ZRpZlNAkpd40/HpOZuPLp9H25/6n1F1n/X7z7ADY+/o8i6SBtGvcCxU/24/4+78YO/759yOWeiFcvLXRAQmyT1rMpMXLO8JCbbMjLDJcOl6ae36Hoi6EQvxy1rK/D2vRtQkBabu0q51szOUuRRkh6NeoE3DrShvkm5lh/Snw1zsvHjq2vxg60L1Q4lLPee7x77eXBEm49V89ISkWq3YJ2YJev9v7txeVjLexU6za+enTn2c5OBKwLlpNpxVV0xblmrzpOjaPhEXfHYz1rqjpCcYNFst8x4YrhqEk67GRurc/DC7sg6z8slCIJuWoeN6pw5OdhxuAN7T3THfcmZBIsJGUk2jHq9SLSa1Q5HUxIsZmyszgUAjESj9EiUmHUwCqsgLREffm2j7PcvLctAcoIFPYOxfXK1omI8GTby42uzScA3Lp6rdhiKWqCBp1GkHsO1DJO+5Th9j6yjmbidM0eZwVI7j3WitUd7o6mDmU0mvHPvBrx73zmcqnkaZZlJqM6P7xsjIopvga5fqYna7M+tJsO1DJO+/dcnFkFq7sZZlZkzL6yiPH/S/jeVnkCEQ63SdkREFDsXLcxHaqIFtSXpaoeiOWwKIl3JcyZirZit+WmPb98wCwAwqlRnRSId6h/24I0DrWqHQUQAHDYLLpiXjzyntscsqUHbGQWRyg629ODpd46iN8Z9E4n0bvUs3+A4PTwdISJjYzcJBZhkDKSoyE7GsVP9SItgetxo09OgITlCGWj0pWd34p8N7YYeLEMkx8pZmUi1W+D1evHQXz/CeyHMGBcOZ6IVPYMjCOUh0cHWnrGfvV4vj2eDY8+w0y3zl1I1MkMmw3KS18n851WL0N43hEIZxbd/cnUtmjsHUOLS7kxxA8PKTFesVfML03D/BXMwKzt5ymW6/FMCa6nUjhFUZE29T2h6wTd5Zg1c9E92D0ZlGtlvXzEfO450hDR+4PtBdWN//loDrl9Vrng8pB9XLy/BY28ePu01I98gZSYnoDwzCQdbe9UORTWG7CZx7YpSRdZz/rw8XL2sRNZBZLeaUZqZpOkDMNDvNV4n3rBZTLhuZRlWz5ZX6zQUX//rR4i0fb1v0INbfrMDj27fq0hMXi/w7y9IOHZKu3VS89MSsVZmDdpoWVHhgiAAZS5tzxLmsFnws2sWj/2sppFRLw609My8oAx15S7csrYypJnOrGYT8v2DWjsinDHygS3VADDtTTRpW2X2xBlaM5NtuP+COQA4qNiIDJkM15W78LWPzVE7DM2bNckJg0KTmZQAq1nAwPAoRiPsbnKgpQfP7WzGo9v3KRJba88gfvB/vpYyzyhbvEN17/lz0PDN87FC45VMAGDDnBxUaiBZGxj2YO+J6CTD4RAAzMl3wnJGktPY0YdtO5vGnoKF4prlpTi7SvuDeCk8giDgupVlmp8QK1oS/OVKlXpyrjc8mmlKrmTfDHSLWYYlbCaTgM+fPUvx9T6v8ONmLT+ZqC1Oh9UsaCKpI3nu3lildgjTuvvpD3Hzb97Ftp1NaodCMbapOhcLi9OQnaKv6daj5SsXzMHNaytkzwqpd4bsM0yhWVScjh33bQjpMSTFxq5jndhUk6vY+rYuLZ55IZXctn4Wbluv/A0FxU6phsdEAONdJrQ6bTVFz4+urlU7BE1ZXuHC8grjDqRjMkzTciVz6uh49fWLarC0LEPtMCgG7n76Azy3swkDw0z6iIjOxG4SRERx7o/vH0fvUOj9YmlmRzv68I3n6rGzsVPtUMggolGVhXyYDBMRxbGdjZ0YYmlAxZ3qG8ZPXjmIX77eoHYoZDClGq9oo0dMhomI4tjOY2y5jCZOuU6xdHltIbsvRgGTYSIiIiIyLA6gI4qybbuaUZbJx1pEsfbH94/juZ1NGPZ4kW/Q+rFENDMmw0QR6B0cwYeNnTM+ik5KMMcoIiKfgWEP/rqzCU2d2p1pMBaGPcp3Y/CyawSpRMOl4XWN3SSIInCkvQ8A0Noz/RSvX/1YdSzCIRrT2OFLgt89ckrlSLQv3FH6bb3jxzun7jWuV/a2xHybV9WVxHybRsBkmIiIKAzBDcMCmAwb1bPvNgIAslJiN6BtXoEzZtsyEnaTICIiIgpyuK0XAFAyTRkzm8WEj83PR04qp3TWO7YMExHFufVV2WqHQKQbgyOjWPPIS1jzyEsYGJ56shqTIMBi5pOBeMBkmIgoztksPNUThWp4ZHySmmFOWGMIPEMSERERkWEZvs9wW+8gEqy8JyAiIiIyIsMnwxu+/QrynHYWZKdpffnZnQCAdIdV5UiIiChW3jrYjorsZE6cFOfYJAqgqXNA7RBIJzr6htUOIXycH4CISJbrH38H5333VbXDoChjMkw0hdaeIexp7lY7jIgN+QeAeEaZFRMRhat/mooSFB+YDBNN4Z1D7WqHoKg7z5mtdghEMdM9MKJ2CKRDgyMePL87vBkJSf+YDBMZRAH7xZOBBE+ZTOrS07mntYffGyNiMkwUA5nJsZuuk2g6JhMnCaDYuXltBSxmphqkbfyGEikoxT6xQMu5c3I4Epk046qlxWqHoIrMZJvaIRCRRjEZJlLIpYsK4ZqkBdhhM6sQDdHkijIcMd+mXQO13P9lo6h2CESkUeqfoYjiRFYKu0IQaRU7hxDRVJgMExEREZFhMRkm0rgX95xUdH09gyw5RUQUCS+8rFgSR5gME2nc0Mioout7dV8rACApgX2ZiYjkePtQBwDAZuZ5NB4wGSbSgXPm5MCscEmsC+blK7o+IiKjuXlthdohkAKYDBMZ0NwCJ6ys/UlEJJvVLHDgdJyYWBSViDRtx+EO/PSVgzhvXp7aoRDp1uCIB3uauxVZ1/6TPbjtyfcUWRcRxR6TYSKdeX5XE57f3QyBtaKIZHvN33deCS/vbcGxU/2KrY+IYovPSYmIyHCUHphKRPrFZJiIiIiIDIvJMBEREREZFpNhIiIiIjIsJsNEREREZFhMhomIiIjIsJgMExEREZFhMRkmIiIiIsNiMkxEREREhsVkmIiIiIgMi8kwERERERkWk2EiIiIiMiwmw0RERERkWEyGiYiIiMiwmAwTERERkWExGSYiIiIiw2IyTERERESGxWSYiIiIiAzLIudNoigmAngCQDaAbgCfkiSp5YxlHgGw0r+Nn0iS9NMIYyUiIiIiUpTcluGbAeyUJGkVgMcB3Bf8R1EU1wGolCRpOXwJ8RdFUUyPKFIiIiIiIoXJTYZXAnje//M2ABvO+PubAD7j/9kLwAxgWOa2iAzPM+qNeB0mQVAgEiIiovgyYzcJURSvA3DnGS+fANDp/7kbgDP4j5IkDQAYEEXRCuAx+LpJ9Jy57vr6ejkxR2RgYAD19fVoPtF52uv9fX0YtZhUiYmUF9jPcjR2DgEAurq7J/178Hq93vEkta2t9bS/tbR0AAA6u7pkx5LpMKO1z4Pm9k54vV60trZiyOM9Lb6mpibU1/dOuY57VmXj1IAHPScOwePxAAAGBvrj4rseyX42kuDvciw/r8ZjvtO+N+hm7vChQ3D0NYe1HiX28959+/zHUBvq6+vHYgsWamwDA/1jP3d2nsIJ8/jvR48eRf1oW0SxxoOODt/5r83/eYdCy8dzfX092tvb4fF40NfnO996vd6YxNvWNzIex5563TdsaHE/z5gMS5L0cwA/D35NFMVnAaT4f00BcOrM9/m7RTwD4CVJkr452brdbne48Uasvr4ebrcbb7U3ABg/YSU6HEi0mlWJiZQX2M9y2Fp6ADQiNSUFwMQkM3i9gtAA38MPwOXKhNtdNfa3rOP7AHTAmZoqO5bbNiTiq3/aDUeiA4IwhMzMTAyOeAB0jsWXl5cHt7t4ynUEb9psbgQwCrs9MS6+65Hs5/h3cOyn4O9yLD+vQyNNAE5CMAmA/yaupLQU7pLwes3J288HT/tt9qxZEIQjyMx0we2uGostWKix2be3AfDdNDudacjJSUXgelJUVAS3mB1mrPEnXdoFoAsu/+cdCm0czwcnfdXtdiNj326YD/fD4UgCMABBEGIS74muAQBHfHFUuWEy6TsZVms/79ixY8q/ye0m8TqA8/w/bwbwavAf/QPsXgTwC0mSHpS5DSJS2Ig/IekeYK8lIiIiQGY1CQA/BPCYKIqvwXd7fBUAiKL4MHytwWcBKAdwgyiKN/jf82lJkhoijJdIU7yRd+WNqbmFTrxxoA1HO/pnXpiIiCbw+E/8wx6dXQBoSrKSYUmS+gBcPsnr9/h//CeA70QQF5HqPjg6offPBEtKM/DmQf30D/zUilK8cUA/8RLJtbzcFbVj06zzx9SxcNHCfPQMjuD8uXlqh6K4KxYX4Z8N7THbXlZyAq5fWYZku0X3XSS0yrCTbqyrYp8umlyq3QoAON45MOOyj1+3FFsW5Ec7JKKwfefj89UOQVVP3lCH+gc2RWXdt6+fhctqC6Oy7nhRW5KB73x8AWoKnDMvrCHfuHjujMssLc2IQSTjTCYB910wB3dsmB3T7RqJYZPhEleS2iGQRmWlJODSRaFd6KxmE9ISrVGOiCh8Fy8sDPl7HI8EQYDpjCvcyKgXHX2R95dfV5WNf798PgrSEiNeF2nLVXXFWD07S+0wKMYMmwwTTceVbFM7hAk8o15/JQkifdFS3/on3zqCU31DaodBRBrCZJhoBptrcmW9b2lZBuYXOnG2O0exWH76agO6B0ZmXpBIAwrTHQCAc6tzkebwPUFJscsdtx25rUt9JQh5DBFRMPXOSkRxrq7chT/eulKx9Z0/Lw9//bAJnf0si0bhSU/yPekoTI/tY/25hU40fNNXhbOlexAdfcOYlZ0c0xiC1Zak47//eeS01x6+bB7ueeZDWesb9ozi9+82Is1RpkR4RKQStgwT6cRa9mMjmXJS7PjogY34+xfWxnzbgiBAEARkp9oh5qZA0NjsWfMK5Q/w2ljte2p0/BRLFRLpGZNhoghlJif4/6+9fsZkbIGuCc5ECxw2C2wWY53ybWYTPlFXjMtqC5HumPn4DDdPDyTDRKRv7CZBFKFbz67E5YuLkJOaoHYoRKf50uYqbF1ahPJM9bomqEkQBDwUQqmsRz++APtOdqM6PzUGURGR1jAZ9ttxuAMrKzPVDoN0SBAE5DrtaodBNIHVbEJldoraYWjeRQsL1A6BNK6htVftECiKjPXMjChC918wR+0QiIgoxv78wXG1Q6AoYjJMFKLLawtx3UqOGiciimcbq3MmVD3RUq1sUh6TYSIiIiK/T9SV4H/vWqN2GBRDTIaJdKpnkBMHEBERRYrJMJFOvbqvVe0QiOgMNjMvq0R6w6OWiIhIAV+5YA4Wl2aoHQYRhYnJMBERkQIurS003MQmRPGARy0RERERGRaTYSIiIiIyLCbDRERERGRYTIaJiIiIyLCYDBPpgNkkqB0CERFRXLKoHQARTe3sqmzsae7G+XPz0NTZr9h6HTazYusiIiLSM0Mnw6UuBw619akdBmmQRSMtsUUZDnzzkrkAgKffORrx+urKMnDtilIsLWMtVDKuxg7lbizJeDJTbKjKTUFWSoLaoZBCDN1N4rc3Lsezt6xQOwzSoGtXlI79XOxyAADKspJUisbHJPgS9G27mmWvI81hw9curMZ5c/OUCotIN9IdVgDAo9v3KrreSI5J0h+HzYLn71iNX19Xp3YopBBDtwznpNqRk2pXOwzSoOyg78XFCwvwL+eKsKo8zep6d7aq2yfSu7OrslGQlqhYH3y1b5Apdk50D3Cq7TjGPRukrXdI7RBIo9ROhAFfq+7iknS1wyDSLUEQkJ+mXANIQVoiLpjHpyzx6s4Ns7Gs3Nel7Mm3jqBrYFjliCha1L/Ca8Dn188CAAwMe1SOhIiIiLTg9g2z8NRnl2Pr0iIAQP8Qc4R4xWQYQGF6otohEBERkQbNLUhTOwSKMibDRDrksJkxOydZ7TCIiIh0j8kwkY54/f8fGhlVNQ4ivfJ6gTcOtKFncETtUIhIIwxdTeJMGiktSxpx7YpSNLT2ojjDoXYoE4yMemdeiIgmSErwXfZe3tuiyPpsFrYpGcW2Xc1wJlrVDoOigEcxgGVlLmyszhkbSEcEAF+7sBqPfWYpHDbt3DM+uKVm7Of8NF9f92S7duIj0rr7L5gDAGjqHFBkffdsrFJkPaRdnKQo/vEqCt+kCj++erHaYRDNKDVx/JD93taFONTai5p8p4oREelLYCryHYc7FFlfmmO8pVArM1eSsiqzk1Gdn4rdx7vQ2c/yavGIyTCRjhSmO/DkDXVwJlqRardiXiFHOROFIz8tEZfXFuLpHY0AAIc1ssug3WrGf9+wDF6vd6wLBsWf61aW4a7ffcApmOMUj1winVlRkal2CES69sjl83HD6nL0Do6MTbceieUVLgWiIi27ZFEh1lflsI94nGIyTEREhjM7J0XtEEhnnA4OnotXvMUhIiIiIsNiMkxEREREhsVkmIiIiIgMi8kwERERERkWk2EiIiIiMiwmw0RERERkWEyGiYiIiMiwmAwTERERkWExGSYiIiIiw2IyTERERESGxWSYiIiIiAyLyTARERERGRaTYSIiIiIyLCbDRERERGRYTIaJiIiIyLCYDBMRERGRYTEZJiIiIiLDErxeryob3rFjhzobJiIiIiLDqa2tFSZ7XbVkmIiIiIhIbewmQURERESGxWSYiIiIiAyLyTARERERGZZF7QBiRRRFE4D/AjAfwCCA6yVJ2q9uVCSXKIpWAL8AUAogAcDXAXwE4FcAvAB2AficJEmjoih+FcD5AEYA3CFJ0j/ViJnkE0UxG8AOAOfAtx9/Be7nuCKK4pcBXAjABt+5+mVwP8cV/3n7MfjO2x4AN4DHc1wRRbEOwP+TJGmtKIqVCHHfTrVsrOI2UsvwRQDskiQtB/AlAP+hcjwUmU8CaJMkaRWAzQB+AODbAO7zvyYA2CKK4iIAawDUAbgSwH+qFC/J5L+A/hhAv/8l7uc4I4riWgArAJwF334sAvdzPDoPgEWSpBUAHgDwELif44YoivcA+BkAu/+lcPbthGVjGbuRkuGVAJ4HAEmS/gFgsbrhUISeBnB/0O8jAGrha00CgG0ANsC33/8mSZJXkqQjACyiKGbFNFKK1L8D+BGA4/7fuZ/jz0YAOwH8AcCfAfwF3M/xaC98+8wEIBXAMLif48kBAJcE/R7Ovp1s2ZgxUjKcCqAz6HePKIqG6SYSbyRJ6pEkqVsUxRQAzwC4D4AgSVKgVmA3ACcm7vfA66QDoiheC6BFkqQXgl7mfo4/mfA1UFwO4CYAvwFg4n6OOz3wdZHYA+CnAL4HHs9xQ5Kk38N3gxMQzr6dbNmYMVIy3AUgJeh3kyRJI2oFQ5ETRbEIwP8B+LUkSU8CCO5flALgFCbu98DrpA+fAXCOKIovAVgA4HEA2UF/536OD20AXpAkaUiSJAnAAE6/GHI/x4c74dvPs+Ebv/MYfH3EA7if40s41+TJlo0ZIyXDr8PXXwmiKC6D75Ec6ZQoijkA/gbgi5Ik/cL/8nv+voeArx/xq/Dt942iKJpEUSyG7yaoNeYBkyySJK2WJGmNJElrAbwP4BoA27if485rADaJoiiIopgPIAnAi9zPcacD462C7QCs4Hk7noWzbydbNmaM1E3gD/C1ML0BX+fsT6scD0XmXwGkA7hfFMVA3+HbAXxPFEUbgHoAz0iS5BFF8VUAb8J38/c5VaIlJX0BwE+5n+OHJEl/EUVxNYB/Ynz/NYD7Od58B8Av/PvQBt95/B1wP8ercM7VE5aNZaCcjpmIiIiIDMtI3SSIiIiIiE7DZJiIiIiIDIvJMBEREREZFpNhIiIiIjIsJsNEREREZFhMhomIiIjIsJgMExEREZFh/X+3gPjBa0DNvAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(df['time_step'][1:],df['Price'][1:]-df['Price_Signal'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "#plt.plot(df['time_step'][1:],df['Price_Signal'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "#plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(df['time_step'][1:],df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(df['time_step'][1:],df['Sell_Log'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 NaN\n", + "1 0.0\n", + "2 2100000.0\n", + "3 0.0\n", + "4 0.0\n", + "5 0.0\n", + "6 0.0\n", + "7 0.0\n", + "8 0.0\n", + "9 0.0\n", + "10 0.0\n", + "11 2100000.0\n", + "12 0.0\n", + "13 0.0\n", + "14 0.0\n", + "15 0.0\n", + "16 0.0\n", + "17 0.0\n", + "18 0.0\n", + "19 0.0\n", + "Name: Sell_Log, dtype: float64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "buy_delta = df['Buy_Log'].diff()\n", + "sell_delta = df['Sell_Log'].diff()\n", + "ext_delta = df['P_Ext_Markets'].diff()\n", + "# df_delta['Buy_Log'] = buy_delta\n", + "# df_delta['Sell_Log'] = sell_delta\n", + "# df_delta = df_delta.append(ext_delta)\n", + "# df_delta.head()\n", + "sell_delta.head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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9IcTzhBDvBfATAM8WQpwlpfxyxHqvhhUoPdfz/PcAXCeEGAOwBUBv0AqklN8SQrzObt73QVh9qLKwRhB8n73YHQBuBPDPAH4khDgLVh+vT0TsnwuDJyIiIiKiI4yU8jYAt8VYPhPw0j8py7xNeX51xPpG7IfTADLK8wP2/xfBGjDC+74Bv+1JKV+pLPYKn/e9VfnzxLB9C8PgiYiIiIiInLmQTvN56Rwp5V01rO81sJrzeX1FSnlt3PUtBgyeiIiIiIgI9uh4USPkxVnf9QCub9T6FgMOGEFERERERKSBwRMREREREZEGBk9EREREREQaGDwRERERERFpYPBERERERESkgcETERERERGRBgZPREREREREGhg8ERERERERaah5klwhRBLApQAEgCKAtwMwAFwBwASwDsCZUsqSEOI8AK8CUABwlpTynjr3m4iIiIiIqKnqyTz9AwBIKV8I4GMALrL/nSulfDGsQOoUIcSxAI4H8HwApwK4uK49JiIiIiIiWgA1B09Syp8BOMP+cyWAMQDHAfid/dxNAE4E8CIAt0gpTSnlkwBSQoilte8yERERERFR89XcbA8ApJQFIcR3ALwWwOsAvFpKadovTwDoBNABYLfyNuf5neq6RkdH69mV2HK7NmHE5/kDByYAAPsnJrTX9cSmTQ3Zp8VsfHx8oXdhXk1o/t5zhbnyY91jZMuWLdr7sXnzZoxiHKs1lt21ezdm57Zhmfbaw0V9nv0TE2hr0LaiTE5NlR9v3rIZwJBrPxwbN20MXEecc1iXCWB9k69VQcb37MHE6ChQKmgdL465uTlk7cf7JybQMR87V4OJif1N3+bu8d3YMTqK8T17ql47eHA69vompyaxadMmPLcRO7cI7Bjbgez0OHoAbB8bw57RURiFaRwDwDTNqLc33YGY5/z4nr2+9++5QiHwPevXr8fYmPtYfXzDhsDlp2dmYu2TqlAsIFPje6cPHqx5u/XYH/M83rplC3YZi+OaSqSrruAJAKSUbxVCfBjA3QByykt5AHsB7Lcfe593Wb06zu2/AZ70P8Hb2/MAptCRz1u5NA0rR0YAbGvUni1KPT09APYt9G7Mm3w+H70QgHQqDauLH6xjBJOR7xkaGrLODg3Dw8NYvbpfa9neJUuA3kaFTtGfpyOftz/5/GtrbS0/Hh4ahhW2VPbD2c9VI6sQdO51aP6mcRhwrlXBhaVm6enuxtDq1UAxuKDnJ51OA3ZcMB/fUa3y+Q5gR3O3uaRnCZasXo2eR9YBm9yv5XJZ4EC89bW1tmFkZKRRu7fg+vr70DNh/SgD/f0YWL0amLUqNgzDWMhd89Wez3uqZcP1dHf53r/TqeCi0THHHIO1+56AWid89FFHAfCvJMu2tOjvkEcqWXsRLZvLWaWvJuvIx6uOWT40hKXNLv8BWLt2bdO3SYePmpvtCSHeLIQ4x/5zCkAJwB+FECfYz50M4A4AdwJ4hRAiIYRYASAhpdxVxz4TERERERE1XT2Zp58C+LYQ4nYAaQBnARgFcKkQImM/vkZKWRRC3AHgLljB2pl17jMREREREVHT1Rw8SSknAfyLz0vH+yx7PoDza90WERERERHRQuMkuURERERERBoYPBEREREREWlg8ERERERERKSBwRMREREREZEGBk9EREREREQaGDwRERERERFpYPBERERERESkgcETERERERGRBgZPREREREREGhg8ERERERERaWDwREREREREpIHBExERERERkQYGT0RERERERBoYPBEREREREWlg8ERERERERKSBwRMREREREZEGBk9EREREREQaGDwRERERERFpYPBERERERESkgcETERERERGRBgZPREREREREGhg8ERERERERaWDwREREREREpIHBExERERERkQYGT0RERERERBoYPBEREREREWlg8ERERERERKSBwRMREREREZEGBk9EREREREQaGDwRERERERFpYPBERERERESkgcETERERERGRBgZPREREREREGhg8ERERERERaWDwREREREREpIHBExERERERkQYGT0RERERERBoYPBEREREREWlg8ERERERERKSBwRMREREREZEGBk9EREREREQaGDwRERERERFpYPBERERERESkgcETERERERGRBgZPREREREREGhg8ERERERERaUjV8iYhRBrA5QBGALQA+CSAhwFcAcAEsA7AmVLKkhDiPACvAlAAcJaU8p76d5uIiIiIiKi5as08vQnAbinliwGcDOBrAC4CcK79nAHgFCHEsQCOB/B8AKcCuLj+XSYiIiIiImq+WoOnqwF8VPm7AOA4AL+z/74JwIkAXgTgFimlKaV8EkBKCLG01p0lIiIiIiJaKDU125NSHgAAIUQewDUAzgXwBSmlaS8yAaATQAeA3cpbned3etc5Ojpay67ULLdrE0Z8nj9wYAIAsH9iQntdT2za1JB9WszGx8cXehfm1YTm7z1XmCs/1j1GtmzZor0fmzdvxijGsVpj2V27d2N2bhuWaa89XNTn2T8xgbYGbSvK5NRU+fHmLZsBDLn2w7Fx08bAdcQ5h3WZANY3+VoVZHzPHkyMjgKlgtbx4pibm0PWfrx/YgId87FzNZiY2N/0be4e340do6MY37On6rWDB6djr29yahKbNm3Ccxuxc4vAjrEdyE6PowfA9rEx7BkdhVGYxjEATNOMenvTHYh5zo/v2et7/54rFALfs379eoyNuY/VxzdsCFx+emYm1j6pCsUCMjW+d/rgwZq3W4/9Mc/jrVu2YJexOK6pRLpqCp4AQAgxDOBaAP8npbxKCPE55eU8gL0A9tuPvc9XWb06zu2/AZ70P8Hb2/MAptCRzwNjeqtaOTICYFuj9mxR6unpAbBvoXdj3uTz+eiFAKRTaQBFALCOEUxGvmdoaAi4W28/hoeHsXp1v9ayvUuWAL2NCp2iP09HPm9/8vnX1tpafjw8NAwrbKnsh7Ofq0ZWIejc69D8TeMw4FyrggtLzdLT3Y2h1auBYnBBz086nQbsuGA+vqNa5fMdwI7mbnNJzxIsWb0aPY+sAza5X8vlssCBeOtra23DyMhIo3ZvwfX196FnwvpRBvr7MbB6NTBrVWwYhrGQu+arPZ/3qZoN1tPd5Xv/TqeCi0bHHHMM1u57Amq98NFHHQXAv5Is29Kiv0MeqWTNRTRkczmrBNZkHfl41THLh4awtNnlPwBr165t+jbp8FFTsz0hRD+AWwB8WEp5uf30fUKIE+zHJwO4A8CdAF4hhEgIIVYASEgpd9W5z0RERERERE1Xa7XGRwB0A/ioEMLp+/Q+AF8VQmQAjAK4RkpZFELcAeAuWIHamfXuMBERERER0UKotc/T+2AFS17H+yx7PoDza9kOERERERHRYsFJcomIiIiIiDQweCIiIiIiItLA4ImIiIiIiEgDgyciIiIiIiINDJ6IiIiIiIg0MHgiIiIiIiLSwOCJiIiIiIhIA4MnIiIiIiIiDQyeiIiIiIiINDB4IiIiIiIi0sDgiYiIiIiISAODJyIiIiIiIg0MnoiIiIiIiDQweCIiIiIiItLA4ImIiIiIiEgDgyciIiIiIiINDJ6IiIiIiIg0MHgiIiIiIiLSwOCJiIiIiIhIA4MnIiIiIiIiDQyeiIiIiIiINDB4IiIiIiIi0sDgiYiIiIiISAODJyIiIiIiIg0MnoiIiIiIiDQweCIiIiIiItLA4ImIiIiIiEgDgyciIiIiIiINDJ6IiIiIiIg0MHgiIiIiIiLSwOCJiIiIiIhIA4MnIiIiIiIiDQyeiIiIiIiINDB4IiIiIiIi0sDgiYiIiIiISAODJyIiIiIiIg0MnoiIiIiIiDQweCIiIiIiItLA4ImIiIiIiEgDgyciIiIiIiINDJ6IiIiIiIg0MHgiIiIiIiLSwOCJiIiIiIhIA4MnIiIiIiIiDQyeiIiIiIiINDB4okVtyjAWeheIiIiIiAAAqXreLIR4PoALpZQnCCGeBuAKACaAdQDOlFKWhBDnAXgVgAKAs6SU99S5z3SEuLmtFR/q68XVW58Cphd6b4iI6lcEcElXJ5buKS30rhARUQ1qzjwJIf4bwLcAZO2nLgJwrpTyxQAMAKcIIY4FcDyA5wM4FcDF9e0uHUnuyFmHlsxkFmwfHs6kMcnsFxE1yB25HL7R3YmfL9230LtCREQ1qKfZ3uMA/kn5+zgAv7Mf3wTgRAAvAnCLlNKUUj4JICWEWFrHNukIUrSDlgTMBdn+HIA3LB/Ee/t5yBJRY8zYdTEFY2GuaxTt412bcU2+baF3g4gWqZqDJynlT2CVLx2GlNK5G0wA6ATQAUCtXnOeJ4rkNGpJLFAZo2AHb/e3LFzmi4gOL6ZTKcTYqSbPXrUCn+/pmtdtPJGewcd7l8zrNojo0FVXnycPtQF3HsBeAPvtx97nq4yOjjZwV6Lldm3CiM/zBw5MAAD2T0xor+uJTZsask+L2fj4eNO3WbT/TzZhWxM+v3c5eFOemytU6gt0j5EtW7Zo78fmzZsxinGs1lh21+7dmJ3bhmXaaw8X9Xn2T0ygWXWxk1NT5cebt2wGMOTaD8fGTRsD1xHnHNZlAljf5GtVkPE9ezAxOgqUClrHi2Nubq7c1nr/xAQ65mPnajAxsb/p29w9vhs7RkcxvmdP1WsHD8bvaDk5NYlNmzbhuSHLONc1A4u/OfCOsR3ITo+jB8D2sTHsGR2FUZjGMQBMc+Givys7O/Ch8eqixIGY5/z4nr2x79/r16/H2Jj7WH18w4bA5adnZmKtX1UoFlBr1d30wYM1b7ce+2Oex1u3bMEuY3FcU4l0NTJ4uk8IcYKU8jYAJwO4FcBjAD4nhPgCrNJPQkq5y+/Nq1fHuf03wJP+J3h7ex7AFDryeWBMb1UrR0YAbGvUni1KPT09cCcR559TQ2s04Sadz+ernivaZRs1eEun0nCKPx35PIDJyHUPDQ0Bd+vtx/DwMFav7tdatnfJEqC3UaFT9OfpyOfLBb/51tbaWn48PDQMKE031f1cNbIKQedeh89vWi8DzrUquLDULD3d3RhavRooFmK9L51OlwdgmY/vqFb5fAewo7nbXNKzBEtWr0bPI+uATe7XcrkscCDe+tpa2zAyMhK6TMm+rhwKQ9329fehZ8L6UQb6+zGwejUwa1VsGIuwL2h7Pg/s1Fu2AODC5Fqc3PnKWNs45phjsHbfEwB2l587+qijAPhXkmVbWmKtX5VK1l5Ey+ZyVvV1k3Xk41XHLB8awtJml/8ArF27tunbpMNHI4OnDwC4VAiRATAK4BopZVEIcQeAu2DdK85s4PboMNfMzJOfEpzmNWxfQ0SNUYRTKbTAO3KE25VM4oHCDmwe/SSs4ouFPwsRRakreJJSbgLwN/bjR2CNrOdd5nwA59eznSPZU8kkDiYMHDUXr3Z5sXook8aSYsndW65qGauhgl+zuWZa6O0T0eHHKZzzurKwnJYFCcP9S3AAeSKK0sjME82Dk1YsBwA8uPHJBd6Txjh1+SAM08TrHw1bZgAA8JIpq812coEyP4dS85rDwb6EgZ0Jk6UXOqw5hXbDXHzN3ha7Rt4Jyi0LGDwRUUwsFzbRvoSBNbls9IKHOVOzrXylY/XCcJrXLFTwdqQ5ZfkyvH9l/F5VydxG/CDfPg97RNR4TqGdoVN8jQxsnCuNN3gqLsK+XES0uDB4aqL3DXbjnQN95Xk+KFzJZ8CGpm7f/r9RJ8m6TAZoxpALiSnsXXpXWMvIRWl3qrZfunXkG/h0b4/vayWYuLmtNbDGumCUsK/1qZq2S1SLcqF9Qffi0NTI4Mm5vxieOwwzT0QUhdfvJno8w1aScSz0gA3l0fYasPnH0mn86/IBtPTdVP/KIrT034iJJffjl22t0Qsf5v7YvRsf6usN/C5u6R3HY8O346FMusl7RkeqEpvt1azUwK+sGNFsjwMFEVEQBk9NtNCTvtZj6+y9sAZ3bR7n+2pE5qkEoGBU9n/KMFAywj+P6dxcG9DSfkfS+hSJ7Pa61xXFMA61nNP82Z+yvou9Cf9L3a6M9fqBgNeJGo3N9mpXbOC3VgoYMKLIvq5EFIHXhyY6VNtS351twZ0TX0Bm6a+aut1yx+oGrOvrXZ24+em3lguEAkw+AAAgAElEQVTRzx8ZxujTfhS+ffv/ek+SX2z5Jv7g9HVrRm2zPQbyQjV3XEzMctNP/wDYtL8rXgipWZxKoR0ZVnLENT99nrzN9pwWDw3cmKbxRIL9ookOAWxHRpF2O1mT9J6mbrdUHrBBb/ndiQROWDmE1zw1UZ4E1HFju9Vsa08yga6SdQs2E+G34nLNZJ0DwN2x4xrc0eVMHNiMYrq1txzowurzBAQfQ87vmmryd1UEMHOIVqZQfZxKocdbZxd2Rw5BxQaeMuUgyXNNrswv2Pzr5xnLluLxTBode3ntJlrMWOFKkSpDHDT3cKkM2KB3I3nM7rdyX+feqtcK9o0yFeOeVB5tr5E3UbMJ36FhB0/zv6WGeXie+hyZEU1wFmo4+o/19uD5I8NN3urC2ZtI4JTlg9iQZn1diQ329CWm8JbBPjxlV+CVGjgCauA8T4YTVDXf4+x7SXRIYPBEkcrNDZtR8FfELdiWOwD7FE5KEc234mw/lX8AMMJqjU18ZGgON/oMUmA2oeBk2GHnoXRyv2H54Lyst5J5Cmi2Z78eFlSbAG7L5RraZOj6I2xo9Vtbc9iQSePyzo7ohQ9zHM1NX7rzPtyXzeJyO3PfyJEKy5VzgQNGNGAjNTo4+EtMNTgzffLQIK7oyDd0nURHqkOpfDWv5hIFJHMbF3o3FiXnZmLWebjEvRcVYzbbKyrN7KrXFfxakPKAFcp7iumNyA1dhZb+X4S808SWFhPnLF1SLpxXXmpCPsgIDxgOZamOP+Hu4nugWwR1Mk8/Cig0VALk4O/qxrZWvGdgKX7QUXvAsy9h4O+HBiHTC12zbOJzbSbWN7mGuzxyZeASJTxl3r8ADaWar5FNzw57dhbdaVbrZIUak3lyRtvz9HmqoaKt0eY6H8LVDa5g2ZJO44tLuhu6TqIjFYMn212D69A68g0UcLDh696bSACH8AhohQZlnuLOcOQUjw3Nm1hl+erSiROIpeJknnxGxTITUwCARHpf8Btdzea8wVMzSk6HXrM9XdnBazGHCSBipESHk3m6P9sS+npYUL3dnn9qLFl7k7O7cjlsTqdxaZd+5uWx1ikYqZDjLMCOZBLTAbXWRvIArs4B7xzoi73eekQ1t0p334U/mpfj+va28nNX5dsPy2Z+h0OzvT+3ZDDRlD577sFvGjn3XuV+4d/nqVGFowPGtNVaIaY49yoiai4GT7a92QP2o8Y0qliTzWK73U77xSuH0Lri0oasdyFUvpH6Dpe432xlEkM9TpDnm3kqz62iv/2iTw2kaQdGZmggWRmwwVm+onl9ng7PeUoqRR4dUbGq8w2FFVRqCby9nFAvTkD7o+Xb0TpycextvWzFcvxn/1L/F42FGUwk6vM7lRHjSev8KAH4TG8P3jQ4MO/71myHerO9meIM3rxsAGct7Zz3bRme47WcFWrA4VsZbc/bbE9/tL2xZBIPZTKhy/ww9wfkhq6KHWw24jMS0fw4YoOnklnCV7o7MWYHOM6Qxd5aqFq9c7APb1heufEnW59syHoXQjnwSE4gO3i1dq1/9Xri3TziFjIqNYbBmSedPbi5rRV7EomAtu/2s2HBU2jmqXmj7aUAzBgmvtLdicNmXC8jXvBUCgh4TJi4LZdDUWOo8kZMluwc+7qj+jlLJdL7a9re3YHDHVcPY7+ndQz3BmTmGqVYbm4VuITrdedcnkoc+lkar0ZO9LoQZotWK4r1TZn03T4uXH/pt0YIUx4YInCep+htvGJ4GU5dHh7g70lMAog/5UbcZoMf6+3BjwKa+jEOI2qsIzZ42jGzF9/q6sSddiGjUshq3Fcynjw8Gk45gUe64yGku9Yi1b6+pvXED4ZiBlv2zdAvu6Tbz6CUOoAP9fXinQN9mLJvqu6bWGUg25C1WEv4Zp6aMc+Tk3kCftYFfKurEz8+TDoKG3FSh6hUinjtbNuJ9wwsxZ6MVREQFhgVygOR1F4E0Tlq/JaPK3IPDXeQAgAPDa/B6YP9NW5RT+Twz+UKB+v16GCr+X7a3laubKtHIyd6XQhFs/oYmjfK+WvCrDT/bMCqo+Z50tmGToVguWlwnJ1DvJFhAeDafDs+2dvj+1qt1xMi8nf4NSivUVAhq6Z1LbL11MsbeIQ3WQtWiFlmiFtD6+TDfEfb012J3TdttCWDdw5a/UJcmScnGAppD+Y0NbFOLvevGPXdfUN+BGg7DS/T3V+/7ZezCyam7c0dqTfPoN99OuWeCCzsUHOO/7iFGVVYk9KwbZox+8hFHuflY7PJ81pFZe/KAwPYy9tPL2SnfVUpOYXzli6BmJnFNdu217euQyB2+n3nAaycy6DX8/z3Hv4esnAqlZrAPi4u7erEgHk/ilYSpyEj4UXN89So0fZK9lkZ92dvZM02BykhaiwGT7ZGBk+NatPe6NF2alVVU1rjiHFxO0rH7yMVXEAtaDYZrM4UeW9iMZrtmabPcRV2SzQxuu8enHXrPXhQY1+jt68U/BdJIbTZgs7rOOd7pSa6/syT7u9QOefiFaGigmQDlWOjoZKToS9H9xtzZ54KMQLW8UQCPaV57klkN1Xem6y/SNvoPZ3puh9fzHbhLeON+1FvXLofN2IAv/Q8f+G9F5YfN6ffXOXb2t69AaXJ+s7FAoDzenvQvns6ZJ4n1LUNr6Cmw1Ea+f0e6tlOosXmiG22F8RECfnVZ2Nr6Zaa19GoWv6HIzqiNkt1rVVth0380fbiXfArNYb1ZJ40g6fQ70CZZ8m7Po2BJurmNNuDWV5jPVmTKcPAvsFfYs6srf/NQgr6RquGkA9RCMqaJA7ihSuWY21LdH+hOB3d3zTYjw/22XX+MbO8YZUEyfaHkchtsR43MJi+tr0N+WdcgEdChj8Pm0YAUAcGsJe3z/2JZALfCWly+vtcFsevHMLvA/t4NYaZsDLS9ZxHjlpG2/tWZ0fgwATTA7/GFTFGcWyUZtS8Gur106x/JLz1mQyuz7fj1wObmzfPU41xSyO/X+caZjQgIJsD8NrlA9jWuqfudREdqhg8eZQwAwB40vxpzetQCzD1FIcXS6q96jPU2GyvFHPAiLifv3yDqHHbRvIADi6/vup5tQawMtpeSPbN7leSMv0K6SH74RQglTb4JoDvduQxlYwzSEclePMbMXBXZhqTMX6L69rbMNP5CJ4wfxZjHxaHRmSegrImydxm7E8m8Y3u6IJrIUb26v5sC+5ozdk7WlvmyW9gitbhK5FbdrX9uvXcpLk51vr9OPu6MW19Q4/7DC9ejPr8nuaE6rn/hSXdMAFsTlWfc/fZgeu6lvmraLor24IDR13h2r961HJd/0pPV+TABM3WnP5olbuPYSbqHm2vEkQY5f5KRkCfpzhn3s82fr+2HQoRlnmyQnn96shiA/uKbU8l8Vgmg3v7H2/A2ogOTQyePEz7gmTUcZkpt9c3zbqyULpNzeZboWHN9uKJe3+sDDFb2/eW6f0tzJbq2rT4madKn6Oq0St0mvspN/OHMhl8bkk3bunfFrI9/+0bUI9F6/8SgO+u3ID3BA1l7cM5Dus5JxZK0DFXinE0qv11Hs6k8diex6wnPP10dNYRP3MRM3jSnETUCWIeK3077g5VccL6lAlc396Gfxxahqdaxz37VVnGn3/myfGdjjz+fng5pCe7Fad5X63W5HLlx1GF9vWYxe6ZvaHLzPd1sF6622tKfzQl82TAUAKbGpvtOU27yw1Yffo8xRhtz3GljD+lQJSwq+0JK5aj/Rmf0F6XWiapV6X/5uIonxAtBAZPHo0IngrKSFH1BECLpZO/t4NzrQNGVOZaitvvA3jjKiC77KrKPqAIGDOu5cMyT1p8muwBnpuYnVUKC4LUJkhmVVEpdFBsAEAqUam5P2gP1TwbsG/+O1BZ1tvnyTmm7osxNHWhXJiYn+BpPotgjcg8qVmjU5cP4LXXvxYAYDi/l8bxHJl5CRD3XNOdTyphAjP59Sgi3uTdd2dbsM7TfMy5xqVgljNABzLuycaLUYVez3w+3sFl7rWb5T3lmai4EHMI+Fqo+xL1+70+sR1vuuf9ocvEDZ7UnPPeRAIPhTSPbAR1e9Ol4OOjOaPteTJPdW67PKiQ2gQwYJ6nONvwjtjXCGGBzv5kEkZyJvB1r3KlSt17pZzLMYKnOSye8gxRIzB48mhI5kkpsMa9YIwlkzhoX+gWS+bpp1UDV9TYbE+j6YB6u1CDtrmEgXRnZZb2AyuvRv6Y81zvreWi7ub/a7knm40zz1N15imsMFwOuhKVb2iuXOjU/0xqP4FKMy57fTUUNp3gQT0nvjOwDxMdjWm2MZ9d/QP7PMVpthfUVMg1qmK4wH5TUeI229Mc4vuBbAsml9+MKcRrtveOwX78q6f5mHqMOYVTw7PfkRkip6lreZ3u472c3fIEL5UmlfNnTrkO62S4DhSmQl+P33y5svybB/tx6vLBWO+PS93eKRsvClyuOYPQqMGTUamAq3FtatakMs+T+45UyTzpS81H8BRj2ahfohFz1TkqlZT6v8Kxq1bgdHv0WqLDAYMnj0rwVPtXU1BqruJODHviiuV458BSez2Ntz6Txs/a22K9p2q+qjqHKg+rUVMLu2GBZzH3VOB74wQaKsMICJ6Ux5XR+KIzSDqZpxKUz2yvO52wapa3pJL+w6VHqixc8nzn5UJsjLVVbpaVfX+gfRZjy26Ls1OBGlUjOWUYeMdAH55MVT5dYOYpoLixL2FgT8K/oWZVYcaY/8xT/GZ71v/zUbBVv1eVmv0JatITVXHiHQXQ2y8oKMPkd035Yb7dt99VrdRmy/sS9d8ydY53o309LuvMowjg6/ZgECnTxKZ5zjoB+vedOE0lSwBuaGtF7LM9oNlerU0G1YnUowaMiLONpNH48D1OE7uoCihvv811uSKMzM6a9qtQYyXln7LzO6gLUTMxePKoBE+1XwzVAky8RjGW++yLTK2Zp23ZSTx71QrszVQPH/z65YP46NIlNa23otbMU/S71ZuAGSMIMlEZRjgqqRD4ckDTOL9ba2hzqpDMk3d+qLcN9uEvV62w/7KDLrsW86Ke7so+xLlRKUFgZcAIi3PjCyvw/7Ytg1cPDZYDv0rmaX7q9xuVYb29NYe7c1l8uaer/FzczNOLVg7jJSuHfPevqjCjDAwSpeY+TzH7FxaViptGe2+/d9YfixqQBwVPYRUnBQBGyrpWlYcq92aeAoJ+tckgYJ3bn+rtwRuWWdmxEkw8XGfAoTbb25ZOYX+ivuNVZ7S99PBV+HJPN25qa8VlXZ0A5rdpokq3wi/OkXl9exvO7utFuufOWPtiwN1sL2rUxijq8VnJMNU/2l4y0fhr42QioR1qRi1X8HxvFy2bQ/vRX6xpvyqDbrD4SEcuHv0earO9x9Mp/Lq10ll4cyqJseGf40DEzaXok3mqpZ/QHcq247h9qTW4wFhreMflKInMmH+gUWOzOJ0Rf9Qbd5xRqX6SbysXMqIyT+7slpIbCsg8Jf2a7WkMGOE72p7nOLhPrY1zmoHZN2I18E7GyqZVtukdfe3Pdl+nsEL8p5fm8UQ6Daz+FG5rNzCVcDfba3QRrlGZJ+f7SrtGRzSrlpk2DJQi+pDtS83gVUOD2JmsFGCqi0fWOiYTBkwjvL6+5sxT7KHKUdt2NMwEXPfUgDxoourKpLfVPtHbg2Rus+v1qsxTQNCvDlahbmfGzhDd0TWBNywfxJ/rGI3PG0wcNOq7bcaZJHdKyXQ1a1LGoAo/0/Pdx8mM7LRbLxjJ8CaNVQx3sz3nr0daMnhrDc3AKn2elMEnquZ5cppK60vNQ+bpv/qX4qvteiFqVAVUnGzavdmW0KkcOGAEEYOnKmrw9I9Dy/Bfyqhk/9vdhZm2bfhdRFCjFmDKhQCNQlCjCpE7s9MAgEQdNUP35NJoO/pLsZv4hSmVa7/0mu3F6Qtza2tr+fEfesZDlnSv97ynbcWHnEycRrO98s1cp+8STJ9sVtj73Jknta9FvMyT34ARwLa2XXiffTyHNeuaUzb15f4UvtdpNRtygqdGd/yN2wckiHNTd4KnHaU1GM/MupZ587J+/NXIcOQ8T99bJfFkOo0b29oCR7BzfufftrVi94qf4eylS/BkQBm91j5PZuxJcp0gw/38jxsw4fZcUPCkZDfLIzN6m+15vsNbW3O4vN8qSF+vXGOc1719nubKv6132+7MkzdLuDVrhQI7vU2PA1hLuwNhb1icMv2PHt3zIs51TT0XFzrzVPR86lqa/nozqVOGgQdX/gqfefrj+LySMa5Qm+0lXMdFLc3ACkpgVBkwwtPnyXk+TrO9ecg8AcCvsnrnv3eAFZUJtdlr+Hpuz2Vx+mA/7unaF7wt+/9am8cTHQ4YPHmE9XnyFs6CFJQCTPlirxHIBBVOalVPzdDGjHVDeayBbeydviShmSf1cYzvYy5g0TtzWci0d3hj98K32IU3I6BY4y7w6gwYofR5qmGocifzVKg1eFI+R2V0KhP7M5Va37CCWFAtpnNONPo4bVTfvjlPAeER85tVyzxkzwsUZ8CIx+zjJ6jPEwDM5cZwQ3sbvtqnZE4BpLt/jxmj9nlWki07Yi0flHm6oLcn5pZ91u1TWJoyDGxOWd+PK/PkHTACzn5Z3tu/FGvz9mw16nHuLF/V58n63xv0ezNPc+W/7SDM/p29QVeQF60cQvszLvBs270zZ/UvxXPKTW2r9zFKnMqHOeU7r7UpZgnAxV2dmNScKy7ocxRM9/XR/1g28Wi6+p5RvmZUZd5bMJW1Wkhc2ekzX5o381Tnpcc9YIS9Xk/m6V47KIv6vrPLv1d+rGaeigA+39OF7ZoBe5ixpIEpjeutt7JB9eIVy/E6e5CRqMzTFrtf45508LESVEFCdCRh8OThBE9+wzKXmwVFrEOdmLRyI4r+qhs9QEQ9wZMTjEQFinGcMdgPIHykpJ3KRJjOlnX6CMwFLPOugT68bsg9OlVg4SUg82S4bjg6c9w7mafKY0d4JsE9VLkaEMY5UdXR9tSsQEkJGGqZF8fJPAUdpw9n0rjAntA0jriDqgRx9iutsQe6wdMXlnSXO+m7Mk+JGWR8+m+o3+vN+QyyA7/AZZ2dymhX8b/4OH125qPP0/m9Pfh+R7vreNyYTuGsvl68bbAfE3Zfw6RZKSRXNdsrD5UcvmNOnwxvwOJkjqoHjLCW+7+uTuzPHKhUcJW3awdPOscErGZy3iGgvcf7nwOG+Q+6BnlFZVq3pCuvq99DrYOArM224OvdnbixrzoQT2TG0DJwLdTrVFBBvOi5lvkdy+nuO/FPQ9XNJMvfjZnyfz5IwFDltSpfvU1DGT4/gZbBa/DukQLuzrbgCnuAjntz2dBAN92xrvxYHTDivmwLruzswEeX1l9hAaA8+q7Db4LzsCbu+5QgzhrEqJoJ4KoeAw/bv1sypOygfoc6mpMvJWquZjWjPmSEDRgxp5l5KvpknkwzutdKLcNIh/F2hI2jXBCdhytf2Oc7ZWhZ+bFzkQ7KKqniZEMCbzRBfZ6Ux85oe1oDRpimT+YpZD89k+SqNf3xAuHq0fYSJlz9fIIKYonslsC1JuDJiHn26d8H+rA/mcR79uxDV8ldzJkFgIB+QQ3r8xTj/IlqtudH/cWz/T9DIrO7ahk1eHJGZjtoGAjr86PyKxxOx+hjMx99nn5iN/lrVX7T83t7fJtNBdVKeydrjuI9JvY6fWYCltuUSWPb0B8xt819jfb2+Qvz/Y687/O61xbdgU+iAoDftSlTFbia7WmtHjKdRmGucq45he/H2ycBzwBrueHvIJEZx+zuF8OcswYEqTXzZKT2oqXvlwCA7SnvfFzW/6an2V7Utd01YASMuitaKhN+u0fby3T9EQcAbPPs9925LF5wcDpyver0ErPlbTSGN/D/m5HhqmX8ssIzxgSezHh/M9O38msiYeCn3QYA61wPO08LARUkgctrLUV0aGHmycMZPsCv2Z5zE92eSmJ7yJ3Mt89TyFf9WNsB/F5ci3G7BjdtmjUV7rzqyzzpBYq1CPomvFsyY8x3pRNgOQKbOASNthe72Z71Bv/hFfSb7amFtqRp4JetOXy/Q6Pvis88TwbcwVNQUNy26mvBq4W7L5Z3tCXn+T/kqgvVf7tyGO1Pv6DqeSDewCBev9n6s/Jj57zTCfjjNNtzqJ/WSE/4LqMWvcr7A7Nc6IsqxPsFkpkY56BzbM9HpYd6PAZlDNQO+a79ChqxMIBuIVndJwNG+TpQS7O9WwP6suoGRbrN9qKCJ9f3rDzWuRaXALxuaBDrlt/ju44q5Um/K0euX0EcqA6evLfAtqO+DCMx57uvlX3wBk9xMk9BDavDlQB8o6sD+xKJ8vGRVEfbM6oDH0dY/1yVmnmabfA5qN5/glbpvYY+kUphTdsXcf6wu89n0qw+nu/NtkB6Jr4OyzzNBVSQOA6Y1mi/zvm0WOarJGokBk+Aa04Qp17Gb5Jc58L78d4l+K+VwRPgqpmncq1LSGH7Dz1WDfY/2lmXlKnOJ1RxRy6L7wXUjlb2v3J5bUizPZ/LtZGaxL0BTVcAq4/Ir0MG1Qiq1QqqodIZ7j1O5smv3fx1xTW+mQTAU4uvMc+Tk2fwzzxFv++h3Q/hY7097mZ7poEP9i/FZ5foNAWpHjAC8Dbbi39ndyoUKp2//YOnD/VVD2k9mzCqmkM5/DrzT2NSqwLh27Iy3G4586TxvlK9DYACsmhqgVKtgHCuFb+IGIDF7zjWaXLmUJsMN1pQod5RMIBddrPbquAJzn7p0a2tdvcLTJQL/k7B1Qme3rqsH7f7BPUqb8HZoZsZLc/vZ2cKTQDJ3AZ4i7xRgaEahKmBjM5v6nyGfbnKoDnhwZP9TSsZIf3Mk2cAlWQlQxMYPNnbWZPNoggz8DuviG62V0T48bIml8XXurvwqSXd5XuzETDannd/MpqnUdIVgDnvbfw5GPQ51ePEBHBbwP03ieqKxtMH+3G63aS+vFxI2SGogsSxzdwOALjGzlgz80SHIwZPqAQtgHu0PS/dArpagCl6bhp+tmfdzQLSMH0Ld/8x0IcLl3RjDsBXuzt9h0xXswtxR9s7dmQYH7BHngsa3QoAWld+s+piq3rt0KBrlEKvoFGMgm6kWpknn9rSoAKyX83qnaWHkEj5ZxN8ZwGxv1sjtad6REIng6QuH7A2VarrT+XH1+bb3c324jQCUYIk1+iFyvMPZltiD99czjyVCyCeQQFcmQk9E4aBt9hz8jgezqTxk/TXcG/eP9gKMlcuODeuz5NKLUQbWsET7P2pfDf3RhTg/QqucbK/5YEZ5rmjgd+5em5fjzXEPQBvoyXnOqh7FOtmntTfJGEmytetsVQSs6kDrsqDb3X5DEigmFWWza38evmxbs15OathF6R/mzfQOvJNpDrudy0XnXnyfxzVbO+AUfkM6rU/LECpHMeV5YP7PLl3IOwY8wYOzlZMM4k12SzeOdiHX3cfrCrIHzQMPKFelozoZnv/vHwA/89nAA+H00eoYBiV+Y5QuU+rzdu9+6N77qWU0fbms9VGUBlEPc5/154I/M2tQV2ij+fQPk8RQ5UX7bPSOQYaPcAQ0WLA4Mmj0mzPb8AIzeYb6jxP5RX7f9V+RbCUafpmnhy/aG/DpV2d+FJPF6oGJHAFT/EuWnOGUR55rtIEKvwGsCabxTsG+jAL4HVHJ3BZZ3hmDAi+6dYVPPksc9/AqO+ycUds8m22Z586rSNfx0eXLvEEC8F9nkz7N/lVaw7vGXa3r890/dH1t3uocp09LSGz9Je+A0YAqJrb6M2eoCWK4fTFstfp17TVcWxIYUa11yfr5DQh2ZALC8FKaF31Zdcz891sz3Ucxsg8ZUx3lvrn7a0I4ldwjdP8R3dghnrN+pxDj2WCg/Gg7M2GtH+3W+1sj/KbTGamyoXfomHgkaOvLWeeAGtOtS91dwauS73+pFo3KduIty/OyGub7YEfEmn3fHtR1x938KTsU8Rv+ppVndiTcDJ/SkAQ9iaffp5BzWj1RtuzeDM2aubpKTs7uTdVrLqnvr+vF/81nMQDTsWOxoARj4ccd4CV9bb2yawMEuHKPAU328tonkflZnvGLK62My7zETwF3iOV73FP0ghczso8aQRPIWUd58pnBAXZpnVMOZ+fzfbocMTgyaMRmSfnZnt/tqU8sWTQKGt+F7m0GV64O2B3RP9xRx7ZwZ+4XivFCJ5kOh3YDLDcrjl0DcD7+3txdy6LMfuGeIUy3OwNbf6FxKCDLvjGEM2vz9OW/HbfZcOGdfWjZspMu7DhDBiRSPvMh2H/BgnlsfIiAOCcpUuwORO+H95me1GSbY+ipfdW13NBmadaGJ4BI2qZYb4IuJp8+k28Ol3uHxRSY546gGTW/fvGqfGtpU+h6zgMGFwkZQJmyjomnEJrxjRdNeYfWVrdrLG8Dd+PHKfPU2U/GiGoCie6uZVbUIFcHSBGVWs/ow2eYbK92ZLLuzrx43w7tqWSGE/4Nzt1TKTutubIiVlplirP02Y9b5bcAaI6euikYeClw8tc54S6H67R9jR+0312v9mE6R8Q7PN8ZiNRfXUNnM/LczSENf0Na7Y3o5zf3m393m5u9ka7Ysc1YIRpaAfVKqcPUotplu9TCWVdYc32gq4l3gmDncxTS/8NWGtnl+NUeuxIJvGR3iW+r32itwcnDS/z3T+Hen5lTDNwQusEzMpxGdIaJrTZXkTmqWBfKVvs78ivooXoUMfgyaMcPBnBfZ6iqAWlNTm77XFAQXPa5yKXglmVJVCpF8Z011rXayVPMwfVDZ4a79cNDeLCJd2+26jULoXfAZx9cQIStbnG2XbflxKA+5UmYkG14kEXWbUAsSvgeu9b2ApYX9wbsHuTzvfrv/JpA+VO0ykzuJA+k4g+9Vz9OTQKcEaiupmbq89Tnf18nOMpqNmejku7OnD6YD+SrY8DAGZ8Ptan7TmJwgoffs3myoVXnT5PIedXEGb9C0wAACAASURBVNfgBAHB032tQPHpF+POXNYVzOm2+6+3iUt5kliY2JRK4boaJrle29ICp5t50DUv7n7GrbDQPUe96/VuxS9ou6C3B68YXl4ukDq8BdOduSvw+9YWrczTZG4Ma+xCc8rO/jgZD5jegK7i4ZYMdqZS+JqSEVO3p2aN4mQTXZkn5XO9QSPbHPTdh2WekrmNrtecfnqThoG9iYSr2d5s+byoDp6qeO5ntUyoPaOchz+yKwvnEiXfeZ68gXLQ1kqeb8nJPCXSe8rPxenzdGFPF36e9z9Xb2pvw1OpFNZlMsH3SGVP02bweWv1w64EskHCR9uz/g/qFlDwNNv7RAPmmCNabBg8eTSkz5PyuBJ8xMk8hTfbU4Mn75DZYRmrc/uCL2Led+kGik5hbcYuKGSVG4YzstalXR14k3LTDrowB32/6vNvHfHvCOtt/nFzQNYLiD+6m9pkrtBqB6sBtW4nr+pCdvCnAOzCTh3ZHvUzaTXBTFQ30FGbCPllniaS8YOIoAEjdKy3m9gYSWvC3rAMRiqsfZNR/VnVPkZR5qvZ3mTSWuaxdLq8PxmY2n14vtbVVfVcEXoTZVrLWpKm1ffw3KX+tdlBHkmn8bZl/fhij1WpMhtQfIy6Fh5MzeBquzA4ZZi4J6Kvl5f+aHvuv71HZDHkd/ZWYPh91hlDL/O0acUv8QW7Iqoq8+SZ20g9rJ3Ks2ypsp9BzfZ0jmu/ig31HNsa0ExSFZT1K3qDJ3UcHU9/UWcNJw8vw4tXDrkzTwkn86Rxn2nAPE/OtluUe9P93bvKv6va50k3o1oy3ef//bvuQbL1Udd1Kc5ALzqVaW8b7NPMPAV/jiTM8qAuVvAUNDF8SObJOcYCXi/aobITPN1lVyDrjlxIdChg8OQRGjzpNt/wu+EpN7NXDy3DmN3X44DPRTNlhteMu1LyJXetpm52YarFPbKctyhYmQ9Dj1MIUGvbWkwTP2lvw9e63QXC2ANGaGzfWzvsN+KbI24teK39R6wJCd2/h+ET4ARRP1PYzay8bt9sjOXn7a3Ymt9V9foNSybLjyfMDVr7VRmqVnfstArnODHNNObg32zPkTINXNjThc9suq76xZDmRrU224tqyuduthd+VGbNSvOY69rbtTMpfrXP/93Xi+f7zO3iRx0SvZa+BjvsgtUT6erh8lVBQZXjrmXr8YneJdibSODi/voG5wjjDWy8Z1dY8OTld/1pMfX7PDmcPk/lLEFIs73/GOizt6MET8rr7mZ71Z/F+z0555M786S/737rHCtaAxp5M0/X5HOVMybhHhLbsSfpnt4AMJRMkEbmydtsr4bE7IzPvQkArrPPtYTPSHmOd/f3+fbLK5jeXq4ltK68zDXoUJzM0+9CRqd1WNcU9w7OJKzvx1vmCLquJk3g7fZgT6aZDLyOhTfbs/7XzTw5GtWUmGgxYPDk4QRPCU/w9PEl3did0issqjefchMi5UKzLZ3CjXYTujcvqx61Ll7myR08hb1P9djIza6/vQUH5yaie71z3q9mnrKmifN9ar4bOWBEsv1hrFGaSOmoJ/MUR8on85Qd8AkEAsQeMMInG+PUcl8T0LdN/S2eMn+jt191NNtzgqeWpTfj2FUrQieATZvA9zo7cNXYmqrXDJ/PWlAChyh+maeoArt6HAaNtudQCzp357J1Te45GmNUxM32JJ/qlWp9Ju2/sI9pz3kcdE6Wm6RFSJkmtsYb1BGAfsDiPZe914o45/qUz2dqKcUPQivztNlPeDNPPu9Rr5uuzJO6Xp/3eY/ZOZ+Cbdwmlt7Pe+Lu39jbqj5nNtmBhe/5YFSaEau/52z5PNWokHQ120u4Ak8/j5p3lPsOXd/ehnN7e8rb8xbmncDOUD6v97vamk7hcz3VTdu9mSdHoqVSQRUUPBnp3civPhuJ3BOhn8Ura5pVlRa3LLW2px4HYZkn17UxJHgKa+ng7fO0Pj+OX4kbsd8+f5wBI7yDhsTJxBEtdgyePIIyT0GFz1tbc/jw3adBvXypBaXy/dPzVefsZhp+macHsy0xMk/eJiG19Wvx9j1xLpBhWZoxZaS0C+z5h1qU5ifjPiOpAcEHXVBtWVjNaevwlXjnQF+sAk7UDdir1pMk4ZN5iiN+n6fqgCIqIMgoN8miqTc0eHm0Pc3gSb09O012nMEepkMK4WEDRvhmnpz3aeyTb/AU8RW7CvSJ8G+2Rck8AdG/wxyAKyPmcAOA37Rm8baBvsBiyP/2WFledTLa1y8fjFyv46AneKq3D5YB97Xl1tYctimVUEGB7uaUf8DnPXe95713f6MyT0XTxNYDW7F19l7fADerObSzymm2V66A8vZ58lldYPCk7JPfBMPez+8UmhOl4BHkgiRbH8eLVyyvGlSivC2z+loWlnnKH3Ne+fEmZSAPdcCIqH3zDhgRdTV9AL8oZ2//Z+kSXJdvDwye/Kz1mb+w1S/jZ0a3IAhqZplqX2+93vFnANFD1ztypep5sZzM09ZU5aqXMYPnz3L9smbSd8AQAPjJsjGk2h/yfa08V5b9/596dgIAdtn3e++AEQ7vub6hpYR9mpUwRIsNgyePsGZ7fj7W24Oxg1tgJA+Wn1MLSuULo6egmYu4kD+w8neBr6kXxurMU221O96LrXNrCAtKdiUrn2mjXbvtvWD68WsG91g6HTh3lLfwckfM/hNV64ubedKsMfMuVW+fJ9c+BAQSm2bG8exVK7Axd9C3FjEqIMgoHTBK0AueKgW6yu+/K6TNvnpseQdICSs8pUOCp+zgNVXPxWlq6tdEL6qgre5r0IARjlyp5Cr4hv0OJoDvdubx+YDBWyoK+OBAL9bmspFHZPwGlRYnmHX64FTmDar9OJ5RDo3r8u1442Cl/2PQ9eLbAXMyvXZoEL/PV45z7xHvrWiJOv6/NPEQXvmTV+LuqYt8X8+YZuzrRdLT58npmL8rkYBMp30rb1oCgqeoZnvez1sOnlxDlet9gJa+m7A3mcSjAZlK72h7gDVa4q9bc76ZYJVakeYeMCJip5RzMk6zPTWUc7bXonEIb05Xf/ZcqYSz+nrROnJx+bliQOZJ5dd8eEM6hezAzwEAqfw6PHvVCmxJ6VT32Jknz+fPlBIYSyZxntLCIxHa56kirNkeAOSGv+v7fKXZnvVgzq6wdSqEnXmevJ9fbbZXBPCJoTn8Z39f4PaJFjMGTx6V4Envq5m0C41qp2DXULMBI9vkSrVnJFy19WYaBVQmAvRmnhK5J2BkdkbWbjnNcJzaTeemPRlSMzTlU2DWCZ7+lM3iYNJdU/lHnxo/h7fwsi7m5K5ecb953bKT9zYUNNreXMuOmHsQbM2ENcrVw21TSGSq+zRFBk9q5gnTIUtWlEdiVApof7dyKHD5uZDgyW+0PUdYB/lE6kDodoxU9RDy6ur8MrRRheSLfJrvBPFmnu7LBgf8l3fn8CWNdedXn6u9/Vr7FzjNKHN2liFOrX0Q72+8S8k86VwvvP7YVjnTvNmiuFmi30xvC33dQPx5apzM0/6k+32vGl6G1w0N+gYM6oARasHXNUmuz7a8LQP8gie1wJ0tlbC3ZT8+09NdfWWyR+sM+q29A0Y47s1mfTPBQZzMUwkmro7MtlYqKXSa7TnOV4b9do6/Wo/hnGniN22tSOY2AwDminP49pPvinyfX/B0pjJ5fCJt9Y96TLNZbYtPn6d0yXBlcgHrmNVttpfMbg7cnneIfUd5oA0neEo4k8LbZQf7N/Oe22qzPadc8UiMJsVEi4lelcdhzHt5qwRPel+NX7MWtU66UniNl3kK47owltL4QF8vftvWigc3Pomd7e65b9pGLgEAzGwKv+l4O9U6N23vYA8qvxHAdAtDW9t3A1OVv/2aLzq83/G+RK316pb5mrTvoCfQtDJP1QWOPat+FHvdQd/qZMkq8LSYCaS77q96Paq5WFrZvTlUByR+4s7zpBbevE0zQ0fbiznJs9rcKNFSPceX+l34Zp5ibS1cCvo1/ld11ZdJ9VPLICcPtE1jwi7MZE3rG6oMwgHN0Lpa2KCJtQRPOWWF3u84bjPDSY0Mgn5YYHH6PG3xzOPmVDb5TSasfg8HldNKDQb9Mk9BzfaMgD5PLaaJ3w/fi1Iij7P2uCfvdaY6CAq8/ZrtAUCbWYJhuCvDwgYUcfbxut7JwGUqOxXebC/o6PlDrlIZ52xvu2afZa/WknsrOw/qVX55J9j9v65ObPHJbPk1x/ST9WmOlzETvvfOoCHNXd+AmURu6AeB2zNL/hWaTtnAMA38oq0VM0n3lbOgjLanfjL1+J2yK2na66hEJlpIR3zmyXuzLdkN1nQzT37U2tByzaCnoJmNWWhQl1Zrck0zjd/aw3I/mk5jc89G3/f7zSelctZ5MJHARd1denOb1Jh5AoBMyX0jC8tweWuT9ybrO2xrv1yHF68PegY/SJq1N6Os2nJAX7YDRavQ0hJQQo2KP9TMUwEahRlUzhnTKOKARmFVDZh2epqohAXCcb+6B5TspZGsLuqr57r3d7m1NYfv9ut9fl1xh/tvpLB5WoJ8f3Avrs+3A7D6fjxn1QqM2gX9+ers3VKqIXgyrWbFpw/0YcJzLYg7stxkKTo0mo4YRtrbYC3lnSPQKCLqqpN1BU9q5kkJnnze570i+WeeKuvImiZK9ugz3ubITvC0L+D6Wgg4BtpLparMU9j13LkezIV8reWCtmeocm8m/cGAVgjtPpm8S7s6fZf1TnjrlfMEjQfm9CqZvOfgFQFNUXUHk8mVStWT+JYM3/twYLM974ARYZTgSf0olT5PwDk+o9o6zfZSAEaVzFLKBLa07cGrhwbL93BvYEp0qDjiM0/emvDtuKXudao3NCcI8c7H9LP2NvzVtF4fE8Bd+/mHnDKsqZJaf8pTs6ZelqKCp8u728uPv93VgeVz0fXwvqNTaQZP6aL70AvLPHkDuRtqmPhTVfPIZxHDjHu/Y+sTaYZqianQlwsBw+2VM0+l2gJKp89T0ShgDvu13uP8HgfbnsLftg3jwY1Phi4fll26pNu/QGNtp/Ybq5HwC54qj6cy7u/b6m8UN8cQbr4ynDp0JgoO4zQzfMAunNbTbC9M3EokAMiWDDyaSeNen76PcZrtJU0TszUOsKPynvf37X0YL1cm4G1dcXnkOtTr5rSyOlezPd8+T+5tf87uN5cwk5g0DOxJJlzLhH7f9qAPPwpoSheUeWovmTBS7syTX5NuR9j0BI7K96H0eYJR1Wzvsk7/gCSvZDSiBqXwDjvulfMU8CdmJwKWrM1BzevEbW2tVZMEZ0qJcpN9VeBQ5cpjMyJ4UjNP/7h8EAcSBn6zeVv5+v+nvk2+7yuYTusdszyiIWBVwKwZeBwzyTS22ZVo7QHHFNFid8RnnoIurPWMkqbWHFYKUO6v2qnh1RW4n8qAEd4aw4IyIpi3SZnXmlZ3il6nBnfSZ5hp3UJWSsk87UsY+GFI2/dGF0JrbZ6VbPXP6jm8I8cZCMg8+TR3y4tPhK47aDCDSuaptlPZmc9jdOhO7ffoNkcrL1/j7zdbx9XJN3iKud/1Cmo60wyNmlPFGWlsvoKnWpvt7Q0YyTPOsVZL4ObHb8TI7ZqDADjU72FGvX8ox6zfJ7ui0/+6mTATOG3ZAE4eXu4OnkJq+o3IkQn974mTCaM68xTyO+icF873oQ7M4jdgxFhAUzy1OVhUsFYoRQRPym9jZHbijF//W+jycflVQga53TMfVDqg2V5QZaS7iaB+8LQhk8YO+5iOuh8XlTus2pQ6ZQIzSes4ccozbcw80SHqiA+egi6sZh210Bcr/YQa1Y8i8AagTJK70dOeek65oUVlnrx0anD9Lvq6WzGUJd/ftzRkyfidwKPEnSQXsILp1uHvhC7jX4NYfXMwisGDYwRRg6dLujrKa50sWpknnUl0w0y0Vg82ESRuMKtT0+xntqowF6NCQxn90lHvsNtxNXN7E4bhutY8VOegKg6nsK0GTzrzaGmvv6bME7AnoHAYp9leLYGbn7C5ynQF9XuJOobub/G/liTMBDbYTabUYKWez+w32h5gDaRiJBqbeaoEeeo8T9V9nnYoQbT6ydrjZJ5K/hP8OtTjPdOjX8mka4NPPyhdqZLhex8ODJ6Ux0ai+hrpEtDn6f+zd+dxllx13fg/dXtfZ9+nJ5lkMpVJAgGyk4XAEIIxYV9iWIcEHxTZgmAQECOr7AFBREEfBeVBfNCXihBEfX4isji+lCBNhSSTmZ6enu6e3u7t5a5Vvz9uLaeqTlWdqrt0T8/n/Ucyfbeqe6vq1Pme5XuS7sdT1rT7bzF4EhNoLLnBE3ue6Ox0zgdPUQWr2aQhPM4QsZwk+1eaLUT1HGld3qTf4Jju7+023H+nvcGrVEKWm1BpAJKz56VNFZwkyyr1pqQyHiQLUGU9T7mIm1Iccc7TZzdtxPX79uJUdRmL9rA9Z72Pdggej6iMeUZXF453diqvMxNUCg1VVK/4aWsgeCq2qXQt18p46vkj+PgW7/r/r5jslWk4x1rMfCjLIpZVsEfL1JKPco+pRc57TBPYB4djZaU67CpOVNuHWA7L9jYqCYKYMEIMVhpJVBTV8wQACPT0xs15UikP3PNCLD+t8Dpf4hxK8XsOCd8zaXuVhJ6nx4R5O1qn2tBmh0qp/KWIoYcqNMgDpeieJ+/fsuysIiuikS/qfvxLu3ditrOKPOrDGouahj8S5nmJQ4md/WPCCDpbnfPBk0rPUyO3WOdTcn3joefS3HR/P2Kya9JQMgCwar2xi5HKqNzgZC1eWXp14lopgeZXerP0Bla7kpMJyANU2cKS6W8Ywfk/hY4c/rE4jiV72F6xjcFTcPhbISKIftHeXbh9ZHds5q045WDwlGJ+itYhS2WeaTcyk03kboWTi/Wy5Z8CQ3qawcu2J/Y8qb9/NiG5S7AX6zW7duAPEyqTOQDzEYlG0gzNbFrPUxMW+rx/6xZYWgWHhblSgD8YlM3VzEcMX9SEaGyywwswGvnOlZjgKdhYEdewptTzJEkYUeks4XMxcyTF7K//JTTI/XdCQ0LSmk1/KpyPuZTBUzMzeEZJU858WRjmqXXEz7l2hu2J8wL/o7cnsoFisrMTP9rgzQf73c2b3KF+gL8Bxtln2QLERGeDtiSM0HU9B+CzAC4HUAJwj2EYj7Rj20miCnJTKPbSDnkTOTc82aKaSUGD6AcRC8MmjVMH6pnHZlNW5EoKFQJZ61bWIVpxmjuNH6FJtypqknWFLMt/TGW9g7KeJ7M73Q0YAB4dCE9S/try4zhWtVv52trz5P+ecck+ALVAXP6+bMP23r5tC7q0/wk93u6ep1azLAtzxTmcKNQTdpzuan5xLlvnKU3mvdtG9sQ+L6v6//VQckKYucieJ5W9qutt0mT1Ru4Pomr/SV9lE/AHg8H+EdWK+bhwXvQ20NJfiznuwTmGKtn24nhBnre/UxuOx75HbMx7VJIOPkolYdieKE3P029t24LNtdaHTyoZTzMxe5DrnsJ3N3r3viO7duDmpejkRsNV74ouBe4LYkOJc35w2B6drdrV8/Q8AL2GYVwH4D4AH2vTdhNFJ4zwquyPR1RKZLeS4I00ruhMM1E07QTkIFlKUcd3MrZYL0gqzX81rJ4I43RHB/IKv0Ha5BpJsgRjNUnPkxmozsgrUc25OSx2hffaCZwAYKWjVQnYw4I9OPmE3oWsiRO+u7FeIetyUj8r9jxZEdd0uxNGqMl+3D68+D3c9H9uwiPzjzZxf/xkwVMz5zzJ5vqMVJKvUFnZA7Q3YcSP7B6NZgVPtd7J0GNiMPjDQANa3OKqK93ynnIxpPhxxHypKFUruqQI9TxFHJ+ujT8IBYgyvW7CCO8YJS37kHUYeVLCCJHWmS7T3q/t3J52d1JrVQ+3ZXVi4MKP45+2+APGuGy14aHWHt+cJ3uf4xZCJ1rLtKQ1DppB1/WPA/ihYRhfsf8eNwzDbZI8evSodcUVV7R8P0SnHv4mbv33t7V1m0RERERU962rPoXdlzy97ds9evQorrjiirXYokZngXat8zQMQMyYUNN1vdMwDLeJcXR0tE27UjdXam5vhqrdlSpOtWB4jWhPpeobqrFatlZrKGvR4/JbYUe1iskGe+l2VauYiPiMvlquoV4emTTHa3Othtk2/p60OtfT1moNZyKSAZytspy7G2u1yLTkRGltrdbQCStxJMfWcgfmu6qZlsnYWq3B1HBWltO7qlWUNK2t+/5IKYeFNtf/iBrVrhpBHoC4IEVODJwA4NChQ23albrlyjLw3+nf99J8AfsrFXxoy+bY1711Zg4fsxcsFH3r5Cl8YPMm/IUwcfMzp6dwsFzBLfvC8wOeUiziP+0FKy8ql/HziLHcfzQxiXt27QAAfPhED1685cno3vgf0tfeUVjC3yrMK+hY2Yla32nfYxeXyviZQhrke2fncGShPsThZ91dePGeXQCA95yZwf1bt8S+d6hmopAwFGx57FVu6vC/PnkKz9u7G3cUlvCBMzN4wv59AIC/GD+NX9qzM3FfRdcvr+Bzk9P4aXcXXmrvs2jq4Q9g6NB9qT7T0WOaoXHgHSs78c3TP8SV542glNNw57734C+OvxeaZIjabu1ifOvEg/if7i7cKdk3FeLxM6sDyHVGJ8LYW6ngZANpdJPcsgB8W5j//ZzCojtE87bFJXxDcTFkq9YDraOEuxYK+HPJujdaZQCWQsIPx+dOT+F19nCbt8/M4RX5Ap6y8Q5UNqUvMMTK/xNzT8KPzf9KfM8bZ+fx2oU8vt3fh3t3xKfxlzkyMYh/2TKHY8KwrqVjb8DA/k8DAP54YhLbqzX8op2cYFu16sta1gq/OjePX5nPYz6Xw43n7Q09fw124AfwD1v77Okp3LhSxB9tGMYDmzeG3uOwFvfjQ8s/ihyavKnjQnxi7Hv41OYNblma1qBp4sNTZ/CrKYZhiefz94/P4NLlz2Po0Dt8r9kweynuxnfx8c3he4WKF+UL6LWsyIxt752ewbu3xZe3om3z52N64+MAgGtXVvwLsif4xtgp/E/5ErztwvnkF9sWf/6bGLzoA7GvyVUGYXb555z+wuIS/sEuH944O49PCefHzXkL/zKsYW+lgl+dX8BvbvPOi38eqydXce4RMn84MYk75/8Yezd3Y2HHvYnfYfnEq/FveL97/1bZRtCHps7g/Vs2S+97Yh0gjfPLFTwulAEqZerDP/8oHu+9K9W+N+rgQR07B9Ldp5vh6NGjbd8mrR/tmvP0bwBuAwBd168F8FCbthuptzPbTbQKTSnF7c6YiaKbTf9zJU2Tjr9feuzNvuxIcWO6g++3qtGFpPqE7/DrOhXfe3jJGwO/ueYPBG5ajk/7rbLquLniVcAGTAvfPjGOd8/Mhl43nHLCbsEObpq1yKhINh/DsucKiMfPqsnPzTLqr+1uYN98Czjnnxj72kZ78JL0Bw5zb8Z5NdXCZQCAgSYlANhaq+Gyag73zcziFXl7jkPGdbS6LQv3zs4BAIa06ExhMo1kRktKJ94n/FbtyHjlzJ3aGDFB/PnYH/neoaRJ5Vp8Cu7NnRfhilIZ75iZS97RCIu5HLamLEvEeWKa8F8/K3EB4rhr4VC5gi216N+nP+WE/JyQ4nwoQyr3npTXiWUl93BYufAcuN1V77FnLvsTGFxtt5OsaDncsRid3CDKfnvOnZawiKwmHJdGUsA7Li3Ls99lnasZTJ6yvIoJc15QCCdcIjqbtSt4+jqAoq7r3wPwCQBvadN2I+UyTi6taGoTjaMWPQSAjYGb3anOTmlFySztRI8pTrL0F35iJp9QQGdGtxgqr9Mi6f1Qfe8+4ea2KVDp+PTkNF61EJ21SCU4Dd50d9Zq0hvYcMrKgxM8xQWYpenDqT7TIcvyZ3bUkyL4zqmIY1e26sFTI+vs+G6gVnyvksrk+78cn8i8L/2m//PFayBN2OacC1Hzya3O5DW6gv5wsR8vy4s3/KzlhYYjCwX8+NgJDENtPRfnazRynGXnr1XzeozFayyp8p7Gr8wtoFty/RYSJrV3SyqqzqckZ+SSX/vBT7q4XMGzFtV7IEUba7XUwVOPws9qaab097+o7GWASxo6tiVhvz45OY1PTE7HvsYhLl6eGLQ2g5V8pVtaOHjaVfW+834hwciBchl99m47CZkGVtR73tIQz9hmpL2POl/KmoaNGbL2Bc+bVjeG9UnOl+3VKr41No7nM3iidaYtwZNhGKZhGK8zDOOphmFcZxjGz9qx3VaoRPQSpRFsfd1ompGFr3hjDaaEvrDsZQkKVh6sWn/k9tV7VWTBU/w7jszn8VtnZvzvCbwmB+DXZ+fRYYZPv49NTqOjoZW1/LIGT3GtvXG/bWr2WhvijTOq56kCO/uc8Ptcn9CLF7QinEOW2fiQvA4L+NNT3tDOC/LRWR2DemN6nsTGB600Ev9BdvAU2eidYn2o6G1kKyqdHhcNQJdWD172VuKzeznvUal8R5Fdp5awOLNYXvQ2sFhsZyDM/dX5BRxeDrf2i2XXfzx+As8LVKa6JbeiBXsIU3LPkxn7HUwhS1zWmRxfHT/t60G/biX5ulMKSjVTepyfUoxfg0eUFDwdXl7BMxXLCUu4VrIGT5WEHm3/BhWuK0nP056qPCNjWdPc39Mp6y4+8Uz1/UlBvEc0GjxVNA09Eb93RdNwz3z65S2CKeG3Sc6TkUotcrtpyeoV3ZaF3dWab3He6uKBpmyPaDWd84vkplXRNOXKxtMibljBVqTnLC5FHgixahJsSfrI1Bm8Zn4BhZ+9L7RmSVwFX3UtFCtDz9O9c/N4cUGtdTcnqe0+a3nFVwg3mhY5ffDkLAoafq546oX1fygMNYkia50DAsP2TPmcMmfYnrhvn1NsUXak6Xm6a0EtLe+TS2W3ZXFzcQC/oTg8KnjOi5VN8RfunHlZ/AfZFbBWrqiiNRg8AUAP6sHLkGnh6yeje+xKlQDGRQAAIABJREFUkvTgaUmvUyF4En/fRrZjwUJ55gbfY7KrQwyeeizgvWf8Q2xlPU8z9kK4g0nlrWb6hiGG99F7Tvxd7p+ewW37b4v/bNvWWs23hypDqVR+V0uTD9vrSHFInGF7SUP0osoekSmU+YNZK9Vmih6OmLJ0d9n+ESS/xXUrxfCDcO7P6ptvhLjnqgPi7szLy9TFXC6m5wl4Vb6AW1P2mor3vg9PncGrJaM93nNmuaFh4KKKBnz3+EmUpp7lPpa3r/uccBBLk8/xva8dGZ+Jmo3BU0BSJamiabE3alHUzXNT4KYUV/DGBQ9bTBNvmVsArM5QQGfVooftraiOfZYET83s+M9F/NZiQfuvx0/iu8dP4vMT4TVQVAzHzAeQKbnrT0iGPTnD6RoJniKOp+/GKQxluUKoJNTsdaXSDucSK0Hi0MG4nqfXz83jHbPqc0TEfYpbfHRl/KXoWdotfU48h9MFzfXjIRveZFY2oGfmyhSfJV+/rZFhe45ue5Wd5ZwWGsoqKuYaC54sRJ2/8nV9nMB9JKFHTMaEifLs9b7HZEOWCwnrucl6npzAM7ESr9ViRwNYkPc83bq0jHuvSE4IINpp93i8SqFhQaU3woIZOlal6cPYGJgXGxf47LD3Kao3xv0Mhf0xhSFyaXuenPXfLIWheJ7o6+rZefs3kJw6USVwGRp6M1w2vR3p5kB/8dYvxg7NB+QLEkeVa4WcFnm9O9fB9pRD92oANPv3fVKxFHk+pln0WsZpZCtrGjaYJsozz3CfczLtisfLCtz3lyrZhtISrSYGTwFJk0TLinOegOjKT9Kq498+MY5v2hl7oqq3nzk95fs7lDCiFp0wQmWFdwANzXlSIfY8Xartwz+fOAnA3+o6aFnYYJq4rlhC5WfvSr2NDRlbT+WJMeqPqUxyjhI1n8vX8yRUPmRDLaKOwZ+Pn5Y+/mtzEdmvYnqeVM8RZwFcsbcwuWdW/tm+OU++j4g/hs7xqEo+d+mRd6Bv+saE/fGTJmbJ2PMk6tbqwcuilovtEW2056mUs6TlhtOjGTyjnO28cW4BSQ4Ic3GAes9TcN6KrOq8mDDHtEtyK3KSdSQmkNHM2HmSYs9TsPLa35VuCO63x07hoWMnlAIL9WF7/teVz9wS6vkeiPl+W00TX5iYxAenZyJfA6gljzBz3tkhO0e7c9FBhtPLoDKPSUVSj8i9s3OhsrCihYcDqyib5VT3tqt2XpXYkCgLVqKGzBdyucjgxmkUShqeGVTTNPTkvPM7KnCTbfcjU2eUt+M09sjm9Dr8a+cKDUq5buwazJY5lmg1MXgKMLX41tcK1Oc8RRWG24TekMtyvxF6fmethj32hNioAu/Skr8SE6wsmRUvdevfnDzle061YmxJ5zxlq9DJ5giIwdMQerHV/l0iM/olDDOT2ZSy58khndvltspmD576AxXBzsULAHjnimVZvu8p602JqpQ9IVCxdURVLON6noqK58hiIMGGqVmJLdxaxOQk31A94RywciV3vpCUEzw1KZmUtJdECJ62nH6q8meJrdPd9rC95ZwW2SgCeL991nkU5Vz8sL2lwNxJpzxTqZpJ51IFrktZmRWcrwnAN9dCk5xvznmUPHwsPmGEJcx5ClZe+zrVU3GLVLKOqrwmKmFE8Pgl/QZXF0vYkFDWqfQ81TTvt5INl+ztiA42z7cTNzQyl/Ir4xNuj01PwmE/slDAfz4+5nusPncoeTvB5DKmZbq/sfhUcP4uAOzJ3QIgPikUEBE8RZwTccGT0/O0u5oueKoC6O2oN6JWNc137ou9P7LzL00vtMq9wjePWdj2l678Ega61JakIFpLGDzFeK4kQ0xFU0tVDqi1PA4gfjJ85pTZptdCuL1agyVUWFWyqAGQpi/LGjzlJG/rEArRqhCoyV4rYymMrb97IY/LU0y+ztnfT/Y9tZx9Q2lSz9N9M7MYOPl8AF5vTdUq+eYMyAbipG3XjQz2Y4LRFcVslE4g7vxepmYpVPrD51+PafpaVn1zPnJFdORiKmT28ahoGm5IkUBj5eRd0sflvZXePufs47MrYZgUUG/9dTjD9lYSMs8Ff1MVYia9kmZJAxhn2F4wZbFTTpU1DV8bn8DLYzJhSvcp0NMgm68jy7anOh9RZc5T3FBRUyhbgsloOnP+fbdq8qGNQSrDSqOyP/q2pxo8KQwVT0q0069w3xJ7nmQ9HT0Rw9u2z13kJUKS9Dxdr52fuG2HU7pmaTyoaJq0fAwmRZCV4E7wJDYu7quEr/ELcndGfoZIVu5GzWUralrk93XCmFuX0qVdr/c81QOTxZzmD9yEe5jsmk5T7zgY0WgHeD1Y/qt/9VKmEzULg6cYl5XChYJqqnKgOelLm5Z5zm4NvHF5BW+JGsYV1MQ5T7ITLScUotWIeQmxIhIriPotC78jaT2UufeyT+Ebdi+d9HvavZJJw/Y+GxhSKUqa81Qxy75he2Kge0fn2wGkv2iD56vTshvb85QwR6U48Tz86tw8rrfnZDk9EqZm+rYnT0nvffZWuzX1P46f9LWuizd6rXghOrXofXVaUavQ8KkUCTQsy3/+vHwhj6+Mn8aTJNe9OBdSs49/Ukt/UFegv+mSvDx1eUnS8/T3Y6ekr3VYllfpL+es2Gx7yxE9T0VNg16uSMs9hzx48l8PsjLrf82HhwSqBk+J5YFWix3iJc55SsoWWi1cqrRPSZ+jyoI8eAqWP4dijokjqdFJZa6uKfQ8PaFUxhtm/feKzohGDMtXMQ+XnqbyfUxzA1PxmKom0KhqmrRq/jfjE/ikUDbIyvcn2L+xOOc2rgE0aZ9k9/+o+/nbZudDr9/TWz8XnZ6ntOV+BRqevv2VgAWMVKr+c1a4Zp3v+KxTF7iPKc+DMjvxizFraT3bDvj8vxWrnXT241kcQ1ZRKCumKrfQnPVTxBbOm1O2PPn2x64o/taZWexU7v43Q4FC1p4n2RCHnK/nSRxao7YN5zvVEhqyVFpcAeCCocvc4ZKyj4zrebKq3nCWJ5aie7rEeQemsBXnxlm1yr7Khzhsb1jbHv8FIgTnILnnbwNzniyzD78yn3crtm7PEyxf79pTl8NZscRhe39/8hS+e7w+9EY256mSvxQaOtGV8wKdF+YDPcLCsL1UA4bsHqS9lQpWTr4cb5pbwKVRrai+4Kn+PuW5g8777NffYWejvG5Wvv6MMwymW6jAJDaiCA0JZc2SV37s1wTXi3N+d6eSFhesyCtV/s8Ltlovn7gbr5JkGUuTCdOZDyml1WLbsq2YnqfQayPm6wRvlLLhV/fOzqUfghSY8/SUyYsAhMvZ+2bmEucsJTVsqYyYEHueNAAvDxy3qEYMS+hmk/2GlmJlvCQMLxODp4EGU2nuqdZwWOiVlv1W95+ZxecnJjEi3B/jgvKkYZlOuftnp07jYLF+7KKC7u21Wqi+cHjr6wEAlmI5E0yqVNOAi4auxg0PPx+Dlr83WryvO+dflyn2RiltErnKBqU6Qc4XXLPnic5+DJ5iyG4TVUR3r4tMLTp7ThpiReTDCROCgyyhMHQqTiVNUw6ALM0MpZ3NPGxP9phQiNbEYXuKn+lMgA8OMcsF9jFtuvJIml2xDgRPd09bKM08TekjxJ4ncY6OkyGqYpZ8PULNSL8dbHF29iGuB005I6NNHLYnDqHSpcGI99n9loUNdiWj1xc81f+t2b2fYqVtpBocj+8N20vDmatT0jRUC5clNIoIwZN9XZU1DV87OYFbptUX4fzPYyfwPrsntCOiElFys+15jyW1cteWzxPeb0muUxPl2RtxebGE5wSWEnDKM6e3Ma7xQqVSpTLXBwCGU6wvJcuaebfTm5WwjpclnI+Jw5Ek10R55qZQQCn7HZ62vIKh7qGEDQQ2p5nuce60LFy4sNv+fP8GugE8PWFIqljuPV3S0NavdN/ylzjBayI4zNEjvE7So63a81QUhpeJ5/xIublVFdn11GtZuC4wxDt4HKqLB5HTOiM/Q+RcV/V7rr3dmN8h+Ft3aOnGeQT3PXjv8J3Dvp4n+yGEy99k8lT7S4/ei98W6ivseaL15pw+i3f27Ix9XlYoVCKGBYRf15xhe6oVESm7Z6aqabCqgwDqFT7lAEgzQ5PBnZvAxnK6ScGyaroYPPmG7akGd5UNAMI9T8Ft9VsWPp5yPSSRk844queppoUfi3KJMPymJul5qlgl32fJEkakJZ6HeysVpXXKVBNGOJweiZpmuZWA3ZUqBqTHMjnbnvsL2JW5TqHnKfSbuNn2UrIreUWV+V2SYXslTYNeqeDq+Q3Km+yCV+hGzYlxfnvxWyZVZoqnn4+32+trnV/sDF3jmlaDVd2AL01MYovdmOCkuBYreUBCz5PCtak6xCquJ+X8sj9AlpU27gR6Lb6JwfQNCQ7v3J7BPd4fitdx1PHoFs5TlQZ2S/NSlYvntXweSvwP60+4UidmQFOZDxgMnoJXRkeLe56KgcQGjrunvGGpfxWzRpooLqttp+K8m2AdoLZ8vvvvpF5MWfAUNw9O3NaWai3ytwaAg8duj902EC4nfeePcIzEhi/3tcr1DsvXQ+4wy9vxQmFdKvE8stjzROvAOR08vfeS98Y+L7uBVRSv+wr8PU/XrqxgZ//eVPtX34fUb3GV7d6QXsvCyvjLsP/MQRyoVFLMWzJDrYhOoXppwZuvcd+Mf8FLGS1x2J44tEZN8dSdePvMHA4GKlqySsYlMZNak/R22pOkc/I5T/U9V9vrV+YLuNqeJySeS27wZJYC2fYy7bKPE8yY1QH89fgEdtTsMCOmohic83RLwpBR5zy1NNMNzoq5iF7aiJunf9ie8+9wz1MwJbkz5ylrz1PS/K76i+XBU5TLz+yJfM6Ri6jAyT438Zq1uvCKfAH/eGIcVxd6wuVGLpw96+snJ/CtsXH0mIHgKbbnSSF4Uqx4vU4yD8rxpQl/2n3ZL9UVOEeCLrGHz1qIzrYHAN984Tfdf0uH7UmCs6jKZVdO7DVWOR/lCVZk1eakXjPxd3cDMuH525eWMTB1XexniMP2ZDojekMS5zwJ3zEu0UpR06S/7aCwWwcVMsF9//ExfDNmnqDqPTAUGGjx55JInEvY6QYo0a93zoNLSiX89fhEbPDUW05usKkFgycxg6lkzlNNk/fQdiKmN1WzlBbZ9ZcJ53S1k9aJc/os3tC1AfsG9Mjno+Y8qagEsuf84elpfOKpX0m9j2kWC33nmVncKyxsWp65GQ8dO4Fey4JV3YALZg5CQ4pcN1o4DbHzm4i32JcF56BIZOl5etNsfGILqzaAV+QLoe8ju6llzloIYHt/fa6RO69J2vOkdilpAK4s1oMnsXLlDNurBhJGyNYuCrozX0B3zOucxAa15QvRYwEfnppB8fTtMIvRFfzg/IhLEiasu+eFZrnDg3ZW63t/eGnZFzxH9d32CNsM9zwJldLg2+3fK3Uvnd0woBJ0ifvsBE/lmLc9cTY5eIpqhZYFT6q9sTtqNWiQVEAlSzAMWRZ2V2uhnqe4iqVKf7PqtXaBJJNZGu53jOh5us2eyC7OeUoM/mQNCrLgKeJjuju8nifZXMyuQJynmm0PSO4NEBNGOPeN4LndUY0fVpgYPEVlvRRPZmnPk6ccU1Z1WfJMkVENDY7XBdYoG7Dil0xQ7R0NHRtNff6ce13lvJ4nM+Z7OK/fXq1ho2m6wwObxXfOSuY81cSeJ+F779Oeg4G8l0xCZMFSqk/4kpmw54nWgXM6eAJibgaQ3yCdm9GPj51wH1t8+J34s1v9gVFZ05RaZBL3L8Vr7yws4shCeGJ2Q0z5sD1TJQ+vQHai+VKVW+Fse24PSUqym1qaIDToGSPPwEdu+gjKZ+yV04PBE9ItnOucV2Kv0mXl+nfd068HEkYkf947Z+ZwNHcg8vkNpomlx96I4qkXAQA2mSYqczcgKoy+b2YWH572L5KYVFFwKnbOOk+fPj2Nz5yuD5X85NQZPFMcMhRx8xTH/LuVR2fOkzhsL7jfbs9T7C6G2cdsQGVOnNjzZM8DLAlZ625f9M8jSqrsBV9zo/D7yIZMpq1GhYftRV9LweDJmTuzKcUCzaKmZQhN4FxHzs/1xMCcD+ecFOc8JV6l0p6n8G8nTQWP5J6nnsDbooIn2ecn/fbid3P2IlR+JJRTO+cuxCsDGTJv3FNfZPplC4XIeThiz5Msi6c4pzWqAfLdZ2ZxeHlFObARHYlJry+jej3Jhr86gvt5MNDAJPY8OffNuORGYrAFRA+RzMr3XSSpyn3BU+C9gxHBU9J8Q4f/rDvnq520DpzzZ3HwZnCh+RL337KxvBWE5yNYtSFs7/PPn6poXquVasX9y6dO49dn5nyPNVLpb4ZK/nLf37KCVoU8257Y8xSu4Ki1acm2FX6skbljmqbh2fufDeeWEhq2F5jzlLTfzr6Ilasnlar4zou/g8s2PM23flUVGjYubc287+4+lna7c+BEV6yEs+G9LL/oLuTsDIlLqtCIqcoB4OaVFWwVghL/8Vef8yRLGBEKktw5T+nPl/dNz+Ar46eTX+gbthcuNj+YMpkL4D//xaFMb5oLD2dLWw6oDNtzRM15ki3MqhI8hRud1Pb9QMqhtcHfJBi0OeeslSKTp6wRRJOkbZFVviuahq6OmB5SAF3BhgPNlH6W6rC9qMFQzvcMXhNaTPD0rkv+FudPXY63zc7jweJF7uM9HfX5RlcUi9GpysVKtCQAFYOnqGGyLyksIgd/Wf2eMzMYOpk8vydtcib1OU/BR6Lnz/3pxCS+MTbu/v18e53Ia1ZKQs9T3LYCjRgNLMYu408Y4fTWRw3b876biWrMeaP2u/uSOLHnidaBcz54EitlpalbsRs3u3+nmfMkDteov84btqe6cOcTS+VQSt+GEkY0QWX2RhSM33b/FnsY0pBn2/MerUmG7WXNNCdr+W7Wuix1/m9TA3yV66ShnU6lLtgq7AwPDM55esL41Vh89K1ZdzaWOM4eAAasTf4X2DfZpN4E2aRjkfiLRQ3bE6tc4TlP0QkjLHipytN67uISzldY7NaXbS+h2NytOBxN3F3xO71Esjh3VNWlK9eFJ3WFzw3neFxe7YZmdaG2dFHoNY4bVlZQK23Da+frrffu/AzJcVK5jsINJWqt019VCWIFwSp6cJ0j5yjFLZIbIqskSoayRQ3pFnueZN86GABZmnwgl/j5Xx2vJ0iQ3Quiykjn/aEhqTHDi3Nah/TadALCsqZFznkSK9GyeWMV4ddwFk6NIv5GLyosoWfxwtjXAynWBgy8PmlR5Lhhe8FjOWBZvjTnTyqV8dCxE9hXrbqvjRu2t8lusHKWEtHSDkNO4E/a4DU4OQFiTbiAxCNoodZw8MSeJ1pvzvmzuENsSQt0QctukFFrLnTlunBkPu+uxVSB5s7hMBsoBBuZq5PWBWVZ67QGmN6q8lmH7Xm9SZ6oOU9OwZ20flMU2W+WNcW6VKByUN9P7/YwYJqhdOkit1U44rxwMiM6r+mwOmGVt2Xf3ZjnrrHnX713ehaLj7wNzzBf53+B3QuWtACnuM6TjBsMaaZSy6NbAbeHyYiV0lBoEtHztHLyZYnbURXsbdo3cAi/E+htctav+uoptSDAf/4nvDbi8Rdc9AJs63hS6HHneJxvduKCpU/DqsoX5AWADaaF5cfeiovsifjOmSwLRpV6ngJ/awnZ8NzPVnqVsJ3AvkRX69Un+asO25NVJcua5mtEk/WEhoKniMDS+Z0Plco4ZJfLsn2Purc45XTwGMb1PEVxMgiWNc1/vxSIw/bMUrisEnueDic0JrrDLVPsY9pbhfNbrozfFfu60K+lqfdiirzyMdqBSgXPLT0Nv3UmOQFTwyxneQdxzpO3d76RNULwtDeYrEOxHuAvv9jzRGe/cz548i/65y/axC77P0uoEGmahnvn5vEkuwW/ogFXF4t4+UIe75YUhqoTwNs5bO+yUgl/MDEV+xovYUS6/XISBohD2sQ5H+KwvZy7jWyFrKyFtqlTbwMV6ZrmDW/bubQZA5ZsnZ3wvkRVmGvLF6I8c5P9msZuNB+aOhNbKT2yUMA3xk7hYKUCq7IF3ejzPe+0UMZliQK8ykjUcE43PTdMqNw83eMlm/MU0ZoebGU3S9kWFZYKHPNf0x/A8wPznPQz9d4dpTlU8Be+WVPSV035WZR0jsXpiLn+onrC9/38LnznxLjv/S7FeRFpBcvGXGDfnK1altgwI9//nXbvo3TYniT4kx2tMjRfqvKaBnTPPhmXCotmy4btyTjBjzjSIU3Pk/Pa4DWhmRmCpw4veIrseRKve7M/9HRVsfcR8MqSpDKnEe6vYMb3PAX55jy5DybfC50yOKnd6MLa3ojlHcI+fXoav7C4hH8+cRIP2tfe18Yn8LsJPXv1HfGCp6RRAxaq6FnZhucUFvGJ0Gcr9jwpDNsmOpsweBIX/QsUHk6h0mVZeIIk29ie0stQmj4ceE/9/xVNQyeA35idx86ME6+BJlf6E1Q1zV2vJ0qn20qVredJ/CX8qcrDN6XMw/Yku9bM4jo4LKU+bK++104LbNxxS+p5AjSU56+qf3bKHR9a2uH7+xcTUoxrAEbihq3Z3ytckQ5cK05rcURl0D0mmun20MSdQd4iufWz4Pa997jPhfbFyj5sT11yUXnB3H788s+fonzNar7GA7nFR9+KxUd+PfIzapb8KvGGbaVvfInr+Y0attdZ68d2u5yLa61vpuDvHLzunf0Xe3eiep6+Nn4af3PyVERCBbX9r2gIDNvT0Df1DHzl1GTk9p3r5SNTZ9zheYB82J3snhEVYLhJaSKulTRu2ltvyLm0VI6e8xS4mv9k3N8Ily54amzYttI2nH+kDezFbHtOGaXw3VTmPKV188oKPjw9g601E7vsa08vV3zJZ6K4w/Y0DTeu1F+/e1meidFEDRpyeP+Z2fDolEw9T0Rnv3P+nI7reeoSWu9kt5xNtetQPnOL/z1RY80DVOfgNHW4mcR3j4/h/fbwo6rC9pxfK22l3hn2Jd7sO4RmuCdrXjYfL0DLmDCi1fPEYhJGOItFxvUYesFhzPfLmAThwvGn4Z9OnEz1njiVfH1I2MZgb0qgQpzUeukeE83reYoNntx/1bc71LUJK+N3AggHSWJFAJCvKdYwIdCPChBl4haCFUUO4Sxvg1WJThhSM+ODp2w9T/Y+Sec8KQzbC/U8NbcafKGdWCIYLAXLaGd+iW/Ok28ivGeDadZTpyumKg+6cXkFVxdLvoQRsmD+ykV/yOecS89eWnaH5wFCz5FwDGSBX1QZ4t2H/I9rkkx4SW4euRk/fHwMl5XL0dn2Atf9E0oV7Be+T6rgyf5/1mHbKrx7T/KxfcPsPMrzV4ZenyYA04veMMxWUwqP7QbACry5WTuLg/KXCt85WGF0guaPTc/hc6ejR62c8xVNWnfO+XPanw5U3vOURpfkphf3uqgx745WD9vbYFpuBa8asbq7KKmSHMWpPIs3e2fOx+VzW/HCjqd6j9v/l93WLIX1lFo+Tyw4bE94zJnzExccez1PcdvI1puSszrcTHnNUJ5+Fo7s/VNJ2mr5tRLVI+lVdNWCp+Ccp/ob6r9xVdPwqRs+JDxuD0GBP1tcUwmBftI167jt0evxjyfGk1+IBobtWfLwyK08Z2hIcIa/yXue0s95am57OzBsl1fBXhfnnHGyBDrDJy1ZhRfy31yW7EBlztZnJ6fRZ1k4uOmg+5gssHnmQiB4ipzzVP+/b9ierOcpYn+c4Cv4HTsrm/COM7Op723OmknRS3uEP09sxKqlOAc6VMrHBomBz+Gtb8DvP+Ozka/95YU8aov2epC+VOXO90v+blcvm6g98ibcopg8StSn2ADjUKozCMP2El8qNMGEy9b6vt2yXMT1ksytDg7Uo/XmnA+ebtr5PPffWqAFyakHbqmqt5zKbnoyTgFnJbQNt6QiGNqX+v+rEau7i7KmKvcyXwmP2ZXhTiuHDs07FZ2KtrTlUWHYiZcRMNUupiCZ8wRnbpDp2wfHd6/7CP6/4/UeIW9CflzPk3weT/vl0NsxFDoPg9dKUiIRX8+THYjEHR9vPoGYAtkJkoCn22vPiI87la2k5BZZ+DLsKfak9NS6MaRYSc26XGxkz5PzfIbPdOevST83+fsE5zwFz5WsXpIv4LmFxcj9c86Z+2bmcNH4dbjU7qHyzXkS9k22iKpVGwDgpZkGAOTUj84rLnkFnmXPhZOVX6FsdpFznsLBj6zPJ6p3xk0YIam23lVYxPYU9zRR1JynYM8T4O8ZVFn3zN2G/f9g8PnJyWl8JqZ343/NLeCDKvN9IAZPNVw69EzcsOf6+DfY5bF4LkvLqDiVTakrXN85MY5vj6k1wDhUhg0He+tjXytcaaFXZxgWTLQenPPB067+81Gc/EX7r3Ah+MDkNP7CThbx6dPT+LuxU7Gfd/3yCgZNEy/Lxy9Wu99NZxxfeLWq5+nvxk7hb+3v4rZSIrlluTOhkhylw32f99jexc0AgP2L/kxgsl4ql0Lw5G4r1R6mEUhMALg3V6eDInjcNnQNYJPdgqgypCrp5vam2XncvPfmVHvdiHCCE//fXsAaMefJ/ZfpViDjziDnNxLnE3gpyYOpynO+x1sybDPjsD1VVU3DfTOzeI4kTXmcVsx5cq8/ybmnlKo8+EBMsPnrM3O4YCZiAc6Ad8/M4X1nZiN7VZxztMuysHlxr7DOk7fTTsXy2pUV36LMDnPlPHxychq/Kay3V5p6ttL+AUBOy+Eae7FepfAkMvhRnPMUlfY/YtieI+s10ttRDy5vLPjfH5zzBHiVi+riQbwxd4PyNqJ65g8vr+CmmN6NX5tfwO0JczwdzrmhGti7iURk2fZalBAFALbXathgZmuojGMWRwAAu6vJ+27GnskMnujcdM4HTwC8Gq+kovGM5RV3MubNKys4L2FNmK2miX8/fhKXSNN+ez42NY2Vky/anzSAAAAgAElEQVRHj7Yp9nWtShhxXrXqrm8jJjBIHLbnBjb+F3795AQ+PzEpewsAQHMq18LNfmN5AA8dO4EdJX92prieJ+cmFnfT64ioXIkeOnYi8rm0asKcJ2d+RVwl0/t+cYFz/KV5z0Ienz786RR72ZjQ3gR+/832UMFdSxul73cnV2sW4M5FCXPmK3kJJmTD9gJvcueH2duS7kGjvF+gqyz/jo2oavXFid+fMk1xVM/TZfbciheWB1Lvi3t+Sp67fXEJTy5GV2CBdHOeXpUv4ODMwcjn5Z8v379gohmnHJAtkhs33/Dwsj+wqi2l2z83W2EDvcZO+ugnCJn6pNn2EoKvqDIwa+/s4T0vQGn6MI4EO3gk907nty6feQa2a/L5NDLtyLbnLZKr2gNnX/+SnieVhBHN8rQMw/5kKvNXYenRt+CqYnKvauzoGPY80TmKwRMA+aCy1tpgWqgWLkt8XTtSlbtpjbXkRXmfVCxh28IIbp3a6Xv8QKWC64qliHcJFRuFG6JSz1NMhczLNNWY84JrWkTwZdtzEkbE/I5iT1+kDFmxWil8HvqvlY2miW+fGMeV0+dJ3+99m1rssD3ndZ3iMD+HHTxFZdtzWunj1tjKzN72gXIZOdlaQA3KmpI+as7TJtPEQ8dO4Kpar/T5OO46O5KKd79l4WNJi5wG/m525bJD0isjPu4ELd7CpOI8lfr/WzmfJilb6EemzuCjk9Oxn9EN4C/HJ/CJSe+3lq7zFPF+5xhEzb3NeuPvynWjfOYW9AY2LJu7pbqN4KLSSuVjg1Jn27PCR7WjDT1PQQ9MTqPws/c24ZM0mOUdyS+Dv/FB9izRuaidmbDXLmdIzhpsRVHNytcIt+cJKj1PgH76SmzK/RR/c/IUljW1W6SbbU/htXE9T2ZpF3Jd+VDSBlHabH3Lx+9Bd1f4Vv3V8dO4pPx56Xt+7/QUjO5ufHrzRpiaN3TMdLPtRW9PqWVaITFGOyX1PAHAzlotcm6D15NkucP2ZOdCp2XZCwNLthOVRMNJp+4O22sBIXBrRb0769y2qJ6nRshS/YuSyojwOk/N3UdnPlfwinWOu3PGOIkvLEtIVQ6vrGuVuGGPQD2znkqxfnFg9II8YYR8G7vsUQUjVXkDkPPbvHbxcvzh4H8r7E3w/X7SOU+yBhCJL586jce6vUQUXvmdereUefOVFM9NyYiH1HOemqADAKyutmZgsCKGBgNYk3UmonZg8ATAK4naVwiqSuoJagZxbSrVBT4B1FP7KortTUrx2pXxX0JH7xismnxNivr7Yb9fTW35AKyucLDSb1lATT7s6WkrRXdITFUctmffTJ61tIzRnm7pe91W4difYm0FT+EKddpx+EJFKmadp1DPkzjnKSJ9u7Pw8i/YE/VbkjDCCZ601hSaWXtCouY8NSJpPkzy8wFNDp6i1klzjrs7982d8yQO2/O/phVU5lxm2XqahBFXF0v44sQknhwxGqDRayRcOkmCJ/eh+HvKVtPEVmE/4xKWNIuzDfU5T04Da/hcau2err7duWdhCfE9pUTnmrVVQ1stkkw6a4XY2tiqMMpdkBQWBi0L//fkRMI70nMHRirUGtybp+y1Zi9qyxfFvr8jonIVXP/n7vmF5J2J3Y69S4CwSG79HLp7IY/vHh+Tvq9LYd7FWkvuGqwwp71WOn0VqZhhe05KZLdyI27XnxhC9PeLW931ylqzzld9myrBfxaZh+2ZzR/c1GjPU3jOU5OH7dn/d3p2rOU99e268yrh+9u3SK47H7Lx/SjP3CTfv8RFsLM5IJlHG/fLXlUsRQb6zb7xN9LzFPW+VvY8BdeRSxYeLp71+50t9lYqOFAuY4Omr/auEK05DJ7gtVyvxfG7m4U1e1rVvnVRpYJXz+fxUXsuw0WKc33SSJMBz1vnKdvd053DFXj85fP+ybZvnlvAlyf3ZNpGfTveTd4y63NLdi1tAVCvakdlSWrHvItmC7dUp6swOD1Pmm+RXMkkc/f/kt8uZm2SYeTc4VytHLbXqmN2cTnb4pmt6XkSSA5D0jzMYPBlltTmVqjyhhkDf/VoGTh+BIB3jjqVbq/MSZcwQlVp6jbp42l6vgfz+5W3N1Kt4gePj+EWIaNc1u+Ra/K9TnYte+dBum11taF87HB+N8VeUatSzwhbXbzY+4yUvVdnm384OYGvj59e7d0gWpMYPAHCnKe1VwhuMk080R7S0KoUAjkAb52bx0jGtT9UyLLtRelocMx71JyiZvdIONsxAcDswVW5T+DJUwcS3+cGXQq/xVMSMpu1SyiYaaDnSXMSRkhe51SAZcOKzPJWbKyZeMvsfOy2WjFszykqW9XzdH/KLHuO1sx58n7AnBX+vknDFt3zu7gLS4+9GdX85c3cPTcTnekOoawfm+BwX+96975POxNGJF0hH35kK3acenqqz+63LF/wmjUjXVLvYmrSnifnuXTnqFc+to5bHqkGT7UhLD78LpSnb/E+QzK0eK374NQZ3G/30BNRdgyeAHg/g9063oYMd2l84fQU/ubkKfRb1prbN1WxC98GX2v/P+vNM6rnqdkVBncxR/s79WibkFO4pFQrcO84tgN/cDrbWPMX5wuo5C/N9F4ZlTkOSu8Xe56k2facoVYSVhe+cXzGXeslasHOVq7z1KqhRLIFW1W0uudJlh5DPBd2aOFeJXGui1naiWYPQX3D3Dz2lK/EHfYcN3e79v+DPU+iNA0XWakO2+uAlin9yJXC/KCsR7/Z317e8+QNB0/jVQsFWAuX4rZ864KS55W7YNV6Uc0/Qfk9Vm0Q4tkvTWqTwjuveWem9zXi9qVlvCBw3RBRegyeAGGdp3ohuLaSRAO9luUmZ1hr+6YqTTL4pGxVie+P7Hlqrrj1cOJst9cNe1bCgo5DtQ7pQp4qfmtmDsXxV2R6r0yoIpp2HoMltNLG9DwF57uZlWHJq+zPzMmPaFLPU5ZU5k7CiFZmacsiKlV5I8SbQi4i6+MvLC7hM6encKT7VaHnpGnmm2iDaUEv3YaewGHsCAzJk50du6o13Lq45A5RboU0yzJk8eLCIu6x52uaWcvIZjcwxPY8pTsPNpgmcOqFGGxhh855Zg6LD/82rGr8OotxGp3zdOfFd+KaU7fh6y2YY0xErcVsewCCVfuchbU2X9/VYadyPtukyrbXYLYlt0co9LlNHrbnDEVMeTg2mia+//gY+iwLX27qHrVOuLKVctie84+EVOXiefLFiUm8ZPE30dsj/8xcRJp8r/IuP965iG3Ha23PU1atGLYnumhuBD/deiz0+IftoT+y83e15oKEe57kFfqPtnjYkjectzUniwZgxG5Ma0bPU3n+Suzq39XQPsX1PJ1Nw9rS8CfBUXfv7CK2PudTAIDByiYcMJs/x3hbtYqDkgQjRNQc7HkC4N5K7MpWa7J1NUc7D5hWkafpzsJd5ynNsL2MQeJOe42ToUDa9Wb3PDWSUnfAss6qiy/Y86SlXN/DS1VeQ+ywPaHn6apiCVY1uucpatheLqFSk2nhacvJtrd6Hjwxjudt+6jvsVYM2xPps+fj2SmH+bjBq+wAt5DX6NLC9b5U9sP+fysXefWa+7L2ztf/bwEoTbwIW6u3N7Q/smx7/qG6649TT0jbSPDywgruuPCOVuyS65/GTuFzCQsxE1F2Z1P9rWWcNRw0rM1he6J27dv3Hx/Dxsde3bTPU51EDYjDb7J57XweQ+PPxi3L/ux6zZ7z1GcvvrlhfS/zAUBWUKT70m5vBKzYYXtOhURleJwzbC84pyJpuFCmQs+d87R6XU+7ajVs6Nzte6wVqcqD0v5eu6s1/PLcApbHXt2CvYnWEUg0sFo3N68BoPUL8WZNGOHN8m1WoSjJnNngnKC1zrufnAM3ACLyYfAEwP0Z7NazLHMi2qXZQ8+iDFgWNKsr+YWK3Gx7ChWKZiSM6Cnooeq30yL+0nwh4yf7XVCp4gPTZ/CGqaZ83JoWOu9S9jz5A5roRXJj1/gK8Ibt+T/JS8Ms38dsQXQOd5V68KVTk1ne3DRaYKjilt4tLd9m2p46DcAb5hdgVba2ZocipElK09L9CKw31QpuT37W9zd5H+U9T+t72N6IPcLBbPN5TkSrj8ETIAwvqRfy3vyM1diZeE4ldO2Gd3Jp5jFFJXxo1CZ7zawttea1FN6xuNzSic1rRbjHM3vCCHfOk+TwHrLXOxqIWCNL5A7bC7RsJ2XByrLGjQYNry/24dKM6zE1i5jN8X3TM3jgGQ+0YZt1az3FsRe0rG7B3c506FlLMif4albPU9yabWmH+J4tnr68gj85NYnK3LWrvStE1GYMngCEe57qf672TVjGnYx8liWNSJdtr67ZgyGevlTGyvhLcc98vsmfvP41tecpZtjeO2dmsfz467Cvmjwczcu2F5zb5qRIDm/hV+YW1vSw3CSaUGQ/d3EJW/ta1+r9dDsbZKuzxzXLWll8uh1BXK7B+4BXHjcpsJH1PK3zhBEAcEWphDXZykpELcXgCQj1PDV7SEMzOQfsbBtlnSb9eGeLep40ANX8k9G8wYjnjlDAkXLhS3/mrehhez0WUFs5X+kz3WF7gR6mXEzP06sX8t6+nIVzMYLD9lrlx8dO4AE7nXeuxdnjmsULpb393FPswBP7Xtne/Tgbep7s/zdvxlP4WsqaqpyIaK1j8ATA63myh+2tkbHzMqs1rv+Bm/4YbwtMVk8jzRh9Z8HQYZM33bUiWFCkXfhSzLylWdHD9tJ4zWWvAQBY1UHf416gF52qPO55qoe3zuE5WxpsnCBPDFreenITLuq9ra374ZRfW2qtK7/cnqOsPU/2PsrmKqXiJlaUpSp3/sVynIjWFwZPgJtJy6kQOj1PrVyFPqvVGtevb7oUr+zcnvn9abLtXVks4Z1nZvHOM7OZt0fNFU5Ukq5C5C72a3bDqZY3WqV6if4SFEY/BFj+haC8tOhRqcoR+zz5OZXgtT5U2DnHOpsUE39xYhK/dzp9NpiRaj2RzEdauRBvgxlJmzF39nuPj+G5tXsjP6nRRWSJiNYqBk8ALHedJ3+q8rXc87Ta4/rT0lKM0dcA3FlYxNAaznp4rgkP20t3bK5bKeIN+25D8fRzETdsrxm8Fu+onqe1MxfjHWdmcV3pwGrvRiyvMWltu2NxCUfm8/i1ufmmfN5VxRKetlLMuC/L2NTCnvM0c0hlvIHq2a/CIctCF3r8Hyh4TqG+Pli1cAkA4K9OTuBTXHuIiNYBBk+A2/PkVLbcltbV2ZtYB+1sX30K2cjWklYlgaD2CBUUKVuTcwB+eeRZgNnvJYxoUQOAN9dCfra5a06tgRbxuwqLeEb50tXejVhur3E7GmwaKNa6ANw7N4/Bc6DRxRkGnXVeqNNz1Wi2PS2mCqFXKri69jk3Zf3BSgVPD6y9R0R0NmLwBACBnqenrtQL+KE1GKC898wsvjAxiV1NTLfdDo22lNLqu3t+Qfgr+5HUWtzz5MzniJqXxTlP6bgV9TYMFdbW4FDptajRtaT8KZKy4/EionMRgydA6Hmq30reOjuPb4yNY/saDFD6LQtXF0urvRuptWrtJmqfN895wZNVHcr+QTGpypshKcvXKxfqqerN6oYW7cH60o5FXx3rdEmgpnOTeASK04HHfwnvU1iPy5vz1GjPU7by/HemZ/CkUn9D2yYiWi0MngAEE7d2Ahiprr3A6WzGnqf1pTTVSAaz1g7be6a9PlGttNN9TEx48cLFJfzwsdOA2duaHVhnvCFird8WezLUeEPL/b9XZ3E3nru4lPj+pmXbs23Kj6R6/fMXl/DGfPbsrUREq4nBE+Ct87QG5kCsV15q3VXdDWoWK/tqWa0etnf70jL+4/ETsMrb3MdY0GXX2cYMnywe1DS6FmEzG7MKxv3YP3FtEz6JiOjswDoFAAv+VOXUfGfLQpvUBi0etgfUF9sVhVOtn912V6pt29ZNy/WMczeutH6yv2axfFDR6Hp/3liLJlwXZk9s4ggiovWms5E367r+fAAvNgzjLvvvawE8AKAK4EHDMO7XdT0H4LMALgdQAnCPYRiPNLbbTeb2PK2vCtZawmx75GntsL3oLa6PFBH/eGIcA21cQPrSchkPHTvRlm15x0nD+jharZFrsDcw16Rse0Sq9lUqONGVfcQC0VqSOXjSdf0BALcC+C/h4c8BeCGAxwD8va7rTwFwPoBewzCus4OrjwF4buY9bgGrsgXlmetRmb8G2L/ae7M+cdgeOZzehXZW23xrt53l9cUdazCRTbM458b6/YbNcbBcwQ3LK3hDxjWt0ixaTiT6o4lJPJobwgd3pEv48X/HJ1CDhktatF9E7dRIX/v3APyK84eu68MAegzDeNQwDAvAtwAcBnADgG8CgGEY3wdwZQPbbBENpak7YJa3r/aOrFtutj0O26NV6HnisNGzg7YK58bZqAvA709O45JyJdP7vR6+s7wlgdrummIJh5fSDxvuserZgonWg8SeJ13X7wbwlsDDRwzD+D+6rt8sPDYMIC/8XQBwgf24uEBMTdf1TsMwfFff6Ohomv1uimKxiLEzY77HCgqZihzLwoJ/DxsPJ0aFx44dw2WBx/KFgvL2VtMjP38EQ4UChjO+P2mCcmGVfodKtX4aWqaFsRPyoUmq52a+UMCuiOeOnziO82Lea1kWRkdHMTER/TvkC3nf36Ojozhk/3txaQmDSnsZb3EpfP5PT0034ZOBE2NjALwkDqq30WqtirGT/uvUePhhmF0D7t+lUnz6/ptWivi7wQF0K968y/Zi1P7HvG2cHD+p9Dmi4PFzFBP2XTR9xn8sRkdHsbCwEPHq+u+yYrVurlJ+IQ9gc8Ofs2SXu976Q/HR08pKUfmz5+ZmYUGejMK5tg9JnstCvCZFa63O6MyZqtTq5d/yyjImJibc54vC/DbxOx0//rjvcxaXlgEMIMrS4iIAoLAYLtecsnc1iNf35NQkRn+2EjpulYjANJ/PRx5nFaZd1gOAafr7WMXzenJyMuMWPKcmTsU+bymcmCp1FMuyMjVLFYvFVan7ETUqMXgyDOMLAL6g8Fl5AOLiL0MA5gH0Bx7PBQMnADh0qFm3L3Wjo6MY2bcFwGn3saHBASB5mQwAQH9/H4D6zeGgfjDx9fv3h8cEDg8NAY2XkS134KIDGH4s+9o+l5XKeFG+gCML8oJ4aGgImJA+1VJdnfVLQMtpGNm3T/oa79x8LPazhoeif5/z9sWFToCmaTh06BB+sjQGQB6sDA8N+34j8ZoZHIiuwKQxOBA+/7dt3wb8tPHP3jcyAqDorqumOmSos6MTI3tHIF4o+sGDQO8wnGPS09MT+xn3T8/g9XPzyi2f3d3dwFLwMW8be/fsVfoc0fCQvOmht6en3tSkYNvWbb6/Dx06hA0/LsEph4J6enrQp/WhPt20+YY3ZG1O8RsYHACmvGF7SedGX19v6PhE2bRpM7Rj8ueafd+J+ry1trydkxwp11kfwNff149du3bhJ/bzvX199bs3/N/pvPPOh1gIDQ7ED90aGBwEMI+hwXDZ6JS9q6G7u9v9947tO3Do4vNDr+nq7qrP3g4YHh5u6LzJ2WU9AORyHb6Tva+v122C3rFjB9wDktHuXbthxDyvaVpiK9bw0FBE6ZLuc0RfnJjEz7u60Nvbuyp1PwA4evToqmyX1oempcgxDCMPoKzr+oW6rmuoz4f6VwD/BuA2wE0o8VCztklnjw4A75mZw75VbG2ktcHtXWhjhbIbwF6u3bbm9dbsxoxV3o/1rlmL5BJlcVWxhLsKSSEZ0drV7Kaf1wH4Mupl84OGYfxA1/UfAbhF1/XvoX5PPNLkbRJRmyw+8jY0XrWtt9mw2kZBTz91MS7a8I/YuY6TYqwFzsLHvAaJiNJrKHgyDONfAPyL8Pf3AVwbeI2JelBFRGc5q7KlCR9S/x8zfVFQf7UbL8uzRbrVnFTn7HkiIkqPK9sRUVtp7HkiWlVeAh9ehUREaTF4IqL2cnqeOLGFaFV0ctgeNejJxSK655602rtBtCoYPBFRm7HniWg1vWohjxfmF3FDKX3WSCIA+NOJKfRNHl7t3SBaFQyeiKitNDtVeTejJ6JVMWBZ+O2ZWfQ0PWcUEdH6x+CJqIVWTr0Q1cXkNcDOJV2lLXjT7DzeMMlxe3R2uzj3elTmn7Lau0FERG3E4ImohaoLV2Fl7DWrvRtrigYN9yzksanG4InOblu1q1CceMlq7wYREbURgyciIiIiIiIFDJ6IiIiIiIgUMHgiIiIiIiJSwOCJiIiIiIhIAYMnIiIiIiIiBQyeiIiIiIiIFDB4IiIiIiIiUsDgiYiIiIiISAGDJyIiIiIiIgUMnoiIiIiIiBQweCIiIiIiIlLA4ImIiIiIiEgBgyciIiIiIiIFDJ6IiIiIiIgUMHgiIiIiIiJSwOCJiIiIiIhIAYMnIiIiIiIiBQyeiIiIiIiIFDB4IiIiIiIiUsDgiYiIiIiISAGDJyIiIiIiIgUMnoiIiIiIiBQweCIiIiIiIlLA4ImIiIiIiEgBgyciIiIiIiIFDJ6IiIiIiIgUMHgiIiIiIiJSwOCJiIiIiIhIAYMnIiIiIiIiBQyeiIiIiIiIFDB4IiIiIiIiUsDgiYiIiIiISAGDJyIiIiIiIgUMnoiIiIiIiBQweCIiIiIiIlLA4ImIiIiIiEgBgyciIiIiIiIFDJ6IiIiIiIgUMHgiIiIiIiJSwOCJiIiIiIhIQWeWN+m6vgHAlwAMA+gGcK9hGP+u6/q1AB4AUAXwoGEY9+u6ngPwWQCXAygBuMcwjEeasvdERERERERtkrXn6V4A3zEM42kAXg3gM/bjnwNwF4AbAFyj6/pTADwPQK9hGNcBuA/AxxraYyIiIiIiolWQqecJwCdQ70VyPqOo6/owgB7DMB4FAF3XvwXgMIBdAL4JAIZhfF/X9Ssb22UiIiIiIqL2SwyedF2/G8BbAg8fMQzjR7qu70R9+N6bUR/ClxdeUwBwgf34gvB4Tdf1TsMwqg3tORERERERURslBk+GYXwBwBeCj+u6/gQAXwHw64Zh/D+752lIeMkQgHkA/YHHc7LAaXR0NOWuN65YLGLszJjvscLikvL7l5dX3H8/bDyMpC61Y8eO4bLAY/lCQXl7q+mRnz+CoUIBwy36/MIq/Q6Vav1UtEwLYydOSF+jem7mCwXsinju+InjOC/mvZZlYXR0FBMT0b9DvpD3/T06OopD9r8Xl5YwqLSX8RaXwuf/9NR0Ez4ZODE2BmBb6vdVa1WMnfRfp8bDD8PsGnD/LpVKwbc1pFwuSx7ztnFy/GTqzwweP0cxxb5Pn/Efi9HRUSwsLES8uv67rFgrkc83Kr+QB7C54c9ZSlHuAsDKSlH5tXNzs7AAaJLnnGv7kOQ5FcHyW7wmRZaVcQMtVrLP8+WVZUxMTLiPF1e8c0b8TsePP+57/+LSMoABRFlaXAQAFBbD5ZpT9q4G8fqenJrE6M9WQsetUq5I35vP5yOPswrTLusBwDRrvufE83pycjLjFjynJk7FPm8pnJgqdRTLsqTXV5JisbgqdT+iRmVNGHEJgL8E8FLDMP4bAAzDyOu6XtZ1/UIAjwG4FcD9APYCuAPAV+2EEg/JPvPQoaxFUXajo6MY2bcFwGn3saHBAWBG7f39/X0A6jeHg/rBxNfv378/9Njw0BDQeBnZcgcuOoDhx4aSX5jR0NAQMJH8umbr6qxfAlpOw8i+fdLXeOfmY7GfNTwU/fucty8udAI0TcOhQ4fwk6UxAPJgZXho2PcbidfM4EB0BSaNwYHw+b9t+zbgp41/9r6REQDqlV5HZ0cnRvaOQLxQ9IMHgd5hOMekp6en8R0UdHd3A0vBx7xt7N2zN/VnDg/Jmx56e3rq/fQKtm31B5+HDh3Chh+X4JRDQT09PejT+uCNsm6u4Q3NaU4ZGBwAptRf39fXGzo+UTZt2gztmPy5Ru879Wve25Goz9Oy1CzboKe7GwDQ39ePXbt24Sf24719ffWmT/i/03nnnQ+xEBoc6I/9/IHBQQDzGBoMl41O2bsauu3vDQA7tu/AoYvPD72mq7urnvoqYHh4uKHzJmeX9QCQy3UApvdcX1+vO35nx44dcA9IRrt37YYR87ymaUBC/DQ8NBRRuqT7HJne3t5VqfsBwNGjR1dlu7Q+ZC29PgigF8ADuq4DwIJhGM8F8DoAXwbQgXq2vR/ouv4jALfouv491Bv/jjS+20RERERERO2VKXiyAyXZ498HcG3gMRP1oIqIiIiIiOisxUVyiYiIiIiIFDB4IiIiIiIiUsDgiYiIiIiISAGDJyIiIiIiIgUMnoiIiIiIiBQweCIiIiIiIlLA4ImIiIiIiEgBgyciIiIiIiIFDJ6IiIiIiIgUMHgiIiIiIiJSwOCJiIiIiIhIAYMnIiIiIiIiBQyeiIiIiIiIFDB4IiIiIiIiUsDgiYiIiIiISAGDJyIiIiIiIgUMnoiIiIiIiBQweCIiIiIiIlLA4ImIiIiIiEgBgyciIiIiIiIFDJ6IiIiIiIgUMHgiIiIiIiJSwOCJiIiIiIhIAYMnIiIiIiIiBQyeiIiIiIiIFDB4IiIiIiIiUsDgiYiIiIiISAGDJyIiIiIiIgUMnoiIiIiIiBQweCIiIiIiIlLA4ImIiIiIiEgBgyciIiIiIiIFDJ6IiIiIiIgUMHgiIiIiIiJSwOCJiIiIiIhIAYMnIiIiIiIiBQyeiIiIiIiIFDB4IiIiIiIiUsDgiYiIiIiISAGDJyIiIiIiIgUMnoiIiIiIiBQweCIiIiIiIlLA4ImIiIiIiEgBgyciIiIiIiIFDJ6IiIiIiIgUMHgiIiIiIiJSwOCJiIiIiIhIQWeWN+m6PgDgzwFsBrAE4BWGYUzrun4tgAcAVAE8aBjG/bqu5wB8FsDlAEoA7jEM45Gm7D0REREREVGbZO15ei2Ao4Zh3AjgKwDeZT/+OQB3ASeiIl0AAAqySURBVLgBwDW6rj8FwPMA9BqGcR2A+wB8rLFdJiIiIiIiar9MwZNhGJ8E8H77z30AJnVdHwbQYxjGo4ZhWAC+BeAw6oHUN+33fR/AlQ3vNRERERERUZslDtvTdf1uAG8JPHzEMIwf6br+TwCeAOAWAMMA8sJrCgAusB9fEB6v6breaRhGVfzA0dHRDLvfmGKxiLEzY77HCotLyu9fXl5x//2w8XBiVHjs2DFcFngsXygob281PfLzRzBUKGC4RZ9fWKXfoVKtn4aWaWHsxAnpa1TPzXyhgF0Rzx0/cRznxbzXsiyMjo5iYiL6d8gX8r6/R0dHccj+9+LSEgaV9jLe4lL4/J+emm7CJwMnxsYAbEv9vmqtirGT/uvUePhhmF0D7t+lUqnR3fMpl8uSx7xtnBw/mfozg8fPUUyx79Nn/MdidHQUCwsLEa+u/y4r1krk843KL+RRH73dmKUU5S4ArKwUlV87NzcLC4Amec65tg9JnlMRLL/Fa1JkWRk30GIl+zxfXlnGxMSE+3hxxTtnxO90/PjjvvcvLi0DGECUpcVFAEBhMVyuOWXvahCv78mpSYz+bCV03CrlivS9+Xw+8jirMO2yHgBMs+Z7TjyvJycnM27Bc2riVOzzlsKJqVJHsSxLen0lKRaLq1L3I2pUYvBkGMYXAHwh4rln6Lp+MYC/B/BkAEPC00MA5gH0Bx7PBQMnADh0KGtRlN3o6ChG9m0BcNp9bGhwAJhRe39/fx+A+s3hoH4w8fX79+8PPTY8NAQ0Xka23IGLDmD4saHkF2Y0NDQETCS/rtm6OuuXgJbTMLJvn/Q13rn5WOxnDQ9F/z7n7YsLnQBN03Do0CH8ZGkMgDxYGR4a9v1G4jUzOBBdgUljcCB8/m/bvg34aeOfvW9kBIB6pdfR2dGJkb0jEC8U/eBBoHcYzjHp6elpfAcF3d3d9dmcvse8bezdszf1Zw4PyZseent66k1NCrZt9Qefhw4dwoYfl+CUQ0E9PT3o0/pQn27afMMbmtOcMjA4AEypv76vrzd0fKJs2rQZ2jH5c43ed+rXvLcjUZ+nZalZtkFPdzcAoL+vH7t27cJP7Md7+/rqd2/4v9N5550PsRAaHOiP/fyBwUEA8xgaDJeNTtm7Grrt7w0AO7bvwKGLzw+9pqu7qz57O2B4eLih8yZnl/UAkMt1AKb3XF9fr9sEvWPHDrgHJKPdu3bDiHle0zQgIX4aHhqKKF3SfY5Mb2/vqtT9AODo0aOrsl1aHzIN29N1/R26rr/C/nMJQM0wjDyAsq7rF+q6rgG4FcC/Avg3ALfZ77sWwEON7zYREREREVF7ZW36+SKA/20P6esAcMR+/HUAvmw/9qBhGD/Qdf1HAG7Rdf17qI+cOCL7QCIiIiIiorUsU/BkGMYkgGdLHv8+gGsDj5moB1VERERERERnLS6SS0REREREpIDBExERERERkQIGT0RERERERAoYPBERERERESlg8ERERERERKSAwRMREREREZECBk9EREREREQKGDwREREREREpYPBERERERESkgMETERERERGRAgZPREREREREChg8ERERERERKWDwREREREREpIDBExERERERkQIGT0RERERERAoYPBERERERESlg8ERERERERKSAwRMREREREZECBk9EREREREQKGDwREREREREpYPBERERERESkgMETERERERGRAgZPREREREREChg8ERERERERKWDwREREREREpIDBExERERERkQIGT0RERERERAoYPBERERERESlg8ERERERERKSAwRMREREREZECBk9EREREREQKGDwREREREREpYPBERERERESkgMETERERERGRAgZPREREREREChg8ERERERERKWDwREREREREpIDBExERERERkQIGT0RERERERAoYPBERERERESlg8ERERERERKSAwRMREREREZECBk9EREREREQKGDwREREREREpYPBERERERESkgMETERERERGRgs5G3qzr+sUAfgBgh2EYRV3XrwXwAIAqgAcNw7hf1/UcgM8CuBxACcA9hmE80uB+ExERERERtVXmnidd14cBfAz1gMjxOQB3AbgBwDW6rj8FwPMA9BqGcR2A++z3EBERERERnVUyBU+6rmsAPg/gNwEs248NA+gxDONRwzAsAN8CcBj1QOqbAGAYxvcBXNmE/SYiIiIiImorzbKs2Bfoun43gLcEHj4O4CuGYfyZruuPA7gYwFYAf2UYxjX2+14D4AIAO+3H/8F+/ASACwzDqDofdvTo0fidICIiIiJqkiuuuEJb7X2gs1PinCfDML4A4AviY7quPwLgbjuw2gngQQC3AxgSXjYEYB5Af+DxnBg4ATyBiYiIiIho7cuUMMIwjAPOv+2ep2fZCSPKuq5fCOAxALcCuB/AXgB3APiqnVDioUZ3moiIiIiIqN0ayrYn8ToAXwbQgXq2vR/ouv4jALfouv49ABqAI03eJhERERERUcslznlaj5g+fX3Rdb0LwBcBnA+gB8D7APwUwJ8AsAD8BMDrDcMwdV1/D4BfRD2d/psNw/jhauwzZafr+nYARwHcgvpx/BPwOK8ruq6/A8BzAHSjXlb/P/A4ryt2uf2/US+3awBeC17P64au69cA+F3DMG7Wdf0AFI9r1GtX4zsQRTlXF8ll+vT15eUAZgzDuBHALwD4PQAfB/Au+zENwHPt1PlPA3ANgDsBfGaV9pcysitcfwBgxX6Ix3md0XX9ZgBPBXA96sdxBDzO69FtADoNw3gqgN8B8H7wOK8Luq6/HcAfAei1H0pzXEOvbee+E6k4V4Mnpk9fX/4SwLuFv6sArkC9tRoA/gHAM1E/7g8ahmEZhnECQKeu69vauqfUqI+ivp7cKftvHuf151bU58Z+HcDfAvg78DivRw+jfsxyAIYBVMDjvF48CuAFwt9pjqvstURryrkaPA0DWBD+rum63uz5X9QmhmEsGoZR0HV9CMDXALwLgGavNwYABfz/7d2xalRBFIfxLwHTWIgQDAhaeto8QWJnXiCtiK2FiIUQ8BmEtIGAClZKmkBIERSiCCJop6fyAYwKkiIIgsXsZVez6L0iZnfu9ytnpxj4s7N77s6chTMcz70Z1xSIiGvAx8zcHRk25/rMUx5orTK8RztrztU5pBzZew9sAOv4fq5CZj6hFMONLrmOmytNlL4WT1/5Q/t0TZeIuAA8BR5m5iNg9Ix00zb/19ybcU2H65TmM8+AReABcG7kdXOuwydgNzO/ZWYCR/z8Bcqc63CLkvMlyv3j+5Q7bg1zrkeXz+Nxc6WJ0tfi6QXlvDW2T59+EbFA+a+xO5m5ORh+M7g7AeUe1D4l9ysRMRsRFylF88F/X7D+SmYuZeZyZl4G3gJXgR1zrs5zYCUiZiLiPHAa2DPn6nxh+MvDZ+AU7tu16pLruLnSROnrUbUtbJ9ekzXgLHA3Ipq7TzeB9YiYA94BjzPze0TsAy8pDw5unMhq9S/dBjbMuR6ZuR0RS8Arhvl9wJxrcw/YHGQ4R9nHX2PONeqyTx+bexILln6nl63KJUmSJKmrvh7bkyRJkqROLJ4kSZIkqQWLJ0mSJElqweJJkiRJklqweJIkSZKkFiyeJEmSJKkFiydJkiRJasHiSZIkSZJa+AEAM75IY11e7gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(df['time_step'][1:],sell_delta[1:])\n", + "plt.plot(df['time_step'][1:],ext_delta[1:])\n", + "plt.ylim(-400,400)\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(df['time_step'],df['Z']/df['P_Ext_Markets'])\n", + "plt.title('Z per External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# plt.figure(figsize=(12,8))\n", + "# plt.plot(df['time_step'],(df['TDR_Int']-df['TDR_Ext'])/df['TDR_Ext'])\n", + "# plt.title('Availability of TDR arbitrage opportunity')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# plt.figure(figsize=(12,8))\n", + "# plt.plot(df['time_step'],(df['Zeus_LT']/df['Zeus_ST']-1))\n", + "# plt.title('Availability of LT vs ST arbitrage opportunity')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_step
63800000.024950.40428199.08630399.17639599.8226152.333333e+060.021000000.01.952381
64800000.024947.91227599.06486199.15627599.8149452.366667e+060.021000000.02.000000
65800000.024945.10306099.04342099.13615499.8072752.400000e+060.021000000.02.000000
66800000.024942.29384599.02197899.11603399.7996052.366667e+060.021000000.02.000000
67800000.024939.48462999.00198099.09502899.7915052.333333e+060.021000000.02.000000
\n", + "
" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n", + "63 800000.0 24950.404281 99.086303 99.176395 99.822615 \n", + "64 800000.0 24947.912275 99.064861 99.156275 99.814945 \n", + "65 800000.0 24945.103060 99.043420 99.136154 99.807275 \n", + "66 800000.0 24942.293845 99.021978 99.116033 99.799605 \n", + "67 800000.0 24939.484629 99.001980 99.095028 99.791505 \n", + "\n", + " Sell_Log Trans Z mech_step \n", + "63 2.333333e+06 0.0 21000000.0 1.952381 \n", + "64 2.366667e+06 0.0 21000000.0 2.000000 \n", + "65 2.400000e+06 0.0 21000000.0 2.000000 \n", + "66 2.366667e+06 0.0 21000000.0 2.000000 \n", + "67 2.333333e+06 0.0 21000000.0 2.000000 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# vol_df = df.rolling(window = 21).mean()\n", + "vol_df = pd.DataFrame()\n", + "rolling_days = 63 # days = number * mechanisms\n", + "for n in names:\n", + " vol_df[n] = df[n].rolling(rolling_days).mean().shift()\n", + " \n", + "vol_df = vol_df.dropna() #(vol_df.iloc[0:rolling_days])\n", + "# vol_df[n].iloc[:rolling_days], axis=1)\n", + "vol_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Z')" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['Z'])\n", + "plt.title('Rolling Average of Z')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of External Stock Market Price')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['P_Ext_Markets'])\n", + "plt.title('Rolling Average of External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Zeus Price')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['Price'])\n", + "plt.plot(vol_df['P_Ext_Markets']/250)\n", + "plt.legend()\n", + "plt.title('Rolling Average of Zeus Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "91.83100233100232" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"Price\"].min()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100.0" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"Price\"].max()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "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 +} diff --git a/notebooks/barlin/App2_Config4.ipynb b/notebooks/barlin/App2_Config4.ipynb new file mode 100644 index 0000000..978e6bb --- /dev/null +++ b/notebooks/barlin/App2_Config4.ipynb @@ -0,0 +1,603848 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SimCAD Application Notebook\n", + "## Experiment Type 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Name of Config File or System Description\n", + "#### 20 MonteCarlo Runs \n", + "#### Behaviors: EMH, Herders, and HODLers" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Simulation Run 1\n", + "single_proc: []\n", + "d1\n", + "{'herd_sell': 0, 'herd_buy': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'buy_order1': 0}\n", + "d2\n", + "{'herd_buy': 0, 'indentity': 0, 'herd_sell': 0}\n", + "\n", + "d1\n", + "{'herd_sell': 0, 'herd_buy': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'sell_order1': Decimal('5249999.999999999999999999996')}\n", + "d2\n", + "{'sell_order2': 0, 'herd_buy': 0, 'herd_sell': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'herd_sell': Decimal('5249999.999999999999999999999'), 'herd_buy': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'buy_order1': 0}\n", + "d2\n", + "{'herd_buy': 0, 'indentity': 0, 'herd_sell': Decimal('5249999.999999999999999999999')}\n", + "\n", + "d1\n", + "{'herd_sell': Decimal('5250000.000000000000000000001'), 'herd_buy': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'sell_order1': Decimal('5250000.000000000000000000001')}\n", + "d2\n", + "{'sell_order2': 0, 'herd_buy': 0, 'herd_sell': Decimal('5250000.000000000000000000001')}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'herd_sell': Decimal('5250000.000000000000000000002'), 'herd_buy': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'buy_order1': Decimal('5250000.000000000000000000002')}\n", + "d2\n", + "{'herd_buy': 0, 'indentity': 0, 'herd_sell': Decimal('5250000.000000000000000000002')}\n", + "\n", + "d1\n", + "{'herd_sell': Decimal('5249999.999999999999999999997'), 'herd_buy': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'sell_order1': Decimal('5249999.999999999999999999997')}\n", + "d2\n", + "{'sell_order2': 0, 'herd_buy': 0, 'herd_sell': Decimal('5249999.999999999999999999997')}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'herd_sell': Decimal('5250000.000000000000000000000'), 'herd_buy': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'buy_order1': 0}\n", + "d2\n", + "{'herd_buy': 0, 'indentity': 0, 'herd_sell': Decimal('5250000.000000000000000000000')}\n", + "\n", + "d1\n", + "{'herd_sell': Decimal('5250000.000000000000000000002'), 'herd_buy': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'sell_order2': 0, 'herd_buy': 0, 'herd_sell': Decimal('5250000.000000000000000000002')}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'herd_sell': 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"{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'herd_sell': Decimal('5250000.000000000000000000000'), 'herd_buy': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'buy_order1': 0}\n", + "d2\n", + "{'herd_buy': 0, 'indentity': 0, 'herd_sell': Decimal('5250000.000000000000000000000')}\n", + "\n", + "d1\n", + "{'herd_sell': Decimal('5250000.000000000000000000002'), 'herd_buy': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'sell_order2': 0, 'herd_buy': 0, 'herd_sell': Decimal('5250000.000000000000000000002')}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'herd_sell': Decimal('5250000.000000000000000000003'), 'herd_buy': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'buy_order1': Decimal('5250000.000000000000000000003')}\n", + "d2\n", + "{'herd_buy': 0, 'indentity': 0, 'herd_sell': Decimal('5250000.000000000000000000003')}\n", + "\n", + "d1\n", + "{'herd_sell': Decimal('5250000.000000000000000000002'), 'herd_buy': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + "{'sell_order1': 0}\n", + "d2\n", + "{'sell_order2': 0, 'herd_buy': 0, 'herd_sell': Decimal('5250000.000000000000000000002')}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'herd_sell': Decimal('5250000.000000000000000000002'), 'herd_buy': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'buy_order1': Decimal('5250000.000000000000000000002')}\n", + "d2\n", + "{'herd_buy': 0, 'indentity': 0, 'herd_sell': Decimal('5250000.000000000000000000002')}\n", + "\n", + "d1\n", + "{'herd_sell': Decimal('5249999.999999999999999999999'), 'herd_buy': 0}\n", + "d2\n", + "{'sell_order2': 0}\n", + "\n", + "d1\n", + 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'herd_sell': Decimal('5249999.999999999999999999995')}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n", + "d1\n", + "{'indentity': 0}\n", + "d2\n", + "{'indentity': 0}\n", + "\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from tabulate import tabulate\n", + "\n", + "from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "from sandboxUX import config4 #, 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": 65, + "metadata": {}, + "outputs": [], + "source": [ + "#df = pd.DataFrame(run1_raw_result)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_steptimestamp
0025000100100002100000002002018-10-01 15:16:24
1025067.1382218466743125873108510010000210000001112018-10-01 15:16:25
2025067.138221846674312587310851001005249999.9999999999999999999960210000002112018-10-01 15:16:25
3025067.1382218466743125873108599.75000000000000000000000000100.005249999.9999999999999999999960210000003112018-10-01 15:16:25
4024951.6637191445459080796354199.75000000000000000000000000100.005249999.9999999999999999999960210000001122018-10-01 15:16:26
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price \\\n", + "0 0 25000 100 \n", + "1 0 25067.13822184667431258731085 100 \n", + "2 0 25067.13822184667431258731085 100 \n", + "3 0 25067.13822184667431258731085 99.75000000000000000000000000 \n", + "4 0 24951.66371914454590807963541 99.75000000000000000000000000 \n", + "\n", + " Price_Signal Sell_Log Trans Z mech_step run \\\n", + "0 100 0 0 21000000 0 20 \n", + "1 100 0 0 21000000 1 1 \n", + "2 100 5249999.999999999999999999996 0 21000000 2 1 \n", + "3 100.00 5249999.999999999999999999996 0 21000000 3 1 \n", + "4 100.00 5249999.999999999999999999996 0 21000000 1 1 \n", + "\n", + " time_step timestamp \n", + "0 0 2018-10-01 15:16:24 \n", + "1 1 2018-10-01 15:16:25 \n", + "2 1 2018-10-01 15:16:25 \n", + "3 1 2018-10-01 15:16:25 \n", + "4 2 2018-10-01 15:16:26 " + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "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": 68, + "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": 69, + "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": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_step
Buy_Log1.000000-0.070361-0.074928-0.085430-0.439830NaNNaN0.000893-0.002326-0.014417
P_Ext_Markets-0.0703611.0000000.1718530.172589-0.012334NaNNaN-0.0000380.115316-0.033838
Price-0.0749280.1718531.0000000.999896-0.195648NaNNaN-0.000189-0.171700-0.153515
Price_Signal-0.0854300.1725890.9998961.000000-0.184810NaNNaN-0.000189-0.171479-0.153264
Sell_Log-0.439830-0.012334-0.195648-0.1848101.000000NaNNaN0.0013440.0426130.032039
TransNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ZNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
mech_step0.000893-0.000038-0.000189-0.0001890.001344NaNNaN1.000000-0.0013430.001413
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time_stepBuy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_steprun
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10.5 \n", + "996 0.0 21000000.0 2.0 10.5 \n", + "997 0.0 21000000.0 2.0 10.5 \n", + "998 0.0 21000000.0 2.0 10.5 \n", + "999 0.0 21000000.0 2.0 10.5 \n", + "1000 0.0 21000000.0 2.0 10.5 " + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_df.tail(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "def dist_plot(x, y,lx=False,ly=False, suppMin=False): \n", + " plt.figure(figsize=(12,8))\n", + " if not(suppMin):\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,min_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'min'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + " \n", + " else:\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,mean_df[y].values-std_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'mean - 1*std'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + "\n", + " plt.xlabel(x)\n", + " plt.ylabel(y)\n", + " if lx:\n", + " plt.xscale('log')\n", + " \n", + " if ly:\n", + " plt.yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dist_plot('time_step', 'P_Ext_Markets',suppMin=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dist_plot('time_step', 'Price',suppMin=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],(1/250)*mean_df['P_Ext_Markets'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "time_step 288.963666\n", + "Buy_Log 754517.332525\n", + "P_Ext_Markets 71.125901\n", + "Price 4.940667\n", + "Price_Signal 4.934637\n", + "Sell_Log 726329.267601\n", + "Trans 0.000000\n", + "Z 0.000000\n", + "mech_step 0.063182\n", + "run 0.300116\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(np.std(mean_df))" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Sell_Log'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 NaN\n", + "1 700000.0\n", + "2 2100000.0\n", + "3 1575000.0\n", + "4 525000.0\n", + "5 262500.0\n", + "6 87500.0\n", + "7 -350000.0\n", + "8 0.0\n", + "9 262500.0\n", + "10 -437500.0\n", + "11 -262500.0\n", + "12 175000.0\n", + "13 437500.0\n", + "14 -700000.0\n", + "15 -1137500.0\n", + "16 525000.0\n", + "17 -262500.0\n", + "18 350000.0\n", + "19 350000.0\n", + "Name: Sell_Log, dtype: float64" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "buy_delta = mean_df['Buy_Log'].diff()\n", + "sell_delta = mean_df['Sell_Log'].diff()\n", + "ext_delta = mean_df['P_Ext_Markets'].diff()\n", + "# df_delta['Buy_Log'] = buy_delta\n", + "# df_delta['Sell_Log'] = sell_delta\n", + "# df_delta = df_delta.append(ext_delta)\n", + "# df_delta.head()\n", + "sell_delta.head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],sell_delta[1:])\n", + "plt.plot(mean_df['time_step'][1:],ext_delta[1:])\n", + "plt.ylim(-400,400)\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'],mean_df['Z']/mean_df['P_Ext_Markets'])\n", + "plt.title('Z per External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "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": 88, + "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": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_step
633.737500e+0624961.96273499.05972299.0782493.965278e+060.021000000.01.968254
643.791667e+0624962.16080799.04788499.0658364.020833e+060.021000000.02.000000
653.858333e+0624962.71917099.03670699.0538084.059722e+060.021000000.02.000000
663.908333e+0624963.94863199.02751399.0423504.065278e+060.021000000.02.000000
673.908333e+0624965.16815499.02030499.0324094.056944e+060.021000000.02.000000
\n", + "
" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Price_Signal Sell_Log Trans \\\n", + "63 3.737500e+06 24961.962734 99.059722 99.078249 3.965278e+06 0.0 \n", + "64 3.791667e+06 24962.160807 99.047884 99.065836 4.020833e+06 0.0 \n", + "65 3.858333e+06 24962.719170 99.036706 99.053808 4.059722e+06 0.0 \n", + "66 3.908333e+06 24963.948631 99.027513 99.042350 4.065278e+06 0.0 \n", + "67 3.908333e+06 24965.168154 99.020304 99.032409 4.056944e+06 0.0 \n", + "\n", + " Z mech_step \n", + "63 21000000.0 1.968254 \n", + "64 21000000.0 2.000000 \n", + "65 21000000.0 2.000000 \n", + "66 21000000.0 2.000000 \n", + "67 21000000.0 2.000000 " + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# vol_df = df.rolling(window = 21).mean()\n", + "vol_df = pd.DataFrame()\n", + "rolling_days = 63 # days = number * mechanisms\n", + "for n in names:\n", + " vol_df[n] = mean_df[n].rolling(rolling_days).mean().shift()\n", + " \n", + "vol_df = vol_df.dropna() #(vol_df.iloc[0:rolling_days])\n", + "# vol_df[n].iloc[:rolling_days], axis=1)\n", + "vol_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Z')" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of External Stock Market Price')" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Qm9t9ayEvLMrqlf1fMjabdWW11B7XqhgiIiISGlSW5UOvbqlkXF4yg1Lie2X/i8bm4PHCm9s1uiwiIiKhQWVZANhaUc+WinqunzK4144xNjeZYZkDeHpdea8dQ0RERCSQVJYFgKfW7Sc2KoJrJ/deWXa5XNw8s4AN+4+yp7a1144jIiIiEigqy0JTWwcvbjzIFeMHkZIQ3avHun7qYGKjIlhsG3r1OCIiIiKBoLIsLN5UybHWDm6aWdDrx0pNiOG6qYN5c3cjuw8f6/XjiYiIiJwLlWXh7+v2MyIrkWmFaX1yvLsuHElcVASX/2YlX/xrMct2HO6T44qIiIicKZXlfm7HoQY27j/KjdPzcblcfXLMnJQ4Hrgqj5tnFFC8v447Hl3H0h26WImIiIgEH5Xlfu6pteXEREbwyV5cBaMr2YnRfP/qsaz89wUUDUrm689soqqhpU8ziIiIiJyOynI/1tLu5oWNFVwyNpv0ATGOZIiLjuSBmyfT1Obmh4u3O5JBREREpDsqy/3YG9sOUd/czo3Te//EvlMZPjCRrywYwSubK3lnZ7WjWUREREQ6U1nup7xeL39ZuZeC9ATmDM9wOg7/esEwhmUO4HsvbaWl3e10HBERERFAZbnfem3rIbZU1HPXwpFERPTNiX2nEhsVyQ8/MY6yI038YUWp03FEREREAJXlfqnD7eHnSywjshK5dnKe03E+NG9kJldNzOX3y0spqznudBwRERERleX+6PmNFZRWH+cbl4wiMghGlTv77hVFxEZGcNdTG2lq63A6joiIiPRzKsv9TGuHm1+/tYsJg1NYNDbH6Tgfk5Ucxy9umMTWinpu/vMa6o63OR1JRERE+jGV5X7mxY0VVBxt5uuXmD67CMmZunhMNg/eOpXtlQ186o/vUVnf7HQkERER6adUlvsRr9fLQ+/upWhQMuePzHQ6ziktGpvDY3fMoLK+hc8+uh6Px+t0JBEREemHVJb7kZW7athZdYw75w0N2lHlzmYPz+AHV4+lpLKBZfaw03FERESkH1JZ7kceXrWXgUmxXDUx1+koPXb1pFzyUuP5/fJSvF6NLouIiEjfUlnuJ0qrj7HcVnPbrEJiokLnxx4dGcEXzh9G8b461pXVOR1HRERE+pnQaU1yTh5fXUZMZAQ3zXD20tZn41PT8skYEMMv3rQaXRYREZE+pbLcDzS0tPNc8QGunDiIgUmxTsc5Y/Exkdx78Sje31PLE2v2B3z/zW1u/vROKZ/643vc8cha1pXVBvwYIiIiEppUlvuBZ9cf4HibmzvmDHU6ylm7ZWYB543M5L9eKWHfkcBd3a+tw8MX/rqe/3p1B8daOth2sIFPP7SWbQfrA3YMERERCV0qy2HO4/Hy2OoyphWmMX5witNxzprL5eJ/rp9AVKSLbzy7CXcAlpLzer18+4UtrNxVw0+vG8+rd5/H4rvmkZoQzecfW091Y+tZ7dft8bK6tIZn15dzrFVXIRQREQllUafbwBgTDTwMDAFigR8BB4CXgV3+zR601j5tjPkP4AqgA7jHWrvWGDOlp9sG7mHJCSt2VbO/tolvLjJORzlng1Li+cHVY/naM5t4+N29fP78YWe1n51VjRw51sb6slqeKz7AXQtHcsN031zurKQ4/vzpaVz/h9V87rF1PHnnTJLiorvd13F/GU6IieSD8qO8sa2Klz6ooLK+BYAfLt7O7GEZANQeb2PeyExunF5ATkrcWWUXERGRvnXasgzcChyx1t5mjMkANgI/BH5hrf35iY38pfgCYCaQD/wDmA5MOYNtJcD+tmY/mYkxQXlp67Nx7eQ8Xt96iB+/WsLK3TWMzklixMBEUhOiKd5Xx6CUOG6dVUhUZNcfmjzx/j6+99JWTgxMXzBqIPcsHPmRbcblpfC7m6fwr38t5mvPbOLBW6Z8bH/NbW6++9JWXthYgdvjxeUCrxeiI11MK0znW5eNJjs5jife38f2gw20dnjITIrlV2/t4oGlu/nmIsOd5w0jMiL417sWERHpz1ynW13AGJMIuKy1jf6yvA54AzD4yvYu4B7gDiDBWvsT//02ApfgK9Y92tZaW9352MXFxd6EhIQAPdT+p+Z4B5/5x36uH5vKHVPTnY7zES0tLcTFnd3oanO7h39sO8qbu49R29xBh+ejt5vMWAYnR3OgoZ346AgyEyJpbvdQXt/O/vp2ZgxO4BNFyXi8MDEnnujIrgvrSyX1/GHtEablxXPrpDRyk6KJcLlYvf84T285ysGGdq4cnUzWgCia2j0kREdwhUkmPrr72U2Vje38ed0R3itvYlZ+At9bkB0SF4jpLefyOpDwodeBgF4H4uPU66CpqYmpU6d2+Qv5tCPL1tpjAMaYJOA54Dv4pmP8xVpbbIy5H/gP4ChwpNNdG4EUYO0ZbPuRsgxQVFR02gcoXfvFEosX+OplkynICK43HSUlJef0s50yAX6Mb4S35lgr5XVNmOwk3tlVzU9e20HlwRZGZCXS0u7hg6pW0gdEMywnldvmZnLb7ELioiNPe4yiIsjP28f3XtrG+oqDH7ltdE4Sj14/mQtGDTyj3EXA/Glefv6m5XfLSqmKzGSByTqjfYSTc30dSHjQ60BArwPxcep1UFxc3O1tPZmGgTEmH3gB+L219m/GmFRr7VH/zS8AvwVeApI63S0JXyl+4Qy2lQBpaXfz1/f3sXB0dtAV5UCKj4kkPz2B/HTfY7x28mCumZQHEJAR21tmFjLfZLHlwFFKq4/T1uFhdE4SF4/J7naqx+lERLi4e+EoXthQwe+X7Wb+qIH9enRZREQkmJ32t70xJhtYAtxnrX3Y/+03jDEz/H9eCBQDq4BFxpgIY0wBEGGtrTnDbSVAnt9QQV1TO3eeF7rLxZ0tl8sV0PKZlxrPpeMG8ZUFI7j34lFcNn7QWRflE2KiIvji/OGsK6vj2fUHApRUREREAq0nI8vfBtKA7xpjvuv/3teAXxlj2oBDwBestQ3GmJXAe/hK+Ff8234JeKCH20qAPLlmH2MGJTNzaHDNVZb/c+vMQhZvquR/l1iunpTbo6khIiIi0rd6Mmf5buDuLm6a08W23we+f9L3NvR0WwmM0upjbDvYwHeuKNLH+0EsIsLF1y4ZxY1/ep+HV+3ly/NHOB1JRERETqKLkoSht7ZXAXDFhEEOJ5HTmTUsg0vGZPPA0t3UN7U7HUdEREROorIchlaXHmFEViKDUuKdjiI9cO/Fo2hqc/PUuv1ORxEREZGTqCyHmbYOD+vKapkzPMPpKNJDRYOSmT0sg8dWl9Hh9pz+DiIiItJnVJbDzOYDR2lqc6ssh5jPzhvKwfoWHlxe6nQUERER6URlOcysLj2CywUzh6osh5KLirK4ZlIuP39zJ29sO+R0HBEREfFTWQ4zq0trGDMombQBMU5HkTPgcrn4yXUTmJifyr1Pf0BJZYPTkURERASV5bDS0u5mw76jmoIRouKiI/nzbVNJioviugdX87WnP2Dlrmq8Xq/T0URERPotleUwUryvjja3hznDM52OImcpKzmOv39+Fp+YlMubJVXc9tBafvHmTqdjiYiI9Fsqy2FkdWkNUREupuuqfSFt2MBE/vuTE1h3/0VcNTGXP6woZW/NcadjiYiI9Esqy2FkdekRJuankhjbk6uYS7CLi47ku1cWERsVyQ9e3qbpGCIiIg5QWQ4TjS3tbD5Qr/nKYSYrKY57LhrJclvNWyWHnY4jIiLS76gsh4l1ZbW4PV5mqyyHndvnDCE/PZ4/vaM1mEVERPqaynKYWLX7CDFREUwpSHM6igRYVGQEn507lHVldbz0QYXTcURERPoVleUwsbr0CNMK04iLjnQ6ivSC22YVMq0wjW8/v4WdVY1OxxEREek3VJbDQO3xNkoqGzRfOYxFRUbwm5smEx/jW4P550ssR461Oh1LREQk7Kksh4GVu6oBmDNC6yuHs9zUeF748hymFqbxu2W7ueI379LQ0u50LBERkbCmshwGlmyrYmBSLJMGpzodRXpZfnoCj94xg2e/OJuqxhZ++/YupyOJiIiENZXlENfU1sEye5iLx2QTEeFyOo70kamF6Xxqaj6PrCpj3xFdsERERKS3qCyHuDe2HaKpzc0nJuY6HUX62NcvGQXAX9/b53ASERGR8KWyHOKe31BBXmo804foEtf9TVZyHJeMzeYfGw7g9ujqfiIiIr1BZTmEVTW0sGp3DddOztMUjH5q0dgc6pra2VJR73QUERGRsKSyHMKeWluOxwvXTR3sdBRxyLwRmbhc8M7OaqejiIiIhCWV5RDV7vbw5Jp9XDBqIEMzBzgdRxySkRjLuNwUlWUREZFeorIcot7YdojDja18Zk6h01HEYReMGsjG8qNac1lERKQXqCyHqGfXHyAvNZ4LRmU5HUUcNm9kJm6Pl3V7a52OIiIiEnZUlkNQdWMrK3dV84lJuUTqxL5+b+LgVKIiXGzYX+d0FBERkbCjshyCFm8+iMcL107OczqKBIH4mEiKBiWzYd9Rp6OIiIiEHZXlEPTixgrG5iYzMjvJ6SgSJKYWpvFB+VE63B6no4iIiIQVleUQU1p9jE0H6jWqLB8xuSCV5nY3Ow41Oh1FREQkrKgsh5jHV5cR4YKrdHlr6WRqYRoAGzVvWUREJKBUlkPI7sPHeGLNfm6aUUB2cpzTcSSI5KXGk5UUS/E+lWUREZFAUlkOIf/9agkJ0ZHce/Eop6NIkHG5XEwpSGPDfp3kJyIiEkgqyyHi3V01vL3jMF+5cASZibFOx5EgNLUwjf21TVQ3tjodRUREJGyoLIcAt8fLj17ZTn56PLfPGeJ0HAlSUwpTAbTesoiISACpLIeAZ9aXs+NQI9+6tIi46Ein40iQGpubQkxkBBs0b1lERCRgVJaDXGNLOz9fYplWmMbl43OcjiNBLC46krF5yTrJT0REJIBUloPcg8tLqTnWxnevHIPLpUtby6lNKUhjc0U9bR26OImIiEggqCwHsaNNbTz07l6umZTLxPxUp+NICJhamEZbh4ftlQ1ORxEREQkLKstB7OVNB2nt8HDnecOcjiIhYkqB7+IkmoohIiISGCrLQey54gOMzklibG6y01EkROSkxJGXGq8VMURERAJEZTlI7axqZNOBeq6fOlhzleWMTC5I1YoYIiIiAaKyHKT+UXyAqAgX10zOczqKhJiphWlU1rdQWd/sdBQREZGQp7IchDweLy9srGC+ydLV+uSMnZi3vGGfLn0tIiJyrlSWg9AHB45yuLGVqyYOcjqKhKAxucnERUfoJD8REZEAUFkOQm9tryIywsX8UVlOR5EQFB0ZwYS8VJ3kJyIiEgAqy0Ho7ZLDzBiSTkpCtNNRJERNKUxj28F6WtrdTkcREREJaSrLQaa8tglb1chFY7KdjiIhbEpBKu1uL1sr6p2OIiIiEtJUloPMip3VACwwAx1OIqFsSqHvJL+N+3WSn4iIyLlQWQ4yq3bXkJsSx9DMAU5HkRCWmRjLoJQ4tmhkWURE5JyoLAcRt8fLe3uOMHdEpi5EIudsXF4KWw+qLIuIiJwLleUgsv1gA0eb2pk7ItPpKBIGxuelsLfmOMdaO5yOIiIiErJUloPIqtIaAOaMyHA4iYSDcXnJeL2+N2EiIiJydlSWg8iq3TWMyk4kKynO6SgSBsblpQBo3rJIGHJ7fKvdNLe5Ka0+xvt7jnC4sQWv1+t0NJGwE+V0APFpaXezrqyWm2YUOB1FwkRWUhzZybFaPk4kjKzaXcPj75WxrqyO2uNtREe6aHf/X0EemZXIb26aTNGgZOdCioQZleUgsWF/HS3tHuZpvrIE0OT8NNburcXr9eqkUZEQ0NrhZlfVMUZmJxIbFfmR27ZW1HP7I2tJTYjhglEDGZubTFVDC7mp8QwfmMiuw8f4w4pS7nxsPY/cMZ1R2UkOPQqR8KKyHCRW7a4hMsLFjKHpTkeRMDJ3RAavbzvEviNNDNFyhCJBqbnNzYMrSjlyrJX39hxhT/VxspJi8QJXT8zl25cX0dbh4a6nNpI+IIbX7z6ftAExH9vP+aMGMq0wjc89to6rfvsu371yDLfMLNAbZZFzpLIcJFbtPsKk/FSS4nSJawmcOf5PKlaV1qgsiwSp+1/cwvMbKojJgNqvAAAgAElEQVSJiiBzQAx3XTiCbQcbaHN7eOjdvdQdb6Pd42VP9XGevHNml0X5hIn5qbx29/l8/dlNfOfFrbyzs5qff2riR363rNlzhD+9s4ctFfV8cspg7rvUqFCLnILKchCob25n84GjfHXBCKejSJgZljmAnOQ4Vu8+wi0zC52OIyIneXFjBc9vqOCuhSO5Z+FIXC4+Ulx/9oblgWW7AbjnopE9Wlp0YFIsj94+nYfe3ctPX9/Bl5/cwMO3T+e90iP8+JUSbFUj2cmxjMxO5A8rSpmUn8Kl4wb12mMUCXUqy0FgzZ4jeLxofWUJOJfLxdwRmSzdUYXH4yUiQqNHIsGircPD/75hmTA4hbsXjuzy7+c3FhkuGpNNpMvF+MEpPd53RISLz58/jOT4KO77xxYu/dU77K05TmHGAP79UsMdc4YSHeni0l+v5H9etywsyiY6UgtkiXRFfzOCwDu7qkmIiWRyQZrTUSQMzR2RQV1TOyWHtN6ySDB5cs0+Ko4287WLRxF5ijeyk/JTz6god3bD9AJ+dM044qIjuXFGAYv/bR5fnj+C+JhIoiIjuO/S0eypOc4v3tx5tg9DJOxpZNlhXq+XpSWHmTcik5govXeRwDvxicXq3UcYm3t2v3BFJLCONrXxq7d2MW9EJheMGtirx7p1ViG3zup6GtZFRVl8atpgHlxeyqVjc5iYn9qrWURCkdqZw3YcauRgfQsLi7KcjiJhKjs5jpFZiSzfedjpKCLi95eVe2loaef+K4ocPbnO5XLxvavGkhQXxZ9X7nEsh0gwU1l22NIdvgKzwKgsS+9ZNDaH90qPcORYq9NRRPq9tg4PT63bz8LR2UFx8ZDE2ChunlHAq1sqKa9tcjqOSNBRWXbYm9urGJ+XQlayLnEtveey8Tl4vPDGtiqno4j0e0t3VFFzrI1bZgbPFVtvnzuECJeLh1ftdTqKSNBRWXZQeW0TH5Qf5bLxOU5HkTA3ZlAyQzISeG1rpdNRRPq954oPkJUUy/m9PFf5TAxKiefqibk8va6c+qZ2p+OIBBWVZQe9ssVXXK6akOtwEgl3LpeLy8cPYnXpEWqPtzkdR6Tfqm5sZZmt5topeadcAcMJd543jKY2N0+u3ed0FJGgorLsoJc3HWRSfir56QlOR5F+4PLxg3B7vCzZdsjpKCL91uLNB3F7vFw/ZbDTUT5mTG4y881A/rC8VOc3iHSisuyQ0upjbDvYwJUTdNUk6Rtjc5MZnBb/4UmlItL3lu44zPCBAxiZneR0lC7df3kRx9vcWndZpBOVZYcs3lSJywVXagqG9BGXy8XMoRms31eH1+t1Oo5Iv9Pc5mbN3lrmB/HqRyOzk7htViF/X7uf7Qd1ISMRUFl2RGuHm2fWlzNzaDo5KVoFQ/rOjKFp1B5vo7T6mNNRRPqd9/ccoa3D0+sXITlX9140ipT4aH7w8ja9sRZBZdkRz6wrp+JoM1+eP8LpKNLPTB+SDsC6sjqHk4j0P8vtYeKjI5kxNN3pKKeUkhDN1y8xrNlby2tbdY6DiMpyH2tpd/PAst1MK0zjvJGZTseRfmZo5gAyE2NYt7fW6Sgi/c7yndXMHp5BXHSk01FO66YZBYzOSeK/Xi2h3e1xOo6Io1SW+9iTa/ZT1dDK1y4Z5eglTqV/crlcTCtMZ22ZyrJIXyqrOc6+I01BPwXjhMgIF99cZDhQ18zizQedjiPiqKjTbWCMiQYeBoYAscCPgAPAy8Au/2YPWmufNsb8B3AF0AHcY61da4wZATwKeIGtwFestZ6utg3kAwtG1Y2t/PqtncwdkcGc4RpVFmdMH5rO69sOUVnfzKCUeKfjiPQLy61vFZr5JjTKMsACk8XIrET+uGIP10zK0wCP9Fs9GVm+FThirT0PuAx4AJgC/MJaO9//39PGmCnABcBM4Ebgd/77/wL4jv/+LuATp9g2rD3+XhmNrR384OpxTkeRfmyG5i2L9LnlO6sZmjmAwowBTkfpsYgIF/96wXB2HGrkvdIjTscRccxpR5aBZ4HnOn3dAUwFjDHmE/hGl+8B5gFLrLVeYL8xJsoYM9C/7Qr/fV8DLgFsV9taa6tPPnhJSclZPrTg4vZ4+fv7+5maG0/7kXJK+vm/Oy0tLWHzsw01Lo+X+CgXSzaUMjKm3tEseh0IhP/roLXDw3u7a1g0MinkHueIGA8J0S4eWbaNtPbeXfIu3F8H0jPB+Do4bVm21h4DMMYk4SvN38E3HeMv1tpiY8z9wH8AR4HOFbARSAFc/lLc+XvJ3Wz7sbJcVFR0hg8pOC2zh6lp2ssPry2iqEgXIikpKQmbn20omja0kd31rY7/DPQ6EAj/18GKndW0usu4drahKIjXWO7OJ3a5eX5DBT/4lyHkpvbe1K1wfx1Izzj1OiguLu72th6d4GeMyQeWAX+11v4NeMFae2KvLwCTgQag8yWJkvAVaE8X3+tu27D1/IYK0hKiuago2+koIkwfko6taqS+qd3pKCJhb7k9TGxUBLOHZTgd5ax8ZcEIvMDPl+iqftI/nbYsG2OygSXAfdbah/3ffsMYM8P/54VAMbAKWGSMiTDGFAAR1toaYKMxZr5/28uAlafYNix1uD0st4e5qCibmCgtQCLOmz4kHa8X1u/TqhgivW25rWbWsNBYMq4rg9MSuGPOEJ7feIC/rNxDa4fb6Ugifaonc5a/DaQB3zXGfNf/va8BvzLGtAGHgC9YaxuMMSuB9/CV8K/4t/068GdjTAxQAjxnrXV3s21YKt5XR2NLBxeODr2P3yQ8TcpPJTrSxbqyOhbq0w6RXrOn+hh7a45zx9whTkc5J3ctHMn2ygZ+9EoJK3ZW89BnpmvwR/qNnsxZvhu4u4ub5nSx7feB75/0vZ34Vr447bbhapmtJirCxVxdhESCRHxMJOPyUlin9ZZFetXSHb4l4xaE4FzlzgbERvH4Z2fw97XlfPuFLfxsieXbl2t+sfQPelvYB5bbw0wfkk5yXLTTUUQ+NHNoBpvKj9LU1uF0FJGwtXTHYUx2EvnpCU5HOWcul4ubZxZwy8wC/rJyD69vPYTX6z39HUVCnMpyL6s42syOQ40sGB06C9FL/zBneAYdHq/WWxbpJc1tbtburWV+mP37/++XjmbYwES++EQxn/rje3z9mU08tXY/Ho+Ks4QnleVeduKqTZqvLMFm2pA0oiNdrN4dtufWijhqS0U9HR7vhxcCChcp8dG8dvd5/PATYznc2MrSHVV86/kt/PjV4FobVyRQenKCn5yDFbaavNR4hg9MdDqKyEckxEQxOT+N1boyl0iv2Ljf96nNpPxUh5MEXnRkBJ+ePYRPzx6C1+vl+//cxkPv7uWSMdnMDNEl8kS6o5HlXuT2eHlvzxHOG5mJy+VyOo7Ix8wZkcHWg/Vab1mkF3xQfpT89HgyEmOdjtKrXC4X37qsiEEpcfxsiXU6jkjAqSz3oi0V9TS2dDB3hFbBkOA0Z3gmXi+8v1ejyyKB5PV62bC/jikFaU5H6RPxMZF84fxhrCuro1jrt0uYUVnuRav8c0HnDNdHUhKcJuWnEhcdwXuaiiESUAfrW6hqaO03ZRnghun5pCZE84cVe5yOIhJQKsu96N1dNYwZlBz2H8FJ6IqJimD6kHRWl+okP5FAOjFfeXJB+M1X7k5CTBSfnj2EN7dXsftwo9NxRAJGZbmXNLV1ULyvjrkjNKoswW3WsAx2Vh2j9nib01FEwsaGfUeJi46gaFCy01H61GdmFxIXHcFvl+52OopIwKgs95I1e2ppc3s4f1R4ra8p4WfGUN+yVrqan0jgbNhfx4S8VKIj+9ev2YzEWO6YO5SXPjjIlgP1TscRCYj+9be4D63YWU2s/yNukWA2YXAKMVERrN2rsiwSCI0t7Ww7WM+Uwv4zX7mzL80fTvqAGP7r1RJd4U/CgspyL1m5q5qZwzKIi450OorIKcVGRTI5P1VlWSRA3t1VQ7vbywLTPz9ZTI6L5q4LR/DeniMs81+YSySUqSz3goqjzZRWH+f8kVoyTkLDzGEZbDtYT2OL1lsWOVdvbDtEakI0U/vpyDLAzTMLGZKRwH+/uoMOt8fpOCLnRGW5F7yzsxpA85UlZEwrTMPjhU3lmmMoci6Ot3bwxrYqLhs3iKh+Nl+5s5ioCO67dDS7Dh/jueIDTscROSf9929yL3pnZzU5yXGMzNIlriU0TCpIxeXynZQkImfvsffKaG53c/3UPKejOO7ScTlMLUzjF2/upKmtw+k4ImdNZTnAWtrdrNxVw3wzUJe4lpCRHBfNyKxE1u9TWRY5Ww0t7Ty4rJSLirKYWqiTu10uF9++fDSHG1t5/L19TscROWsqywG23FZzrLWDy8cPcjqKyBmZOyKTNXuOaARI5Cz9bc1+Gls7uOeiUU5HCRpTC9OZOTSdJ9fsw+PRyhgSmlSWA2zx5oOkD4jRJa4l5FxclE1rh4d3d+lqfiJnqrXDzSOr9jJvRCbj8lKcjhNUbp1VSHltM+/sqnY6ishZUVkOoKa2Dt4uOcyl43L69YkdEpqmD00nKS6Kt0qqnI4iEnIeWLqbqoZWvjR/uNNRgs6isTlkJsbyxPv7nY4iclbU6AJo6Y7DNLe7uXKCpmBI6ImOjGCByeLtksO49XGpSI+9tb2K3y7dzXVTBjN3hJYMPVlMVAQ3TB/M0h1VVBxtdjqOyBlTWQ6gxZsqGZgUy8yhmoIhoemiMdkcOd7GB+VHnY4iEhKa2jq4/8UtjBmUzI+vHed0nKB14/QCvMBTazW6LKFHZTlAjrV2sMwe5vJxOURGaBUMCU0XjBpIVISLN7drKoZITzy7/gBVDa18/+qxumLrKeSnJ7DAZPHUunKOt+okYgktKssB8tb2Klo7PFw5MdfpKCJnLSU+mtnDM3hly0GduS5yGh6Pl0dW7WVSfiozhmqpuNP58vzhHDnWyn3/2IzXq39fJHSoLAfI4s0HyUmOY2pB/728qYSH66YMpry2mTV7a52OIhLU3t5xmLIjTXxu3lCno4SEaUPS+cYiw+LNlXzmkXWs1OoYEiJUlgOgvrmdFTuruWLCICI0BUNC3KKxOSTFRukStSKn8dC7e8hLjeeycTlORwkZX7pgON+6bDTbDzZw20NreXZ9udORRE5LZTkAlmw7RLvbq1UwJCzEx0Ry5cRBvLqlksaWdqfjiASlbQfreX9PLZ+ZU6ilQs+Ay+XiixcMZ9W3FjBjSDo/fHk7B7VChgQ5/Q0PgMWbKxmcFs+k/FSno4gExKem5dPc7ublTZVORxEJSn9ZuZeEmEhumF7gdJSQFBsVyc/+ZSIdHi8/frXE6Tgip6SyfI7qjrexancNV0wYhMulKRgSHiblpzI2N5nfL99NS7vb6TgiQWVnVSMvfVDBLTMLSImPdjpOyCrISOCz84bw6pZKdh9udDqOSLdUls/Rku2H6PB4uWqCVsGQ8OFyufjOFWM4UNfMf7y0zek4IkHll2/uZEBMFF+eP8LpKCHvs3OHEhcVyQNLdzsdRaRbKsvn6I1tVQxOi2dsbrLTUUQCavbwDL48fzhPry9ndWmN03FEgsL2gw28tvUQd8wbStqAGKfjhLyMxFhumlHA4s2V1DVr/WUJTirL5+B4awfv7q7hkjE5moIhYemuhSMZnBbPD1/eTofb43QcEcf96q2dJMVFabm4ALp5ZgEdHi9vlx5zOopIl1SWz8E7O6tp6/Bw8Zhsp6OI9Iq46Ei+fXkROw418vq2Q07HEXHUtoP1LNlexZ3zhmmucgCNyEpkamEab+xq1MVKJCipLJ+D17cdIjUhmulDdCESCV+LxuaQmxLH0+u0Hqr0b0+tLSc2KoLb5w5xOkrYuWFaPgca2tl0oN7pKCIfo7J8luqOt/Ha1kNcOWGQ1tiUsBYZ4eLmmQWs3FXD+jJd1U/6p+OtHfxz00EWjc3RqHIvWFiUBcC7uqqfBCG1vLP0yKq9tHV4uHVWodNRRHrdZ+cNZWBSLL9+e5fTUUQc8ZeVe6lvbucOjSr3iozEWIalx/Dubp1MLMFHZfksHG5o4c8r93LlhEGMztEqGBL+EmKiuGPuEFbuqmFXldZDlf7lyLFW/vROKZeOzWFygabd9Zbx2XFsKq/XycQSdFSWz8JPXt9Bh8fDNxcZp6OI9JnrpgwG4M2SKoeTiPStB5btprndzTf0b36vGpUZS3O7m93VWhVDgovK8hlasbOa5zdU8K/nD6cwY4DTcUT6THZyHGNzk1m247DTUUT6zJFjrTy5Zj/XTx3MiKxEp+OEtVEZsQBs1kl+EmRUls+Ax+PlJ6/toCA9gbsWjnQ6jkifu3B0FsX76jja1OZ0FJE+8cT7+2nr8PCF84c5HSXs5SZHkxgbxRaVZQkyKstn4J+bDlJS2cDXLxlFTJSeOul/FozOwuP1fcIiEu5qjrXy55V7uKgomxFZSU7HCXsRLhfj8pLZXKGyLMFFja+H2jo8/PxNy5hByVw1IdfpOCKOmDg4lfQBMZqKIf3Cz5fspLndzbcuG+10lH5jwuBUSiobaOvQSX790a6qRlqD8GevstxDzxaXU17bzDcvNURE6NLW0j9FRriYP2ogK3ZW4/boSlsSvrYfbODpdfv59OxCzVXuQxMGp9DW4WGnVt3pd3ZWNbLoV++wYu9xp6N8jMpyD7S7PTy4vJRJ+anMHzXQ6TgijlowOou6pnY+KK9zOopIr6hvaufLTxaTmhDDPQtHOR2nX5mQlwroJL/+6GdvWAbERDErP8HpKB+jstwDL26s4EBdM3ctHIHLpVFl6d/OHzWQyAgXSzUVQ8LUD17exoG6Zv5021RSEnS1vr6Unx5PSnw0WyqOOh1F+tDmA0dZsr2KL5w/jOS4SKfjfIzK8ml4vV4eXV2GyU5igclyOo6I41Lio5lamMbSHTrJT8JPZX0zL35QwWfnDWXakHSn4/Q7LpeLCYNTNLLczzyyqozE2CjumDfU6ShdUlk+jQ/Kj7LtYAO3zi7UqLKI34WjsyipbKCyvtnpKCIB9cy6A3i8cMvMAqej9Fujc5LYdfiYzovoJ2qOtfLK5kqum5JHYmyU03G6pLJ8Gk+8v58BMZFcOznP6SgiQePC0b5PWZZpdFnCSFuHhyfX7GO+GaiLTjnI5CTT1uGh7Ejwneglgff0unLa3B5um13odJRuqSyfwtGmNhZvPsg1k4P33Y6IE0ZmJZKXGq95yxJWXttayeHGVj4zZ4jTUfo1k+1b03rnIa2IEe7cHi9/W7Of2cMygnotc5XlU3h+QwWtHR5unRW873ZEnOByubhwdBardtfQ0u52Oo5IQDy2uoyhmQO4YKRWPXLSyOxEXC6wWj4u7K3cVU3F0eagHlUGleVTemnTQcblJVM0KNnpKCJB58LRWTS3u1mzt9bpKCLnbGtFPRv2H+W2WYVaS99hcdGRDMkYgNXIcth7bcshEmOjWFgU3AsoqCx3o7y2iU3lR7lSV+sT6dLs4RnERUfoan4SFp5cs4+46AiumzrY6SiCbyqGRpbDW4fbw5Lth7hwdBaxUcG3XFxnKsvdWLy5EoArxg9yOIlIcIqLjmTWsAxW7tJJfhLaGlraeXHjQa6emEtKvNZVDgajcpIoqzmuaV5hbO3eWuqa2rlsXI7TUU5LZbkbL286yOSCVPLTg+9KMiLBYubQDEqrj1NzrNXpKCJn7YUNFTS3u7lt1hCno4ifyU7C44Xdh485HUV6yWtbDxEXHcEFJvjPEVBZ7kJp9TG2VzZoCobIacwc5rtowzrNW5YQ9mxxORMGpzB+cIrTUcTP5PhWRtC85fDk8Xh5Y9sh5o/KIiEm+FcbU1k+SYfbw6/e2kWES1MwRE5nfF4K8dGROslPQlbF0Wa2VjRwuf69DypDMhKIiYpgp+Yth6W1ZbUcbmzlsvHBPwUDVJY/5kevlPDypoPctXAkOSlxTscRCWrRkRFMLUxTWZaQtbSkCoCLirIdTiKdRUVGMGJgIjs0shyWnllXTlJsFJeMUVkOSTfNKODxz87g7oUjnY4iEhJmDE1nx6EG6pvanY4icsbe3V1DXmo8wwfqin3BxuQkaWQ5DNU3t/Pq1kqunpRLfExwr4JxgsrySUxOEuePGojLpXU2RXpi5tB0vF5YV6bRZQktbo+X90qPMHdEhv7ND0ImJ4nK+ha9EQ8z/yg+QEu7hxum5zsdpcdUlkXknEzMTyUmKoI1e484HUXkjGytqKehpYO5IzKdjiJd+PCy14c1uhwuDtW38Ms3dzJ7WAbj80LnhFqVZRE5J3HRkUzIS6F4X53TUUTOyKrSGgDmDFdZDkYnVsTYfrDB4SQSCF6vl++8uJV2j4f//uT4kPo0R2VZRM7Z+MEpbK9soMPtcTqKSI+t2l3D6JwkBibFOh1FujAoJY6spFg27tcb8XDw1/f38VZJFV+/2DAkM7TOEVBZFpFzNj4vhZZ2D6XVx52OItIjLe1u1pXVaQpGEHO5XEwbkkaxynLIe3B5Kd97aRsXjs7ijrlDnI5zxlSWReScTfBfzOGDcv1Sk9BQvK+Otg4P81SWg9rUwnTKa5upONrsdBQ5Sy99UMFPX9/B1RNz+eNtU4mKDL3qGXqJRSToDB+YSFZSLO/sqnE6ikiPrN1bS4QLpg1JczqKnMIFo3xvZpbbww4nkbOxYX8d33xuMzOGpvOzf5lIdAgWZVBZFpEAcLlcnDdyIO/uqsHt8TodR+S0ivfVMTonmaS4aKejyCkMH5jI4LR4lttqp6PIGWppd3PPUx+QnRzLH26dSkxU6FbO0E0uIkHl/FGZ1De3s/nAUaejiJxSh9vDhv11TNeoctBzuVzMNwNZtbuG1g6303HkDDzx/j721zbxk09OIH1AjNNxzonKsogExHkjB+JywTs7NRVDgtuOQ400tbmZOiTd6SjSAwtMFk1tbtaX6ZyIUOH2eHno3b3MGpYeFifRqiyLSECkD4hhfF4KK3fp41IJbieuNqmR5dAwe3gGMVERLNuhecuhYu3eWirrW7h1VqHTUQJCZVlEAub8kQPZWH6UhhZdnlaC1/p9deSlxjMoJd7pKNIDCTFRzByazjKd5BcyXtlykLjoCC4cneV0lIBQWRaRgDl/1EDcHi+rd2sqhgQnr9fL+rJarYIRYi4qyqa0+jg7DulqfsHO7fHy+tZDXDg6i4SYKKfjBITKsogEzOSCVBJjo1ihecsSpA7UNVPV0Mq0QpXlUHLlhEFERbh4bv0Bp6PIaazZe4SaY21cMT7X6SgBo7IsIgETHRnB7OEZvLOzGq9XS8hJ8Fm/zzdfeZpO7gspGYmxXDouh6fWlVPfpGlewezVLZXER0eyYPRAp6MEzGnHx40x0cDDwBAgFviRtfaf/ttuBv7NWjvb//V9wE1AA/A/1trFxph0YCew1b/LF6y1vzbGfB74V6DDv8/FAX1kIuKI80cN5M3tVeypOc7wgYlOxxH5iPVldSTFRjEqO8npKHKGvnjBcBZvruT5jQe4Y+5Qp+NIFzrcHt8UjKLwmYIBPSjLwK3AEWvtbcaYDGAj8E9jzCTgc4ALwBgzHrgZmOm/32pjzFJgCvB3a+2/ndihMSYHuAuYBsQB7xpj3rTWtgbocYmIQy4Y6RtNWLmzWmVZgs76sjqmFKYRGeFyOoqcoXF5KYzNTea54gPcPmcILpd+hsFm7d5a/xSMQU5HCaieTMN4Fvhup687/KX5J8A9nb5fBCy31rZYa1uAXcAEYCowxRizwhjzrDFmEDADWGWtbbXW1gO7/duKSIgryEhgSEaCLn0tQae+qZ2dhxs1XzmE3TijgG0HG1i7t9bpKNKFxSemYJjwWAXjhNOOLFtrjwEYY5KA5/AV54eAe4HmTptuAf6ff7sYYA7wJ2AHUGytfcsYcwvwW+BFoL7TfRuBlK6OX1JScoYPSUJBS0uLfrZhbHxmFEt2V7Np63ZiIrsf/dHrQKDvXgdrDzTh9UJWRKNed0GoJ6+DcQM8JMdG8KvXNvO9C3P6KJn0hNvj5ZVNB5ieF09Z6c6z3k8w/l7o0YQSY0w+8ALwe3wjxiOBB/FNoRhjjPmVtfYeY8wDwGv4RorXADXAWqDJv6sXgB8CjwOdJ4wlAV1eI7eoqOgMH5KEgpKSEv1sw9gnvFW8bNdzPC6Liae4epNeBwJ99zp4ed8OoiJcXD13IvExkb1+PDkzPX0d3FgewcPv7iVj8FCykuL6IJn0xKrdNdS37OXmeYaiorOfhuHU74Xi4uJubzvtNAxjTDawBLjPWvuwtXattXastXY+cCOw3V+UBwKZ1tp5wN1APr6T+v4CXOff3UKgGF+BPs8YE2eMScE3hWMrIhIWZg3PICrCxQpdzU+CyMpdNUzKT1VRDnGfmpZPh8fL8xsqnI4inSzeXElCTCTzw2wKBvRszvK3gTTgu8aY5f7/urrsUQ0wzBizDngV+Ka11g18C/iSMWY58EXgbmvtIeA3wEpgKXC/f56ziISBxNgopham8Y7WW5YgUd3YypaKeuab8FnOqr8akZXI9CFpPL2uXEtUBomWdjevb61kYVE2cdHh92a0J3OW78Y3UtzVbWXALP+fvfiWgjt5m73Agi6+/2fgz2cWV0RCxcKiLP7r1R2U1zaRn57gdBzp55b7L5UcjqNe/dEN0wv4xrObWLu3lpnDMpyO0++9trWSuqZ2bpiW73SUXqGLkohIr7h0rG/O2utbDzmcRATeLjlMTnIcY3OTnY4iAXD5+ByS46L46es7aOvwOB2n33vi/f0MzRzAnOHh+cZFZVlEekVBRgJjBiXz+jaVZXFWa4eblbuqubAoS2vzhomEmCh+fO14Nuw/ymceXsu+I8edjtRvlVQ2ULyvjltmFhARpuuXqyyLSK+5bFwOxfvqqGrQKQninDV7ajne5uaiIk3BCCdXTczlp9eNZ+vBeq767bs8/l6Z05H6pSfe30dsVATXTx3sdJReo4zFF8YAACAASURBVLIsIr3msvG+dVDf0OiyOOjtkirioiOYM7z7ZQwlNN0wvYB/fnUeo7KT+N5L21ixUyvw9KVjrR28uLGCKyfkkpoQ43ScXqOyLCK9ZkRWEsMHDuC1LSrL4gyv18vbOw4zb0RmWJ6lLzA0cwBP3DkTk53E15/5gP/f3n2HR3Ud6B//jnrvHdRAcJHoYAQGDLi3uKzjJI7L/uKSOIk3jtPX2fVmSzbJ1iSONz3euCZxt+MKNrbpTVQhcWlqSEhCvSFpNDO/PyQc1kZGAklnyvt5Hj9PNBrNvJO5zLxz5txz2nucpiMFjBd31dLd7+L2JTmmo4wrlWURGVdXz8pka0UzLd39pqNIANpX286x1pNcMiPddBQZRxGhwfz3Z+bS3N3PL94/YjpOQPB4PDy1pYqZWXHMy04wHWdcqSyLyLi6alYGbo+mYogZv1p3lJjwEK6dc+47iolvmJkVz9WzMvjj9mr6Blym4/i90toODtR3ctviXL8/cVZlWUTG1cysOKanx/DE5iptICATqqKpmzf2Hef2JbnER4aajiMT4FMXZNPW4+TdA5q7PN7WlDcQ5IArZ/r/tzYqyyIyrhwOB3cvz6fseAebjzSbjiMB5HcbjhISHMRdy/NMR5EJclFBCqmx4Ty/85jpKH7vnfIGFuQkkhwTbjrKuFNZFpFxd8O8SaTEhPGrdUdNR5EA0X7SyfMltdwwN4u02AjTcWSChAQHceO8LN490KjzJMZRXdtJ9td1cFmR/48qg8qyiEyAiNBg7rloCu8fPMG2ihbTcSQAPLujhpNOF/9vaZ7pKDLBblowmQG3hz/vqTMdxW+9U94AwGWFKssiImPmc0vzSIoO4/ebKkxHET/XN+Di0Q0VFOclMWtSvOk4MsEKM+MoyozTVIxxtKa8kfyUaKamRpuOMiFUlkVkQkSEBnPT/EmsKWugqavPdBzxU30DLv7+xVLq2nu5/9JppuOIITctmMTeY+0caug0HcXvdPUNsOVIM5fOCJzt41WWRWTCfGZRNk6Xhxd31pqOIn7I5fbwhcdLeLbkGH9zcQHLCpJNRxJDbpg3ieAgB8/rtWbMrT94gn6XO2DmK4PKsohMoGnpsczLTuDlPXoDk7H34zUHef/gCf7lxll880orYEa95KNSY8NZOT2Vl3bV4nJrycqxtKasgfjIUC7ITTQdZcKoLIvIhLqsMI3S2g5NxZAx9dv1R3nk3cN8+oLJ3LEk13Qc8QI3zp9EfUcv2yt1UvFYaT/p5I3Seq6amUFIcOBUyMB5pCLiFVZMTwVgw6Emw0nEXzyzvYbvv1bOtbMz+f6Ns03HES9xWWEakaHBvLb3uOkofuOJzZWcdLq448LA+kCqsiwiE2pWVjyJUaGsO6gdtuT8Hajv4KGXS1lWkMxPb5lHWIje1mRQVFgIywqSWXdIrzVjobGjl5+/d4QritIDbpUZvaqIyIQKCnKwfFoq6w414db213IePB4PD76wj9iIUH7ymfkB9bWwjMzyghSqmnuoaekxHcXn/fjtgzhdbr57TaHpKBNOrywiMuFWTEuhqauPilbtsCXnbk1ZA7uq2/jmFdNJjfX/LXdl9JZPSwFgw2FN+zofjR29PFdyjM8syiYvJTDWVj6dyrKITLhT85ZLak8aTiK+yuX28B9v2UxJiebmhZNNxxEvNTU1hoy4CJXl8/RsyTGcLg93L59iOooRKssiMuHS4yKYkRHLruMqy3Junt1Rw6HGLr5xhaXpFzIsh8PBsoIUNh5uYsDlNh3HJ3k8Hl7aVcsFuYnkB+CoMqgsi4ghS6YkU97YS/+A3sBkdLYebeYfXtlPcV4SV8/KMB1HvNzlRem09TjZclRLyJ2LsuMdHGrs4ob5k0xHMUZlWUSMWDIlmT6Xh73H2kxHER/S0t3Pl57aSXZiJL+6YyFBQdp4RD7eKiuV6LBgXttXZzqKT3p5dx0hQQ4+MTvTdBRjVJZFxIjF+UkAbDnabDiJ+JKH3zlEx0knP79tIYnRYabjiA+ICA3mksJ03trfoKkYo+Rye3hldx2rrNSA/vemsiwiRiRGh5GfGKavRmXEmrr6+MO2am5aMAkrI9Z0HPEh187OpKW7n/U60W9UNh9ppr6jlxvmBe4UDFBZFhGD5mREsKOqRfOWZUQe21RJv8vNF1ZMNR1FfMwlM9JIjg7j6a3VpqP4lMc3V5IYFcrlRemmoxilsiwixsxOj6TX6da8ZTmrrr4BHttUyZVFGRSkxZiOIz4mLCSITy/K5p3yBo63axWekThyoos15Q18tjiHiNBg03GMUlkWEWNmp0cAmrcsZ/eHrdV09A7wxVUaVZZzc2txDh7g8c1VpqP4hF+8d4TwkCDuWp5vOopxKssiYkxcRDAzMmI1b1k+Vt+Ai99uOMrSqcnMy04wHUd8VHZSFNfOzuSxTZWc6OwzHcer1bT08OKuWj5bnENKjHbHVFkWEaOWTEmmpKpV85ZlWH/aXkNDRx9fXlVgOor4uG9cYdE34OZ/3j1sOopX++X7Rwh2OPjCisDcse/DVJZFxKglU5I46XSxr1bzluWjep0uHll7mOK8JJYVJJuOIz4uPyWaTy2czNPbqmns7DUdxyt19w3w/M5j/NX8SWTGR5qO4xVUlkXEqOL8wQKkqRhyitPl5sktVdz39E6uf2QDjZ19fP2K6Tgc2oBEzt+9K6fidLl5bFOl6She6Z0DjfQ63dy0ILCXizudyrKIGJUUHTY0b1kn+QU6j8fDE5srWfAva/j7l0rZe6yN2IhQfvBXs1kyRaPKMjbyU6K5amYGT2yuoqtvwHQcr/N2WQMpMeEsyksyHcVrhJgOICKyZEoyf9peQ/+Am7AQfYYPRJ29Tv72hX28tvc4S6cm8/kVU7jYSjMdS/zUF1dO5Y3Sev64rZp7LtK83FPcbg8bDjexanqqtpI/jd6VRMQ4zVsObFWt/Vz3sw28WVrPd66awZN3L1ZRlnE1NzuBC6ck88v3j9DZ6zQdx2uUHe+gpbuf5dNSTEfxKirLImKc5i0Hrraefv5xbT3d/S7++IUlfGnVVI1oyYR48JoZNHf387O1WhnjlPWHBrcDX16gsnw6TcMQEeOSosOYlhbDjkqV5UDS63Rxz2M7aOoZ4E/3FrMwN9F0JAkgcyYn8KmFk/n1uqMca+0hIiSYvJRovrBiSsDuWLf+0AlmZMSSFhdhOopXUVkWEa8wPyeBNWUNeDwerXoQIP79TZsdVa08uDJNRVmMeOgTRUSFhbCmrIFep4sXdtWy8XATj91VHHCF2e32sLumjU8tnGw6itfRNAwR8QrzcxJp7XFS1dxjOopMgJqWHp7cUsWnL5jMirwY03EkQMVGhPKP189k499eQslDl/OTz8xja0ULD76wD4/HYzrehKpo7qan38WsSfGmo3gdlWUR8QqntjHeXaOT/Pxd/4Cbbz23h9BgBw9cNt10HJEP3Dh/El+/fDov7qrlV+uOmo4zoUpr2wFUls9AZVlEvML09FiiwoLZVd1qOoqMs5+tPcSWoy38y42zyErQDmHiXb5ySQHXzM7gv1bbNHQEzi5/pbXthIUEUZCmb3o+TGVZRLxCcJCDOZPj2aWRZZ+z+UgzX/nDLu57eiev7q372Osebz/JoxsquHZOJjct0NxI8T4Oh4PvXDWDAbeHJzZXmY4zYUprOyjMjCM0WNXww/T/iIh4jfk5iZTVddDrdJmOIiPU3TfAF57YwdtlDeysauVvnt7FH7dVn/G6Tpebv3l6FwDfusKayJgio5KbHM1lhek8tbWKk/3+/3rk8XgorWtnVlac6SheSWVZRLzG/OwEBtwe9te1m44iI/TMjho6ewd48p5i1n37Yi6alsLfvrCPbzyzh+7TthJu7Ozlnsd2UFLVyo8+OYe8lGiDqUXO7gsrptDa4+Sn7xwyHWXc1bScpLN3QPOVh6Gl40TEa8zLGTzJb1d1GwtzkwynkbPp6hvg4XcOsWRKEgtyEnE4HPz6jgv42dpD/GrdUcqOd/ClVVPZerSZP2yrJiQoiB/81Wyum5tlOrrIWS3KS+Kzxdn8et0RLi9K9+vlDfedOrkvS2X5TDSyLCJeIy02gkkJkZq37CNe33uc1h4n37rS+mBt7MiwYL591Qx+eftCOk46uf8Pu/jDtmpuW5zLa/cv59bFOYZTi4zc311bRFpsBP/2xgHTUcZVaV07ocEOpmfo5L4z0ciyiHiVeTkJ7K5WWfYFz5UcY0pqNAtyPjridnlROqusVLZXtpAWG05BWqyBhCLnJyY8hHtXTuGf/lzG9soWFuX55zdepbXtTE+PJTwksDZiGSmNLIuIV5mfnUBt20kaA2jJJl9U2dTNtsoWbl44edgdF0ODg1g6NUVFWXzaLYtySIoO479W2wy43KbjjDmPx8P+ug5NwfgYKssi4lXmD41SaiqGd3th5zGCHHDTfC3/Jv4tMiyYb19pseVoCz9/74jpOGPueHsvLd39zJqklTCGo7IsIl5lZlYcocEOdmkqhtcacLl5fmcty6elkhEfYTqOyLi7pTiHq2dl8Mv3j3C4sct0nDF16uS+mVoJY1gqyyLiVSJCgynKjNNOfl7s0Y0V1Lad5I4luaajiEyY715TSFRYMJ/8xSY2HW4yHWfM7K5pIyTIQWGGRpaHo7IsIl5nfk4i+2rb/XJ+oK/rdbr4xXtHuNhK5bLCNNNxRCZMdlIUz31xKRlxEdz12Ha+9GQJ9z21kw2HmnC5PabjnbNtFS3MmRxPZJhO7huOyrKIeJ152Qn09Ls42OBfX3f6gxd21tLa4+SLK6cOe2KfiL/KS4nmqc8vZsmUZHZUtfLW/npu/91W7vz9dpw++OH+ZL+LvcfaKM5PNh3Fq2npOBHxOvOHNifZXdNGkbZf9Roej4dHN1YwMyuO4nz/XEJL5GxSYsL5/Z3FALT3OHlmRw3/+no5D79ziG/42Dbuu2pacbo8LNa/54+lkWUR8To5SVEkRYdp3rKXOdjQxeHGLm5dnKNRZREgPiqUz6+Yws0LJ/M/7x6mdOhkOV+xraIFhwMW5vnv7oRjQWVZRLyOw+FgXnaClo/zMu/ZjQBcMkNzlUVO99AniggPCebJLVWmo4zKtooWijLjiIsINR3Fq6ksi4hXmp+dwOHGLtpPOk1HkSHv2Sew0mPJjI80HUXEq8RHhnLd3Exe2VNHV9+A6Tgj0j/gZmd1q6ZUjYDKsoh4pXlD85b3HtPosjfo6htgR1ULq6xU01FEvNItxTn09Lt4ZXed6Sgjsq+2nV6nW/OVR0BlWUS80tzsBBwOtDmJl9hwqAmny8NKlWWRM5qfnYCVHsuzJTWmo4zItooWABblqSyfjcqyiHiluIhQpqbGsFvzlr3C6/uOkxgVSrHeWEXOyOFwcPPCyeyqbuPICe9f9nJbRTMFaTEkx4SbjuL1VJZFxGvNz05gV3UrHo/vLvjvD5wuN2sPNHJFUQYhwXrbEBnODfOzCA5y8HzJMdNRPpbL7WFHpeYrj5Re9UTEa83PSaS1x0lVc4/pKAFt77E2uvoGNF9Z5CzSYiNYOT2VF3bWevWuftsrW+jsG2B5QYrpKD5BZVlEvNa87MGT/HbVaL1lkzYdbgZgyRTt8iVyNjcvnEx9Ry8bDzeZjjKsN0vrCQsJYuV0fQAeCZVlEfFaVkYsMeEh7KhUWTZp05FmijLjSIwOMx1FxOtdWphGfGQoz3npVAyPx8Pq/fWsmJZKdLg2ch4JlWUR8VrBQQ7m5ySoLBvU63RRUt3K0qkaVRYZifCQYK6fm8Vb++u9cp34fbXt1LX3ctWsDNNRfIbKsoh4teK8JOyGTtp6+k1HCUg7q1vpH3CztEBlWWSkbl44mb4BN6/tPW46yke8Xd5IkAMu1U6cI6ayLCJebdHQ2doaXTZj85FmgoMcWotVZBTmTI5nWloML+z0vqkY79mNzM9J1LSqUVBZFhGvNi87gdBgB9urWkxHCUibjjQzZ3I8sRGhpqOI+AyHw8E1szMpqW6lpdt7vhVr7Oxl77F2LtGo8qioLIuIV4sIDWb2pHi2V6gsT7SuvgH21LRpvrLIObh4RhoeD6w/dMJ0lA+8bw9m0TKQo6OyLCJeb1F+Evtq2+l1ukxHCSjbK1sYcHtYOlVrsYqM1pxJ8SRHh/HugUbTUT7wrt1Ielw4RZlxpqP4FJVlEfF6xXlJOF0ebX09wTYfaSYsOIiFuYmmo4j4nKAgByunp7LuUJNXbFDidLlZf7CJi600HA6H6Tg+RWVZRLzeqbKmqRgTa9ORJhbkJhARGmw6iohPWmml0tLdz/66dtNR2F4xuGvfKkvzlUfrrKtRW5YVCjwK5AHhwPdt235l6He3Al+xbfvCoZ+/A3wW6AD+3bbtVy3LSgGeBiKBOuBO27Z7LMv6PHAvMDB0m6+O9YMTEf+QEBWGlR7LtkqV5YnS1tPP/roOvnbZdNNRRHzWhUPz/TcfaWbO5ASjWf68t46osGBWTNe0qtEaycjy7UCzbdsXAVcDjwBYljUPuBtwDP08G7gVWAJcAfyzZVlRwD8ATw/9/S7gXsuyMoD7gWXAlcAPLcsKH8sHJiL+ZVF+IjurWhlwuU1HCQhbjrbg8aCT+0TOQ1psBNPSYth0pNlojr4BF6/vq+eKonSiwrRr32iNpCw/Czx02s8DlmUlAz8CHjjt8kLgPdu2e23b7gUOAXOA5cCbQ9d5A7gMKAY22rbdZ9t2O3B46LoiImd04ZQUuvtd7DmmecsTYfORJqLCgo2Phon4uqVTk9le2UL/gLkP+usONtF+0skN8yYZy+DLzvrxwrbtLgDLsmKB5xgszr8DvgacPO2q+4AHh64XBiwFfg3EAacm63QC8R+67PTLP6K8vHzkj0Z8Rm9vr55bGdVxkOp2EeSA5zaWE9WjDTLG27tldRSlhnHkkD3u96XXAwH/PQ6yw3vp6XfxysY9zEyLMJLhiXUNxIUHkeJqorzc7Cj32XjjcTCisXjLsrKBF4GfMzhiPA34BRABFFmW9RPbth+wLOsRBkePDwNbgSYG5y/HMlisY4G20y475dTlH1FYWDj6RyVer7y8XM+tjPo4mLupnUPtDh0746yxs5fq9qPctnQqhYVTx/3+9Hog4L/HQUZOP//6/hrqBmK4uXDahN9/V98A256u5FMLs5k9s2jC73+0TB0HJSUlw/7urNMwLMtKB1YD37Ft+1HbtrfZtj3Ttu1VwC1A2VBRTgVSbNteDnwVyAZKgY3ANUM3dzWwHtgGXGRZVoRlWfEMTuEoPdcHKCKBYWFOIntr241+nRkINg/Nr9T6yiLnLzE6jMKMODYdaTJy/2vK6ul1urlhXpaR+/cHI5mz/F0gEXjIsqz3hv6LPMP1moAplmVtB14HvmXbtgv4PnCLZVkbgQuBR2zbrgceZrA4rwX+bmies4jIsBbmJtI/4PaKZZj82bqDTSREhVKUpY0LRMbC0qnJ7KxuM7Kx0su765iUEMmCHK2Xfq5GMmf5qwyOFJ/pd5UMrn6BbdseBpeC+/B1GoCrznD5b4DfjC6uiASyBUPrLe+sbmO+XvjHhcvtYe2BBi6x0ggO0sYFImOhOD+J326oYF9tO4vyJu6ci+6+ATYebuJzS/MI0r/nc6ZNSUTEZ6THRTApIZKdVa2mo/itkqpWWnucXFaUbjqKiN/44IP+BL92ba1oxunyaCOS86SyLCI+ZUFuIiUqy+Pm7fIGwoKDWDE91XQUEb+REhNOTlIUOyb4tWv1/gYiQ4O1Zf15UlkWEZ8yLzuB+o5eGjt1msN4eLusgSVTk4kJ18YFImNpWUEKmw430TcwMfOWO3udvLKnjuvmZmrL+vOksiwiPmXW0Eln++s6DCfxP0dOdHG0qZvLC/WVrchYu6Ione5+FxsPT8yqGC/vrqOn38Wti3Mn5P78mcqyiPiUUys07K/Vihhj7e2yBgAuLdR8ZZGxtrQgmZSYcH6/qWrc78vl9vD45kqKMuOYO/mMe77JKKgsi4hPiY0IJTc5SiPL4+Dt8gZmZsWRlXCm1UFF5HyEhwRz57I81h08Qfnx8X39emZHDQcbuvjyxVNxOLQKxvlSWRYRnzMrK15leYw1d/VRUtXKZRpVFhk3ty3OISosmP94y8bt9ozLfdS39/KD18spzk/i2tmZ43IfgUZlWUR8TlFWHNUtPbSfdJqO4jfetU/g9sDlWjJOZNwkRIXxzSss1h5o5FvP7cXpGtvdSD0eDw+9XEr/gJt//+QcjSqPEZVlEfE5syYNzsEr0+jymHmnvIGMuAhmatc+kXF157I8vn75dJ7feYy7H9sxprv6rSlrYE1ZA1+/fDp5KdFjdruBTmVZRHxOUeZgoRvveX+Bwu32sOVoMxdNS9FIlMg4czgc3H/pNH5002zWHTzBj98+OCa36/F4eHjtIfJTorl7ef6Y3KYMUlkWEZ+TGhtOSkwYB+pVlsfC0aYuWnucLMqfuG14RQLdLcU5fOaCbH67voKyug4O1HfwzPYa2nr6z+n2nt5WTWltB19aNZWQYNW7saRV50XEJ83IiKP8eKfpGH5hW8XgrmKL8lSWRSbSg9fM4J0DDdz48430DwzOX/7P1eH8/s7iD5bJHAmny81P3z7E4vwkbl4webziBix99BARn1SYGcvBhk4GxvgEmUC0o7KFlJhw8pKjTEcRCSgJUWE8dc8SLpySzCcXTOaxu4oJCXJwx++20tgx8l1K1x5opLGzj3sumkJQkKZSjTWNLIuIT5qREUffgJvK5h4K0mJMx/Fp26taWJSXqPnKIgZYGbE8dlfxBz8/fncx1zy8gW88u4cvryqgsrmb6emxLMxNHPY2/rCtmoy4CC62UicicsBRWRYRnzQjMxYYPMlPZfnc1bf3UtNyks8t1QlBIt6gIC2Wf75+Jg++uI/1h/6yNfZdy/J56BOFH/lQu+9YO+8fPMH9l0zTXOVxorIsIj6pIC2GkCAHB+o7uG5uluk4Pmt7ZQsAxZqvLOI1binOYVF+EtXNPeSlRPO/Gyt4dGMFOUmRfG7ZXz7YNnT08pU/7CQlJpy7L9IH3vGisiwiPik8JJipqTE6ye887ahsISosmMKhkXoR8Q5TU2OYmjr4rdk/XjeTurZe/vnVMiLDglk6NYWy4x388PVyTnT28cQ9i4mLCDWc2H+pLIuIzyrMjGVbRYvpGD5tW2UrC3IS9fWtiBcLCnLwk1vmcdtvtvCd5/d9cHlmfASP313Mgpzh5zPL+VNZFhGfNSMzjpd219He4yQ+SqMqo9XR6+RAfQcPXDrddBQROYuY8BBe+PIyth5tprqlh+ykKBblJREWog+6401lWUR81oyMoZP86jtYMiXZcBrfs7OqFY8HFuVpVErEFwQHOVhakMJS00ECjD6OiIjPOrXt9QFte31O9tS043DAnOwE01FERLyWyrKI+KzU2HCSosN0kt85Kq1rJz8lmphwfckoIjIclWUR8VkOh4MZGbEcqNfI8rnYX9vO7EnxpmOIiHg1lWUR8WmFmXHYDZ243B7TUXxKc1cfde29zMpSWRYR+TgqyyLi02ZkxNLrdFPZ3G06ik8prRscjZ85Kc5wEhER76ayLCI+rfCDk/w0b3k0SmvbAZipkWURkY+lsiwiPq0gLYbgIAflWhFjVEpr28lNjiI+UutTi4h8HJVlEfFpEaHBTEmJ1kl+o1Ra1675yiIiI6CyLCI+rzAzTsvHjUJbTz81LSc1X1lEZARUlkXE583IjKW27STtJ52mo/iE0trBUXiNLIuInJ3Ksoj4vFM7+e2vazecxDfsqGrB4YC52rlPROSsVJZFxOfNnTxY+vbUqCyPxI7KVqz0WJ3cJyIyAirLIuLzEqPDyE2OYndNq+koXm/A5WZndSuL8pJMRxER8QkqyyLiF+ZOTmDvMY0sn43d0ElPv4uFuYmmo4iI+ASVZRHxCzOz4jje3ktrd7/pKF5tV3UbAAtyVJZFREZCZVlE/EJR1uBJftqc5OPtqm4jOTqM7KRI01FERHyCyrKI+IVT216XqSx/rF01rczPScThcJiOIiLiE1SWRcQvpMSEkx4XTlmdyvJw2nr6OXqim/k5WjJORGSkVJZFxG8UZcZpZPljaL6yiMjoqSyLiN8oyorjcGMXvU6X6SheaUdVCyFBDuZma+c+EZGRUlkWEb9RlBnPgNvD4cYu01G80vbKVmZmxREVFmI6ioiIz1BZFhG/cWpFDM1b/qj+ATd7atq4QJuRiIiMisqyiPiN3KQoosKCNW/5DErr2ukbcHOBNiMRERkVlWUR8RtBQQ4KM+MordVOfh9WUjm4FfjCPJVlEZHRUFkWEb8yZ3I8pXXtOF1u01G8yo6qFnKTo0iLjTAdRUTEp6gsi4hfWZCTSK/TrZ38TuPxeNhR2coFuZqvLCIyWirLIuJXFgzNyd1Z1Wo4ifeoaOqmubufCzQFQ0Rk1FSWRcSvZMVHkB4Xzs6hDTgENh1pBmBxvkaWRURGS2VZRPyKw+FgQU4iO6s1snzKxsNNTEqIJD8l2nQUERGfo7IsIn5nYW4ix1pPUtd20nQU41xuD5uONLOsIBmHw2E6joiIz1FZFhG/s8pKBeCd8gbDScwrrW2n/aSTZQUppqOIiPgklWUR8TtTU2PIS45iTXmj6SjGrT90AoClU1WWRUTOhcqyiPgdh8PB5UXpbD7SRGev03Qco97cX8+87ARSY8NNRxER8UkqyyLily4vysDp8rDuYJPpKMZUN/dQWtvBtbMzTUcREfFZKssi4pcW5iaSGBXKmrJ601GMeW3fcQCunp1hOImIiO9SWRYRvxQc5OCSGemsPdAYsFtfv1F6nLmT45mcGGU6ioiIz1JZFhG/dcXMdDp6B9hW0WI6yoSraelh77F2rtEUDBGR86KyLCJ+a8W0VCJDg3mzNPCmYjy/8xgAV89SWRYROR8qyyLii2d5RwAADX9JREFUtyLDglk5PZXVZfW43R7TcSZMd98Av9tQweVF6eQkawqGiMj5UFkWEb925ax0Gjr62H2szXSUCbPhcBOdvQPcuTTPdBQREZ+nsiwifu0SK50gB7x3IHA2KHn/4Amiw4K5IC/JdBQREZ+nsiwifi0+KpT5OYm8f/CE6SgTwu328E55A8unpRAWopd4EZHzpVdSEfF7K6ensre2nZbuftNRxt2eY200dPRx5UytrSwiMhZUlkXE762cnorHA+sP+f/o8lv7GwgJcnDpjHTTUURE/ILKsoj4vdmT4kmKDuP1oR3t/JXH42H1/nqWTEkmPirUdBwREb+gsiwifi8oyMGtxTm8tb+BQw2dpuOMm901bRxt6tb21iIiY0hlWUQCwl3L8wkLCeLxzVWmo4ybxzZVEhMewg3zJpmOIiLiN1SWRSQgJEWH8Yk5mbyw8xhdfQOm44y5xs5eXtt3nJsXTiYmPMR0HBERv6GyLCIB444luXT3u3hpV63pKGPu+ZJanC4Pf31hrukoIiJ+RWVZRALGvOwEZmbF8eSWKjwe/9r++qVdtSzISWBKaozpKCIifkVlWUQChsPh4I4luRyo76SkqtV0nDFz9EQXdkMn18/NMh1FRMTvqCyLSEC5fl4WsREhPLHFf070Wzu0lfelhVpbWURkrKksi0hAiQoL4ZMLJvP6vuM0dfWZjjMm3rUbmZYWQ3ZSlOkoIiJ+52NPmbYsKxR4FMgDwoHv27b9ytDvbgW+Ytv2hUM/fxP4LOAGfmDb9ouWZTmAY8ChoZvcbNv2g5ZlXQf8AzAAPGrb9m/G/JGJiAzj9iW5/H5TJc/sqOHLqwpMxzkvnb1Oth5t4e6L8k1HERHxS2dbX+h2oNm27Tssy0oGdgGvWJY1D7gbcABYlpUA3A8UANHAbuBFYCqw07bt607d4FAB/zGwCOgGNlqW9WfbtuvH9JGJiAyjIC2GC6ck89SWau5dMZXgIIfpSOds7YFGBtweLrHSTEcREfFLZ5uG8Szw0Gk/DwyV5h8BD5x2eTdQxWBRjmZwdBlgITDJsqx3Lct63bIsCygEDtu23Wrbdj+wAbjo/B+KiMjI3XFhLrVtJ3n/YKPpKOflmR01TE6MZFFekukoIiJ+6WNHlm3b7gKwLCsWeI7B4vw74GvAyQ9dvQYoA4KBHw5ddhz4oW3bz1qWtRx4cuhv20/7u04gfrgM5eXlI30s4kN6e3v13IrR4yA7yENSZDC/WLOfTE+LkQznq6K1n42Hm/nr+YnY9gHTcc6ZXg8EdBzIIG88Ds66zZNlWdkMTqn4OYNzj6cBvwAigCLLsn4CrAUygVOT5t6yLGsjsIPBecnYtr3BsqxJDJbj2NPuIhZoG+7+CwsLR/mQxBeUl5fruRXjx8HtdSH8bO0hYtJzffLkuP99bg9RYcF8/boLSIgKMx3nnJk+DsQ76DgQMHcclJSUDPu7j52GYVlWOrAa+I5t24/atr3Ntu2Ztm2vAm4BymzbfgBoZXCkuc+27V4Gy28C8D2GpmtYljUXqGZw9HmaZVlJlmWFASuAzef3EEVERu+zxdkEORz8bO2hs1/Zy/T0D/Da3uN8Yk6mTxdlERFvd7Y5y98FEoGHLMt6b+i/yA9fybbt9cB2YItlWZuBg8AaBuc2r7Qs633gv4HP2bbtBL4OvMVgSX7Utm3/23tWRLxeZnwk91yUzzM7jrHpSJPpOKPyTnkj3f0ublow2XQUERG/drY5y18FvjrM7yqBJaf9/D0GR5JP1wpce4a//TPw51FmFREZcw9cOp03S+v5h5f389YDK3xmZYw399eTEhOuE/tERMaZNiURkYAWGRbMt6+cweHGLl7dW2c6zoj0Ol28e6CRK2am+0y5FxHxVSrLIhLwrp6VwYyMWH769iFcbo/pOGe1/lATPf0urpqZYTqKiIjfU1kWkYAXFOTg/kuncbSpm9X7vX9/pDdL64mLCGHJlGTTUURE/J7KsogIcOXMDHKSovjthgrTUT6W0+Xm7fIGLitMJyxEL+EiIuNNr7QiIkBwkIO7luVRUtXKtgrv3aRk69EW2k86uWqWpmCIiEwElWURkSGfuiCbrPgIvvnsHg43dpqOc0Zv7j9OZGgwK6anmo4iIhIQzrqDn4hIoIgOD+GR2xbw/363jcv+ex1TUqOZnBhFe08/eSnR3FqcQ3F+Eg6HmRUo3G4Pb+1v4OIZqUSEBhvJICISaFSWRUROsyAnkdVfX8GbpfW8Z5+gqauPhKhQ3j94gpd311GQFsO3rrS4cmYGbreHoAlcum1ndSsnOvu4UqtgiIhMGJVlEZEPyYyP5M5l+dy5LP+Dy3r6B3h1z3Ee3VjBvU+UMD09hqMnupmZFceN8yfxuaV54z7i/Nq+44QFB3HJjLRxvR8REfkLzVkWERmBqLAQPr0omxe+vJTPXJBNelwEn16UTd+Am3/6cxlfenInnb3Ocbt/l9vDq3uPc/GMVGIjQsftfkRE5P/SyLKIyChEhYXwbzfP+eBnj8fDb9dX8KM3D3Dj/2zkN399AVNSY8b8frcebeZEZx/Xz5005rctIiLD08iyiMh5cDgcfH7FFJ68ezGtPU5u+sUmtleO/dJzL+2uJTosmEsLNQVDRGQiqSyLiIyBC6cm8+KXl5IUFcZtv9nKH7dV09jRS6/Tdd63fbz9JC/truMTc7K0CoaIyATTNAwRkTGSmxzN819ayhefLOFvX9gHQHxkKPddPJXPLc0/px33PB4P33t5PwBfubRgTPOKiMjZqSyLiIyhxOgwnv78EtYeaKS+o5e3yxr4wesH+NP2Gh7+7HxmZsWP+Lbcbg+PbqxgdVkDf3dNIZMTo8YxuYiInInKsojIGAsOcnB5UToAdyzJ5d0DjTz4wj5u++1W7lmez8yseFZZqcMuNdfU1ceTW6pYU9bA/roOLpySzF3L8894XRERGV8qyyIi4+ziGWn86d4l3P/H3fzn6oMAXDc3i+/fOIv4yP+7DFxrdz9X/ngdzd39WOmx/NP1M7ltcQ7BE7j5iYiI/IXKsojIBMhNjubl+5bR1TfAY5sq+a/VNtsqmnni7sVMT4/94Hr/udqmpaefF768lAU5iQYTi4gIaDUMEZEJFRMewn0XF/DSfcvweOCWX2/hyIkuAB7fXMlTW6u5e1m+irKIiJdQWRYRMWDO5ASeufdCAL7w+A5+9f4R/vGV/VxWmMaD1xQaTiciIqeoLIuIGJKXEs0jt87nWOtJfvjGAebnJPLTW+ZrfrKIiBfRnGUREYOWTk1hzddW0tjZy4KcRIJUlEVEvIrKsoiIYTnJUeQkaw1lERFvpGkYIiIiIiLDUFkWERERERmGyrKIiIiIyDBUlkVEREREhqGyLCIiIiIyDJVlEREREZFhqCyLiIiIiAxDZVlEREREZBgqyyIiIiIiw1BZFhEREREZhsqyiIiIiMgwVJZFRERERIahsiwiIiIiMgyVZRERERGRYagsi4iIiIgMQ2VZRERERGQYKssiIiIiIsNweDwe0xmGVVJS4r3hRERERMRvLFy40HGmy726LIuIiIiImKRpGCIiIiIiw1BZFhEREREZhsqyiIiIiMgwQkwHEP9kWVYo8CiQB4QD3wfKgN8DHqAUuM+2bbdlWd8DrgUGgAds295mIrOMH8uy0oAS4HIGn+ffo+MgoFiW9SBwPRAG/Bx4Hx0HAWXofeExBt8XXMDn0etBQLEsazHwb7Ztr7Isq4ARPvfDXXeicmtkWcbL7UCzbdsXAVcDjwD/Dfz90GUO4AbLshYAK4HFwC3A/xjKK+Nk6A3yV8DJoYt0HAQYy7JWAUuBZQw+z9noOAhE1wAhtm0vBf4Z+Fd0HAQMy7K+DfwWiBi6aDTP/UeuO5HZVZZlvDwLPHTazwPAQgZHkwDeAC4DlgOrbdv22LZdDYRYlpU6oUllvP0n8EugbuhnHQeB50pgH/Ai8GfgVXQcBKKDDD6nQUAc4ETHQSA5Atx02s+jee7PdN0Jo7Is48K27S7btjsty4oFngP+HnDYtn1qrcJOIJ7BF8z20/701OXiByzL+hxwwrbtt067WMdB4EkBLgA+BXwReAoI0nEQcLoYnIJxAPgN8DB6PQgYtm0/z+AHpFNG89yf6boTRmVZxo1lWdnAu8ATtm0/DZw+vygWaAM6hv73hy8X/3AXcLllWe8B84DHgbTTfq/jIDA0A2/Ztt1v27YN9PJ/3+x0HASGrzF4HEwH5jI4fznstN/rOAgso+kEZ7ruhFFZlnFhWVY6sBr4jm3bjw5dvGto7iIMzmNeD2wErrQsK8iyrBwGR5uaJjywjAvbtlfYtr3Stu1VwG7gr4E3dBwEnA3AVZZlOSzLygKigXd0HAScVv4yatgChKL3hUA2muf+TNedMFoNQ8bLd4FE4CHLsk7NXf4q8LBlWWFAOfCcbdsuy7LWA5sZ/PB2n5G0MpG+AfxGx0HgsG37VcuyVgDb+MvzW4GOg0DzY+DRoec4jMH3iR3oOAhUo3kv+Mh1JzKotrsWERERERmGpmGIiIiIiAxDZVlEREREZBgqyyIiIiIiw1BZFhEREREZhsqyiIiIiMgwVJZFRERERIahsiwiIiIiMoz/D1BEPy7bu9mQAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "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": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Zeus Price')" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_steptimestamp
002500010010000210000000102018-10-01 15:16:24
1025067.6810568193017303428860010010000210000001112018-10-01 15:16:25
2025067.6810568193017303428860010010000210000002112018-10-01 15:16:25
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45250000.00000000000000000000025042.19120625054858919611433100100.0000210000001122018-10-01 15:16:26
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price \\\n", + "0 0 25000 100 \n", + "1 0 25067.68105681930173034288600 100 \n", + "2 0 25067.68105681930173034288600 100 \n", + "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": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_steptimestamp
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_steptimestamp
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_stepruntime_step
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P_Ext_Markets0.0363241.000000-0.117104-0.1169930.042629NaNNaN1.247637e-045.084417e-024.598328e-02
Price-0.262522-0.1171041.0000000.998660-0.288128NaNNaN3.915390e-052.184386e-038.069863e-02
Price_Signal-0.277074-0.1169930.9986601.000000-0.266050NaNNaN4.061200e-051.936288e-038.044309e-02
Sell_Log-0.0198580.042629-0.288128-0.2660501.000000NaNNaN7.235705e-04-3.815897e-04-4.290779e-02
TransNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ZNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
mech_step0.0004950.0001250.0000390.0000410.000724NaNNaN1.000000e+00-4.014956e-211.413037e-03
run0.0047130.0508440.0021840.001936-0.000382NaNNaN-4.014956e-211.000000e+003.603741e-18
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time_stepBuy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_steprun
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time_stepBuy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_steprun
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21000000.0 2.0 50.5 \n", + "997 1400000.0 0.0 21000000.0 2.0 50.5 \n", + "998 1312500.0 0.0 21000000.0 2.0 50.5 \n", + "999 1330000.0 0.0 21000000.0 2.0 50.5 \n", + "1000 1330000.0 0.0 21000000.0 2.0 50.5 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_df.tail(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def dist_plot(x, y,lx=False,ly=False, suppMin=False): \n", + " plt.figure(figsize=(12,8))\n", + " if not(suppMin):\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,min_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'min'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + " \n", + " else:\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,mean_df[y].values-std_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'mean - 1*std'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + "\n", + " plt.xlabel(x)\n", + " plt.ylabel(y)\n", + " if lx:\n", + " plt.xscale('log')\n", + " \n", + " if ly:\n", + " plt.yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dist_plot('time_step', 'P_Ext_Markets',suppMin=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dist_plot('time_step', 'Price',suppMin=True)\n", + "#plt.ylim(99.9,100.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],(1/250)*mean_df['P_Ext_Markets'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "time_step 288.963666\n", + "Buy_Log 259782.379010\n", + "P_Ext_Markets 51.794520\n", + "Price 0.028006\n", + "Price_Signal 0.027938\n", + "Sell_Log 220944.775274\n", + "Trans 0.000000\n", + "Z 0.000000\n", + "mech_step 0.063182\n", + "run 0.000000\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(np.std(mean_df))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Sell_Log'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 NaN\n", + "1 1120000.0\n", + "2 805000.0\n", + "3 122500.0\n", + "4 105000.0\n", + "5 87500.0\n", + "6 87500.0\n", + "7 -35000.0\n", + "8 315000.0\n", + "9 -140000.0\n", + "10 -437500.0\n", + "11 175000.0\n", + "12 -297500.0\n", + "13 122500.0\n", + "14 -210000.0\n", + "15 -227500.0\n", + "16 437500.0\n", + "17 192500.0\n", + "18 -297500.0\n", + "19 -140000.0\n", + "Name: Sell_Log, dtype: float64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "buy_delta = mean_df['Buy_Log'].diff()\n", + "sell_delta = mean_df['Sell_Log'].diff()\n", + "ext_delta = mean_df['P_Ext_Markets'].diff()\n", + "# df_delta['Buy_Log'] = buy_delta\n", + "# df_delta['Sell_Log'] = sell_delta\n", + "# df_delta = df_delta.append(ext_delta)\n", + "# df_delta.head()\n", + "sell_delta.head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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H2B04GvjtZpVYRERERERkEkw4PDmOczNwkvdwFrAG2BW4z5t2B3AAsBdwl+M4ruM47UDQGNM88SKLiIiIiIhsfRMetgfgOE7OGHMZ8HHgKOCjjuO43tP9QC1QA3SWvWx4+rryZS1atGhzirLJ1g3mAOju6t6q6xWRtz7XdTc+k2yy9NDQZBdhi+nt66V2sgsxjkKhMNlF2CqGUv73JX2bx5fLZjfr9YVCgcBG5ln8ymJysZ7NWo/I1rZZ4QnAcZzjjTFnAI8CsbKnqoEeoM/7e/T0CnPnzt3comyS2p4U0E59Qz3FIoqI+GNZlmpcb4BINFpsXnsbqK15M0YnsG27eJXy21w0FoWByS7FW1swFILNyE+2vfHBTdtvtz3UtE18JRO0cOHCrb5OefuY8LA9Y8znjDHf8x4mgQLwhDFmX2/aIcADwIPAwcYY2xgzE7Adx+nYjDKLiIiIiIhsdZvT83Qj8BdjzP1ACDgNWARcYowJe39f7zhO3hjzAPAwxbB2ymaWWUREREREZKubcHhyHGcQ+NQ4T+0zzrzzgfkTXZeIiIiIiMhk04/kioiIiIiI+KDwJCIiIiIi4oPCk4iIiIiIiA8KTyIiIiIiIj4oPImIiIiIiPig8CQiIiIiIuKDwpOIiIiIiIgPCk8iIiIiIiI+KDyJiIiIiIj4oPAkIiIiIiLig8KTiIiIiIiIDwpPIiIiIiIiPig8iYiIiMgkcCe7ACKbTOFJRERERETEB4UnERERERERHxSeREREREREfFB4EhERERER8UHhSURERERExAeFJxERERERER8UnkRERERERHxQeBIREREREfFB4UlERERERMQHhScREREREREfFJ5ERERERER8UHgSERERERHxQeFJRERERETEB4UnERERERERHxSeREREREREfFB4EhERERER8UHhSURERERExAeFJxERERERER8UnkRERERERHxQeBIREREREfFB4UlERERERMQHhScREREREREfFJ5ERERERER8UHgSERERERHxQeFJRERERETEB4UnERERERERHxSeREREREREfFB4EhERERER8UHhSURERERExAeFJxERERERER8UnkRERERERHxQeBIREREREfFB4UlERERERMSH4EReZIwJAX8GZgMR4EfAi8ClgAs8D5ziOE7BGHMucCiQA05zHOexzS+2iIiIiIjI1jXRnqfPAp2O4+wNHAL8BrgAOMubZgFHGGN2AfYBdgeOBn67+UUWERERERHZ+iYanq4Dzi57nAN2Be7zHt8BHADsBdzlOI7rOE47EDTGNE+0sLJhluVOdhFERERERN62JjRsz3GcAQBjTDVwPXAWcL7jOMO1936gFqgBOsteOjx93ehlLlq0aCJFmbB1gzkAuru6t+p6ReStz3XVUPFGSA8NTXYRtpjevl5qJ7sQ4ygUCpNdhK1iKOV/X3Kx3sCSvHXlstnNen2hUCCwkXkWL15MLt67WesR2domFJ4AjDEzgJuAixzHudIY839lT1cDPUCf9/fo6WPMnTt3okWZkNqeFNBOfUM9xWKKiPhjWVbx6k7ZoiLRaLGJ7W2gtubNGJ3Atm3IT3Yp3njRWBQGJrsUb23BUAg2Iz/Z9sYHN22//fZQM3XiK5mghQsXbvV1ytvHhIbtGWNagbuAMxzH+bM3+SljzL7e34cADwAPAgcbY2xjzEzAdhynYzPLLCIiIiIistVNtOfpTKAeONsYM3zt06nAhcaYMLAIuN5xnLwx5gHgYYpB7ZTNLbCIiIiIiMhkmOg1T6dSDEuj7TPOvPOB+RNZj4iIiIiIyJuFfiRXRERERETEB4UnERERERERHxSeREREREREfFB4EhERERER8UHhSURERERExAeFJxERERERER8UnkRERERERHxQeBIREREREfFB4UlERERERMQHhScREREREREfFJ5ERERERER8UHgSERERERHxQeFJRERERETEB4UnERERERERHxSeREREREREfFB4EhERERER8UHhSURERERExAeFJxERERERER8UnkRERERERHxQeBIREREREfFB4UlERERERMQHhScREREREREfFJ5ERERERER8UHgSERERERHxQeFJRERERETEB4UnERERERERHxSeREREREREfFB4EhERERER8UHhSURERERExAeFJxERERERER8UnkRERERERHxQeBIRERGRrc91J7sEIptM4UlERERERMQHhScREREREREfFJ5ERERERER8UHgSERERERHxQeFJRERERETEB4UnERERERERHxSeREREREREfFB4EhERERER8UHhSURERERExAeFJxERERERER8UnkRERERERHxQeBIREREREfFB4UlERERERMQHhScREREREREfgpvzYmPM7sBPHcfZ1xizHXAp4ALPA6c4jlMwxpwLHArkgNMcx3lsM8ssIiIiIiKy1U2458kY8x3gj0DUm3QBcJbjOHsDFnCEMWYXYB9gd+Bo4LebV1wREREREZHJsTnD9l4Fjix7vCtwn/f3HcABwF7AXY7juI7jtANBY0zzZqxTRERERERkUkw4PDmOcwOQLZtkOY7jen/3A7VADdBbNs/wdBERERERkbeUzbrmaZRC2d/VQA/Q5/09evoYixYt2oJF2bh1gzkAuru6t+p6ReStz3Xdjc8kmyw9NDTZRdhievt635QthYVCYeMzvQ0MpfzvSy7WG1iSt65cNrvxmTagUCgQ2Mg8i195hVy8b7PWI7K1bcnw9JQxZl/HcRYAhwD3Aq8A/2eMOR+YDtiO43SM9+K5c+duwaJsXG1PCminvqGeYsYTEfHHsqzirXFki4pEo8XxCW8DtTVvxugEtm1DfrJL8caLxqIwMNmleGsLhkKV44s2kW1vfHDT9tttB7XTJr6SCVq4cOFWX6e8fWzJ8PRN4BJjTBhYBFzvOE7eGPMA8DDFIYKnbMH1iYiIiIiIbDWbFZ4cx3kN+KD398sU76w3ep75wPzNWY+IiIiIiMhk04/kioiIiIiI+KDwJCIiIiIi4oPCk4iIiIiIiA8KTyIiIiIiIj4oPImIiIiIiPig8CQiIiIiIuKDwpOIiIiIiIgPCk8iIiIiIiI+KDyJiIiIiIj4oPAkIiIiIiLig8KTiIiIiIiIDwpPIiIiIiIiPig8iYiIiIiI+KDwJCIiIiIi4oPCk4iIiIiIiA8KTyIiIiIiIj4oPImIiIiIiPig8CQiIiIiIuKDwpOIiIiIiIgPCk8iIiIiIiI+KDyJiIiIiIj4oPAkIiIiIiLig8KTiIiIiIiIDwpPIiIiIiIiPig8iYiIiIiI+KDwJCIiIiIi4oPCk4iIiIiIiA8KTyIiIiIiIj4oPImIiIiIiPig8CQiIiIiIuKDwpOIiIiIiIgPCk8iIiIiIiI+KDyJiIiIiIj4oPAkIiIiIiLig8KTiIiIiIiIDwpPIiIiIiIiPig8iYiIiIiI+KDwJCIiIiIi4oPCk4iIiIiIiA8KTyIiIiIiIj4oPImIiIiIiPig8CQiIiIiIuKDwpOIvCN8vaWJi2trJrsYb2oucH11gj7bmuyiyDtIp22TsrTPichbg8KTvGGura7iuurEZBfjbavLtrm2ugp3sgvyFlAA7k3E+XVD3VZfd94q8Hw4vEWXuTgU4vFoZIsuE2B5MMD3mxq5vrpqiy97a0iqAv6WtO+s6Zw4pWWyiyHjWB4M8LWWJtJ2frKLIvKmofC0Fa0OBChMoKr7QmTTW+UKwPkNddwfi27y+raU66qr+FtN9aSt/+3uvMZ6ftjUwDORLVsx31KWBQPsMGcmT78JyrcmENjq6+yxbT4/pQWn6WU+M20K923B7+KR09s4oa2Vgve437K4MxH3dXR5OBqhdz09S312cTs9ExkbzC6rTfByKDTBEr/xnohG2H32DB6NRnChtG025MFYlB7b5tXWJ/nUtm90CYtSlsWKtgfoDPop4Vvb49EIdyTi5IEbqxJkx5lnuEr+zEYaA7Levze7iZTz/niQ10Nbtjo2sAV6j/MU+FlDPQsScV6u6t8CpRJ5e1B42gwucHlNNSuCYytmucQSdpgzk75A8dTQZdscOHMaNzZmKuZrDwV4Lrb+Fh0r0M/p0+Kc29Qw7vODlkXSsvhHIs7S0MjBsj0Y5LLaGk6Z0sLgqOCV88q+MU9Hwly7GS3Q3QGb10Mhcj7nzwOPRiP02P53y/WdpLpsm9U+K8zfam7k+LYWlgWDHNvWyrrAW+Nr0ettp4UbqXTkgLOaGng+HMYFzm1q2ORei6WhIA94lf8CIxWe+2PR9Qb7e+NxAP5eNbb38alImPlNDZvclHBrVYIPzJpOZuOzVli6CZX+zmCe12pW4gI3VSXoDWy4kntNbYhnYmP3mX9UxVkYi/Ja/esAXD3BhoSUZa13X17sva8zmxv5dksTz5UF1TzumO9Sl21zUlsrZzY30W3bLAkFK54fHq73TCSCW/bp9FsWv22s5hPT28Z85x6PRtZbvtWBwIR6RlcGAzzlvZd/x2PMbxz/+FfuCm/7OuEwR09t5aRpG97eQ5bFya3N/L6uljV1SwFIb8GOq8X5ZEVoL//O9NYu4ebGoU1a3mthl0Vhf/txj21vkaGXQ5bFsnHOb36d0NbKd1qaeDIa4dzmRu6Jx3CBG6oSDHnHjdsTcV/LOmz6VI6dOmXCZQHotm12mDPT9zon4itTWjhuamtpvx+yLIbCvRXzZMu+FTlg/pQEX5o+MqQ4H+xn6XrCVF/rfTy0kYaYldEUh8+u9dVg84PGem4Y5xgN8PeaV7jH21ZD9vjHwR7b5qaqBOPVYvIUzz1fbm3mUe+cU6B4XH0rBGGR9Xlr1BK3gjsTcXaZPaM07OOFcKiiYtETzHJPPFbxmjWBAD9rrOfk1srhBnkg3fwQAMsjxejQ41XIH6uujBJfm1LPBVOzFRX2Tu8A/+94DCvUDcCj3kGw17ZZW7WKpyNhCsC8mdM4cMZUvtvSxMkziuVbEQxw2IyppeUtL3sfi0MhPjxnCpd7FY2OgMXPWwKkrQIFK89pLU18o6WJl0Mhjm9r5YdNDQyMcw5eFA6x18xpLB1V+YJioHGBbjtAzrJYHhw7z/B7KR9mc0VdnC+1tXL2eoIiFA+8awIBCsBtVXF2mTNz3IB37NRWDpw5jYK94Wp20rL4Z1WCJ6NRfl9Xw7PRCLdVJcZUKvHe0/JNqEgMWRY3N/VVVKA6bJuM5XJfLMpXZwTH7FMAGTvDya3N9IRSxdcE4O5x5uv19pn/xGI8Fo3QUbYPDZVt10djUW6pruL8hjpWBwLcWF3F11qbgWJl+crqqo2GkSOntXHylBZc4LLaanaeM5O/1VRxypQWzmusr5h3+BTb51XcqwsF2oNBXg8G+VFzgjsTcY5va+WG6ioG1hO8kpY1bm/Rr+prSdn2uK3UK4MBjmtr4clxek2Whkc+z/KT/PPhMEdMa6OrLGT8oW2Ap6e8xDORMOc0N/Jw2XfWBRbEYqUTfw74U2OEM6eOXac1KjWs2sC+84e6Gu5cT4Xu2y1NHDhzWqnc5Yt9PBYlCyzwXvuv+Mgy/lM3wOGjws7wseC1UJBPTZvCEdOnsjgU4lNTp+CEQwx426EzGKDD22Tfam7kN/Ujwx1XlH2fVwQDnNDWypHT2jijubHie/N6uMCBM6dx4pQWkpbFXfHYeitML4RDfGibFpbbgwAcOn0qx02dQgGX01qbuaGmCmcDAThpWSzyhkZmLXgxEmFJJLDe3qfTWpr4flMDBcuqqIguC4ZYHQiwIFb5fcsBX2tp4jGvV+v3LXkeG2cfXBdO0eFtwyNTz3KgdxxeGImw85yZvBAOs8LbRgurc6WAOHZ7hLmr7DufAc6ekedT09p4LRjks22t6+09BNh71nT+a/pU/h2P8afaavLAUHCQL01podvb1VclOvjregL9TxvqWBCLcVZTA/81Y1rF8aTcy6FQxf54eksTt1WN3Y+Hv8uvhMM8EIsyv7mR49paeTAW5cyWpvW+j9L7t1xWhIIsioTHDeM3ViXoCNh02Tavr+d8A5T2kTNamkr76qpAgL/Ocnii7PPcYc5Mfllfy7/jMdKjv8jjuDMR5654jOfDYR6LRXmkfa8aAAAgAElEQVQ+Eikdhy6or2PxnNuwgn3FbRDN87VtUrRH0wAs88qRLdvGvbOu48sz4nyurbXiO5O2IFX/HF+e0kK/ZVU0cJRbHit+jx5dT3j6UWM9f0/E6bUtrqupZn5z45h5/lBXw3OxdaXH3eHiWaJAcf9wvCB/fXUV5zQ38rOG+jHLWBGwuaW6iofiMf5SW8PTkTA7zZnJOc2NXNBQx6UamSJvUes/ymxBxhgbuAjYCUgDX3Ic55WtsW6//lxbQ9ay+HprM9NyOW70KuTPLW0vPj9jJYPBZh5/bRlR1+XpSJjPea1gS8Kh0smlJ5jjqJkRCvbq4uum9rLTmhiN+WLVpzfosrJqDSvzAc5uamR1qHhSuamqiro0fL+xnpR38r20tgY7VwxPacuiAHynuZHn4gv5HFP4elcPyVEty7+rq8Gl8kS3PBgkD/yurpao65K1LK6vruL4vn4uaQzzQJVN2+AQve5SXvQqYXeXVeTOb07wcmAp0/tiHJQsVugfiUXpDQS4rSrBYemRdT0RjfCFtlYuWr2WjHdyXxIOMSuX45FohLOaG/lEX5KTe3vYa9Z05qYzXLuyuK2eixQPxgsScV4NBTm1tUDbwEr2HwzyVDTCNpkcr4RD/LCpgWihwJD33n/WUMe8ZJKmfLGq9GI4xHKvojVQ9yL2YJwXwwGurm/m1I4B3pX3ApgFB8+YVip7p3eC/0VDPb/wTgTb9y/jfetczmlqIG1Z3F6V4K72FbR5n2fGe93w45xV4C+11Xy6b4CHY1Eerkvy/XADF61Zx39iUf57Sgsf7kkRCVWxPGzx+7pa9kqmeD1kMUCaJ6IRlkReY0k8hqlfDd1wcXOAxxLNfHEoTWPW5bVgkOOmttLtlXdhNMIX21p5TzrNNSvX8Hg0wgltrfxx1Rp2H0qXKuUR1+V5r7IWcYsn3TsTCf63qYHzG+v537UdHOx9vqPlvP27vDfyD3W1ALxU1hr+TCTMqS3N/HRdRyksdAQCHFoW5l07j+strzdgE8/l6QrYNOdHqrrfaGnioXiMZ5a20xsokAcCQEs+z9pgkBPaWvnp2g7+azBZes0v6+t4Khrluy1B7li2kuGokrJc7irbn3tsm/Ma6wlQDFJLwiHuTMT5dP8Az0bCJAPFbXOd9z4HAyMVlJurEpzT3Mi3OpPsnQpWBIlyK4MB/lZbWTFYFQzyfDjMGS2NtObyTMvlmJXNcVxvXymcfMQ73gCsC9hcXV3NfV4lenUwwKx8gc6ykPzTxvqKnt3yXsjVkSzdgQCvhEPMyuboCdi84FUeqwoFXvQqd0dObwPgJ431HN4/WHr9S7ECy1tvZEm0slV6VTDA7FxxrTdVFbdRf8Dm9qoENhArFHBXpXktWvxOPBqLsvvsGQCc29HJUWXrGHZnoriOu0IrOcyySvvb2rLNe9T0Ns5b2wFeI/7qQIDB+AqGClZp+QBdZaH7tVCQ5yJZrqlr5pFohK/09PGl3j7+XbY/LC3bfz/ubQuA5t6RauuKYJAFiThh12VONsuD1S5PJpp57PXlxQaYRJzDBwa5etYr3Jebwm3LVwLgWhYnTmnmES+MPRmNlCrwAMdNnVI6p+SAq6YtZ9veCCe1tQJwb/tyclg8Wxayfl1fyzPRCPfHYxw2UNz/H49G+E1tgr2H4FP9xeFVvYEAp3mNJGEXnmq8E4hyQ7bASw0tPBV9lkep57N9/VjAk5EI22Sz1BYKXFFbwxW1ECkUv5OvhkK8N1PZxDIQ6eYT09v4QmeGz/VmGLAs/pWI869EnMMG2ivmXeJt41fDIbbNFrfrokiYr6znOqdVgQAPxGO8J2nTkIclkZHv4F9qqzmhd2QI2epAgHObG5mdydITsOkJBErn7bvjMb7R2sy97ctpyhcqGhKPmD6VaKHAbkNpesIZvtDWyp3LVlDvHYf+5B3fDuvOs0fPuMUs+bYXAPdMprBcF9eyeDIaIZVZy8veew9WvUS2ZzeuaUqTs2B5JENv3ubpssaeHMXhzoVQ8f09HY2wMBohAPxPY4pfrBvZD/aYPYOPdrtcG2zgs339vDuTJWlZXFkbY1W4eBwPuZXh6seN9bweCvJwLMY1NdWcv2YkHA1aFomy+csbTAA6wxlqQgPsM3MaPYEAV9TWsP9gsvRdurUqwWuhIFN6BlmRD/BiOEytVwdozeV4MRLmh2U9yFfU1hBwXY7JZ5j8gd0im2arhCfgY0DUcZwPGWM+CPwcOGIrrXtcrusSnXYlz6dmEqypZpF3clpfS82gNz59aSjI3EyWf45qJT6rqYGvr4Hl0TTZUS2Cp7Y2c3L3yNF34dRnubK3msfK1vX3qgQfTCW5vqwlJuS62KGu4vptm1Pa6nkqNnKYGe96oqtqqjmgrEIJsDIYZFE4zIJEHMs7OC4PBUlaFj2BYlkX1iRZGXt03Pe+oCoMpPhmrJkL16xj32SKl7wKwD8TcaYnXTJuCNul1KNRXrZTW5srDrK/a6hh/1SxArWorFKwIhTgvek0L0QinNvUyNoQrK3v5GP1IxXved57Gw5O22SyLAmHeCAW4+MDxWW+4C2zOl+gp+lxEi2P8p1CFYO2xQMzY1yyag2/qa8rndSGPThO787i6j7uS1vcVNa7tSYYIOK6XFxXy5pggLsTce5uXwE5eKyuj3sa6rm1KsEr3jZ6OlLsFRpu5b2/LgPES+//1/V1XFoXA57mBlqB4hCigVAGJzzSsvunWSvYPhlk92xVKTh9uq+fa7zlLvEC43AL6vymBq5YuaYUnh6Kx3jIe4/VXqVorbec1lyOM1qa2HbFarbLZvlxYz0PxGL0BGzOXjcy5OS4smEzw2VwsfhJQz2DtsWaYJDOYIAveZU/gJtH9QyW91b22gFuqavi9/W13N2+glYvhA6X8+FYlDOmDHJpegq/XLuO14Mjn9l5jfUcNJgkb0HKsnkhEsZyXVYFg+w8ZybvSmc4fRn8ckqBF6NRavJ5+gIBnolGuHPUMJWF0QjrggH+WFfLcN/OrV65k/ZIheIf3uueiAY5v3FqxTK+3dzIvGSKi+pqeW2c4VVJ2+ZHTfW0h0K0h0I87k23y1qPiz2rFs0F+EFjQ6lHCeA3DbX8dF0H7cHKZf/c6/k7aGCQ/8Rj/K6uhg+mhugOFQPO/fHYmIpQojC2xfrJaJQno8VjUsh1uaQlD3SNme87LU38cdVabqiu4t+Jyu9MaYjm0BP8tTlLwHUJuW7p+/pQLFYRnnJ2hs+1tZZC/WOhjoogtCRaWc7vtjRxWKGPfH+WA2dOA/7JU6sqq16rygLtOU2NPBNNAcVyPhCPckJv35j3NJ5cpKvUzfeK93k+FI+x2Ct/yrbZf8ZU9koNcWN1FUFv5lXBylD9SFkv1oBt8eqofeOM5kYGbZvqnE17PMUpsZFAsd/M6QA05Ub6S+/ytnF7MMQf6mo4uLc4PA7gyXgd98fHnsP+r6x3+KoaGxiZZ0E8xtx0huOntrLL0BC/LqtQp73PzQkXw9MpUxMsitYS6L+JdF+xt+IvjWFurg0yv3MkbO4wZybbp0Za1S7xgsgroRB7bGQ44QOxKCeXhaqnlvZxf/VIw8ovGoohPwj8sa6m1HBZ/p27PxZllb2Of9cVh8LdF4tx5MBg6Rg5bMi2+Y93rAm4Ln+tqeEzfZXX9jxclef9dTP447IhpueLQ/9StsXUXB4Xl4umjuxPD8ZjHNvbz12JGL+ur8VtuJ3XvW0drH6WYPULtEeL7+X25l5uZ3rFun7TmOD62mIQ+8OyJF+dHuO+eIzXQiHWhF3+Uld5t9C/1wNUsSgc5oaVq7mwsYqbauLAAAALo1G+2xxk57UFfj99OZ3hyjrDvWXHlw/OnsF/d/ey29AQU3JjB+F1hTOkGl6gp6xxorwRoj9gF8+h8TXcQLFR8sjB4j7w4WSK62qqS+eMYe9LZwgHFJ3krWdrhae9gDsBHMd5xBiz21Za73q55LHD61icfpbYSOcDX+3uqahorAwGWBUY2Uy/qq9jXjJFyqrs8flnVYLtUhnWBIonkNjrnyQ167rS8xeNqrxcVlvD9GyW9w3lWG0neDoRYum0NRXzrA4GSsP2AJ6KhTm8f6BUqescNQxo+6E8i6MBrqupJlIo8Iu1HXy7pYkVwSCrvXldy2JKNsfqULCikvJqPI2dD3HMQG9Fi/khA4PcUVbR/HprM/PXdfJsJEy44NIeCnHuVIA2Du8fYMiyiBUKY4LIv0eFzaOmjbTw9tnF4QcrgwGO6UuSw1rvxcP3lC2nOl/g0lVrmDdzGktCIQoUx6G2B0OECy6f6evn4vriSXuw7IR9YlnF3o87aisrcIvDIS6sr+PxsvB7wMxpnL9ykMWJYrh7pax1uT9glypB5fbrL3Bvtc2ldWNvnz1vMMk9CTgq0VYxfXE8x2JG5v9wMsUT0QivhsMMeWPPhwPR8lCIfWdNx3ZdGvL5ihb5ftumPWRzbzxGay7HlSvXcOj0qXy7pZGuQKBi3gfjG74+alEkXArB4YLLPslUqbdkWMAtfh4dgUBFr+Y1NVWlYPrjxnrmJVPsVVZ3Gb6OZVEkXOol/GAqxUcGksxvbuS2qgS/qq/DxmVdMMjnevu4PZGgMxjg5UiYX0xN4sSLn9+3uno4p7mRU72APzObpd2rTC2KhEuVqNGSZT1P7V7wW5AYe8K/syoxJpSN9sI4Qwp/71UsAXaaMxOAe1/vY82oXq07q+J8qr94AX644PLp/n7+6t16fUY2y+5Dae6qSnBRfR0X1cPwFYE3j1Om5EYqsOd0dHG2N5QnXHBLvcgAPYEAR5X10GybyXBk/yBpy+LC4bsZttwLQN6yuK99OXvNKh5rHo1GuLC+lkXZdn4TrGVx+BF6x/muf76nj8trq7m8aaTS/K50hgBwb1MH9bxWmj762DJ8HdjUbL7iOGK5Lk9Go1ywkTsu7plM8WA8Rvfsa/lVTy0zsznO8bbFgG1zc9kdRNcGg9zkbd9by7bzLevZD9YEgiwLBqnt3ZbjB1Zx4bRkxTENKodvDesYZ8jn771j229GjZZ6KrppNyb5uvd9gGKAvi829nvw57oaDkgmWRQt7pP56ldIJ0feY3fQLn2vhi2OjQ3oS8Mhvt80dojYsBfDoYrgBPBsJMJD1S6f8kLNtTXV7DdrOrFCoTRKY7RTprQAdwFeQ1JzI2uDAe5OjP8db0xH2bbQw99qq5maqxxa3xECsFgYC7DrABw9dQorQ0GeXdpORySJE6+cf24mw8vhEOtGfX+DVcXBNjsMBngxnidf9jHvN5Dh/kSI62uL5Yv0vI852UfYIzXEnYkE70sXQ8i/1jO0d0k4xHeaG7mjKk5zLs86b395JhrhGSL8o2rluK/7x6j99Hf1tUDtmPmGj+nh+PJxlzPcMDXajYni9j90IMmtVQnacvmKkLt7atOu+xN5s9ha4amG0mALAPLGmKDjOKWjzqJFi7ZSUYpc12W/qk9zf+6XpWkfSA3xxZ4+no1EWB4MsiQcqhjWBcWWpQe9lrph169YxVHT2vhtcxjoI5F3sZOz+O/uXu4JN+Mkxr+i5PCBQY7vTnNLuJZkcICXvQrodzu7WBCP8UgsRrj+MbZL53klUjww/aiji8UDe/IV+24eiUa5qizovDddYHG0ON93unrYOzXEtpksT0YjJG2rVAmaNzjElXVjrxOas3x/vupeUhGetslmObg/zfJCKy/UFnvPhsdHn9PRyU8aG0pDbG6truLw/gGm53JjwuKwk7t7xjy356wZTOt7noxtMSOXI5RK4ZT1SH2hp4/P9PVz0MzKz2L/ZJL6QoGpuRyX1tXw96oEl61aQ3soyIxclq/09HJgMsnn2loZsm12HkrzdFll6utdPSOVPc85a5L0pGdwlPsMfbbNR2dMpSMEbbkceySHuKGmih+s5+T/m6Yoy8KVJ4Mp6SBf7F/Lj0ddx/W1rh4+3J3gqbhb0ZI3bJ9kqqJStU8yxUGDSf5n1Nj0abkcX+zt48zmYmvlcCWvKZXgI5lVXF1TzWldPbwYCXN7VYLdUkO05fLcVp3gMzOKZTLpDPWFAkcODHDZOL+DdFt15Qk7Uijwif5Brqwd2/OZsS0OGRjk8719/L6uFguXR2Ix3pPOcEZXD7eMChjlPXr3JuLcm4jTUj9SYR4v0MQKLocOJvlRU0Pp/Q6bmsuzTTZbalhw4nkO6bH4Uffr5CyrNP+uqSG+0NvHV72K2rINXU9jQ2coTdb1d9c+23VZ0L6CD88aCcxzMtnS8LBfrFnHOU2N9HvD78arAP6+vraiV3bYC+EwdyYSHDyY5PSuHgpY/K22mu0zWbbPjH+cWT7Oe+vYyPv42MBgKTyd1dk1ZjuXm53NcVxfP3ngXZlMaZtCsTGqtqyXqy8Q4JK6WgKFdp6za4G1vCudwbUgh832uWl8rfMpZudy3F4VZ20wyLRsjovWrKUtl+dfiTj/0xwm3fgCkUKBtG2Xel6h+D0drpwd253mZy1xLBfub1/OP6rinNfYMGYfP7Wrh1811PHxbjilfwXN+XwpxP6xrrIiGXTdisYkoDQEtbyH6c91YyugUOwVH7Jt6lJNmFRHafrxq2q4rG3DPWLT07B8Pe0Y8UJhzBDuYa253JggDvCuzlm83Fi8mUlzLsceqSFuq0qMuQZpeN/de1QD0GCk8iYIW8KnyxrV9k6meCAe47aqOHkL3pPOsEM6w7Xe572+4LQ+o8873+vo4oraapaFQrQMxal1AxAb5GdlvXT1+Xypt+Su6gDHDlqs9BpQ/lZTzS2NY+st22SyzMpmKxrX4qkmkrHi531AT4hV4QIdoeL34qTuXo7uhl81utxSG+F7HV1c3DEPwo9weP8A97U2syAYpzlrsS40NpAe2T/AjdVVpf1y3kCG7vQ23Nu8kqxt0ZLLsXYD14F9KJXi4XEC87DrV6yiIxDgvniM3nB63Hnq+2fQVzd+QAPYJZ3msdeX02vbFcfFGZkEi1b0wkp/vcEibxZbKzz1AeU1Lbs8OAHMnTt3KxVlxBfySe5/cuTxkGURBH67Zh2rAwFvWEjRNoNRpljdpeFEiyJhZmSzfKx/EJPJ8sN1naXKxsd7ctwCnNzTy6z8dnx3u5FhEL99JcENgZ05LXQdM7I5MkTYPm1zw8rV7OCdsD/RP8hOQxkemVZc1w9XD3FzfYEZmeLVTFP7ZjAvnGK/ZIrj+vr4xLQ2krbN3KECN9fCu9MZPtVf7LY/dGCQ//Uq7l/o6SNpWxzTmxw3PEXStVSFXP7VvqL03pvyeT7ZneTm/DROHFpM1HW5oL6OIwYG+WT/IPfE4xUV3M/29Vf0Woxukdo7OeS1isPP16zjm15r5YqaVQC8O5Nhu4xVGuYBsH02w5T8yDCCfQeTLEjEqfKGng33HnQER66t2W8wSQh4dyZLUz7Pcttmx3RleDqyf4CF0UhFL9l/UvsyL7eS+kCBusJIJf70rh72Sya5oWb9dx98LRygOhvglL51PBGN8sN1ndyd342P2Us4bGCQM5sb+e+eXv5pb8uJQ+0sIcGHkylura7ikz1ZrqsbqeTumK6sCNfkC2w7TuV4ai7PttkkT0QHStfpAazJT+M7XYv4Wncvcdel17Y5eDDJvGSKR6MRFsRjBN1ii/Hw9Qif7+1jyLLote1SwCmv9A87o6ubjFdh/FxvH3OyWQYtuzR8bG4mwzbZHH9cvZbzG+p4JBZjpteau28yVVEhKb63PBetWccfa2u4Px5jbbCyUrRtKsCrsTzhdB0NWZsTe1cTdV2mZ4sV5eN6+7jcqxBPyeUIl43br8lZHNMZIGxTMf3CteuIepX64cpFQz5PWy7HC5EIDakaDk8v5/lImCfiUV6a/Rod/cUbDAwb3SsL8P9SQxw+MEh9ofJWBXMzmdJ23Cmd5o+r13B/PMZvvQrd17p6+HVDHQcNDHJ3Il4RCACO7+3jstqa0jbeJT1EkGLjBhRD9LszY2/HUN67BsXgtjAa4YpxQvJjry3jA2W90V9bHeQqdmd24YbStE/0DYz5DiS89xoA9kkNscNQmueiEd4/EODLPcVK0c/WdpCxrFL4z5fduWteMsUpPb0MuFGeadmb2bnigMbWXPH6tv2SSbbJFvef9w8VK2/ZUIrD+5OlXniA6dksO6Uz/KOqeFrbJpPngjXr6BmaTV2hwP6DKX5ZP3Kt5LATevt4pON4PhO4hVbvt2yuW7GKT06r7PUNrpnHjrW3l4Y2jueT7duyc+yx0vu8asVqPjOtONTVcl1eGu6hzRS3/w/WdfKHwoG0DfRQPE2u35Ssxe0rX2fvmdPo9b4/8waTfK4ryy653lLgG+3i1WuJuC4f8RoCPzZQ4OYqm3d1zea81CNMy+WIui42xf30vFF3Njy1u4e7EnFuH7Wv98c6Kx7vP5hkn2Rqg0F7tJ2H0mQtmJHNVTSq/H3ZSmblchw2bWppvW25PLOz499yZFo2V7oRx7CPDO3JHv23VpTnfek0PbbN8lCIQwcHmZ3NcVF9Lbt0TqG9agfgmoplHNfbz6+8BjYnGqi4Oc5PG8feIAFgdjbL7Gxlb1RsqLEUnlozNt9YFeF/ZhYb2qbnckCQUztTHN8zyHaFAS7xrls+MJni9K5uLmioZ4dkgOcSQ2N6tI7oH6w49jfmC0zrq2Ob4BIeSthctmoN7/f2jYMHBnk1HOKVcJhvdnYTdV2GLKsiPM0YaGJZVbGs+62ag8m00+DdNXhaNsdty1cyaNvs7YWgu9pXcFTqVGZ1vc7r29w87jaxvH91o46LS6yP8LH3vGfc17zRFi5cOCnrlbeHrRWeHgQOA671rnl6biutd4MSwQSmbkdeWDFAMLGEVNnQlPLK+m3LVvJQeg8ODr3C32qrWRMIsF02y3G9/aWL0ndKj7TIHN2T5xbv7yAW53Z0loYqBLFIZOPM8S7zLq8OH7uilUjiZaKuy3u8inJu4F005J/krM5uBt0I5feCsIDpXkv785EIO6by/Hd3Lx/3ghMUW5DXBgPMyeY4aDBJzHUZcsdvZQ9408vfe1suz/BNGff3biawZ2p16fnP9/aRK4T5ds9a1gYDzM1k6bVHThy3LV9FeyhYurnG3LIAsMeoLvuWXJ4d0hks4A+r1uKmW/lTdRMfGWivuAXGjukMCxLx0o0xzuro4oqaaj7X188PvaBYvp4qr5K8bzJVqmTftmwljYXCmC9AIhsrbWMLOHzlTJ5oamfPZIrI2Ea/MXbuq+bYvqUc21f8DMJucWEJ1+VXa4snpDX5MJa345zd2c3JPb242Xpia/fkqZkPYHXvyjbZyguu+22L7bJZ3pXOcHJPL99saSJvWcS8QFCbrzwpZdccgmXfTXz4+UKBed7nt/tQmofal9Plxtlnmya+3FNsQW7KFzirsxsX+GFHFwWKNxv5Q10dc7IZbqxOsC4YpDWXZ9ehNEG3GEBDFIe3DlfsyysOJ/b0YrtwkHetWm2hwI/WdXrDaka2wU7pDL9e20EeeCZYx/dbY5zR2c3jsQjb9EzlA/bLfCX1WXa2lrFD6OmK97rjUJpYIkAqmKcpn+f96TQPxmO8K53hmNX1FO9RU3Rydw9PRSPUePvEU0vbedi7xqLl/7d3r3F2nQW9x397z32STGiaW5u0TW88DaUUeqFpT2kr0BYQhB4PFKoCpXhOFVEKyk1QUEBFixS14uEU5WA5yEW8caAFFYytvRBEQOLjJyUkTdIkk0ky9z37tnyx90z2TCbJM5fMJJPf91X2mrX2erKftdde/+dZz7PKFZ4xUuTf29o4rbCUtx38Pu9quPAavVB/VV8/vfk2bukf4CuLF5HPsrFQ9Yd7usc+8zcdOEgO+PP2c7hxsJsfGxpmY0c7KypVVlSqPKNY4rttbbVJVnr76KpWuWVggCeb29jc3sxzCgUq5PhuextLqlXuONDHfafVjt9n1MP1SwcG2dLSwv862Dd2LAA8/qMn+cvsSi5q+zded+YqllUqvGxgkBcMDY+btn1dsTTWU9O4PcCVg3m+XFrPs9oOfZfe17Oft+0/wDtWLqcty/j6ok5GJtxm9uyRWng6rXxo+YsaxmEWcjl+c/mysd6S5xYmv3VndFKTMxvGX6wtl8lnUM1BKJZYuv9ifi7byC39g3RmGX+7uHPsVqTV5SoXlIbZWGmCptp57eFtO7junLVjswpC7ezWlI0/E1xULPG721rJcmWew5MsqlZ5/vCVXNr2V0cNTytHOnh+dYh1S7u4umc1zyxu55xSiW0tLVw7XGBjvaGmrVi7IL9lYJC/LF5ELn/4eNN37ds/1vD1sT3dVIdXkwP+eftOXnfGSr7d3s5Z5TLnlqpMvAvzlv6BsV7d5ZXK2DkQ4OcPVnlbzy7uzpq4cEIYuXaoAPVD/rJCgb58nh8bqjXUjYaYD3b38KsrTmeobfzYoI/Wv78XFYusKZf5ctP5vLK0hWIuRyGXIwfjeh3u37V7rJHo/q7FY+HpmSMjnFNvbDmvWOFH9ZkyzyyXaQU+0N3DRSNFXnvmqrHetssLBV7dV2so+2ZnB88aKVJoW8ctA4OsLZfpbmrisfZ2bhoaYk2pzMMd7SytZlxTKHDNUwU+Xmmhrdo51gsJ8MaDvbyut49Nzcv4567a+XXi+M1RX9rxFFtaW/iHzg6WZNm4kNeUZSwaWkXPaRGAp1VyNFfznDPcyraOIisqFWpXBrCqUiU34Tf+9t5+Li0UOTiyjt84uJWXV97O0Lr7Gc7nefPuHM8eGWHtwbPZ1fUk1XzGZcNFfgC8qneEN/XVAvmnd+3m39raeF1fP335HNuaW7ik/hs5ccbFtYPL2d2aUWrtoaNS++xXVKo88OROVpQrtFA7j486o1IhlzXTVjyND+/dx9tXLucLO54au7X3JxuuRxoP0zWlMh2Z4510cpqr8PQl4MYQwsPUzwdztN9jet8V9/Kyb/0Niy/4MFyd/GkAABqxSURBVGsntBaN9nCcUy7zWJbj9GqVXzww+a0K55TKXDlY4cLe1cCT4/72P/oHj3qf96jzhzp4ZbH2/nngoW1P8qzhD0Drt4++XbHEv7e2sqRa6+1q1JllvGWSMv/avh5+2NLCqpFWzhhpYnP+DB5r+PuHuvexP9/ENcMF9nPkW5quKoywcqjMufkST6//YCytZvz23n08a6TIsmqVZQ29KI03Cy1uuFhbWujiVw4eCknXFAp8v5rj6v2rGG1QfM++/TzR0jI22cFoT8Kt/QPcWj9B/+nSJexoaeHFA4cu1j7U3cNTzU1cWTh0Eb2m/uPcVH+PD+3dx8XFIn+aNY07w583uIRbh5tYkh9/YXnv7r2EYol/7OygnINLRooUKovZUjh3St+q9ixjTbnCDiBHjs88tYd3lNaQb4HXbHkONy76Km84YxVLqhltGXyxPjPhl3fsYn/+0Kd558Fe1pbL3Le0i1/YW+Wu4orGMeGTaga+u3V8MIXaf7+9/rk8vVTiA3t76cgVeayjje7mZrqqVRZl2dhnDrWQ/Y6eA9wwNDTu+QdLqxlvPTB+qqrrhgvjejevbAjRTcDZpSp/vbPWE3lNocBDlbWsaqqQz1rG1c0zi0V+1NrCM4pFXrx7LV9f0c3TiyUuGSny3OECzxkp8lDl9HHb/NzB8a37zdRav88vFvnVntrx9Xmg0DT+9pSuUjN99QkYXt/bx2nVRRyoNxK8/kCRTy6r9Wh2NhzTd9b39cPSBl7YUmsvetGEyVz+YE83FaAFeHX983xmocLm9mYuHiny/KFh3nDGKi4olrh+cIRiHj69tIsL671MnVnGu/cfGhd5z55uHm9voz3LWFxp4rKRER6tz+Y2Wi9nNYzp+KM93eNmQnzvvv2UJhwQTcDbew6wtbk+EUuWce+ebr7Z0c7XF3UeFrp+8UAvny7fxA2D40Mu1G5VLgL3N1/MH/Zv4p3l13El9x22HjA2JqRxDEoOeGZfF99d2sd5pRIrDm7gp9q+Mvb360cbCIYLtdsFJ/xfWoCrhwt8bVEnH6t/9keyopyjhRyr84fWmtjzccPgEMP5PK/s66eYy7GLHIuzjL/d+RRfqpwHTfDr+/Zz97Kn8eF671s5l+PN5c7DzhO/2D3MP7Ws5jtPq52vb+sfGAtPPzY0zHequbGHi9zaN8C329u5vDDC6Bv9v+19nJH1UcnlOK1SGQtPS6q1ZqY1+y7i3eV/oollh/UAjDq74bP+gz3dLK4eOm5GJ/1p/L6uLZXG3RbaBKyvH5sXlvM052u3Oo5+L76xbQef61rMaZXquN71xnNZwxBDzike+uxHG/VeXp8Y6As7d/O1RR1saWnlV/YfHPs/vbT+HftEfQjW6Hm/cWbOcxrOXeP+//X67apU+KX67+Ybu1u4e/8W/rpjJX+wvIVqeSlf3PsfbG9uHpsVcXmlwgWDpbHv92gDUufgav5l72P8dPFshne8hnzbXnI8CmRcNNjBto4iZ5XKjI7NOpLLRkZ4tJpjKRnNxdNZVyqTJ2PDYCf5PKzf80xe0b2U1zR9nYwmfjBh+2ePFHl2/fPuqmZjwQk4rPGjo9JKc3kxpdYemrJDZ/PGRozRLc6d0Nv94sEheracS2iqNf49vVjhffvGTzpz955uTqtWubIwwh8fv8dtScfVnISnGGMVuHMu9jUdWWkZ9+zp5vIJLaAf2btvrMXsWPLA+3YX+VbWcdgP9nR1VTPIjl1Ft/YNcF6pRNMxTsCNXlmfMWpXtozhrImRrG1ceHrZwNDkGyb68QkXiavKZQ7UfyA/sruH/c21D2k0oF67fQPXNm856mc3erE+nMuxtaWFO3oPD4V/vLt2W9K6houAC0ulsRbW93T38lhH81gcbK7/qLfA2K1BKZ5Xv4BoDBB7sipbZ6vygfZqC1cURvj5vWVuGz4w7m9ryhXWNFz6dWYZr+of4FX9A/yomj4hxlRK+4Hu/XziaV1cPHL47YM5ardsplpdqXDTwCBryhVOP8KF3LG8d99+Xt4/wFnlCmeVF/Pj28+ms/k/AHjOJGU8kiVZxl/trIXSrnpZlhRrreCjz4y5tPdpbFxe6zlcW64wmIezyhW+tn0nWblrLDxNVRPjGxQAbukb4VudeX6yf5ALSiX+adsOnlatUiHPL+8/yJsP9B6xOeP5Q8NjPYyjOieEm2c19JKvLZf5x+07xp5J9aojXFT+TF8/w1nruAPm2uECv3DgIK/uG79Ne5aR2/tCzmz97qRPEmwFrth7IWe1PEpncSlHmqe4Ut9Z14Tj44XdK+gdWs81hc9z94RtuqoZf7NjF6vLFQaY/Bkyr+7rp5DLcd3Q8GGf/bG8bGCQ4XyOv1i0jK3t8Nq+/nGNMn8yyTZXFkb47K76ZEDZkbuvf6K/RHtlxVh4Avj/T+46bLppqAWBm7Zupxnoqf8/V5ernJ479Fl9acdT/Gdry1iVnd1zMde1Psjeozxnt/F8MBq6Rv1O9z7+9cBptccyZDnIZbxkYGhsUp4Up1erhzVgALymv59tLc3kgf/Z8PezS4f+P+0TPoezyuVxU5bPhqfXw8AvHTi8EfJ5gxVeM7SHNxdfwZrWf2dNQ5iYeIyuKZdpzjKaKh1jX4Fy/6XQD7TUehmvPbiYtw39gDMqFbqZmrfuP1Cf23F8+mjmyA+OP5IbhobHetsA2iotLN93Mzd1/S5ZYdERrxIf2vYkkwzBorl+t8VXn9zJ4qbDJ065aWjyx2FIJ5O56nk64U284IDaBfVkP1zT8Zc7nmIon2OQC2bl/RpdUixySbHIjimEp7n2dzueGpuQ+fqhAq252g/PR/fuowq8dwrv1ZFlvGv/gUn/tq5cZt3AkUPQT/QPc+vAoQvrX9l/sDZWI/GE/qdP7TnCYwmPjxxwU3/G0iM83X0unV0u85v7Dp+6erru7u459kpH0ZllbChMPoB5us4rlXn3ti6+P3IOtNRuOfleexuX9C1l4/J93DwwOO6CcnWlwm7gnicLdDXPzgD61eWMv6n3vAHjxk/lOfz2uqk6o+GiLw9jz0ebqiYYG9N0PPzavv184LQzx4U9gJYsz+l955E/Qug6t94IMnkMhOcWRnhuYaqXq/V9Az/VN8C/Np3O1vaM5ZWj9V1NXY4c1w0U6R65ENg+rpdwomP9eF9QKnHBEcYIHc2nd+3m2+1thzWstGVwfrEKOWjpvpbSyo28dHBwSuHpSJZXqvzeJOeDiwtlVpbL3Lpvbn7b1pXLbKw3VqS4sO90nljSc1gbQTPw2t4+HhhYB3xz0m1z5MaeDzhVo+e9705r6/EuKJX43tbtfG7JYn5z+TIWldtpZjFvOdDLPUdpXuua5HEHjdaUK1SmNqeHdNIwPM2R0Z6Ph+e5HPNlYqvhqMla3ufS6kqFD0/hIv6KWb5Y14lndamJH9Qvh35yYJAzes9hS9bM17bvHHvY9UQXFDPOLp8cx8bomMKl0+zxmyuhVOKXdzfRdgJegL2mJ89rh3aOBbXZ9L69Q9xbXgctG2f9vVM03uJ1JC09V3FZ7xLWNX8cgJf2HZ9jf1Wlyt8/uYvvVM+ftBfzeEgNTgDX7zmXX9ibQdP2w/5214FeHh4551h35J0wRu9c+O3qDXP2WUsnK8OTJCVYPcu9DPPpmiNM0qA0zeQOmxHzVJIjR0u11jv11z8cYhHFWbtdXZJOdLYvSJKkaWnFCwlJpxbPeZIkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQmaZ7JxCOEW4JUxxtvqrzcA9wBl4MEY4/tDCHngXuBSYAR4Y4xxy8yKLUmSJElza9o9TyGEe4DfmvAeHwduA64FrgohXAa8AmiPMV4NvBO4e/rFlSRJkqT5MZPb9h4Gfm70RQihC2iLMT4RY8yAB4AXUAtSXwWIMT4CXDGDfUqSJEnSvDjmbXshhDuAuyYsvj3G+BchhBsalnUBfQ2v+4Hz6st7G5ZXQgjNMcZy4xtu3rx5KuWeFYVCgR09W+d8v5JOblmWzXcRFqSRQmG+i7DgVavV+S7CnCgMT+1YKpdKx6kkJ5csy2rHyCyMiK9WqzQdbV/V6rxc+0kzdczwFGO8D7gv4b36gCUNr5cAB4HOCcvzE4MTwPr16xN2Mbs2b97MuSvPBHbO+b4lnbxyuRyYn2ZdW3t7rdlNx00+n4fKfJfi+GvvaIeB9PWbW1pqo7VPcblcrnaMzIJjvU8un5+Xaz+ATZs2zct+tTDM2mx7McY+oBhCOD+EkANuBjYCDwEvgbEJJb43W/uUJEmSpLkyo9n2JnEncD/QRG22vUdDCI8DN4YQHgZywO2zvE9JkiRJOu5mFJ5ijN8AvtHw+hFgw4R1qtRClSRJkiSdtHxIriRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUgLDkyRJkiQlMDxJkiRJUoLm6WwUQlgK/DnQBbQCb40x/ksIYQNwD1AGHowxvj+EkAfuBS4FRoA3xhi3zErpJUmSJGmOTLfn6a3A38cYrwdeD/xRffnHgduAa4GrQgiXAa8A2mOMVwPvBO6eUYklSZIkaR5Mq+cJ+H1qvUij71EIIXQBbTHGJwBCCA8ALwDOAL4KEGN8JIRwxcyKLEmSJElz75jhKYRwB3DXhMW3xxgfDyGspnb73luo3cLX17BOP3BefXlvw/JKCKE5xlieUcl1mBzZvG4vSZIkLWTHDE8xxvuA+yYuDyFcAnwW+OUY4zfrPU9LGlZZAhwEOicsz08WnDZv3jzFos9coVBgR8/WOd+vpJNbltnQcDyMFArzXYQFr1qtzncR5kRheGrHUrlUOk4lOblkWVY7RmZhOrFqtUrT0fZVrc7LtZ80U9OdMOIZwOeBW2OM/wYQY+wLIRRDCOcDPwRuBt4PrAVeBnyuPqHE9yZ7z/Xr10+nKDOyefNmzl15JrBzzvct6eSVy+Wwo3b2tbW31+5Z0HGTz+ehMt+lOP7aO9phIH395paW2lRXp7hcLlc7RmbBsd4nl8/Py7UfwKZNm+Zlv1oYpjvm6beAduCeEAJAb4zx5cCdwP1AE7XZ9h4NITwO3BhCeBjIAbfPvNiSJEmSNLemFZ7qQWmy5Y8AGyYsq1ILVZIkSZJ00vIhuZIkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUwPAkSZIkSQkMT5IkSZKUoHk6G4UQFgGfAZYBg8DPxBi7QwgbgHuAMvBgjPH9IYQ8cC9wKTACvDHGuGVWSi9JkiRJc2S6PU8/C2yKMT4P+CzwnvryjwO3AdcCV4UQLgNeAbTHGK8G3gncPbMiS5IkSdLcm1Z4ijF+FPhg/eXZwJ4QQhfQFmN8IsaYAQ8AL6AWpL5a3+4R4IoZl1qSJEmS5tgxb9sLIdwB3DVh8e0xxsdDCP8AXALcCHQBfQ3r9APn1Zf3NiyvhBCaY4zlxjfcvHnzNIo/M4VCgR09W+d8v5JOblmWzXcRFqSRQmG+i7DgVavV+S7CnCgMT+1YKpdKx6kkJ5csy2rHyCyMiK9WqzQdbV/V6rxc+0kzdczwFGO8D7jvCH97fgjhIuDLwHOAJQ1/XgIcBDonLM9PDE4A69evn0KxZ8fmzZs5d+WZwM4537ekk1culwPz06xra2+vNbvpuMnn81CZ71Icf+0d7TCQvn5zS0tttPYpLpfL1Y6RWXCs98nl8/Ny7QewadOmedmvFoZpfUNCCO8KIfxM/eUgUIkx9gHFEML5IYQccDOwEXgIeEl9uw3A92ZebEmSJEmaW9OabQ/4JPCp+i19TcDt9eV3AvfXlz0YY3w0hPA4cGMI4WEg17CuJEmSJJ00phWeYox7gBdNsvwRYMOEZVVqoUqSJEmSTlo+JFeSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJClB80w2DiFcBDwKrIoxFkIIG4B7gDLwYIzx/SGEPHAvcCkwArwxxrhlhuWWJEmSpDk17Z6nEEIXcDe1QDTq48BtwLXAVSGEy4BXAO0xxquBd9a3kSRJkqSTyrTCUwghB/xv4N3AUH1ZF9AWY3wixpgBDwAvoBakvgoQY3wEuGIWyn1Cy5FNa91c7ljrzt5+lWZqdTk77z139biwjpfj9b+Z6fdutupzqu9zYp8PTuSy1czV5ze6n6mePyZuf+z1ZsP0fts03pE/m5P/Oz47x5l0Ystl2dG/fCGEO4C7JizeBnw2xvjpEMKPgIuA5cAXY4xX1bd7A3AesLq+/Cv15duB82KM5dE327Rp04l3BpAkSdKCdPnll5v1NC3HHPMUY7wPuK9xWQhhC3BHPVitBh4EXgosaVhtCXAQ6JywPN8YnMADWJIkSdKJb1oTRsQYLxj9d73n6ab6hBHFEML5wA+Bm4H3A2uBlwGfq08o8b2ZFlqSJEmS5tqMZtubxJ3A/UATtdn2Hg0hPA7cGEJ4mNrtsLfP8j4lSZIk6bg75pinhcjp0xeWEEIL8ElgHdAGfAD4AfBn1Ebgfh94U4yxGkL4deDHqU2n/5YY42PzUWZNXwhhJbAJuJFaPf4Z1vOCEkJ4F/ATQCu1c/U3sZ4XlPp5+1PUztsV4Gfx+7xghBCuAn4nxnhDCOECEuv1SOvOx/9BOpJT9SG5Tp++sPw00BNjfB7wYuAPgY8A76kvywEvr0+dfz1wFfBq4I/mqbyapvoF158Aw/VF1vMCE0K4AbgG+G/U6vEsrOeF6CVAc4zxGuA3gA9iPS8IIYS3A/8HaK8vmkq9HrbuXJZdSnGqhqdTbvr0Be7zwHsbXpeBy6m1VgN8BXghtXp/MMaYxRi3A80hhBVzWlLN1O9Re57crvpr63nhuZna2NgvAX8L/B3W80L0n9TqLA90ASWs54XiCeC/N7yeSr1Otq50QjlVw1MX0NvwuhJCmO3xX5ojMcaBGGN/CGEJ8AXgPUCu/rwxgH5gKYfX++hynQRCCK8HumOMDzQstp4XnuXUGrReyaFxtHnrecEZoHbL3n8AnwA+ht/nBSHG+EVqYXjUVOp1snWlE8qpGp76OMb06Tq5hBDOAv4R+HSM8TNA4z3So9PmT6z30eU6ObyB2uQz3wCeDfxfYGXD363nhaEHeCDGWIwxRqDA+Aso63lhuItaPT+d2vjjT1Eb4zbKel44pvJ7PNm60gnlVA1PD1G73xqnTz/5hRBWUXvW2DtijJ+sL/7X+tgJqI2D2kit3m8OIeRDCGdTC8375rzAmpYY43UxxutjjDcA3wFeC3zFel5w/hl4UQghF0I4E1gE/L31vOAc4FDPw36gBc/bC9VU6nWydaUTyql6q9qXcPr0heTdwGnAe0MIo2Offgn4WAihFdgMfCHGWAkhbAT+hVrDwZvmpbSaTW8DPmE9Lxwxxr8LIVwHPMah+tuK9bzQ/D7wyXodtlI7j38L63khmsp5+rB156PA0tGcklOVS5IkSdJUnaq37UmSJEnSlBieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCmB4UmSJEmSEhieJEmSJCnBfwEdDfaKAy1elgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],sell_delta[1:])\n", + "plt.plot(mean_df['time_step'][1:],ext_delta[1:])\n", + "plt.ylim(-400,400)\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'],mean_df['Z']/mean_df['P_Ext_Markets'])\n", + "plt.title('Z per External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "# plt.figure(figsize=(12,8))\n", + "# plt.plot(df['time_step'],(df['TDR_Int']-df['TDR_Ext'])/df['TDR_Ext'])\n", + "# plt.title('Availability of TDR arbitrage opportunity')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# plt.figure(figsize=(12,8))\n", + "# plt.plot(df['time_step'],(df['Zeus_LT']/df['Zeus_ST']-1))\n", + "# plt.title('Availability of LT vs ST arbitrage opportunity')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalSell_LogTransZmech_step
631.573333e+0625002.71246399.95317899.9544011.733333e+060.021000000.01.968254
641.595000e+0625003.13546199.95236199.9535821.761389e+060.021000000.02.000000
651.620000e+0625003.53458299.95156799.9527641.769167e+060.021000000.02.000000
661.627500e+0625004.00280699.95088299.9519621.764444e+060.021000000.02.000000
671.629167e+0625004.52605599.95025399.9512381.757500e+060.021000000.02.000000
\n", + "
" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Price_Signal Sell_Log Trans \\\n", + "63 1.573333e+06 25002.712463 99.953178 99.954401 1.733333e+06 0.0 \n", + "64 1.595000e+06 25003.135461 99.952361 99.953582 1.761389e+06 0.0 \n", + "65 1.620000e+06 25003.534582 99.951567 99.952764 1.769167e+06 0.0 \n", + "66 1.627500e+06 25004.002806 99.950882 99.951962 1.764444e+06 0.0 \n", + "67 1.629167e+06 25004.526055 99.950253 99.951238 1.757500e+06 0.0 \n", + "\n", + " Z mech_step \n", + "63 21000000.0 1.968254 \n", + "64 21000000.0 2.000000 \n", + "65 21000000.0 2.000000 \n", + "66 21000000.0 2.000000 \n", + "67 21000000.0 2.000000 " + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# vol_df = df.rolling(window = 21).mean()\n", + "vol_df = pd.DataFrame()\n", + "rolling_days = 63 # days = number * mechanisms\n", + "for n in names:\n", + " vol_df[n] = mean_df[n].rolling(rolling_days).mean().shift()\n", + " \n", + "vol_df = vol_df.dropna() #(vol_df.iloc[0:rolling_days])\n", + "# vol_df[n].iloc[:rolling_days], axis=1)\n", + "vol_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Z')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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nOSPJSUku6e5r9rjmlCTvTPL87r6xqk5IcmmSM5N8Ksn3dffNR2HsAABwyA60Inxeklu6++wkz0zy6tWTVfXYJL+V5EtXDn9TkpO7+wlJfizJK4/ccAEA4MjY74pwkiuTXLXy+K49zp+U5NlJ3rhy7Kwkb0+S7n7fMpaPG29e+7P8lw98dKOHcb+3Y8eOnPJbn9joYbDBzAMS8wBzgIWzHvmAbN260aP4TPsN4e6+I0mqaksWQXzRHudvWJ5fPfzgJLeuPL67qjZ3954RnfX19UMb9WH4i7+8PTt27DjmH3eae+65x58z5gFJzAPMARY+fefJG9J++3OgFeFU1elJrk5yaXdfcRD3vC3JlpXHJ+wtgpNk6wb8s2Dr1uSHjvlHnWd9fX1DXl+OL+YBiXmAOcDCRs6DtbW1vR7f7x7hqnp4kmuTvKS7tx/kx7ohybnL5z8+yUcOfpgAAHBsHGhF+MIkpyW5uKouXh67LMmp3f3afTzn6iRPq6r3JtmU5LlHZKQAAHAEHWiP8AVJLjjQTbr7nJVf35PkBYc9MgAAOIp8Qw0AAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBImw90QVWdmGR7kjOSnJTkku6+ZuX81yd5aZK7kmzv7suqalOSP0vyh8vLfru7f/wIjx0AAA7ZAUM4yXlJbunu76qqz03yoSTXJH8Xya9K8k+S/L8kN1TVW5I8KMkHu/vrj86wAQDg8BxMCF+Z5KqVx3et/Hprkpu7++NJUlXXJzk7iy0Xj6yq65J8MsmLu7uPzJABAODwHTCEu/uOJKmqLVkE8UUrpx+c5NaVx7cneUiSm5L8h+6+sqrOSvKmLFaNP8P6+vqhj5zj2s6dO72+mAckMQ8wB1g4HufBwawIp6pOT3J1kku7+4qVU7cl2bLyeEuSTyT5QJYrx919fVU9sqo2dfeu1ftu3br1cMbOcWx9fd3ri3lAEvMAc4CFjZwHa2trez1+MG+We3iSa5Oc393v2uP0epIvq6qHJrkjyZOSvCLJTyS5JcnLq+rMJH+6ZwQDAMBGOpgV4QuTnJbk4qq6eHnssiSndvdrq+pHkrwji33B27v7z6vqp5O8qaqelcXK8Pce+aEDAMChO5g9whckuWA/59+S5C17HPt4kmcd9ugAAOAo8Q01AAAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAI20+0AVVdWKS7UnOSHJSkku6+5qV81+f5KVJ7kqyvbsvq6rPSfKmJA9LcnuS7+nujx354QMAwKE5mBXh85Lc0t1nJ3lmklfvPrGM5Fcl+dokT07yA1X1BUlemOQjy+e8IclFR3rgAABwOA4mhK9McvHK47tWfr01yc3d/fHuvjPJ9UnOTnJWkrcvr3lbkqcegbECAMARc8CtEd19R5JU1ZYkV+UzV3cfnOTWlce3J3nIHsd3H/ss6+vr937E3Cfs3LnT64t5QBLzAHOAheNxHhwwhJOkqk5PcnWSS7v7ipVTtyXZsvJ4S5JP7HF897HPsnXr1ns7Xu4j1tfXvb6YByQxDzAHWNjIebC2trbX4wfzZrmHJ7k2yfnd/a49Tq8n+bKqemiSO5I8KckrknxJknOTvD+LfcXvOeSRAwDAUXAwK8IXJjktycVVtXuv8GVJTu3u11bVjyR5Rxb7jbd3959X1S8keX1VXZ/kziTPOQpjBwCAQ3Ywe4QvSHLBfs6/Jclb9ji2I8m3HvboAADgKPENNQAAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIy0adeuXRvygdfW1jbmAwMAMM62bds27Xlsw0IYAAA2kq0RAACMJIQBABhJCAMAMNLmjR4A901VdWKS7UnOSHJSkkuS/EGSy5PsSvJ7SV7U3fdU1U8keVaSu5L8cHe/fyPGzNFRVQ9LspbkaVm8xpfHHBinqn48yTckeWCSS5P8ZsyFMZafE16fxeeEu5N8f/x9MEpVPS7Jy7r7nKp6VA7ytd/Xtcdq3FaEOVTnJbmlu89O8swkr07yM0kuWh7blOQbq+oxSZ6c5HFJviPJz2/QeDkKlp/8XpPkk8tD5sBAVXVOkicm+ZosXuvTYy5Mc26Szd39xCQ/meSnYg6MUVU/muR1SU5eHro3r/1nXXssxy6EOVRXJrl45fFdSbZlsQqUJG9L8tQkZyW5trt3dfefJtlcVZ9/TEfK0fSKJL+Y5C+Wj82BmZ6e5CNJrk7yliRvjbkwzU1ZvJ4nJHlwkk/HHJjkj5J888rje/Pa7+3aY0YIc0i6+47uvr2qtiS5KslFSTZ19+6vx3d7kodk8RfirStP3X2c+7iq+t4kH+vud6wcNgdm+rwkj03yrUlekOSXk5xgLoxyRxbbIm5MclmSn4u/D8bo7jdn8Y+f3e7Na7+3a48ZIcwhq6rTk1yX5I3dfUWS1T09W5J8Islty1/veZz7vucleVpVvTvJVyV5Q5KHrZw3B+a4Jck7uvvO7u4kO/OZn8zMhfu/F2cxBx6d5Mws9gs/cOW8OTDLvemBvV17zAhhDklVPTzJtUle0t3bl4c/tNwrmCz2Db8nyQ1Jnl5VJ1TVF2exSvQ3x3zAHHHd/aTufnJ3n5Pkw0m+O8nbzIGRrk/yjKraVFWPSHJqkneZC6N8PH+/2ve3SU6MzwmT3ZvXfm/XHjO+agSH6sIkpyW5uKp27xW+IMnPVdUDk6wnuaq7766q9yT57Sz+4fWiDRktx8q/SnKZOTBLd7+1qp6U5P35+9f4j2MuTPKqJNuXr+8Ds/gc8YGYA1Pdm88Fn3XtsRyob7EMAMBItkYAADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACM9P8Bmn7sGmBrQCQAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['Z'])\n", + "plt.title('Rolling Average of Z')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of External Stock Market Price')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['P_Ext_Markets'])\n", + "plt.title('Rolling Average of External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Zeus Price')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['Price'])\n", + "plt.plot(vol_df['P_Ext_Markets']/250)\n", + "plt.legend()\n", + "plt.title('Rolling Average of Zeus Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "98.59147257546257" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"Price\"].min()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "101.16909956068541" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"Price\"].max()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/barlin/App2_Config6.ipynb b/notebooks/barlin/App2_Config6.ipynb new file mode 100644 index 0000000..eafbce9 --- /dev/null +++ b/notebooks/barlin/App2_Config6.ipynb @@ -0,0 +1,2396 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SimCAD Application Notebook\n", + "## Experiment Type 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Name of Config File or System Description\n", + "#### 100 MonteCarlo Runs \n", + "#### Behaviors: EMHers, Herders, HODLers, EIUers, and Human EIUers" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Simulation Run 1\n", + "single_proc: []\n" + ] + }, + { + "ename": "InvalidOperation", + "evalue": "[]", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mInvalidOperation\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[0msingle_proc_ctx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mExecutionContext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexec_mode\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msingle_proc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 16\u001b[0m \u001b[0mrun1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mExecutor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msingle_proc_ctx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msingle_config\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 17\u001b[1;33m \u001b[0mrun1_raw_result\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrun1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmain\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 18\u001b[0m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrun1_raw_result\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 19\u001b[0m \u001b[1;31m# print(tabulate(result, headers='keys', tablefmt='psql'))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\__init__.py\u001b[0m in \u001b[0;36mexecute\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 72\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexec_context\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mExecutionMode\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msingle_proc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 73\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0msingle_proc_exec\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msimulation_execs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstates_lists\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfigs_structs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mTs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mNs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 74\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexec_context\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mExecutionMode\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmulti_proc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 75\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfigs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\__init__.py\u001b[0m in \u001b[0;36msingle_proc_exec\u001b[1;34m(simulation_execs, states_lists, configs_structs, env_processes_list, Ts, Ns)\u001b[0m\n\u001b[0;32m 67\u001b[0m \u001b[0msimulation\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mN\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ml\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[1;31m# print(states_list)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 69\u001b[1;33m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msimulation\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstates_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mN\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 70\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mflatten\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36msimulation\u001b[1;34m(self, states_list, configs, env_processes, time_seq, runs)\u001b[0m\n\u001b[0;32m 100\u001b[0m \u001b[1;31m# print(\"Run: \"+str(run))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 101\u001b[0m \u001b[0mstates_list_copy\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstates_list\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# WHY ???\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 102\u001b[1;33m \u001b[0mhead\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0mtail\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpipe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstates_list_copy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 103\u001b[0m \u001b[0mgenesis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mhead\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 104\u001b[0m \u001b[0mgenesis\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'mech_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgenesis\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgenesis\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'run'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mpipe\u001b[1;34m(self, states_list, configs, env_processes, time_seq, run)\u001b[0m\n\u001b[0;32m 86\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mtime_step\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 87\u001b[0m \u001b[1;31m# print(run)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 88\u001b[1;33m \u001b[0mpipe_run\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mblock_gen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msimulation_list\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtime_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 89\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0mpipe_run\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpipe_run\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 90\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpipe_run\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mblock_gen\u001b[1;34m(self, states_list, configs, env_processes, t_step, run)\u001b[0m\n\u001b[0;32m 72\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mconfig\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 73\u001b[0m \u001b[0ms_conf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mb_conf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 74\u001b[1;33m \u001b[0mstates_list\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmech_step\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mm_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms_conf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mb_conf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mt_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 75\u001b[0m \u001b[0mm_step\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 76\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mmech_step\u001b[1;34m(self, m_step, sL, state_funcs, behavior_funcs, env_processes, t_step, run)\u001b[0m\n\u001b[0;32m 37\u001b[0m \u001b[0mlast_in_obj\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 38\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 39\u001b[1;33m \u001b[0m_input\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetBehaviorInput\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mm_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlast_in_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbehavior_funcs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 40\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 41\u001b[0m \u001b[1;31m# print(sL)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mgetBehaviorInput\u001b[1;34m(self, step, sL, s, funcs)\u001b[0m\n\u001b[0;32m 16\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 17\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 18\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfoldr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcall\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgetColResults\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mops\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 19\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 20\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mgetColResults\u001b[1;34m(step, sL, s, funcs)\u001b[0m\n\u001b[0;32m 14\u001b[0m \u001b[0mops\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbehavior_ops\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mgetColResults\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 16\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 17\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 18\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mfoldr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcall\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgetColResults\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mops\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36m\u001b[1;34m(f)\u001b[0m\n\u001b[0;32m 14\u001b[0m \u001b[0mops\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbehavior_ops\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mgetColResults\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 16\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 17\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 18\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mfoldr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcall\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgetColResults\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m 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\u001b[1;33m*\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'P_Ext_Markets'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Price'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mHerd_portion\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mtheta\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 78\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;34m'herd_sell'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0msell\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'herd_buy'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 79\u001b[0m \u001b[1;31m# elif s['Price'] > Herd_UB - (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)):\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mInvalidOperation\u001b[0m: []" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from tabulate import tabulate\n", + "\n", + "from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "from sandboxUX import config6 #, config2\n", + "from SimCAD import configs\n", + "\n", + "# ToDo: pass ExecutionContext with execution method as ExecutionContext input\n", + "\n", + "exec_mode = ExecutionMode()\n", + "\n", + "print(\"Simulation Run 1\")\n", + "# print()\n", + "single_config = [configs[0]]\n", + "single_proc_ctx = ExecutionContext(exec_mode.single_proc)\n", + "run1 = Executor(single_proc_ctx, single_config)\n", + "run1_raw_result = run1.main()\n", + "df = pd.DataFrame(run1_raw_result)\n", + "# print(tabulate(result, headers='keys', tablefmt='psql'))\n", + "# print()\n", + "\n", + "# print(\"Simulation Run 2: Pairwise Execution\")\n", + "# print()\n", + "# multi_proc_ctx = ExecutionContext(exec_mode.multi_proc)\n", + "# run2 = Executor(multi_proc_ctx, configs)\n", + "# run2_raw_results = run2.main()\n", + "# for raw_result in run2_raw_results:\n", + "# result = pd.DataFrame(raw_result)\n", + "# print(tabulate(result, headers='keys', tablefmt='psql'))\n", + "# print()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#df = pd.DataFrame(run1_raw_result)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_steptimestamp
002500010010010000210000000102018-10-01 15:16:24
1025067.6810568193017303428860010010010000210000001112018-10-01 15:16:25
2025067.681056819301730342886001001001005249999.9999999999999999999990210000002112018-10-01 15:16:25
3025067.6810568193017303428860099.88095238095238095238095238100.00100.000005249999.9999999999999999999990210000003112018-10-01 15:16:25
45249999.99999999999999999999725042.1912062505485891961143399.88095238095238095238095238100.00100.000005249999.9999999999999999999990210000001122018-10-01 15:16:26
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets \\\n", + "0 0 25000 \n", + "1 0 25067.68105681930173034288600 \n", + "2 0 25067.68105681930173034288600 \n", + "3 0 25067.68105681930173034288600 \n", + "4 5249999.999999999999999999997 25042.19120625054858919611433 \n", + "\n", + " Price Price_Signal Price_Signal_2 \\\n", + "0 100 100 100 \n", + "1 100 100 100 \n", + "2 100 100 100 \n", + "3 99.88095238095238095238095238 100.00 100.00000 \n", + "4 99.88095238095238095238095238 100.00 100.00000 \n", + "\n", + " Sell_Log Trans Z mech_step run time_step \\\n", + "0 0 0 21000000 0 1 0 \n", + "1 0 0 21000000 1 1 1 \n", + "2 5249999.999999999999999999999 0 21000000 2 1 1 \n", + "3 5249999.999999999999999999999 0 21000000 3 1 1 \n", + "4 5249999.999999999999999999999 0 21000000 1 1 2 \n", + "\n", + " timestamp \n", + "0 2018-10-01 15:16:24 \n", + "1 2018-10-01 15:16:25 \n", + "2 2018-10-01 15:16:25 \n", + "3 2018-10-01 15:16:25 \n", + "4 2018-10-01 15:16:26 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Standard Library Imports\n", + "#import pandas as pd\n", + "import numpy as np\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "#from tabulate import tabulate\n", + "\n", + "sns.set_style('whitegrid')\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# SimCAD Specific\n", + "# from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "# from sandboxUX import config1 , config2\n", + "# from SimCAD import configs" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "#Convert data type of output to float. MPL works OK with strings, seaborn does not\n", + "names = df.keys()[:-3] # [:-3] only affects state variables\n", + "for n in names:\n", + " df[n]=df[n].apply(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_steptimestamp
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_step
Buy_Log1.000000-0.0921990.7108570.7098920.696014-0.799244NaNNaN1.316366e-03-3.082369e-022.699011e-02
P_Ext_Markets-0.0921991.000000-0.074196-0.074045-0.0710270.118029NaNNaN1.247637e-045.084417e-024.598328e-02
Price0.710857-0.0741961.0000000.9999990.999534-0.794528NaNNaN6.975749e-04-2.973660e-022.427146e-01
Price_Signal0.709892-0.0740450.9999991.0000000.999577-0.793678NaNNaN6.978929e-04-2.970354e-022.434846e-01
Price_Signal_20.696014-0.0710270.9995340.9995771.000000-0.779450NaNNaN7.034925e-04-2.908907e-022.581845e-01
Sell_Log-0.7992440.118029-0.794528-0.793678-0.7794501.000000NaNNaN9.562029e-043.566879e-021.603812e-01
TransNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ZNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
mech_step0.0013160.0001250.0006980.0006980.0007030.000956NaNNaN1.000000e+00-4.014956e-211.413037e-03
run-0.0308240.050844-0.029737-0.029704-0.0290890.035669NaNNaN-4.014956e-211.000000e+003.603741e-18
time_step0.0269900.0459830.2427150.2434850.2581840.160381NaNNaN1.413037e-033.603741e-181.000000e+00
\n", + "
" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Price_Signal \\\n", + "Buy_Log 1.000000 -0.092199 0.710857 0.709892 \n", + "P_Ext_Markets -0.092199 1.000000 -0.074196 -0.074045 \n", + "Price 0.710857 -0.074196 1.000000 0.999999 \n", + "Price_Signal 0.709892 -0.074045 0.999999 1.000000 \n", + "Price_Signal_2 0.696014 -0.071027 0.999534 0.999577 \n", + "Sell_Log -0.799244 0.118029 -0.794528 -0.793678 \n", + "Trans NaN NaN NaN NaN \n", + "Z NaN NaN NaN NaN \n", + "mech_step 0.001316 0.000125 0.000698 0.000698 \n", + "run -0.030824 0.050844 -0.029737 -0.029704 \n", + "time_step 0.026990 0.045983 0.242715 0.243485 \n", + "\n", + " Price_Signal_2 Sell_Log Trans Z mech_step \\\n", + "Buy_Log 0.696014 -0.799244 NaN NaN 1.316366e-03 \n", + "P_Ext_Markets -0.071027 0.118029 NaN NaN 1.247637e-04 \n", + "Price 0.999534 -0.794528 NaN NaN 6.975749e-04 \n", + "Price_Signal 0.999577 -0.793678 NaN NaN 6.978929e-04 \n", + "Price_Signal_2 1.000000 -0.779450 NaN NaN 7.034925e-04 \n", + "Sell_Log -0.779450 1.000000 NaN NaN 9.562029e-04 \n", + "Trans NaN NaN NaN NaN NaN \n", + "Z NaN NaN NaN NaN NaN \n", + "mech_step 0.000703 0.000956 NaN NaN 1.000000e+00 \n", + "run -0.029089 0.035669 NaN NaN -4.014956e-21 \n", + "time_step 0.258184 0.160381 NaN NaN 1.413037e-03 \n", + "\n", + " run time_step \n", + "Buy_Log -3.082369e-02 2.699011e-02 \n", + "P_Ext_Markets 5.084417e-02 4.598328e-02 \n", + "Price -2.973660e-02 2.427146e-01 \n", + "Price_Signal -2.970354e-02 2.434846e-01 \n", + "Price_Signal_2 -2.908907e-02 2.581845e-01 \n", + "Sell_Log 3.566879e-02 1.603812e-01 \n", + "Trans NaN NaN \n", + "Z NaN NaN \n", + "mech_step -4.014956e-21 1.413037e-03 \n", + "run 1.000000e+00 3.603741e-18 \n", + "time_step 3.603741e-18 1.000000e+00 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.corr()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Buy_Log 0\n", + "P_Ext_Markets 21362\n", + "Price -305.018\n", + "Price_Signal -304.251\n", + "Price_Signal_2 -289.34\n", + "Sell_Log 0\n", + "Trans 0\n", + "Z 2.1e+07\n", + "mech_step 0\n", + "run 1\n", + "time_step 0\n", + "timestamp 2018-10-01 15:16:24\n", + "dtype: object" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.min()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "aggregate_dimension = 'time_step'\n", + "\n", + "mean_df = df.groupby(aggregate_dimension).mean().reset_index()\n", + "median_df = df.groupby(aggregate_dimension).median().reset_index()\n", + "std_df = df.groupby(aggregate_dimension).std().reset_index()\n", + "min_df = df.groupby(aggregate_dimension).min().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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time_stepBuy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_steprun
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994672500.025003.00908999.93172699.89001999.9772933010000.00.021000000.02.050.5
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" + ], + "text/plain": [ + " time_step Buy_Log P_Ext_Markets Price Price_Signal \\\n", + "0 0 0.0 25000.000000 100.000000 100.000000 \n", + "1 1 0.0 25001.664782 99.987698 100.000000 \n", + "2 2 1575000.0 25003.095097 99.945833 99.991758 \n", + "3 3 2625000.0 24998.719588 99.900794 99.960988 \n", + "4 4 3097500.0 24998.345191 99.873790 99.920658 \n", + "5 5 3517500.0 24999.839608 99.861984 99.889256 \n", + "6 6 3570000.0 24992.728616 99.863611 99.870984 \n", + "7 7 4147500.0 24998.457691 99.874226 99.866044 \n", + "8 8 4042500.0 25000.307133 99.899127 99.871526 \n", + "9 9 4672500.0 25003.009089 99.931726 99.890019 \n", + "\n", + " Price_Signal_2 Sell_Log Trans Z mech_step run \n", + "0 100.000000 0.0 0.0 21000000.0 0.0 50.5 \n", + "1 100.000000 1085000.0 0.0 21000000.0 2.0 50.5 \n", + "2 99.999616 3167500.0 0.0 21000000.0 2.0 50.5 \n", + "3 99.997935 4077500.0 0.0 21000000.0 2.0 50.5 \n", + "4 99.994899 4077500.0 0.0 21000000.0 2.0 50.5 \n", + "5 99.991115 3797500.0 0.0 21000000.0 2.0 50.5 \n", + "6 99.987079 3605000.0 0.0 21000000.0 2.0 50.5 \n", + "7 99.983221 3395000.0 0.0 21000000.0 2.0 50.5 \n", + "8 99.979815 3132500.0 0.0 21000000.0 2.0 50.5 \n", + "9 99.977293 3010000.0 0.0 21000000.0 2.0 50.5 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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time_stepBuy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_steprun
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" + ], + "text/plain": [ + " time_step Buy_Log P_Ext_Markets Price Price_Signal \\\n", + "991 991 11812500.0 25205.595381 245.573472 245.409361 \n", + "992 992 11655000.0 25206.680224 245.688790 245.519315 \n", + "993 993 11917500.0 25207.803715 245.805278 245.632863 \n", + "994 994 12022500.0 25210.846477 245.924385 245.748381 \n", + "995 995 11445000.0 25216.197721 246.031448 245.866304 \n", + "996 996 11235000.0 25210.647595 246.122520 245.976951 \n", + "997 997 11287500.0 25217.300375 246.215437 246.074482 \n", + "998 998 11182500.0 25212.886930 246.300417 246.168922 \n", + "999 999 11077500.0 25213.735162 246.380913 246.257023 \n", + "1000 1000 11182500.0 25218.726805 246.468115 246.340029 \n", + "\n", + " Price_Signal_2 Sell_Log Trans Z mech_step run \n", + "991 242.081879 7367500.0 0.0 21000000.0 2.0 50.5 \n", + "992 242.190992 7227500.0 0.0 21000000.0 2.0 50.5 \n", + "993 242.300298 7192500.0 0.0 21000000.0 2.0 50.5 \n", + "994 242.409828 7402500.0 0.0 21000000.0 2.0 50.5 \n", + "995 242.519658 7892500.0 0.0 21000000.0 2.0 50.5 \n", + "996 242.629402 7770000.0 0.0 21000000.0 2.0 50.5 \n", + "997 242.738562 7822500.0 0.0 21000000.0 2.0 50.5 \n", + "998 242.847214 8207500.0 0.0 21000000.0 2.0 50.5 \n", + "999 242.955127 7962500.0 0.0 21000000.0 2.0 50.5 \n", + "1000 243.062182 7875000.0 0.0 21000000.0 2.0 50.5 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_df.tail(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "def dist_plot(x, y,lx=False,ly=False, suppMin=False): \n", + " plt.figure(figsize=(12,8))\n", + " if not(suppMin):\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,min_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'min'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + " \n", + " else:\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,mean_df[y].values-std_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'mean - 1*std'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + "\n", + " plt.xlabel(x)\n", + " plt.ylabel(y)\n", + " if lx:\n", + " plt.xscale('log')\n", + " \n", + " if ly:\n", + " plt.yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dist_plot('time_step', 'P_Ext_Markets',suppMin=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],(1/250)*mean_df['P_Ext_Markets'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "time_step 2.889637e+02\n", + "Buy_Log 1.449694e+06\n", + "P_Ext_Markets 5.179452e+01\n", + "Price 4.405590e+01\n", + "Price_Signal 4.409223e+01\n", + "Price_Signal_2 4.451075e+01\n", + "Sell_Log 1.525531e+06\n", + "Trans 0.000000e+00\n", + "Z 0.000000e+00\n", + "mech_step 6.318237e-02\n", + "run 0.000000e+00\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(np.std(mean_df))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Sell_Log'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 NaN\n", + "1 1085000.0\n", + "2 2082500.0\n", + "3 910000.0\n", + "4 0.0\n", + "5 -280000.0\n", + "6 -192500.0\n", + "7 -210000.0\n", + "8 -262500.0\n", + "9 -122500.0\n", + "10 -542500.0\n", + "11 -297500.0\n", + "12 87500.0\n", + "13 297500.0\n", + "14 -262500.0\n", + "15 -157500.0\n", + "16 297500.0\n", + "17 140000.0\n", + "18 210000.0\n", + "19 35000.0\n", + "Name: Sell_Log, dtype: float64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "buy_delta = mean_df['Buy_Log'].diff()\n", + "sell_delta = mean_df['Sell_Log'].diff()\n", + "ext_delta = mean_df['P_Ext_Markets'].diff()\n", + "# df_delta['Buy_Log'] = buy_delta\n", + "# df_delta['Sell_Log'] = sell_delta\n", + "# df_delta = df_delta.append(ext_delta)\n", + "# df_delta.head()\n", + "sell_delta.head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],sell_delta[1:])\n", + "plt.plot(mean_df['time_step'][1:],ext_delta[1:])\n", + "plt.ylim(-400,400)\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'],mean_df['Z']/mean_df['P_Ext_Markets'])\n", + "plt.title('Z per External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# plt.figure(figsize=(12,8))\n", + "# plt.plot(df['time_step'],(df['TDR_Int']-df['TDR_Ext'])/df['TDR_Ext'])\n", + "# plt.title('Availability of TDR arbitrage opportunity')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# plt.figure(figsize=(12,8))\n", + "# plt.plot(df['time_step'],(df['Zeus_LT']/df['Zeus_ST']-1))\n", + "# plt.title('Availability of LT vs ST arbitrage opportunity')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_step
637.669167e+0625002.712463102.141876101.992868100.7041903.467778e+060.021000000.01.968254
647.860833e+0625003.135461102.246443102.092704100.7491183.529167e+060.021000000.02.000000
658.044167e+0625003.534582102.354316102.195709100.7959093.571667e+060.021000000.02.000000
668.208333e+0625004.002806102.465911102.301976100.8446093.582500e+060.021000000.02.000000
678.350833e+0625004.526055102.581293102.411812100.8952753.578056e+060.021000000.02.000000
\n", + "
" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n", + "63 7.669167e+06 25002.712463 102.141876 101.992868 100.704190 \n", + "64 7.860833e+06 25003.135461 102.246443 102.092704 100.749118 \n", + "65 8.044167e+06 25003.534582 102.354316 102.195709 100.795909 \n", + "66 8.208333e+06 25004.002806 102.465911 102.301976 100.844609 \n", + "67 8.350833e+06 25004.526055 102.581293 102.411812 100.895275 \n", + "\n", + " Sell_Log Trans Z mech_step \n", + "63 3.467778e+06 0.0 21000000.0 1.968254 \n", + "64 3.529167e+06 0.0 21000000.0 2.000000 \n", + "65 3.571667e+06 0.0 21000000.0 2.000000 \n", + "66 3.582500e+06 0.0 21000000.0 2.000000 \n", + "67 3.578056e+06 0.0 21000000.0 2.000000 " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# vol_df = df.rolling(window = 21).mean()\n", + "vol_df = pd.DataFrame()\n", + "rolling_days = 63 # days = number * mechanisms\n", + "for n in names:\n", + " vol_df[n] = mean_df[n].rolling(rolling_days).mean().shift()\n", + " \n", + "vol_df = vol_df.dropna() #(vol_df.iloc[0:rolling_days])\n", + "# vol_df[n].iloc[:rolling_days], axis=1)\n", + "vol_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Z')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['Z'])\n", + "plt.title('Rolling Average of Z')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of External Stock Market Price')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['P_Ext_Markets'])\n", + "plt.title('Rolling Average of External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Zeus Price')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['Price'])\n", + "plt.plot(vol_df['P_Ext_Markets']/250)\n", + "plt.legend()\n", + "plt.title('Rolling Average of Zeus Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-305.01785714285717" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"Price\"].min()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "456.7142857142857" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"Price\"].max()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/barlin/App2_Config6a-temp.ipynb b/notebooks/barlin/App2_Config6a-temp.ipynb new file mode 100644 index 0000000..5ce4711 --- /dev/null +++ b/notebooks/barlin/App2_Config6a-temp.ipynb @@ -0,0 +1,2360 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SimCAD Application Notebook\n", + "## Experiment Type 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Name of Config File or System Description\n", + "#### 100 MonteCarlo Runs \n", + "#### Behaviors: EMHers, Herders, HODLers, EIUers, and Human EIUers" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'SimCAD.configuration'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtabulate\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mtabulate\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mSimCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mengine\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mExecutionMode\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mExecutionContext\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mExecutor\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0msandbox\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbarlin\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mconfig6atemp\u001b[0m \u001b[1;31m#, config2\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mSimCAD\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\SimCAD\\__init__.py\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mfn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mop\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mfoldr\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mSimCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfiguration\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutils\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbehaviorAggregation\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mdict_elemwise_sum\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mconfigs\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;31mModuleNotFoundError\u001b[0m: No module named 'SimCAD.configuration'" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from tabulate import tabulate\n", + "\n", + "from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "from sandbox.barlin import config6atemp #, config2\n", + "from SimCAD import configs\n", + "\n", + "\n", + "# from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "# from sandbox.validation import config1, config2\n", + "# from SimCAD import configs\n", + "\n", + "# ToDo: pass ExecutionContext with execution method as ExecutionContext input\n", + "\n", + "exec_mode = ExecutionMode()\n", + "\n", + "print(\"Simulation Run 1\")\n", + "# print()\n", + "single_config = [configs[0]]\n", + "single_proc_ctx = ExecutionContext(exec_mode.single_proc)\n", + "run1 = Executor(single_proc_ctx, single_config)\n", + "run1_raw_result = run1.main()\n", + "df = pd.DataFrame(run1_raw_result)\n", + "# print(tabulate(result, headers='keys', tablefmt='psql'))\n", + "# print()\n", + "\n", + "# print(\"Simulation Run 2: Pairwise Execution\")\n", + "# print()\n", + "# multi_proc_ctx = ExecutionContext(exec_mode.multi_proc)\n", + "# run2 = Executor(multi_proc_ctx, configs)\n", + "# run2_raw_results = run2.main()\n", + "# for raw_result in run2_raw_results:\n", + "# result = pd.DataFrame(raw_result)\n", + "# print(tabulate(result, headers='keys', tablefmt='psql'))\n", + "# print()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#df = pd.DataFrame(run1_raw_result)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_steptimestamp
002500010010010000210000000102018-10-01 15:16:24
1[0.0, 0.0, 0.0, 0.0]25067.6810568193017303428860010010010000210000001112018-10-01 15:16:25
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4[0.0, 0.0, 0.0, 0.0]25042.19120625054858919611433100100.00100.000005249999.9999999999999999999990210000001122018-10-01 15:16:26
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Price_Signal \\\n", + "0 0 25000 100 100 \n", + "1 [0.0, 0.0, 0.0, 0.0] 25067.68105681930173034288600 100 100 \n", + "2 [0.0, 0.0, 0.0, 0.0] 25067.68105681930173034288600 100 100 \n", + "3 [0.0, 0.0, 0.0, 0.0] 25067.68105681930173034288600 100 100.00 \n", + "4 [0.0, 0.0, 0.0, 0.0] 25042.19120625054858919611433 100 100.00 \n", + "\n", + " Price_Signal_2 Sell_Log Trans Z mech_step \\\n", + "0 100 0 0 21000000 0 \n", + "1 100 0 0 21000000 1 \n", + "2 100 5249999.999999999999999999999 0 21000000 2 \n", + "3 100.00000 5249999.999999999999999999999 0 21000000 3 \n", + "4 100.00000 5249999.999999999999999999999 0 21000000 1 \n", + "\n", + " run time_step timestamp \n", + "0 1 0 2018-10-01 15:16:24 \n", + "1 1 1 2018-10-01 15:16:25 \n", + "2 1 1 2018-10-01 15:16:25 \n", + "3 1 1 2018-10-01 15:16:25 \n", + "4 1 2 2018-10-01 15:16:26 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "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": 3, + "metadata": {}, + "outputs": [], + "source": [ + "x = np.zeros(4)\n", + "x[0] = 7\n", + "x[1] = 8\n", + "x[2] = 11\n", + "x[3] = 9" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 7., 8., 11., 9.])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x" + ] + }, + { + "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()[1:-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": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_steptimestamp
0025000.000000100.0100.0100.00.00.021000000.00.0102018-10-01 15:16:24
1[0.0, 0.0, 0.0, 0.0]25067.681057100.0100.0100.00.00.021000000.01.0112018-10-01 15:16:25
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7[0.0, 0.0, 0.0, 0.0]25020.184050100.0100.0100.05250000.00.021000000.01.0132018-10-01 15:16:27
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_steptimestamp
2995[5250000.0, 146.5, 0.0, 0.0]26228.247568146.50146.471437144.1227180.00.021000000.01.019992018-10-01 15:33:03
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2998[0.0, 0.0, 5250000.0, 147.75177093772993]26214.746221146.75146.490574144.1970080.00.021000000.01.0110002018-10-01 15:33:04
2999[0.0, 0.0, 5250000.0, 147.75177093772993]26214.746221146.75146.490574144.1970080.00.021000000.02.0110002018-10-01 15:33:04
3000[0.0, 0.0, 5250000.0, 147.75177093772993]26214.746221146.75146.664390144.2767890.00.021000000.03.0110002018-10-01 15:33:04
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_steptimestamp
2991[0.0, 0.0, 5250000.0, 147.50179354266274]26308.436075146.50146.413446144.0460315250000.00.021000000.03.019972018-10-01 15:33:01
2992[0.0, 0.0, 0.0, 0.0]26207.081554146.50146.413446144.0460315250000.00.021000000.01.019982018-10-01 15:33:02
2993[0.0, 0.0, 0.0, 0.0]26207.081554146.50146.413446144.0460310.00.021000000.02.019982018-10-01 15:33:02
2994[0.0, 0.0, 0.0, 0.0]26207.081554146.50146.471437144.1227180.00.021000000.03.019982018-10-01 15:33:02
2995[5250000.0, 146.5, 0.0, 0.0]26228.247568146.50146.471437144.1227180.00.021000000.01.019992018-10-01 15:33:03
2996[5250000.0, 146.5, 0.0, 0.0]26228.247568146.50146.471437144.1227180.00.021000000.02.019992018-10-01 15:33:03
2997[5250000.0, 146.5, 0.0, 0.0]26228.247568146.75146.490574144.1970080.00.021000000.03.019992018-10-01 15:33:03
2998[0.0, 0.0, 5250000.0, 147.75177093772993]26214.746221146.75146.490574144.1970080.00.021000000.01.0110002018-10-01 15:33:04
2999[0.0, 0.0, 5250000.0, 147.75177093772993]26214.746221146.75146.490574144.1970080.00.021000000.02.0110002018-10-01 15:33:04
3000[0.0, 0.0, 5250000.0, 147.75177093772993]26214.746221146.75146.664390144.2767890.00.021000000.03.0110002018-10-01 15:33:04
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price \\\n", + "2991 [0.0, 0.0, 5250000.0, 147.50179354266274] 26308.436075 146.50 \n", + "2992 [0.0, 0.0, 0.0, 0.0] 26207.081554 146.50 \n", + "2993 [0.0, 0.0, 0.0, 0.0] 26207.081554 146.50 \n", + "2994 [0.0, 0.0, 0.0, 0.0] 26207.081554 146.50 \n", + "2995 [5250000.0, 146.5, 0.0, 0.0] 26228.247568 146.50 \n", + "2996 [5250000.0, 146.5, 0.0, 0.0] 26228.247568 146.50 \n", + "2997 [5250000.0, 146.5, 0.0, 0.0] 26228.247568 146.75 \n", + "2998 [0.0, 0.0, 5250000.0, 147.75177093772993] 26214.746221 146.75 \n", + "2999 [0.0, 0.0, 5250000.0, 147.75177093772993] 26214.746221 146.75 \n", + "3000 [0.0, 0.0, 5250000.0, 147.75177093772993] 26214.746221 146.75 \n", + "\n", + " Price_Signal Price_Signal_2 Sell_Log Trans Z mech_step \\\n", + "2991 146.413446 144.046031 5250000.0 0.0 21000000.0 3.0 \n", + "2992 146.413446 144.046031 5250000.0 0.0 21000000.0 1.0 \n", + "2993 146.413446 144.046031 0.0 0.0 21000000.0 2.0 \n", + "2994 146.471437 144.122718 0.0 0.0 21000000.0 3.0 \n", + "2995 146.471437 144.122718 0.0 0.0 21000000.0 1.0 \n", + "2996 146.471437 144.122718 0.0 0.0 21000000.0 2.0 \n", + "2997 146.490574 144.197008 0.0 0.0 21000000.0 3.0 \n", + "2998 146.490574 144.197008 0.0 0.0 21000000.0 1.0 \n", + "2999 146.490574 144.197008 0.0 0.0 21000000.0 2.0 \n", + "3000 146.664390 144.276789 0.0 0.0 21000000.0 3.0 \n", + "\n", + " run time_step timestamp \n", + "2991 1 997 2018-10-01 15:33:01 \n", + "2992 1 998 2018-10-01 15:33:02 \n", + "2993 1 998 2018-10-01 15:33:02 \n", + "2994 1 998 2018-10-01 15:33:02 \n", + "2995 1 999 2018-10-01 15:33:03 \n", + "2996 1 999 2018-10-01 15:33:03 \n", + "2997 1 999 2018-10-01 15:33:03 \n", + "2998 1 1000 2018-10-01 15:33:04 \n", + "2999 1 1000 2018-10-01 15:33:04 \n", + "3000 1 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": [ + "
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P_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_step
P_Ext_Markets1.0000000.7538680.7540110.7543560.055141NaNNaN0.001710NaN0.761785
Price0.7538681.0000000.9999680.9997110.063357NaNNaN0.002839NaN0.997914
Price_Signal0.7540110.9999681.0000000.9997450.063313NaNNaN0.002835NaN0.997960
Price_Signal_20.7543560.9997110.9997451.0000000.064631NaNNaN0.002722NaN0.998377
Sell_Log0.0551410.0633570.0633130.0646311.000000NaNNaN0.000386NaN0.063717
TransNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ZNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
mech_step0.0017100.0028390.0028350.0027220.000386NaNNaN1.000000NaN0.001413
runNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
time_step0.7617850.9979140.9979600.9983770.063717NaNNaN0.001413NaN1.000000
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" + ], + "text/plain": [ + " P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n", + "P_Ext_Markets 1.000000 0.753868 0.754011 0.754356 \n", + "Price 0.753868 1.000000 0.999968 0.999711 \n", + "Price_Signal 0.754011 0.999968 1.000000 0.999745 \n", + "Price_Signal_2 0.754356 0.999711 0.999745 1.000000 \n", + "Sell_Log 0.055141 0.063357 0.063313 0.064631 \n", + "Trans NaN NaN NaN NaN \n", + "Z NaN NaN NaN NaN \n", + "mech_step 0.001710 0.002839 0.002835 0.002722 \n", + "run NaN NaN NaN NaN \n", + "time_step 0.761785 0.997914 0.997960 0.998377 \n", + "\n", + " Sell_Log Trans Z mech_step run time_step \n", + "P_Ext_Markets 0.055141 NaN NaN 0.001710 NaN 0.761785 \n", + "Price 0.063357 NaN NaN 0.002839 NaN 0.997914 \n", + "Price_Signal 0.063313 NaN NaN 0.002835 NaN 0.997960 \n", + "Price_Signal_2 0.064631 NaN NaN 0.002722 NaN 0.998377 \n", + "Sell_Log 1.000000 NaN NaN 0.000386 NaN 0.063717 \n", + "Trans NaN NaN NaN NaN NaN NaN \n", + "Z NaN NaN NaN NaN NaN NaN \n", + "mech_step 0.000386 NaN NaN 1.000000 NaN 0.001413 \n", + "run NaN NaN NaN NaN NaN NaN \n", + "time_step 0.063717 NaN NaN 0.001413 NaN 1.000000 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.corr()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "P_Ext_Markets 2.474083e+04\n", + "Price 1.000000e+02\n", + "Price_Signal 1.000000e+02\n", + "Price_Signal_2 1.000000e+02\n", + "Sell_Log 0.000000e+00\n", + "Trans 0.000000e+00\n", + "Z 2.100000e+07\n", + "mech_step 0.000000e+00\n", + "run 1.000000e+00\n", + "time_step 0.000000e+00\n", + "dtype: float64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.min()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([5.250e+06, 1.465e+02, 0.000e+00, 0.000e+00])" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Buy_Log'][2995]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "def weighted_avg(x):\n", + " \n", + " return x[0]*x[1] + x[2]*x[3]" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "'decimal.Decimal' object is not subscriptable", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mtest1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Buy_Log'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mweighted_avg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mtest1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtail\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\\pandas\\core\\series.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, convert_dtype, args, **kwds)\u001b[0m\n\u001b[0;32m 3190\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3191\u001b[0m \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3192\u001b[1;33m \u001b[0mmapped\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_infer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mconvert_dtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3193\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3194\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSeries\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mpandas/_libs/src\\inference.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.map_infer\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32m\u001b[0m in \u001b[0;36mweighted_avg\u001b[1;34m(x)\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mweighted_avg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m: 'decimal.Decimal' object is not subscriptable" + ] + } + ], + "source": [ + "test1 = df['Buy_Log'].apply(weighted_avg)\n", + "test1.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([Decimal('0'), array([0., 0., 0., 0.]), array([0., 0., 0., 0.]),\n", + " ...,\n", + " array([0.00000000e+00, 0.00000000e+00, 5.25000000e+06, 1.47751771e+02]),\n", + " array([0.00000000e+00, 0.00000000e+00, 5.25000000e+06, 1.47751771e+02]),\n", + " array([0.00000000e+00, 0.00000000e+00, 5.25000000e+06, 1.47751771e+02])],\n", + " dtype=object)" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test2 = df['Buy_Log'].values\n", + "test2" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'numpy.ndarray' object has no attribute 'reset_index'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mtest3\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtest2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mview\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'index'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m'A'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m'B'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m'C'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfloat\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;31mAttributeError\u001b[0m: 'numpy.ndarray' object has no attribute 'reset_index'" + ] + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "aggregate_dimension = 'time_step'\n", + "\n", + "mean_df = df.groupby(aggregate_dimension).mean().reset_index()\n", + "median_df = df.groupby(aggregate_dimension).median().reset_index()\n", + "std_df = df.groupby(aggregate_dimension).std().reset_index()\n", + "min_df = df.groupby(aggregate_dimension).min().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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3500000.0 0.0 21000000.0 2.0 1 \n", + "998 1750000.0 0.0 21000000.0 2.0 1 \n", + "999 0.0 0.0 21000000.0 2.0 1 \n", + "1000 0.0 0.0 21000000.0 2.0 1 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_df.tail(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "def dist_plot(x, y,lx=False,ly=False, suppMin=False): \n", + " plt.figure(figsize=(12,8))\n", + " if not(suppMin):\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,min_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'min'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + " \n", + " else:\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,mean_df[y].values-std_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'mean - 1*std'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + "\n", + " plt.xlabel(x)\n", + " plt.ylabel(y)\n", + " if lx:\n", + " plt.xscale('log')\n", + " \n", + " if ly:\n", + " plt.yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dist_plot('time_step', 'P_Ext_Markets',suppMin=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],(1/250)*mean_df['P_Ext_Markets'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "time_step 2.889637e+02\n", + "P_Ext_Markets 4.009858e+02\n", + "Price 1.288208e+01\n", + "Price_Signal 1.287143e+01\n", + "Price_Signal_2 1.264218e+01\n", + "Sell_Log 1.506585e+06\n", + "Trans 0.000000e+00\n", + "Z 0.000000e+00\n", + "mech_step 6.318237e-02\n", + "run 0.000000e+00\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(np.std(mean_df))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'Buy_Log'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3062\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3063\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3064\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m: 'Buy_Log'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m12\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m8\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Buy_Log'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m#, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Sell_Log'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;31m#plt.plot(df['time_step'],df['Zeus_LT'])\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbbox_to_anchor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1.05\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mloc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mborderaxespad\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 2683\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2684\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2685\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2686\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2687\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\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\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m_getitem_column\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 2690\u001b[0m \u001b[1;31m# get column\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2691\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2692\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2693\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2694\u001b[0m \u001b[1;31m# duplicate columns & possible reduce dimensionality\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\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_get_item_cache\u001b[1;34m(self, item)\u001b[0m\n\u001b[0;32m 2484\u001b[0m \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2485\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mres\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-> 2486\u001b[1;33m \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2487\u001b[0m \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2488\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\core\\internals.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, item, fastpath)\u001b[0m\n\u001b[0;32m 4113\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4114\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4115\u001b[1;33m \u001b[0mloc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4116\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4117\u001b[0m \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\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\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3063\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3064\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3065\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\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 3066\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3067\u001b[0m \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m: 'Buy_Log'" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Sell_Log'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'Buy_Log'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3062\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3063\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3064\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m: 'Buy_Log'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mbuy_delta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Buy_Log'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdiff\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 2\u001b[0m \u001b[0msell_delta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Sell_Log'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdiff\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mext_delta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'P_Ext_Markets'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdiff\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;31m# df_delta['Buy_Log'] = buy_delta\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;31m# df_delta['Sell_Log'] = sell_delta\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\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 2683\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2684\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2685\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2686\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2687\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\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\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m_getitem_column\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 2690\u001b[0m \u001b[1;31m# get column\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2691\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2692\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2693\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2694\u001b[0m \u001b[1;31m# duplicate columns & possible reduce dimensionality\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\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_get_item_cache\u001b[1;34m(self, item)\u001b[0m\n\u001b[0;32m 2484\u001b[0m \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2485\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mres\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-> 2486\u001b[1;33m \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2487\u001b[0m \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2488\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\core\\internals.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, item, fastpath)\u001b[0m\n\u001b[0;32m 4113\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4114\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4115\u001b[1;33m \u001b[0mloc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4116\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4117\u001b[0m \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\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\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3063\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3064\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3065\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\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 3066\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3067\u001b[0m \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m: 'Buy_Log'" + ] + } + ], + "source": [ + "buy_delta = mean_df['Buy_Log'].diff()\n", + "sell_delta = mean_df['Sell_Log'].diff()\n", + "ext_delta = mean_df['P_Ext_Markets'].diff()\n", + "# df_delta['Buy_Log'] = buy_delta\n", + "# df_delta['Sell_Log'] = sell_delta\n", + "# df_delta = df_delta.append(ext_delta)\n", + "# df_delta.head()\n", + "sell_delta.head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'buy_delta' 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\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m12\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m8\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mbuy_delta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m#, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msell_delta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\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 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mext_delta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\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 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m400\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m400\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'buy_delta' is not defined" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],sell_delta[1:])\n", + "plt.plot(mean_df['time_step'][1:],ext_delta[1:])\n", + "plt.ylim(-400,400)\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'],mean_df['Z']/mean_df['P_Ext_Markets'])\n", + "plt.title('Z per External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# plt.figure(figsize=(12,8))\n", + "# plt.plot(df['time_step'],(df['TDR_Int']-df['TDR_Ext'])/df['TDR_Ext'])\n", + "# plt.title('Availability of TDR arbitrage opportunity')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# plt.figure(figsize=(12,8))\n", + "# plt.plot(df['time_step'],(df['Zeus_LT']/df['Zeus_ST']-1))\n", + "# plt.title('Availability of LT vs ST arbitrage opportunity')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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P_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_step
6324911.742439101.206349101.153044100.5100461.083333e+060.021000000.01.968254
6424912.741288101.243386101.188759100.5318051.138889e+060.021000000.02.000000
6524912.468684101.283069101.225359100.5540421.111111e+060.021000000.02.000000
6624912.923774101.324074101.264025100.5768241.083333e+060.021000000.02.000000
6724913.678203101.367725101.304258100.6001761.083333e+060.021000000.02.000000
\n", + "
" + ], + "text/plain": [ + " P_Ext_Markets Price Price_Signal Price_Signal_2 Sell_Log \\\n", + "63 24911.742439 101.206349 101.153044 100.510046 1.083333e+06 \n", + "64 24912.741288 101.243386 101.188759 100.531805 1.138889e+06 \n", + "65 24912.468684 101.283069 101.225359 100.554042 1.111111e+06 \n", + "66 24912.923774 101.324074 101.264025 100.576824 1.083333e+06 \n", + "67 24913.678203 101.367725 101.304258 100.600176 1.083333e+06 \n", + "\n", + " Trans Z mech_step \n", + "63 0.0 21000000.0 1.968254 \n", + "64 0.0 21000000.0 2.000000 \n", + "65 0.0 21000000.0 2.000000 \n", + "66 0.0 21000000.0 2.000000 \n", + "67 0.0 21000000.0 2.000000 " + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# vol_df = df.rolling(window = 21).mean()\n", + "vol_df = pd.DataFrame()\n", + "rolling_days = 63 # days = number * mechanisms\n", + "for n in names:\n", + " vol_df[n] = mean_df[n].rolling(rolling_days).mean().shift()\n", + " \n", + "vol_df = vol_df.dropna() #(vol_df.iloc[0:rolling_days])\n", + "# vol_df[n].iloc[:rolling_days], axis=1)\n", + "vol_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Z')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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nOSPJSUku6e5r9rjmlCTvTPL87r6xqk5IcmmSM5N8Ksn3dffNR2HsAABwyA60Inxeklu6++wkz0zy6tWTVfXYJL+V5EtXDn9TkpO7+wlJfizJK4/ccAEA4MjY74pwkiuTXLXy+K49zp+U5NlJ3rhy7Kwkb0+S7n7fMpaPG29e+7P8lw98dKOHcb+3Y8eOnPJbn9joYbDBzAMS8wBzgIWzHvmAbN260aP4TPsN4e6+I0mqaksWQXzRHudvWJ5fPfzgJLeuPL67qjZ3954RnfX19UMb9WH4i7+8PTt27DjmH3eae+65x58z5gFJzAPMARY+fefJG9J++3OgFeFU1elJrk5yaXdfcRD3vC3JlpXHJ+wtgpNk6wb8s2Dr1uSHjvlHnWd9fX1DXl+OL+YBiXmAOcDCRs6DtbW1vR7f7x7hqnp4kmuTvKS7tx/kx7ohybnL5z8+yUcOfpgAAHBsHGhF+MIkpyW5uKouXh67LMmp3f3afTzn6iRPq6r3JtmU5LlHZKQAAHAEHWiP8AVJLjjQTbr7nJVf35PkBYc9MgAAOIp8Qw0AAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBImw90QVWdmGR7kjOSnJTkku6+ZuX81yd5aZK7kmzv7suqalOSP0vyh8vLfru7f/wIjx0AAA7ZAUM4yXlJbunu76qqz03yoSTXJH8Xya9K8k+S/L8kN1TVW5I8KMkHu/vrj86wAQDg8BxMCF+Z5KqVx3et/Hprkpu7++NJUlXXJzk7iy0Xj6yq65J8MsmLu7uPzJABAODwHTCEu/uOJKmqLVkE8UUrpx+c5NaVx7cneUiSm5L8h+6+sqrOSvKmLFaNP8P6+vqhj5zj2s6dO72+mAckMQ8wB1g4HufBwawIp6pOT3J1kku7+4qVU7cl2bLyeEuSTyT5QJYrx919fVU9sqo2dfeu1ftu3br1cMbOcWx9fd3ri3lAEvMAc4CFjZwHa2trez1+MG+We3iSa5Oc393v2uP0epIvq6qHJrkjyZOSvCLJTyS5JcnLq+rMJH+6ZwQDAMBGOpgV4QuTnJbk4qq6eHnssiSndvdrq+pHkrwji33B27v7z6vqp5O8qaqelcXK8Pce+aEDAMChO5g9whckuWA/59+S5C17HPt4kmcd9ugAAOAo8Q01AAAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIwkhAEAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAI20+0AVVdWKS7UnOSHJSkku6+5qV81+f5KVJ7kqyvbsvq6rPSfKmJA9LcnuS7+nujx354QMAwKE5mBXh85Lc0t1nJ3lmklfvPrGM5Fcl+dokT07yA1X1BUlemOQjy+e8IclFR3rgAABwOA4mhK9McvHK47tWfr01yc3d/fHuvjPJ9UnOTnJWkrcvr3lbkqcegbECAMARc8CtEd19R5JU1ZYkV+UzV3cfnOTWlce3J3nIHsd3H/ss6+vr937E3Cfs3LnT64t5QBLzAHOAheNxHhwwhJOkqk5PcnWSS7v7ipVTtyXZsvJ4S5JP7HF897HPsnXr1ns7Xu4j1tfXvb6YByQxDzAHWNjIebC2trbX4wfzZrmHJ7k2yfnd/a49Tq8n+bKqemiSO5I8KckrknxJknOTvD+LfcXvOeSRAwDAUXAwK8IXJjktycVVtXuv8GVJTu3u11bVjyR5Rxb7jbd3959X1S8keX1VXZ/kziTPOQpjBwCAQ3Ywe4QvSHLBfs6/Jclb9ji2I8m3HvboAADgKPENNQAAGEkIAwAwkhAGAGAkIQwAwEhCGACAkYQwAAAjCWEAAEYSwgAAjCSEAQAYSQgDADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACMJIQBABhJCAMAMJIQBgBgJCEMAMBIQhgAgJGEMAAAIwlhAABGEsIAAIy0adeuXRvygdfW1jbmAwMAMM62bds27Xlsw0IYAAA2kq0RAACMJIQBABhJCAMAMNLmjR4A901VdWKS7UnOSHJSkkuS/EGSy5PsSvJ7SV7U3fdU1U8keVaSu5L8cHe/fyPGzNFRVQ9LspbkaVm8xpfHHBinqn48yTckeWCSS5P8ZsyFMZafE16fxeeEu5N8f/x9MEpVPS7Jy7r7nKp6VA7ytd/Xtcdq3FaEOVTnJbmlu89O8swkr07yM0kuWh7blOQbq+oxSZ6c5HFJviPJz2/QeDkKlp/8XpPkk8tD5sBAVXVOkicm+ZosXuvTYy5Mc26Szd39xCQ/meSnYg6MUVU/muR1SU5eHro3r/1nXXssxy6EOVRXJrl45fFdSbZlsQqUJG9L8tQkZyW5trt3dfefJtlcVZ9/TEfK0fSKJL+Y5C+Wj82BmZ6e5CNJrk7yliRvjbkwzU1ZvJ4nJHlwkk/HHJjkj5J888rje/Pa7+3aY0YIc0i6+47uvr2qtiS5KslFSTZ19+6vx3d7kodk8RfirStP3X2c+7iq+t4kH+vud6wcNgdm+rwkj03yrUlekOSXk5xgLoxyRxbbIm5MclmSn4u/D8bo7jdn8Y+f3e7Na7+3a48ZIcwhq6rTk1yX5I3dfUWS1T09W5J8Islty1/veZz7vucleVpVvTvJVyV5Q5KHrZw3B+a4Jck7uvvO7u4kO/OZn8zMhfu/F2cxBx6d5Mws9gs/cOW8OTDLvemBvV17zAhhDklVPTzJtUle0t3bl4c/tNwrmCz2Db8nyQ1Jnl5VJ1TVF2exSvQ3x3zAHHHd/aTufnJ3n5Pkw0m+O8nbzIGRrk/yjKraVFWPSHJqkneZC6N8PH+/2ve3SU6MzwmT3ZvXfm/XHjO+agSH6sIkpyW5uKp27xW+IMnPVdUDk6wnuaq7766q9yT57Sz+4fWiDRktx8q/SnKZOTBLd7+1qp6U5P35+9f4j2MuTPKqJNuXr+8Ds/gc8YGYA1Pdm88Fn3XtsRyob7EMAMBItkYAADCSEAYAYCQhDADASEIYAICRhDAAACMJYQAARhLCAACM9P8Bmn7sGmBrQCQAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['Z'])\n", + "plt.title('Rolling Average of Z')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of External Stock Market Price')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['P_Ext_Markets'])\n", + "plt.title('Rolling Average of External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Zeus Price')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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1rL1mAS5GGRkZDBs2jNtvv5277rqLYcOGkZiYSEFBwR69/uSTT+bBBx+kW7du/3Uy3XfffTz88MMcfPDBPP744yxfvhyAxMT/nsFy7bXXkp6ezj333MPQoUNp1aoVl1xyCd27d2fBggVMmDABgISEBAoKChg/fjwNGjTg3//+N1OmTOHRRx/d47nNkiQpvoxJTeeG16aSXCGRkZf24tCD60cdaZ9ZgPfBL6dAANx00008//zzDBkyhAEDBjBz5kxGjBhBv379mDt3LsOHD+eiiy7a5XFPPPFE7rvvPt5+++3/evy0007j6quvpl69ejRq1IgNGzbs9BhnnnkmH3/8Me+99x633XYb99xzD9nZ2WRlZXHHHXcA0LNnTy6//HIef/xxbrzxRl588UUSExO55ppr9u0bIkmSyq2CghhPfjmfoZ/PpUOTmgw7vwcH1qkadaxfJSEWi5XYm02aNCnWo0ePEns/lazU1FRSUlKijqGIeR4IPA9UyPOg7MvYmsuNr0/lizmrGditKfcP7ETl5L2b7xvVeTBp0iR69Oixw/kZjgDvxKhRo3j//ff/5/GbbrqJbt267fXxxowZw/Dhw//n8QsuuIDjjz9+XyJKkiTtN7NWZHDVS5NZmbGNvwzowPl9DiqT8313xAK8E2efffZuV27YG8ceeyzHHntssR1PkiRpf3l/+gr+7/Vp1K1WkVFX9KV78zq7f1EZYgGWJEkSUDjf97Ex83hszDwOaVGHp8/vQf3qlaKOVewswJIkSWJbTj43vzGND2as5Hc9DuS+0ztSqULZWt93T1mAJUmS4tyqjCwuGzGRmSsy+MNJ7bj8yFblZr7vjliAJUmS4tj0ZRsZ8uJEMrPzeHZwT45r3zDqSPudBViSJClO/XSxW/3qlXjz6kNp16hm1JFKhAVYkiQpzsRiMf7xeeHFbj0PqsOwweXzYredsQBLkiTFkc1ZudzyxnQ+nrWKM7ofyP0Dy+/FbjtjAZYkSYoT81dv5vKRk1i8bit3nJzCkCNaluuL3XbGAixJkhQHPpyxklvemEbl5CReurQ3fQ+uF3WkyFiAJUmSyrG8/AL+/knIM98spGuz2jx9fnca16oSdaxIWYAlSZLKqfRNWVz/6hTGL1rPeb2bc3f/9nE333dHLMCSJEnl0Ffham56fRrbcvJ5+Mwu/K7HgVFHKjUswJIkSeVIXn4BD386l2FfL6Bdoxo8eW43WjeoEXWsUsUCLEmSVE6kb8riulem8GPaegb1asaf+negcrJTHn7JAixJklQOfD9/Lde/NoXM7HyGnt2F07s55WFnLMCSJEllWCwW46mvFvDIpyEt61fj1cv60KahUx52xQIsSZJURmXn5fOH0TMYPXk5/bs04cGBnahWyXq3O36HJEmSyqANmTlc8dIkfly0nhuPa8v1x7aOy7u67QsLsCRJUhmzaG0mlwyfwPIN23jsnK4M6No06khlSuKe7BQEQe8gCL76xWPnBkEwbrvty4IgmBgEwQ9BEJxazDklSZIE/LhoPac/NZaNW3N45bLelt99sNsCHATBrcBzQOXtHusKXAokFG03Aq4HDgP6AQ8EQVBpfwSWJEmKV29NWcZ5z/1A3WoVefuaw+jZom7UkcqkPRkBXgAM/GkjCIJ6wIPADdvt0wsYG4ZhdhiGGcB8oHNxBpUkSYpXsViMoZ/N5cZR0+hxUB3euuowDqpXLepYZdZu5wCHYfhmEAQtAIIgSAKeB24Etm23W00gY7vtzUCtHR0vNTV1X7OqlMvKyvLzleeBAM8DFfI8KB45+TH+8f0avly4heMPrs51fWuxYvF8VkQdbA+VxvNgby+C6wG0AZ6mcEpE+yAI/gF8AWy/4FwNYOOODpCSkrIPMVUWpKam+vnK80CA54EKeR78ehnbcrl8xETGL9rCLf0Crj764DK30kNU58GkSZN2+txeFeAwDH8EOgAUjQq/FobhDUVzgO8LgqAyUAlIAWbua2BJkqR4t2LjNi564UcWrc10pYdiVizLoIVhuCoIgseBbymcV3xHGIZZxXFsSZKkeDNn1SYu+vcEMrPzePHiXhzaun7UkcqVPSrAYRimAX129VgYhs8CzxZjNkmSpLgzfuE6hoyYSNWKSbx+ZV9SGteMOlK5440wJEmSSomPZqzk96Om0qxOFUZc2pumtatEHalcsgBLkiSVAiN/WMzd78ykW7PaPH/hIdSpVjHqSOWWBViSJClC+QUx/vbJHJ75eiHHpTTkiUHdqFIxKepY5ZoFWJIkKSKZ2Xn8/rWpfJ6azvl9mnNP/w5USNqT+5Tp17AAS5IkRWD5xm1cOnwCc9M38+fTOnDhoS2ijhQ3LMCSJEklbNLiDVwxciLZeQUMv7gXR7Y9IOpIccUCLEmSVEJisRhvTFrGnW/PpHGtyrx2eU9aN6ix+xeqWFmAJUmSSsCmrFzueGsm701bQd9W9XjqvO6u9BARC7AkSdJ+NmnxBn7/2hRWZmRxS7+AK486mKTEhKhjxS0LsCRJ0n4Si8V4/rtFPPDRHJrUrswbV/ale/M6UceKexZgSZKk/SAvv4C7353FK+OXcGKHRvztzM7UrJwcdSxhAZYkSSp2m7NyueaVKXwzdw1XHX0wt5wQkOiUh1LDAixJklSMflrfd97qLTw4sBPn9GoedST9ggVYkiSpmMxYlsElL04gKyefFy/uxeFt6kcdSTtgAZYkSSoGn85axe9fm0rdahV5+eretG3o+r6llQVYkiTpV4jFYvx7bBp//WA2nQ+szXMX9OSAGpWijqVdsABLkiTto7z8Au59fzYjxi3mxA6NGHp2V6pUTIo6lnbDAixJkrQPtmTnce0rk/kqXMMVR7bithPbudJDGWEBliRJ2ksrNm7jkqKVHu4/vRPn9nalh7LEAixJkrQXpi/byKUvTiQrJ58XLjqEI9seEHUk7SULsCRJ0h76eOYqbhg1hfrVK/HyEFd6KKsswJIkSbuRXxDjsc/n8sSX8+narDbPXtCT+tVd6aGssgBLkiTtwtot2dzw2lS+m7+Ws3oeyL0DOlI52ZUeyjILsCRJ0g7EYjH+M2kZD3w0h8zsPP52RmfOOqRZ1LFUDCzAkiRJvzA3fTN3vjWTH9PW0715be4f2Il2jWpGHUvFxAIsSZJUZGtOHo+Nmcfz3y6ieuUKPDiwE2f1bOb6vuWMBViSJAn4bHY697w7i+Ubt3FmjwO5/aR21PNCt3LJAixJkuLa8o3b+NM7s/g8NZ22Davz+hV96dWybtSxtB9ZgCVJUlwqKIgx8ofF/O3jORTE4PaT2nHp4S1JTkqMOpr2MwuwJEmKO/PSN3Pbm9OZvGQjR7Spz/2nd6JZ3apRx1IJsQBLkqS4kZNXwLCvF/DkF/OpWimJR8/qwundmpKQ4EVu8cQCLEmS4sLUpRu57T/TCdM3c2rnxtxzWgfv5hanLMCSJKlc25qTxyOfzuWFsYtoUKMyz13Qk+PaN4w6liJkAZYkSeXWt/PW8IfRM1i2YRvn9W7ObSe1o2bl5KhjKWIWYEmSVO5s3JrDX95P5c3Jy2hVvxqjLu9D71b1oo6lUsICLEmSyo1YLMaHM1bxp3dnsmFrLlcffTDXH9uGyslJUUdTKWIBliRJ5cKqjCzuemcmn81Op2PTmrx4SS86NKkVdSyVQhZgSZJUphUUxHh1whIe/HAOOfkF/KHohhYVvKGFdsICLEmSyqxw1WbuensmP6atp2+rejwwsBMt6leLOpZKOQuwJEkqczZl5fLEmHn8e2waNSpX4MGBnTj7kGbe0EJ7xAIsSZLKjMzsPIZ/n8a/vllIxrZczjmkGbee2I661SpGHU1liAVYkiSVetty8hn5QxrDvl7I+swcjm3XgBuPb0vHpl7kpr1nAZYkSaVWXn4Br01YymNj5rFmczZHtKnPTce3pVvzOlFHUxlmAZYkSaXS9wvWcu97s5mzajO9WtblqfO6c0iLulHHUjlgAZYkSaXK0vVbuf/DVD6auYqmtavw9HndObFjIy9wU7GxAEuSpFJha04eT325gH99u5CkhAT+7/i2XHZkK+/ipmJnAZYkSZGKxWK8O20FD3w4h1WbshjQtQm3n9SOxrWqRB1N5ZQFWJIkRSZtbSZ3vTOTb+etpVPTWjx5bjd6Os9X+5kFWJIklbjsvHz+9fVCnvhyPhWTErl3QAfO630QSYnO89X+ZwGWJEklKm1tJte8MplZKzZxSqfG3N2/PQ1rVo46luKIBViSJJWYD2es5Nb/TCcpMYF/De7BCR0aRR1JccgCLEmS9rvsvHzu/yCVF8ctplvz2jx5bnea1vYiN0XDAixJkvarpeu3cs0rk5m+LINLD2/JbSe2o2KFxKhjKY5ZgCVJ0n7zyaxV3PLGNGLAM4N70M8pDyoFLMCSJKnY5eQV8K8J63hr9kI6Na3FP8/tTvN6VaOOJQEWYEmSVMyWb9zGNS9PZurSDC7sexB/PCWFShW8m5tKDwuwJEkqNl/MSeem16eRlx/jj0c14PKTOkYdSfofFmBJkvSr5eYX8PCnIc98vZD2jWvy1Hnd2bZmSdSxpB2yAEuSpF9lVUYW1706mQlpGzi3d3PuPrU9lZOTSF0TdTJpxyzAkiRpn309dw03jppKVm4+j53TlQFdm0YdSdotC7AkSdprefkF/OPzeTz55XyChjX453ndad2getSxpD1iAZYkSXtl9aYsrnt1CuMXrefsns2457QOVKnoKg8qOyzAkiRpj01esoErR05ic1Yej5zZhTN6HBh1JGmvWYAlSdIeee3HJdz9ziwa1arMi5f0IqVxzagjSfvEAixJknYpJ6+AP783i5fHL+GINvV5YlA3aletGHUsaZ9ZgCVJ0k6t3pzF1S9NZuLiDVxxVCtu7deOpMSEqGNJv4oFWJIk7dCUJRu48qVJbNqWxxODutG/S5OoI0nFwgIsSZL+x+sTlnLn2zNpULMSb151KO2bON9X5YcFWJIk/Swnr4C/vD+bkT8s5vDWhfN961Rzvq/KFwuwJEkCCtf3veaVwlsaX35kK27tF1AhKTHqWFKxswBLkiQmLV7PVS9NZnNWHo8P6sZpzvdVOWYBliQpjsViMV76YTH3vj+bJrWruL6v4oIFWJKkOLU1J48735rJ6CnL+U1wAP84uxu1qiZHHUva7yzAkiTFoXDVZq55ZTIL1mzhhuPacP0xbUh0fV/FCQuwJElx5o2JS7nrnZlUr5TMy5f25tDW9aOOJJUoC7AkSXFia04ed709izcnL6Nvq3o8NqgrDWpUjjqWVOIswJIkxYFFazO5fMRE5q/ZwvXHtuH3x7bxlsaKWxZgSZLKuclLNnDp8AkkJCQw4pJeHNHmgKgjSZGyAEuSVI59OmsV1706hUa1KvPixb1oUb9a1JGkyFmAJUkqp0aMS+Oed2fR6cDaPH9hT+pXrxR1JKlUsABLklTO5BfE+OsHs3lhbBrHpTTg8UHdqFrRH/nST/bod0MQBL2Bh8IwPDoIgvbAv4AEYBpwXRiG+UEQXAZcAeQBfw3D8P39FVqSJO1YZnYe1786hTFzVnPJYS2545QUL3aTfiFxdzsEQXAr8Bzw0zop9wN/DMPwMKAqcFoQBI2A64HDgH7AA0EQ+O8skiSVoLS1mZzx9Pd8Ga7mLwM6cHf/9pZfaQf2ZAR4ATAQGFm0fUbRiG9FoBGQDvQCxoZhmA1kB0EwH+gMTNgPmSVJ0i98MmsVN78+jaSkBF64uBdHtXWlB2lndluAwzB8MwiCFttt5wdBcBDwOZABhECrol//ZDNQa0fHS01N/TV5VYplZWX5+crzQIDnQUnKL4gxfPJ6/jMrgzb1KnHH0Q1okL+W1NS1UUfzPBBQOs+DfZoRH4bhYqBNEARDgEeBN4Ea2+1SA9i4o9empKTsy1uqDEhNTfXzleeBAM+DkrJ6UxbXvjqFHxdlcH6f5tx1ansqVUiKOtbPPA8E0Z0HkyZN2ulze12AgyB4F/i/MAznUTjSWwD8CNwXBEFloBKQAszcp7SSJGm3fli4jmtfmUJmdh7/OLsrv+3WNOpIUpmxLyPADwLDgyDIAbYCQ8IwXBUEwePAtxReWHdHGIZZxZhTkiQBsViMYV8v5O+fzKHxSrpFAAAgAElEQVRF/Wq8PKQ3QaMau3+hpJ/tUQEOwzAN6FP06+8pXO3hl/s8CzxbnOEkSdL/l7Etl5vfmMZns9M5pVNjHvpdZ6pXcn1faW/5u0aSpDJg1ooMrn55Mss3bOPuU9tz8WEtSEhwiTNpX1iAJUkq5UZNWMJd78yibtWKjLqiDz0Oqht1JKlMswBLklRKbc3J4553Z/H6xGUc1roej53TjfrVvc+U9GtZgCVJKoWmLt3ITaOmsnBtJtcd05objmvrXd2kYmIBliSpFMnNL+CfX87niS/m07BGJV65rDeHHlw/6lhSuWIBliSplFi4Zgs3vj6NaUs3cnq3ptxzWgdqVUmOOpZU7liAJUmKWCwW46XxS7jvg9lUqpDEk+d249TOTaKOJZVbFmBJkiK0elMWt745na/CNRzRpj5//10XGtWqHHUsqVyzAEuSFJGPZqzkj2/NYGtOPvcO6MDgPge5tq9UAizAkiSVsE1Zudzz7ixGT15Op6a1GHp2V1o3qB51LCluWIAlSSpB4xeu46bXp7EyYxvXH9Oa645tQ3JSYtSxpLhiAZYkqQTk5BXwyKch//p2Ic3rVuWNKw+lx0F1oo4lxSULsCRJ+9nS9Vu59pXJTFuWwaBezbjzlPZUq+SPYCkq/u6TJGk/GpOazo2jphIDnj6vOyd1ahx1JCnuWYAlSdoP8gti/OPzuTzxxXw6NKnJ0+f1oHm9qlHHkoQFWJKkYrchM4frX5vCt/PWcmaPA/nLbztSOTkp6liSiliAJUkqRtOXbeSqlyazZnM2DwzsxDmHNHNtX6mUsQBLklQMYrEYr01Yyp/enUX9ahV548q+dGlWO+pYknbAAixJ0q+0ITOHP4yewcezVnF46/o8PqgbdatVjDqWpJ2wAEuStI9isRifzU7nzrdnsmFrDref1I7LjmhFUqJTHqTSzAIsSdI+mLNqE399P5Xv5q+lbcPqvHDxIXRoUivqWJL2gAVYkqS9sHpzFkM/m8uoCUupUTmZe/q357w+B3k7Y6kMsQBLkrQHsnLzef67RTz15Xyy8wq46NCWXH9sa2pXda6vVNZYgCVJ2oVYLMYns9K578PZLF2/jRPaN+QPJ6fQsn61qKNJ2kcWYEmSdmLq0o089NEcxi1cR9CwBi8P6c1hretHHUvSr2QBliTpF+amb+bhT0I+nZ1O3WoVuXdAB87t1ZwKzvOVygULsCRJFE51mLh4A899u5BPZ6dTvWIFbjq+LZcc3pLqlfxxKZUn/o6WJMW1vPwCPpq5iue+W8S0pRupXTWZa45uzaWHt6SON7OQyiULsCQpLm3OymXUhKW8MDaN5Ru30bJ+Nf7y2478rvuBVKmYFHU8SfuRBViSFFdWZmzj398t4rUfl7I5O49eLeryp/7tOS6lIYnewU2KCxZgSVJc2Lg1h6e+WsDw79PIL4hxcqfGDDm8JV2a1Y46mqQSZgGWJJVr23LyeeH7RTz91QK2ZOcxsNuB3HBcG5rVrRp1NEkRsQBLksql3PwC3pi4jMfGzCV9UzbHtmvALScGtGtUM+pokiJmAZYklSsFBTHem76CRz+by+J1W+nevDaPn9ON3q3qRR1NUilhAZYklQs5eQW8M3U5w75ewII1mbRrVIPnL+zJMe0akJDgxW2S/j8LsCSpTFu3JZs3Jy9j+Ng0VmRkkdK4Jk8M6sYpnRq7qoOkHbIAS5LKnIKCGN8vWMerE5bw6axV5ObH6NWyLvcN7MTRbQ9wxFfSLlmAJUllxupNWbwxaRmjJixlyfqt1KqSzPl9DuKcQ5oTNKoRdTxJZYQFWJJUqhUUxPhm3hpeGb+EMXNWk18Qo0+ruvzfCW3p16ERlZO9a5ukvWMBliSVSuszc3hj4lJe+XEJi9dtpV61igw5oiXnHNKclvWrRR1PUhlmAZYklSpTlmxg5LjFvD9jJTl5BfRqWZf/OyHgxA6NqFghMep4ksoBC7AkKXK5+QV8MH0lL3yfxrSlG6leqQLnHNKM83of5NxeScXOAixJikx+QYx3py3nH5/PY/G6rbQ6oBr3DujAwO4HUr2SP6Ik7R/+6SJJKnGxWIxPZqXzyKch81ZvIaVxTZ69oCfHtmvg2r2S9jsLsCSpRP2wcB0PfTyHKUs20uqAajx5bjdO7uhNKySVHAuwJKlEzE3fzAMfpvJluIZGNSvz0BmdOKP7gVRI8sI2SSXLAixJ2q82bs1h6GdzeWn8EqpVTOL2k9px0aEtXL9XUmQswJKk/SIvv4BXf1zCI5/NZdO2XM7vcxA3HteWOtUqRh1NUpyzAEuSit3Uldu44ePvCNM307dVPf50WnvaNaoZdSxJAizAkqRitGTdVu7/MJWPZ62iWd0qDDu/B/06NCQhwQvcJJUeFmBJ0q+2cWsOT3wxnxHj0khOSuTCbnX4w8DezvOVVCpZgCVJ+ywrN5/h36fx1Jfz2ZKdx5k9mnHTCW1Zv3yR5VdSqWUBliTttbz8At6cvIyhn81j1aYsjg4O4PaT2v08z3f98ogDStIuWIAlSXssFovx6ex0/v5JyPzVW+jarDb/OKcrfVrVizqaJO0xC7AkaY+ML7qD2+QlGzn4gGpe4CapzLIAS5J2KXXlJv728Zyf7+D24MBO/K6Hd3CTVHZZgCVJO7R0/VaGfjaXt6Yup0alCt7BTVK5YQGWJP2XdVuyefLL+bz8wxISEuDyI1tx9VGtqVU1OepoklQsLMCSJAAys/N4/rtF/OubhWzNyeOsns34/XFtaFyrStTRJKlYWYAlKc7l5hfw2o9LeGzMfNZuyaZfh4bc0i+gdYMaUUeTpP3CAixJcSoWi/HBjJX8/ZOQxeu20qtlXf51QQ+6N68TdTRJ2q8swJIUh2Ysy+De92cxIW0D7RrV4IWLDuHo4ACXNJMUFyzAkhRHVm/O4uFPQt6YtIx61Sry4MBOnNmzGUmJFl9J8cMCLElxYEt2Hi9+n8bTXy0gOy+fy45oxbXHtKZmZVd2kBR/LMCSVI6tz8xh+NhFDP8+jU1ZeRyX0pA7TkmhZf1qUUeTpMhYgCWpHFqZsY1nv1nEqz8uYVtuPv06NOTqo1vTpVntqKNJUuQswJJUjixam8mwrxYwesoyCmIwoGsTrjrqYNo0dEkzSfqJBViSyoFZKzJ46qsFfDRjJclJiQzq1ZzLjmhFs7pVo44mSaWOBViSyrCJaet58sv5fBWuoXqlClxx1MFcclhLDqhRKepoklRqWYAlqQxavC6T+z9M5ZNZ6dStVpFb+gWc3+cgalVxVQdJ2h0LsCSVIRu35vDEF/MZMS6N5KREbj6hLZce3ooqFZOijiZJZYYFWJLKgOy8fEaOW8zjY+axJTuPs3o246bj29KgZuWoo0lSmWMBlqRSLBaL8cGMlTz08RyWrt/GUW0P4A8nt6Ndo5pRR5OkMssCLEml1IS09dz3QSpTl26kXaMajLikF0e2PSDqWJJU5lmAJamUWbQ2k4c+msPHs1bRsGYl/va7zpzR/UCSEhOijiZJ5YIFWJJKiY1bc3hszDxGjltMxQqJ3HR8W4Yc0ZKqFf2jWpKKk3+qSlLE8vILeOXHJTz62Vw2bcvl7EOac+PxbWhQwwvcJGl/sABLUoTGzl/Ln9+bxdz0LRx6cD3u7t/eC9wkaT+zAEtSBBavy+S+D1L5dHY6zepW4ZnBPTihfUMSEpznK0n7mwVYkkpQdl4+T4yZz7++WUiFpARu6Rdw6eEtqZzsjSwkqaRYgCWphMxesYmbXp/KnFWbOb1bU24/qR0NvZGFJJW4PSrAQRD0Bh4Kw/DoIAi6Ak8A+UA2cEEYhulBEFwGXAHkAX8Nw/D9/RVaksqSvPwCnvlmIf/4fC61qlTk3xf15Jh2DaOOJUlxK3F3OwRBcCvwHPDTMMVjwHVhGB4NjAZuC4KgEXA9cBjQD3ggCIJK+yWxJJUhi9ZmctYz4/j7JyEntG/EpzceafmVpIjtyQjwAmAgMLJo+5wwDFdu9/osoBcwNgzDbCA7CIL5QGdgQjHnlaQyoaAgxsgfFvPAR6lUTErksXO6clqXJl7kJkmlwG4LcBiGbwZB0GK77ZUAQRAcClwLHEnhqG/Gdi/bDNTa0fFSU1N/RVyVZllZWX6+8jwAVm/J49Gxq5m2KoueTavw+74HUL/SJubM2RR1tBLjeSDwPFCh0nge7NNFcEEQnA3cAZwShuGaIAg2ATW226UGsHFHr01JSdmXt1QZkJqa6ueruD4PYrEY/5m0jHvfn01BLMYDAztxziHN4nLUN57PA/1/ngeC6M6DSZMm7fS5vS7AQRCcT+HFbkeHYbi+6OEfgfuCIKgMVAJSgJl7H1WSyqa1W7L5w+gZfDY7nV4t6/LImV1oVrdq1LEkSTuwVwU4CIIk4HFgCTA6CAKAr8Mw/FMQBI8D31J4Yd0dYRhmFXdYSSqNPp65ij++NYMt2XnceUoKlxzWksTE+Bv1laSyYo8KcBiGaUCfos26O9nnWeDZ4oklSaVfxrZc/vzeLEZPXk7HpjV59KyutG1YY/cvlCRFyhthSNI++HbeGm77z3TSN2dz/bFtuO6Y1iQn7XZlSUlSKWABlqS9kJmdxwMfpfLSD0todUA13rzqULo2qx11LEnSXrAAS9IeGr9wHbf8ZzpLN2xlyOEtublfQOXkpKhjSZL2kgVYknZjS3YeD38S8uK4NJrVqcqoy/vSq+UOL4eQJJUBFmBJ2oUxqenc9fZMVmRkMbjPQdx+UjuqVfKPTkkqy/xTXJJ2YF76Zh75dC4fz1pFmwbV+c+VfenZwlFfSSoPLMCStJ156Zt5/Iv5vD99BVWSk/i/49tyxVEHU7GCKzxIUnlhAZYkYG76Zh4fM48PZqykSnISVx51MJcd0Yq61SpGHU2SVMwswJLi2sqMbTz00RzembaCqslJXHXUwQyx+EpSuWYBlhSXsnLzefabhTz11QIKYjGuPOpgLj+iFXUsvpJU7lmAJcWd7+ev5Y63Z7JobSYndWzEH09OoVndqlHHkiSVEAuwpLixPjOH+z5I5c3JyzioXlVGXtqLI9ocEHUsSVIJswBLKvdisRijJy/nrx/MZnNWHtf85mCuO6aNd3GTpDhlAZZUri1el8kdb83ku/lr6d68Ng8M7EzQqEbUsSRJEbIASyqXcvMLeO7bRfzj87kkJyXyl9925LxezUlMTIg6miQpYhZgSeXO1KUbuf3N6cxZtZl+HRry59M60qhW5ahjSZJKCQuwpHJj3ZZsHhszj5E/LKZBjUoMO78HJ3ZsFHUsSVIpYwGWVOZty8nn32MXMeyrBWzNzWdwn4O4uV9AzcrJUUeTJJVCFmBJZVZ+QYzRk5fxyKdzWbUpi+NSGnL7SQGtG3iRmyRp5yzAksqcWCzGF3NW87ePQ8L0zXRpVpvHzulK71b1oo4mSSoDLMCSypRJi9fz4EdzmJC2gZb1q/HPc7tzcqdGJCS4uoMkac9YgCWVegUFMb6eu4Z/fbOQcQvXcUCNStx3ekfO6tmM5KTEqONJksoYC7CkUis7L593pq7g2W8WMm/1FhrXqswdJ6dwXp/mVK3oH1+SpH3jTxBJpU7G1lxe/nExw8emsXpzNimNazL07C6c2rmJI76SpF/NAiyp1Fi6fivPf7eI1ycuZWtOPke0qc+jZ3XlsNb1nOMrSSo2FmBJkVu7JZtHP5vLaz8uISkxgf5dmnDZEa1IaVwz6miSpHLIAiwpMlm5+bwwNo1/fjmfrNx8LujbgiuPOtjbFkuS9isLsKQSF4vF+GDGSh78aA7LNmzjuJQG/OHkFA4+oHrU0SRJccACLKlErdi4jdvenM6389bSrlENXh7Sm8Na1486liQpjliAJZWIWCzGm5OX8+d3Z5Efi/GXAR04t/dBJCV6cZskqWRZgCXtd2s2Z/PHt2bw2ex0DmlRh4fP7MJB9apFHUuSFKcswJL2m1gsxvvTV3L3OzPJzMnnjpNTuOTwlo76SpIiZQGWtF8sXpfJ3e/M4uu5a+jUtBaPntWFNg1rRB1LkiQLsKTilZMf48kv5vHEF/NJTkrk7lPbc0Hfg6jgHdwkSaWEBVhSsRm3YB23vreMpRm5nNKpMXed2t41fSVJpY4FWNKvtnZLNvd/mMroyctpVL0CL1x0CL9p1yDqWJIk7ZAFWNI+KyiI8dqEpTz08Ry25uRx7W9ac2yTPLpZfiVJpZgFWNI+mb1iE3e8PYMpSzbSp1Vd/vrbjrRuUIPU1NSoo0mStEsWYEl7JTM7j6GfzeWF79OoXSWZR8/qwundmpKQ4NJmkqSywQIsaY9NWryBm16fypL1WxnUqzm39WtHrarJUceSJGmvWIAl7VZufgGPj5nHP7+cT5PaVXjtsj70blUv6liSJO0TC7CkXZq/ejM3jprGjOUZnNnjQO7u354alR31lSSVXRZgSTtUUBDjxXFpPPjRHKpVqsCw83twYsdGUceSJOlXswBL+h8rM7ZxyxvT+W7+Wo5p14AHz+hEgxre0EKSVD5YgCX9l/emreCOt2aQmx/j/tM7MahXM1d4kCSVKxZgSQBkbM3lrndm8u60FXRrXpuhZ3WlRf1qUceSJKnYWYAlMX7hOn7/2lTWbsnm5hPacuVRB1MhKTHqWJIk7RcWYCmOxWIxXvw+jb9+kErzulUZffWhdD6wdtSxJEnaryzAUpzKys3nj2/NYPTk5RyX0pBHz+5CTZc3kyTFAQuwFIeWb9zGFSMnMnP5Jm48ri3XHdOaxEQvdJMkxQcLsBRnxi1YxzWvTCY3r4DnLujJce0bRh1JkqQSZQGW4kQsFuOFsWnc92EqLepV5V8X9OTgA6pHHUuSpBJnAZbiwLacwvm+b01ZzgntG/LIWV28nbEkKW5ZgKVybs6qTVz7yhQWrNnCTce35drfON9XkhTfLMBSORWLxXh5/BL+8v5salROZuQlvTm8Tf2oY0mSFDkLsFQOZWzL5Q+jp/PhjFUc2fYAHjmzCwfUqBR1LEmSSgULsFTOfDJrFfe8O4s1m7P5w0ntuOyIVk55kCRpOxZgqZxYvnEbf3pnFp+nptOuUQ2Gnd+DLs28q5skSb9kAZbKuLz8Al4Ym8bQz+cSi8EfT27HxYe1JDkpMepokiSVShZgqQz7fsFa7n1vNnNWbebYdg3484AOHFinatSxJEkq1SzAUhm0aG0m932Qyuep6TStXYWnz+vOiR0bkZDgXF9JknbHAiyVIRlbc3lszDxGjEujUoVEbukXcOnhLamcnBR1NEmSygwLsFQG5OYX8PIPi/nHmHlkbMvl7J7NuOmEtjSoUTnqaJIklTkWYKkUi8VifBmu5r4PUlmwJpNDD67Hnae0p32TmlFHkySpzLIAS6XUjGUZ/O2TOXw7by0t61fj2Qt6clxKA+f5SpL0K1mApVJm5vIMnvxiPh/PWkWtKsncdWp7Bvc5iIoVXNZMkqTiYAGWSolJi9fz5Bfz+TJcQ41KFbj+2DYMOaIlNSsnRx1NkqRyxQIsRSgWi/HtvLU8/dUCxi1cR52qydx8QlsG921BrSoWX0mS9gcLsBSB7Lx83pm6gue/XUSYvpkGNSpx5ykpnNu7OVUr+ttSkqT9yZ+0UgnakJnDy+MX8+K4xazZnE27RjV4+Mwu9O/SmEoVXMtXkqSSYAGWSsDc9M0M/z6N0ZOXkZVbwJFtD+DRs1pyeOv6ruogSVIJswBL+0lefgFfzFnNi+PSGDt/HZUqJDKgaxMuPbwVQaMaUceTJCluWYClYhSLxZi+LIO3pizn/ekrWLslhya1KnPriQHnHNKcutUqRh1RkqS4ZwGWisHKjG28NWU5oycvZ/7qLVSskMhxKQ34bdemHNOuARWSXMNXkqTSwgIs7aNtOfl8MmsVb05exnfz1xKLQc+D6vDAwE6c3Kmxy5hJklRKWYClvVBQEOPHtPW8OWkZH85YSWZOPgfWqcJ1x7ThjO5NOahetagjSpKk3bAAS3tg8bpM3py8nNGTl7FswzaqVUzi5E6NOaPHgfRqUZfERFdykCSprLAASzuRm1/ARzNXMXJcGhPSNpCQAIe3rs/NJwSc0KGhN6yQJKmM8ie49AsbMnN4dcISRny/mFWbsmhZvxq3nhhweremNK5VJep4kiTpV7IAS0XmpW/mhe1uVnF46/rcP7AjR7dt4BQHSZLKEQuw4lp+QYyvwtW8OG4x38xdQ8UKiQzs1pSLD2vpzSokSSqn9qgAB0HQG3goDMOjt3tsKBCGYTisaPsy4AogD/hrGIbvF39cqXis3pTFaxOW8tqPS1iRkUWDGpW4+YS2DOrVnHrVK0UdT5Ik7Ue7LcBBENwKDAYyi7YPAEYAbYG/Fz3WCLge6AlUBr4LguCzMAyz91NuaZ/MXJ7B898t4v3pK8jNj3FEm/rc3b89x6Y0JNmbVUiSFBf2ZAR4ATAQGFm0XR24Bzhpu316AWOLCm92EATzgc7AhF8eLDU19dfkVSmWlZVVKj/f/IIY45dt5a3ZGcxMz6JKhQRObluD/u1q0bRmMrCR+XM3Rh2z3Cit54FKlueBwPNAhUrjebDbAhyG4ZtBELTYbnsRsCgIgu0LcE0gY7vtzUCtHR0vJSVl35Kq1EtNTS1Vn29mdh7/mbSMf49dxOJ1W2lauwp3nJzC2b2aUbOyd2nbX0rbeaBoeB4IPA9UKKrzYNKkSTt9rrgugtsEbH/FUA3AITVFYmXGNoZ/n8ar45ewKSuPrs1qc2u/dvTr0JAKTnOQJCnuFVcB/hG4LwiCykAlIAWYWUzHlvbI9GUbef67RXwwfSUFsRgndmzEpYe3osdBdaKOJkmSSpFiKcBhGK4KguBx4FsgEbgjDMOs4ji2tCv5BTE+m53Ov79bxI9p66leqQIXHtqCiw5tQbO6VaOOJ0mSSqE9KsBhGKYBfX7x2D2/2H4WeLa4gkm7kptfwBsTlzHs6wUsWV84v/fOU1I4+5Bm1HB+ryRJ2gVvhKEypaAgxoczV/LIp3NZtDaTLs1qc9uJzu+VJEl7zgKsMiEWi/HtvLX87ZM5zFy+iaBhDZ67oCfHpjQgIcHbFEuSpD1nAVapl7Y2k7vemcm389ZyYJ0qPHpWFwZ0bUpSosVXkiTtPQuwSq2cvAKe/XYhj4+ZR8WkRO4+tT3n9WlOpQpJUUeTJEllmAVYpdKkxRv44+gZhOmbOblTI/7UvwMNa1aOOpYkSSoHLMAqVbJy83n4k5Dnxy6icc3KPHdBT45r3zDqWJIkqRyxAKvUmLUigxtHTWVu+hYG9zmI205qR/VKnqKSJKl42S4UufyCGP/6ZiGPfhZSu2pFhl98CEcHDaKOJUmSyikLsCKVtjaTW/4zjQlpGzipYyPuP70TdapVjDqWJEkqxyzAikRBQYwXvk/j75/MITkpkUfP6sLp3Zq6pq8kSdrvLMAqcYvWZnJr0ajvMe0acP/pnWhUyxUeJElSybAAq8TkF8R4Yewi/v5JSKUKjvpKkqRoWIBVIhau2cKt/5nOxMUbOLZdA+4f2Ml1fSVJUiQswNqvHPWVJP2/9u48Pqr63v/4ayaZ7CsECNmR5RAQCCAiiBYpLmjV1rr0trXX9tH2ttf21mpvt4ut9va2t1Wvtj/rUlv1trW/VqlLtS5UKwqogGwSCIctJEAgG2TfZ+b+8UlM2AmETJJ5Px+P85jJzEnyDXOYeZ/v+Xy/X5GBRgFYzppt5fV8e8kHbNhTw8J8q/UdqV5fERERCTEFYOlzbR0BHlq2g1+9uYOE6EgeuKmAawsy1OsrIiIiA4ICsPSpFdur+NFLm9lW3sC1BRn84GOTGJ4QHepmiYiIiHxIAVj6xJayOhb/fT/rynaRmRLL47ecx4KJo0LdLBEREZGjKADLGSmraebepS7Prd9HvM/L4qvyuXlOLtGREaFumoiIiMgxKQDLaWn3B3h8RTEPvL4dfzDIly8+h4+O9nN+wTmhbpqIiIjICSkAS6+tKz3E95/dxNYD9SzMH8Vd10wiKzWOoqKiUDdNRERE5KQUgOWUtfsDPPD6Nh5atpP0pBgevXkml09OD3WzRERERHpFAVhOSXFVI9/403o+2FvLTedlc+fVk0iI1uEjIiIig48SjJzUq4UH+NYzG4nwenj4MzNYNGV0qJskIiIictoUgOW4OvwB7lnq8uhbu5iWlcxDn51JZkpsqJslIiIickYUgOWYymqauf3pDby36yCfnp3DD6+epKnNREREZEhQAJajvLBhH4ufL8QfCHLvDdO4fmZWqJskIiIi0mcUgOVDtU3tLH6hkBc3ljEjJ4X7byogd3h8qJslIiIi0qcUgAWAlTuq+NYzG6msb+WOSyfw1fljiYzwhrpZIiIiIn1OATjMtbT7uec1l9+uKOacEfE8+69zmZqVEupmiYiIiJw1CsBhbEtZHd/88wbc8no+NyeX7y3KJzZKA91ERETCTjAINSWwZw0cKob2JmhvsVuPB3zxEBUHUfGnfj8yKtR/1XEpAIchfyDIb5bv4r6l20iO8/Hk52cx3xkZ6maJiIhIfwr4oWQlbH4O3Fegfn/3c14f+OLAF2PhuL0J2hqB4Kn/fK8PUrLxXfDfQH5ft/6MKACHmb2Hmrj96Y2sLj7IFZPT+cl1UxgWP3DP0ERERKSPNVTCuidhzeNQX2ZBd/xlMOYiyJ4NIyZChO/o7wsGoaPFgnDX1hWMj7rfvU8gcuANqFcADhOBQJAla/fyny9tIQjcc/1Urp+ZhcfjCXXTRERE5GxrrIY978GmJVD0IgTaYewCuOInMP5yK104GY8HfLG2xaed8q/2FxWdQcPPDgXgMLD1QB2Lnyvk/ZJDnJ83jPtunEb2sFM40EVERGTwCQatjrf0PSh9F0pXQZVrz8WkwPlfgpm3wAgnpM0MJQXgIayxtYNfvLGd364oJikmkp9fP5XrZ2Th9arXV0REZMhoa4J970PJu1C2HvathcYKewS/p5kAABqESURBVC4mGbIvgGmfgpw5kDkDIqND294BQAF4CAoGg7y2+QB3v7iF/bUtfGpWNt+5YiKpqvUVEREZ3AJ+OPCBhdyyDbZVFkGgA/BYr+7YBZAz2wJvmgNezet/JAXgIaa0uokf/rWQN91KJqYn8uCnpzMzd1iomyUiIiKnIxCAis1QvByK34aSd6C11p6LHQYZBTD+Ugu7ObOtx1dOSgF4iGjt8PPY27v4f//YQaTXw+Kr8rllbp5WcxMRERksAn6o2g77O3t292+03t62Bns+dQxM/jiMuRiyZkFKjg1Mk15TAB4CVu2q5vvPbWJnZSNXTknnzo9NYnRybKibJSIiIidzoBC2vGDz8ZZtsOnDACJjIX0KFHwaMmbYFGXJWaFt6xCiADyIHWxs46cvF/HM2r1kpcbyxOdncYkWtBCRoaStEQ7ttq12HzRWQlO11Tt6I3tsEXbri4WEUZA4GuKGQ0sNNFTY9wUDEJsKaRPssrFPHQUSInX7YdMz8MGfobwQPF4YXQDTP2vH5ugCO04jFNPOFv3LDlJvFJXz7SUfUNvczlfnj+XfFozXMsYiMjj5O2zKpsqtULEVqrZ1h96ukewf8kDcMFthKtDRufk7b9s7BwKdgogoyJhudZOjJsPwcbbFJPXxHyfSqXonbHsNtr0Ku5fbCVnmeXDlvTD5OogfHuoWhhUF4EGmuc3Pf728hT+8V0r+6CSe+tJsJqbrDVtEBonmGqtr3L8B9n9gobdqG/jbuvdJyoJhY2DC5Xabmmdbcrb16npPcLLf0QYN5VB/AJqqbM7ThJEQP8K+r7ESKopsbtSSd+DdBw8PzYkZMDLftlGT7XbERPUWS+/5O2zhCfcVC73VO+zxNAfm3W7TkqWND20bw5gC8CBSuK+Wb/xpPTsrG/nyxedwx2UTiI5Ur6+I9JO2JguvlVuhpdZ6UaPiuzdPBLTVQ2sDw/bshPJ4G7zTWAV1e6Gm1Hp1uyRnw8hJMO6jFjJHOBYOohNOv42RUZCSbduxRMVbmHYW2dcdrXCw2MJJ9Xbrga7YAqtXgL+185s8nUF8jLUtIgoiY+xn+WLBF9+9OtaRj0XF2b6eCAvgHo99HZdmbZWhJeCH7Uuh8Fm7bamx4yXvIjj/X2DCZXb8ScgpAA8CgUCQXy/fxX1LXYbHR/PUF2dz4bhTX4JQRKTX/B02t+i+tZ3beguGQf8pffuorjuRMdZrm5RpA3mm32ylB6MLBsYl38hoGDnRtp66yjLKN1uPcWURHCqB2r3WW93RAu1NdlIQaD+93x2TYvXKaeMt/HedBAwff2rL0srA0doA7z8Oqx61k7244eBcCc4VNidvdGKoWyhHUAAe4Mpqmrnj6Y28u6uaReem89PrppASp14DkQGptR4O7rLL8BGREJ1kg66ik858MEtrQ4/BYHug6WD3pf7WOhss1jUILCbFRo+PnmarPiWmn/hnt9Rau6t2dK8itX8jdDTb8zEpkDnTek0zZ8Coc+3v8rd1hsBG24IBiEqA6ATc3ftwzp0BEb4z+7tDJSLSgmnaeJt26kT87dDebP8W7U12v63H/Y5m6xkMBuy2vcl6xRsroX6/lYBse7VHKYbHBvHFJNm/Z1ScLW3b9b3+Nns8NbczOOfba328Xm85e9qaYM1jsPIXNjhzzMWw6L9hwiINYBvg9OoMUMFgkL9uLOPO5wvpCAT5+fVTuWFmFh7N9ycysOxZA5uftTq/Q8XH3y8qwSaoj0m2etTEdAs5qbmQkmvPg4WbmpLusPvhYLDKI36gp/PnjLKAmpTRGZCa7VK++zIQtF2TMq3HNWm07dvebL1Uh0rsdzUf6v6xkTG273mft9CbOcMu/R/3vefYC+0EouoHb/jtrQifbWcygK6jzU5CKnsMAmyttxKStiabJcAbYfXMEVF20lP6ns0k0CUl16bKyuvckjPP+E+T42hvgXX/C2/fawM1x34U5n8Xss8PdcvkFCkAD0Al1Y0sfr6Q5durKMhO4YGbCshLiw91s0SkSyAA216xXp89qyAiGs6ZDzNutpkEfPFWP9pab+Gypc56WVtq7evGCih513r/jnf53BNhc36m5tml1K6BYMPGQHKO9cCeaHnT1gY4sAnK1sG+dXa/9B0bhOaLszCckmshNzUXhp1jW9qE8AmuA0lk1LFLMU6mtR4qt8HeNTazwNa/wfo/2HOpYw4PxEmj+77d4aa9Gdb9DlY8APVlkDsPbvwd5M4JdcuklxSAB5C2jgCPLd/FL9/Yji/Cy11XT+LmOXlEeNXrG5baWyy07FtrIeZgMRC0nsPknM6BPjm2dQ3OkbOrrQk2PQ3vPGi9rCk5sOgeKPin06vxC/ihrswGh3W0AEGb3isl2waInUkQjU6wD+UjP5iDQa0cNZREJ0LWTNsu+Mrhy+buXmELLKz7ne2bPgUmXGFbxowTn0DJ4Vrq4P3fwru/sqsxOXPhEw/DmI/o/9MgpQA8QKzaVc3i5wvZXtHAlVPS+cHHJpOeHBPqZkl/6Oi85H1wV+clUNcCb/nm7prAxNHWM+fxWG/P9te76zO7JGVB2jgLw6m5Np1TYrpdGk/JscE+0nv+dluhaevf4IOnbVR3+lT45G9h0sfPrM7PG3HiGQvOBn1YD21erwXd9Ckw51/tJKu8EHa+abMSLL8P3r7HymfGX25TzY29RIO0jqexGlY9AqsftSs4YxfARd+CvAtD3TI5QwrAIVZc1cjPXtnKq5sPkJkSy+O3nMeCiaNO/o0yeLU22GXzba/ZHJEHCg8fWR+TbKPk5/5bdw1mUsbhPyMYtAEXNaUWnqt32PrxVdutx6f54OH7e7x2OX1EPmSdZ1vmTPtdcrTWetjxhoXe7a/ZB19kjPWczf4XWzxBQVIGA2+EDZAbPQ3m3WaDJ3e8YYPutr4IG/5gNcUTr4IZ/2w9muo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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['Price'])\n", + "plt.plot(vol_df['P_Ext_Markets']/250)\n", + "plt.legend()\n", + "plt.title('Rolling Average of Zeus Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100.0" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"Price\"].min()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "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 +} diff --git a/notebooks/barlin/App2_Config6a.ipynb b/notebooks/barlin/App2_Config6a.ipynb new file mode 100644 index 0000000..9be3933 --- /dev/null +++ b/notebooks/barlin/App2_Config6a.ipynb @@ -0,0 +1,2271 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SimCAD Application Notebook\n", + "## Experiment Type 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Name of Config File or System Description\n", + "#### 100 MonteCarlo Runs \n", + "#### Behaviors: EMHers, Herders, HODLers, EIUers, and Human EIUers" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Simulation Run 1\n", + "single_proc: []\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from tabulate import tabulate\n", + "\n", + "from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "from sandboxUX import config6a #, config2\n", + "from SimCAD import configs\n", + "\n", + "# ToDo: pass ExecutionContext with execution method as ExecutionContext input\n", + "\n", + "exec_mode = ExecutionMode()\n", + "\n", + "print(\"Simulation Run 1\")\n", + "# print()\n", + "single_config = [configs[0]]\n", + "single_proc_ctx = ExecutionContext(exec_mode.single_proc)\n", + "run1 = Executor(single_proc_ctx, single_config)\n", + "run1_raw_result = run1.main()\n", + "df = pd.DataFrame(run1_raw_result)\n", + "# print(tabulate(result, headers='keys', tablefmt='psql'))\n", + "# print()\n", + "\n", + "# print(\"Simulation Run 2: Pairwise Execution\")\n", + "# print()\n", + "# multi_proc_ctx = ExecutionContext(exec_mode.multi_proc)\n", + "# run2 = Executor(multi_proc_ctx, configs)\n", + "# run2_raw_results = run2.main()\n", + "# for raw_result in run2_raw_results:\n", + "# result = pd.DataFrame(raw_result)\n", + "# print(tabulate(result, headers='keys', tablefmt='psql'))\n", + "# print()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#df = pd.DataFrame(run1_raw_result)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_steptimestamp
002500010010010000210000000102018-10-01 15:16:24
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" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price \\\n", + "0 0 25000 100 \n", + "1 0 25067.68105681930173034288600 100 \n", + "2 0 25067.68105681930173034288600 100 \n", + "3 0 25067.68105681930173034288600 99.75000000000000000000000000 \n", + "4 0 25042.19120625054858919611433 99.75000000000000000000000000 \n", + "\n", + " Price_Signal Price_Signal_2 Sell_Log Trans Z \\\n", + "0 100 100 0 0 21000000 \n", + "1 100 100 0 0 21000000 \n", + "2 100 100 5249999.999999999999999999999 0 21000000 \n", + "3 100.00 100.00000 5249999.999999999999999999999 0 21000000 \n", + "4 100.00 100.00000 5249999.999999999999999999999 0 21000000 \n", + "\n", + " mech_step run time_step timestamp \n", + "0 0 1 0 2018-10-01 15:16:24 \n", + "1 1 1 1 2018-10-01 15:16:25 \n", + "2 2 1 1 2018-10-01 15:16:25 \n", + "3 3 1 1 2018-10-01 15:16:25 \n", + "4 1 1 2 2018-10-01 15:16:26 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Standard Library Imports\n", + "#import pandas as pd\n", + "import numpy as np\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "#from tabulate import tabulate\n", + "\n", + "sns.set_style('whitegrid')\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# SimCAD Specific\n", + "# from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "# from sandboxUX import config1 , config2\n", + "# from SimCAD import configs" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "#Convert data type of output to float. MPL works OK with strings, seaborn does not\n", + "names = df.keys()[:-3] # [:-3] only affects state variables\n", + "for n in names:\n", + " df[n]=df[n].apply(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_stepruntime_step
Buy_Log1.0000000.052516-0.117135-0.117385-0.118788-0.032037NaNNaN0.000612NaN0.114926
P_Ext_Markets0.0525161.000000-0.753636-0.753479-0.7473780.475050NaNNaN0.001710NaN0.761785
Price-0.117135-0.7536361.0000001.0000000.999867-0.415502NaNNaN-0.002699NaN-0.999754
Price_Signal-0.117385-0.7534791.0000001.0000000.999874-0.415057NaNNaN-0.002693NaN-0.999745
Price_Signal_2-0.118788-0.7473780.9998670.9998741.000000-0.408139NaNNaN-0.002597NaN-0.999307
Sell_Log-0.0320370.475050-0.415502-0.415057-0.4081391.000000NaNNaN0.008091NaN0.423775
TransNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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runNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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time_stepBuy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_steprun
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21000000.0 2.0 1 \n", + "996 -823.576707 26250000.0 0.0 21000000.0 2.0 1 \n", + "997 -824.545664 22750000.0 0.0 21000000.0 2.0 1 \n", + "998 -825.515591 21000000.0 0.0 21000000.0 2.0 1 \n", + "999 -826.483854 24500000.0 0.0 21000000.0 2.0 1 \n", + "1000 -827.450504 22750000.0 0.0 21000000.0 2.0 1 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_df.tail(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "def dist_plot(x, y,lx=False,ly=False, suppMin=False): \n", + " plt.figure(figsize=(12,8))\n", + " if not(suppMin):\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,min_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'min'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + " \n", + " else:\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,mean_df[y].values-std_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'mean - 1*std'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + "\n", + " plt.xlabel(x)\n", + " plt.ylabel(y)\n", + " if lx:\n", + " plt.xscale('log')\n", + " \n", + " if ly:\n", + " plt.yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dist_plot('time_step', 'P_Ext_Markets',suppMin=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],(1/250)*mean_df['P_Ext_Markets'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "time_step 2.889637e+02\n", + "Buy_Log 2.519449e+06\n", + "P_Ext_Markets 4.009858e+02\n", + "Price 2.854861e+02\n", + "Price_Signal 2.854072e+02\n", + "Price_Signal_2 2.823793e+02\n", + "Sell_Log 2.888285e+06\n", + "Trans 0.000000e+00\n", + "Z 0.000000e+00\n", + "mech_step 6.318237e-02\n", + "run 0.000000e+00\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(np.std(mean_df))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Sell_Log'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 NaN\n", + "1 3500000.0\n", + "2 5250000.0\n", + "3 1750000.0\n", + "4 0.0\n", + "5 3500000.0\n", + "6 1750000.0\n", + "7 0.0\n", + "8 0.0\n", + "9 0.0\n", + "10 0.0\n", + "11 3500000.0\n", + "12 1750000.0\n", + "13 0.0\n", + "14 -3500000.0\n", + "15 -1750000.0\n", + "16 0.0\n", + "17 0.0\n", + "18 0.0\n", + "19 0.0\n", + "Name: Sell_Log, dtype: float64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "buy_delta = mean_df['Buy_Log'].diff()\n", + "sell_delta = mean_df['Sell_Log'].diff()\n", + "ext_delta = mean_df['P_Ext_Markets'].diff()\n", + "# df_delta['Buy_Log'] = buy_delta\n", + "# df_delta['Sell_Log'] = sell_delta\n", + "# df_delta = df_delta.append(ext_delta)\n", + "# df_delta.head()\n", + "sell_delta.head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],sell_delta[1:])\n", + "plt.plot(mean_df['time_step'][1:],ext_delta[1:])\n", + "plt.ylim(-400,400)\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'],mean_df['Z']/mean_df['P_Ext_Markets'])\n", + "plt.title('Z per External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# plt.figure(figsize=(12,8))\n", + "# plt.plot(df['time_step'],(df['TDR_Int']-df['TDR_Ext'])/df['TDR_Ext'])\n", + "# plt.title('Availability of TDR arbitrage opportunity')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# plt.figure(figsize=(12,8))\n", + "# plt.plot(df['time_step'],(df['Zeus_LT']/df['Zeus_ST']-1))\n", + "# plt.title('Availability of LT vs ST arbitrage opportunity')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Buy_LogP_Ext_MarketsPricePrice_SignalPrice_Signal_2Sell_LogTransZmech_step
632.083333e+0624911.74243980.10052981.08993791.8496221.616667e+070.021000000.01.968254
642.166667e+0624912.74128879.42195880.42703491.4824631.647222e+070.021000000.02.000000
652.166667e+0624912.46868478.73280479.75363391.1055721.669444e+070.021000000.02.000000
662.250000e+0624912.92377478.03703779.06967890.7189231.686111e+070.021000000.02.000000
672.250000e+0624913.67820377.33597978.37780890.3226141.702778e+070.021000000.02.000000
\n", + "
" + ], + "text/plain": [ + " Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n", + "63 2.083333e+06 24911.742439 80.100529 81.089937 91.849622 \n", + "64 2.166667e+06 24912.741288 79.421958 80.427034 91.482463 \n", + "65 2.166667e+06 24912.468684 78.732804 79.753633 91.105572 \n", + "66 2.250000e+06 24912.923774 78.037037 79.069678 90.718923 \n", + "67 2.250000e+06 24913.678203 77.335979 78.377808 90.322614 \n", + "\n", + " Sell_Log Trans Z mech_step \n", + "63 1.616667e+07 0.0 21000000.0 1.968254 \n", + "64 1.647222e+07 0.0 21000000.0 2.000000 \n", + "65 1.669444e+07 0.0 21000000.0 2.000000 \n", + "66 1.686111e+07 0.0 21000000.0 2.000000 \n", + "67 1.702778e+07 0.0 21000000.0 2.000000 " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# vol_df = df.rolling(window = 21).mean()\n", + "vol_df = pd.DataFrame()\n", + "rolling_days = 63 # days = number * mechanisms\n", + "for n in names:\n", + " vol_df[n] = mean_df[n].rolling(rolling_days).mean().shift()\n", + " \n", + "vol_df = vol_df.dropna() #(vol_df.iloc[0:rolling_days])\n", + "# vol_df[n].iloc[:rolling_days], axis=1)\n", + "vol_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Z')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['Z'])\n", + "plt.title('Rolling Average of Z')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of External Stock Market Price')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['P_Ext_Markets'])\n", + "plt.title('Rolling Average of External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Rolling Average of Zeus Price')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['Price'])\n", + "plt.plot(vol_df['P_Ext_Markets']/250)\n", + "plt.legend()\n", + "plt.title('Rolling Average of Zeus Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-859.25" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"Price\"].min()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100.0" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"Price\"].max()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/barlin/App2_Config6b.ipynb b/notebooks/barlin/App2_Config6b.ipynb new file mode 100644 index 0000000..872b9ea --- /dev/null +++ b/notebooks/barlin/App2_Config6b.ipynb @@ -0,0 +1,482 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SimCAD Application Notebook\n", + "## Experiment Type 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Name of Config File or System Description\n", + "#### 20 MonteCarlo Runs \n", + "#### Behaviors: EMHers, Herders, HODLers, EIUers, and Human EIUers" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Simulation Run 1\n", + "single_proc: []\n" + ] + }, + { + "ename": "TypeError", + "evalue": "unsupported operand type(s) for *: 'float' and 'decimal.Decimal'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[0msingle_proc_ctx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mExecutionContext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexec_mode\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msingle_proc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 16\u001b[0m \u001b[0mrun1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mExecutor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msingle_proc_ctx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msingle_config\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 17\u001b[1;33m \u001b[0mrun1_raw_result\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrun1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmain\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 18\u001b[0m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrun1_raw_result\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 19\u001b[0m \u001b[1;31m# print(tabulate(result, headers='keys', tablefmt='psql'))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\__init__.py\u001b[0m in \u001b[0;36mexecute\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 72\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexec_context\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mExecutionMode\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msingle_proc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 73\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0msingle_proc_exec\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msimulation_execs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstates_lists\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfigs_structs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mTs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mNs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 74\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexec_context\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mExecutionMode\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmulti_proc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 75\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfigs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\__init__.py\u001b[0m in \u001b[0;36msingle_proc_exec\u001b[1;34m(simulation_execs, states_lists, configs_structs, env_processes_list, Ts, Ns)\u001b[0m\n\u001b[0;32m 67\u001b[0m \u001b[0msimulation\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mN\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ml\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[1;31m# print(states_list)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 69\u001b[1;33m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msimulation\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstates_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mN\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 70\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mflatten\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36msimulation\u001b[1;34m(self, states_list, configs, env_processes, time_seq, runs)\u001b[0m\n\u001b[0;32m 100\u001b[0m \u001b[1;31m# print(\"Run: \"+str(run))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 101\u001b[0m \u001b[0mstates_list_copy\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstates_list\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# WHY ???\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 102\u001b[1;33m \u001b[0mhead\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0mtail\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpipe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstates_list_copy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 103\u001b[0m \u001b[0mgenesis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mhead\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 104\u001b[0m \u001b[0mgenesis\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'mech_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgenesis\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time_step'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgenesis\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'run'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mpipe\u001b[1;34m(self, states_list, configs, env_processes, time_seq, run)\u001b[0m\n\u001b[0;32m 86\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mtime_step\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 87\u001b[0m \u001b[1;31m# print(run)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 88\u001b[1;33m \u001b[0mpipe_run\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mblock_gen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msimulation_list\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtime_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 89\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0mpipe_run\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpipe_run\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 90\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpipe_run\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mblock_gen\u001b[1;34m(self, states_list, configs, env_processes, t_step, run)\u001b[0m\n\u001b[0;32m 72\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mconfig\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 73\u001b[0m \u001b[0ms_conf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mb_conf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 74\u001b[1;33m \u001b[0mstates_list\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmech_step\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mm_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms_conf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mb_conf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mt_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 75\u001b[0m \u001b[0mm_step\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 76\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mmech_step\u001b[1;34m(self, m_step, sL, state_funcs, behavior_funcs, env_processes, t_step, run)\u001b[0m\n\u001b[0;32m 42\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 43\u001b[0m \u001b[1;31m# *** add env_proc value here as wrapper function ***\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 44\u001b[1;33m \u001b[0mlast_in_copy\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexception_handler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mm_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlast_in_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_input\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mstate_funcs\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 45\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 46\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mlast_in_obj\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 42\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 43\u001b[0m \u001b[1;31m# *** add env_proc value here as wrapper function ***\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 44\u001b[1;33m \u001b[0mlast_in_copy\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexception_handler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mm_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlast_in_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_input\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mstate_funcs\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 45\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 46\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mlast_in_obj\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\SimCAD\\engine\\simulation.py\u001b[0m in \u001b[0;36mexception_handler\u001b[1;34m(self, f, m_step, sL, last_mut_obj, _input)\u001b[0m\n\u001b[0;32m 28\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mexception_handler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mm_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlast_mut_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_input\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 29\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 30\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mm_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlast_mut_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_input\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 31\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 32\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Exception\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\staging\\21f1155\\sandboxUX\\config6b.py\u001b[0m in \u001b[0;36ms2m3\u001b[1;34m(step, sL, s, _input)\u001b[0m\n\u001b[0;32m 179\u001b[0m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'Price'\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 180\u001b[0m \u001b[1;31m#var1 = Decimal.from_float(s['Buy_Log'])\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 181\u001b[1;33m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Price'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Buy_Log'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m/\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Z'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m \u001b[1;36m0.1\u001b[0m \u001b[1;33m*\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Sell_Log'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Z'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m+\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Buy_Log'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Sell_Log'\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 182\u001b[0m \u001b[1;31m#+ np.divide(s['Buy_Log'],s['Z']) - np.divide() # / Psignal_int\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 183\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for *: 'float' and 'decimal.Decimal'" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from tabulate import tabulate\n", + "\n", + "from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "from sandboxUX import config6b #, config2\n", + "from SimCAD import configs\n", + "\n", + "# ToDo: pass ExecutionContext with execution method as ExecutionContext input\n", + "\n", + "exec_mode = ExecutionMode()\n", + "\n", + "print(\"Simulation Run 1\")\n", + "# print()\n", + "single_config = [configs[0]]\n", + "single_proc_ctx = ExecutionContext(exec_mode.single_proc)\n", + "run1 = Executor(single_proc_ctx, single_config)\n", + "run1_raw_result = run1.main()\n", + "df = pd.DataFrame(run1_raw_result)\n", + "# print(tabulate(result, headers='keys', tablefmt='psql'))\n", + "# print()\n", + "\n", + "# print(\"Simulation Run 2: Pairwise Execution\")\n", + "# print()\n", + "# multi_proc_ctx = ExecutionContext(exec_mode.multi_proc)\n", + "# run2 = Executor(multi_proc_ctx, configs)\n", + "# run2_raw_results = run2.main()\n", + "# for raw_result in run2_raw_results:\n", + "# result = pd.DataFrame(raw_result)\n", + "# print(tabulate(result, headers='keys', tablefmt='psql'))\n", + "# print()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#df = pd.DataFrame(run1_raw_result)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "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": null, + "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": null, + "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": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Check\n", + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.iloc[2995:3005]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.tail(10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.corr()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "aggregate_dimension = 'time_step'\n", + "\n", + "mean_df = df.groupby(aggregate_dimension).mean().reset_index()\n", + "median_df = df.groupby(aggregate_dimension).median().reset_index()\n", + "std_df = df.groupby(aggregate_dimension).std().reset_index()\n", + "min_df = df.groupby(aggregate_dimension).min().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mean_df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "mean_df.tail(10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def dist_plot(x, y,lx=False,ly=False, suppMin=False): \n", + " plt.figure(figsize=(12,8))\n", + " if not(suppMin):\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,min_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'min'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + " \n", + " else:\n", + " plt.plot(mean_df[x].values, mean_df[y].values,\n", + " mean_df[x].values,median_df[y].values,\n", + " mean_df[x].values,mean_df[y].values+std_df[y].values,\n", + " mean_df[x].values,mean_df[y].values-std_df[y].values)\n", + " plt.legend(['mean', 'median', 'mean+ 1*std', 'mean - 1*std'],bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + "\n", + " plt.xlabel(x)\n", + " plt.ylabel(y)\n", + " if lx:\n", + " plt.xscale('log')\n", + " \n", + " if ly:\n", + " plt.yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dist_plot('time_step', 'P_Ext_Markets',suppMin=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dist_plot('time_step', 'Price',suppMin=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],(1/250)*mean_df['P_Ext_Markets'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(np.std(mean_df))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],mean_df['Sell_Log'][1:])\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "buy_delta = mean_df['Buy_Log'].diff()\n", + "sell_delta = mean_df['Sell_Log'].diff()\n", + "ext_delta = mean_df['P_Ext_Markets'].diff()\n", + "# df_delta['Buy_Log'] = buy_delta\n", + "# df_delta['Sell_Log'] = sell_delta\n", + "# df_delta = df_delta.append(ext_delta)\n", + "# df_delta.head()\n", + "sell_delta.head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n", + "plt.plot(mean_df['time_step'][1:],sell_delta[1:])\n", + "plt.plot(mean_df['time_step'][1:],ext_delta[1:])\n", + "plt.ylim(-400,400)\n", + "#plt.plot(df['time_step'],df['Zeus_LT'])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sns.pairplot(mean_df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(mean_df['time_step'],mean_df['Z']/mean_df['P_Ext_Markets'])\n", + "plt.title('Z per External Stock Market Price')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "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": null, + "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": null, + "metadata": {}, + "outputs": [], + "source": [ + "# vol_df = df.rolling(window = 21).mean()\n", + "vol_df = pd.DataFrame()\n", + "rolling_days = 63 # days = number * mechanisms\n", + "for n in names:\n", + " vol_df[n] = mean_df[n].rolling(rolling_days).mean().shift()\n", + " \n", + "vol_df = vol_df.dropna() #(vol_df.iloc[0:rolling_days])\n", + "# vol_df[n].iloc[:rolling_days], axis=1)\n", + "vol_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize=(12,8))\n", + "plt.plot(vol_df['Z'])\n", + "plt.title('Rolling Average of Z')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "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": null, + "metadata": {}, + "outputs": [], + "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": null, + "metadata": {}, + "outputs": [], + "source": [ + "df[\"Price\"].min()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df[\"Price\"].max()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "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 +} diff --git a/sandbox/barlin/config5.py b/sandbox/barlin/config5.py new file mode 100644 index 0000000..4d03f4d --- /dev/null +++ b/sandbox/barlin/config5.py @@ -0,0 +1,265 @@ +from decimal import Decimal +import numpy as np + +from SimCAD import Configuration, configs +from SimCAD.utils.configuration import exo_update_per_ts, proc_trigger, bound_norm_random, \ + ep_time_step + +seed = { + 'z': np.random.RandomState(1) +} + +# Signals +# Pr_signal +beta = Decimal('0.25') # agent response gain +beta_LT = Decimal('0.1') # LT agent response gain +# alpha = .67, 2 block moving average +alpha = Decimal('0.67') # 21 day EMA forgetfullness between 0 and 1, closer to 1 discounts older obs quicker, should be 2/(N+1) +max_withdraw_factor = Decimal('0.9') +external_draw = Decimal('0.01') # between 0 and 1 to draw Buy_Log to external + + +#alpha * s['Zeus_ST'] + (1 - alpha)*s['Zeus_LT'] + +# Stochastic process factors +correction_factor = Decimal('0.01') +volatility = Decimal('5.0') + +# Buy_Log_signal = +# Z_signal = +# Price_signal = +# TDR_draw_signal = +# P_Ext_Markets_signal = + +# Behaviors per Mechanism + +# BEHAVIOR 1: EMH Trader +EMH_portion = Decimal('0.250') +EMH_Ext_Hold = Decimal('42000.0') + + +def b1m1(step, sL, s): +# print('b1m1') + theta = (s['Z']*EMH_portion*s['Price'])/(s['Z']*EMH_portion*s['Price'] + EMH_Ext_Hold * s['P_Ext_Markets']) + if s['Price'] < (theta*EMH_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*EMH_portion*(1-theta)): + buy = beta * theta*EMH_Ext_Hold * s['P_Ext_Markets']/(s['Price']*EMH_portion*(1-theta)) + return {'buy_order1': buy} + elif s['Price'] > (theta*EMH_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*EMH_portion*(1-theta)): + return {'buy_order1': 0} + else: + return {'buy_order1': 0} + + +def b1m2(step, sL, s): +# print('b1m2') + theta = (s['Z']*EMH_portion*s['Price'])/(s['Z']*EMH_portion*s['Price'] + EMH_Ext_Hold * s['P_Ext_Markets']) + if s['Price'] < (theta*EMH_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*EMH_portion*(1-theta)): + return {'sell_order1': 0} + elif s['Price'] > (theta*EMH_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*EMH_portion*(1-theta)): + sell = beta * theta*EMH_Ext_Hold * s['P_Ext_Markets']/(s['Price']*EMH_portion*(1-theta)) + return {'sell_order1': sell} + else: + return {'sell_order1': 0} + +# BEHAVIOR 3: Herding +Herd_portion = Decimal('0.250') +Herd_Ext_Hold = Decimal('42000.0') +Herd_UB = Decimal('0.10') # UPPER BOUND +Herd_LB = Decimal('0.10') # LOWER BOUND +def b3m2(step, sL, s): + theta = (s['Z']*Herd_portion*s['Price'])/(s['Z']*Herd_portion*s['Price'] + Herd_Ext_Hold * s['P_Ext_Markets']) +# if s['Price'] - s['Price_Signal'] < (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)) - Herd_LB: + if (s['Price'] - s['Price_Signal']) < - Herd_LB: + + sell = beta * theta*Herd_Ext_Hold * s['P_Ext_Markets']/(s['Price']*Herd_portion*(1-theta)) + return {'herd_sell': sell, 'herd_buy': 0} + # elif s['Price'] > Herd_UB - (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)): + elif (s['Price'] - s['Price_Signal']) > Herd_UB: + buy = beta * theta*Herd_Ext_Hold * s['P_Ext_Markets']/(s['Price']*Herd_portion*(1-theta)) + return {'herd_sell': 0, 'herd_buy': buy} + else: + return {'herd_sell': 0, 'herd_buy': 0} + +# BEHAVIOR 4: HODLers +HODL_belief = Decimal('10.0') +HODL_portion = Decimal('0.250') +HODL_Ext_Hold = Decimal('4200.0') + + +def b4m2(step, sL, s): +# print('b4m2') + theta = (s['Z']*HODL_portion*s['Price'])/(s['Z']*HODL_portion*s['Price'] + HODL_Ext_Hold * s['P_Ext_Markets']) + if s['Price'] < 1/HODL_belief*(theta*HODL_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*HODL_portion*(1-theta)): + sell = beta * theta*HODL_Ext_Hold * s['P_Ext_Markets']/(s['Price']*HODL_portion*(1-theta)) + return {'sell_order2': sell} + elif s['Price'] > (theta*HODL_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*HODL_portion*(1-theta)): + return {'sell_order2': 0} + else: + return {'sell_order2': 0} + +# BEHAVIOR 7: Endogenous Information Updating (EIU) +EIU_portion = Decimal('0.250') +EIU_Ext_Hold = Decimal('42000.0') +EIU_UB = Decimal('0.50') # UPPER BOUND +EIU_LB = Decimal('0.50') # LOWER BOUND +def b7m2(step, sL, s): + theta = (s['Z']*EIU_portion*s['Price'])/(s['Z']*EIU_portion*s['Price'] + EIU_Ext_Hold * s['P_Ext_Markets']) +# if s['Price'] - s['Price_Signal'] < (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)) - Herd_LB: + if (s['Price'] - s['Price_Signal']) < - EIU_LB: + + sell = beta * theta*EIU_Ext_Hold * s['P_Ext_Markets']/(s['Price']*EIU_portion*(1-theta)) + return {'EIU_sell': sell, 'EIU_buy': 0} + # elif s['Price'] > Herd_UB - (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)): + elif (s['Price'] - s['Price_Signal']) > EIU_UB: + buy = beta * theta* EIU_Ext_Hold * s['P_Ext_Markets']/(s['Price']* EIU_portion*(1-theta)) + return {'EIU_sell': 0, 'EIU_buy': buy} + else: + return {'EIU_sell': 0, 'EIU_buy': 0} + +# STATES +# ZEUS Fixed Supply +def s1m1(step, sL, s, _input): + y = 'Z' + x = s['Z'] #+ _input # / Psignal_int + return (y, x) + + +# def s2m1(step, sL, s, _input): +# y = 'Price' +# x = (s['P_Ext_Markets'] - _input['buy_order1']) / s['Z'] * 10000 +# #x= alpha * s['Z'] + (1 - alpha)*s['Price'] +# return (y, x) + + +def s3m1(step, sL, s, _input): + y = 'Buy_Log' + x = _input['buy_order1'] + _input['herd_buy'] + _input['EIU_buy'] # / Psignal_int + return (y, x) + + +def s4m2(step, sL, s, _input): + y = 'Sell_Log' + x = _input['sell_order1'] + _input['sell_order2'] + _input['herd_sell'] + _input['EIU_sell'] # / Psignal_int + return (y, x) + + +# def s3m3(step, sL, s, _input): +# y = 'Buy_Log' +# x = s['Buy_Log'] + _input # / Psignal_int +# return (y, x) + + +# Price Update +def s2m3(step, sL, s, _input): + + y = 'Price' + #var1 = Decimal.from_float(s['Buy_Log']) + x = s['Price'] + s['Buy_Log'] /s['Z'] /(Decimal('0.10') * s['Price']) - s['Sell_Log'] / s['Z'] / (Decimal('0.10')*s['Price']) + #+ np.divide(s['Buy_Log'],s['Z']) - np.divide() # / Psignal_int + return (y, x) + +def s5m3(step, sL, s, _input): + y = 'Price_Signal' + x = alpha * s['Price'] + (1 - alpha)*s['Price_Signal'] + return (y, x) + +def s6m1(step, sL, s, _input): + y = 'P_Ext_Markets' + x = s['P_Ext_Markets'] - _input + #x= alpha * s['Z'] + (1 - alpha)*s['Price'] + return (y, x) + + +def s2m2(step, sL, s, _input): + y = 'Price' + x = (s['P_Ext_Markets'] - _input) /s['Z'] *10000 + #x= alpha * s['Z'] + (1 - alpha)*s['Price'] + return (y, x) + +# Exogenous States +proc_one_coef_A = -125 +proc_one_coef_B = 125 + +# A change in belief of actual price, passed onto behaviors to make action +def es4p2(step, sL, s, _input): + y = 'P_Ext_Markets' + x = s['P_Ext_Markets'] + bound_norm_random(seed['z'], proc_one_coef_A, proc_one_coef_B) + + return (y,x) + + +def es5p2(step, sL, s, _input): # accept timedelta instead of timedelta params + y = 'timestamp' + x = ep_time_step(s, s['timestamp'], seconds=1) + return (y, x) + +#Environment States +# NONE + +# Genesis States +state_dict = { + 'Z': Decimal(21000000.0), + 'Price': Decimal(100.0), # Initialize = Z for EMA + 'Buy_Log': Decimal(0.0), + 'Sell_Log': Decimal(0.0), + 'Price_Signal': Decimal(100.0), + 'Trans': Decimal(0.0), + 'P_Ext_Markets': Decimal(25000.0), + 'timestamp': '2018-10-01 15:16:24' +} + +def env_proc_id(x): + return x + +env_processes = { + # "P_Ext_Markets": env_proc_id +} + +exogenous_states = exo_update_per_ts( + { + "P_Ext_Markets": es4p2, + "timestamp": es5p2 + } +) + +sim_config = { + "N": 100, + "T": range(1000) +} + +# test return vs. non-return functions as lambdas +# test fully defined functions +mechanisms = { + "m1": { + "behaviors": { + "b1": b1m1, + "b3": b3m2, + "b7": b7m2 + }, + "states": { + "Z": s1m1, + "Buy_Log": s3m1 + } + }, + "m2": { + "behaviors": { + "b1": b1m2, + "b3": b3m2, + "b4": b4m2, + "b7": b7m2 + }, + "states": { + "Sell_Log": s4m2 + } + }, + "m3": { + "behaviors": { + }, + "states": { + "Price": s2m3, + "Price_Signal": s5m3 + } + } +} + +configs.append(Configuration(sim_config, state_dict, seed, exogenous_states, env_processes, mechanisms)) \ No newline at end of file diff --git a/sandbox/barlin/config6.py b/sandbox/barlin/config6.py new file mode 100644 index 0000000..959311a --- /dev/null +++ b/sandbox/barlin/config6.py @@ -0,0 +1,298 @@ +from decimal import Decimal +import numpy as np + +from SimCAD import Configuration, configs +from SimCAD.utils.configuration import exo_update_per_ts, proc_trigger, bound_norm_random, \ + ep_time_step + +seed = { + 'z': np.random.RandomState(1) +} + +# Signals +# Pr_signal +beta = Decimal('0.25') # agent response gain +beta_LT = Decimal('0.1') # LT agent response gain +# alpha = .67, 2 block moving average +alpha = Decimal('0.67') +# 21 day EMA forgetfullness between 0 and 1, closer to 1 discounts older obs quicker, should be 2/(N+1) +# 21 * 3 mech steps, 2/64 = 0.03125 +alpha_2 = Decimal('0.03125') +max_withdraw_factor = Decimal('0.9') +external_draw = Decimal('0.01') # between 0 and 1 to draw Buy_Log to external + + +#alpha * s['Zeus_ST'] + (1 - alpha)*s['Zeus_LT'] + +# Stochastic process factors +correction_factor = Decimal('0.01') +volatility = Decimal('5.0') + +# Buy_Log_signal = +# Z_signal = +# Price_signal = +# TDR_draw_signal = +# P_Ext_Markets_signal = + +# Behaviors per Mechanism + +# BEHAVIOR 1: EMH Trader +EMH_portion = Decimal('0.20') +EMH_Ext_Hold = Decimal('42000.0') + + +def b1m1(step, sL, s): +# print('b1m1') + theta = (s['Z']*EMH_portion*s['Price'])/(s['Z']*EMH_portion*s['Price'] + EMH_Ext_Hold * s['P_Ext_Markets']) + if s['Price'] < (theta*EMH_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*EMH_portion*(1-theta)): + buy = beta * theta*EMH_Ext_Hold * s['P_Ext_Markets']/(s['Price']*EMH_portion*(1-theta)) + return {'buy_order1': buy} + elif s['Price'] > (theta*EMH_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*EMH_portion*(1-theta)): + return {'buy_order1': 0} + else: + return {'buy_order1': 0} + + +def b1m2(step, sL, s): +# print('b1m2') + theta = (s['Z']*EMH_portion*s['Price'])/(s['Z']*EMH_portion*s['Price'] + EMH_Ext_Hold * s['P_Ext_Markets']) + if s['Price'] < (theta*EMH_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*EMH_portion*(1-theta)): + return {'sell_order1': 0} + elif s['Price'] > (theta*EMH_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*EMH_portion*(1-theta)): + sell = beta * theta*EMH_Ext_Hold * s['P_Ext_Markets']/(s['Price']*EMH_portion*(1-theta)) + return {'sell_order1': sell} + else: + return {'sell_order1': 0} + +# BEHAVIOR 3: Herding +Herd_portion = Decimal('0.20') +Herd_Ext_Hold = Decimal('42000.0') +Herd_UB = Decimal('0.10') # UPPER BOUND +Herd_LB = Decimal('0.10') # LOWER BOUND +def b3m2(step, sL, s): + theta = (s['Z']*Herd_portion*s['Price'])/(s['Z']*Herd_portion*s['Price'] + Herd_Ext_Hold * s['P_Ext_Markets']) +# if s['Price'] - s['Price_Signal'] < (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)) - Herd_LB: + if (s['Price'] - s['Price_Signal']) < - Herd_LB: + + sell = beta * theta*Herd_Ext_Hold * s['P_Ext_Markets']/(s['Price']*Herd_portion*(1-theta)) + return {'herd_sell': sell, 'herd_buy': 0} + # elif s['Price'] > Herd_UB - (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)): + elif (s['Price'] - s['Price_Signal']) > Herd_UB: + buy = beta * theta*Herd_Ext_Hold * s['P_Ext_Markets']/(s['Price']*Herd_portion*(1-theta)) + return {'herd_sell': 0, 'herd_buy': buy} + else: + return {'herd_sell': 0, 'herd_buy': 0} + +# BEHAVIOR 4: HODLers +HODL_belief = Decimal('10.0') +HODL_portion = Decimal('0.20') +HODL_Ext_Hold = Decimal('4200.0') + + +def b4m2(step, sL, s): +# print('b4m2') + theta = (s['Z']*HODL_portion*s['Price'])/(s['Z']*HODL_portion*s['Price'] + HODL_Ext_Hold * s['P_Ext_Markets']) + if s['Price'] < 1/HODL_belief*(theta*HODL_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*HODL_portion*(1-theta)): + sell = beta * theta*HODL_Ext_Hold * s['P_Ext_Markets']/(s['Price']*HODL_portion*(1-theta)) + return {'sell_order2': sell} + elif s['Price'] > (theta*HODL_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*HODL_portion*(1-theta)): + return {'sell_order2': 0} + else: + return {'sell_order2': 0} + +# BEHAVIOR 7: Endogenous Information Updating (EIU) +# Short Term Price Signal, Lower Threshold = BOT-like +EIU_portion = Decimal('0.20') +EIU_Ext_Hold = Decimal('42000.0') +EIU_UB = Decimal('0.50') # UPPER BOUND +EIU_LB = Decimal('0.50') # LOWER BOUND +def b7m2(step, sL, s): + theta = (s['Z']*EIU_portion*s['Price'])/(s['Z']*EIU_portion*s['Price'] + EIU_Ext_Hold * s['P_Ext_Markets']) +# if s['Price'] - s['Price_Signal'] < (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)) - Herd_LB: + if (s['Price'] - s['Price_Signal']) < - EIU_LB: + + sell = beta * theta*EIU_Ext_Hold * s['P_Ext_Markets']/(s['Price']*EIU_portion*(1-theta)) + return {'EIU_sell': sell, 'EIU_buy': 0} + # elif s['Price'] > Herd_UB - (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)): + elif (s['Price'] - s['Price_Signal']) > EIU_UB: + buy = beta * theta* EIU_Ext_Hold * s['P_Ext_Markets']/(s['Price']* EIU_portion*(1-theta)) + return {'EIU_sell': 0, 'EIU_buy': buy} + else: + return {'EIU_sell': 0, 'EIU_buy': 0} + +# BEHAVIOR 7b: Endogenous Information Updating (EIU) +# Longer Term Price Signal, Higher Threshold = Human-Like +HEIU_portion = Decimal('0.20') +HEIU_Ext_Hold = Decimal('42000.0') +HEIU_UB = Decimal('2.0') # UPPER BOUND +HEIU_LB = Decimal('2.0') # LOWER BOUND +def b7hm2(step, sL, s): + theta = (s['Z']*HEIU_portion*s['Price'])/(s['Z']*HEIU_portion*s['Price'] + HEIU_Ext_Hold * s['P_Ext_Markets']) +# if s['Price'] - s['Price_Signal'] < (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)) - Herd_LB: + if (s['Price'] - s['Price_Signal_2']) < - HEIU_LB: + + sell = beta * theta* HEIU_Ext_Hold * s['P_Ext_Markets']/(s['Price']*HEIU_portion*(1-theta)) + return {'HEIU_sell': sell, 'HEIU_buy': 0} + # elif s['Price'] > Herd_UB - (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)): + elif (s['Price'] - s['Price_Signal_2']) > HEIU_UB: + buy = beta * theta* HEIU_Ext_Hold * s['P_Ext_Markets']/(s['Price']* HEIU_portion*(1-theta)) + return {'HEIU_sell': 0, 'HEIU_buy': buy} + else: + return {'HEIU_sell': 0, 'HEIU_buy': 0} + +# STATES +# ZEUS Fixed Supply +def s1m1(step, sL, s, _input): + y = 'Z' + x = s['Z'] #+ _input # / Psignal_int + return (y, x) + + +# def s2m1(step, sL, s, _input): +# y = 'Price' +# x = (s['P_Ext_Markets'] - _input['buy_order1']) / s['Z'] * 10000 +# #x= alpha * s['Z'] + (1 - alpha)*s['Price'] +# return (y, x) + + +def s3m1(step, sL, s, _input): + y = 'Buy_Log' + x = _input['buy_order1'] + _input['herd_buy'] + _input['EIU_buy'] + _input['HEIU_buy'] # / Psignal_int + return (y, x) + + +def s4m2(step, sL, s, _input): + y = 'Sell_Log' + x = _input['sell_order1'] + _input['sell_order2'] + _input['herd_sell'] + _input['EIU_sell'] + _input['HEIU_sell'] # / Psignal_int + return (y, x) + + +# def s3m3(step, sL, s, _input): +# y = 'Buy_Log' +# x = s['Buy_Log'] + _input # / Psignal_int +# return (y, x) + + +# Price Update +def s2m3(step, sL, s, _input): + + y = 'Price' + #var1 = Decimal.from_float(s['Buy_Log']) + x = s['Price'] + s['Buy_Log'] /s['Z']/(Decimal('1.25') ) - s['Sell_Log']/s['Z']/(Decimal('1.25') ) + #+ np.divide(s['Buy_Log'],s['Z']) - np.divide() # / Psignal_int + return (y, x) + +def s5m3(step, sL, s, _input): + y = 'Price_Signal' + x = alpha * s['Price'] + (1 - alpha)*s['Price_Signal'] + return (y, x) + +def s6m3(step, sL, s, _input): + y = 'Price_Signal_2' + x = alpha_2 * s['Price'] + (1 - alpha_2)*s['Price_Signal_2'] + return (y, x) + +def s6m1(step, sL, s, _input): + y = 'P_Ext_Markets' + x = s['P_Ext_Markets'] - _input + #x= alpha * s['Z'] + (1 - alpha)*s['Price'] + return (y, x) + + +def s2m2(step, sL, s, _input): + y = 'Price' + x = (s['P_Ext_Markets'] - _input) /s['Z'] *10000 + #x= alpha * s['Z'] + (1 - alpha)*s['Price'] + return (y, x) + +# Exogenous States +proc_one_coef_A = -125 +proc_one_coef_B = 125 + +# A change in belief of actual price, passed onto behaviors to make action +def es4p2(step, sL, s, _input): + y = 'P_Ext_Markets' + x = s['P_Ext_Markets'] + bound_norm_random(seed['z'], proc_one_coef_A, proc_one_coef_B) + + return (y,x) + + +def es5p2(step, sL, s, _input): # accept timedelta instead of timedelta params + y = 'timestamp' + x = ep_time_step(s, s['timestamp'], seconds=1) + return (y, x) + +#Environment States +# NONE + +# Genesis States +state_dict = { + 'Z': Decimal(21000000.0), + 'Price': Decimal(100.0), # Initialize = Z for EMA + 'Buy_Log': Decimal(0.0), + 'Sell_Log': Decimal(0.0), + 'Price_Signal': Decimal(100.0), + 'Price_Signal_2': Decimal(100.0), + 'Trans': Decimal(0.0), + 'P_Ext_Markets': Decimal(25000.0), + 'timestamp': '2018-10-01 15:16:24' +} + +def env_proc_id(x): + return x + +env_processes = { + # "P_Ext_Markets": env_proc_id +} + +exogenous_states = exo_update_per_ts( + { + "P_Ext_Markets": es4p2, + "timestamp": es5p2 + } +) + +sim_config = { + "N": 100, + "T": range(1000) +} + +# test return vs. non-return functions as lambdas +# test fully defined functions +mechanisms = { + "m1": { + "behaviors": { + "b1": b1m1, + "b3": b3m2, + "b7": b7m2, + "b7h": b7hm2 + }, + "states": { + "Z": s1m1, + "Buy_Log": s3m1 + } + }, + "m2": { + "behaviors": { + "b1": b1m2, + "b3": b3m2, + "b4": b4m2, + "b7": b7m2, + "b7h": b7hm2 + }, + "states": { + "Sell_Log": s4m2 + } + }, + "m3": { + "behaviors": { + }, + "states": { + "Price": s2m3, + "Price_Signal": s5m3, + "Price_Signal_2": s6m3, + } + } +} + +configs.append(Configuration(sim_config, state_dict, seed, exogenous_states, env_processes, mechanisms)) \ No newline at end of file diff --git a/sandbox/barlin/config6a.py b/sandbox/barlin/config6a.py new file mode 100644 index 0000000..253451b --- /dev/null +++ b/sandbox/barlin/config6a.py @@ -0,0 +1,307 @@ +from decimal import Decimal +import numpy as np + +from SimCAD import Configuration, configs +from SimCAD.utils.configuration import exo_update_per_ts, proc_trigger, bound_norm_random, \ + ep_time_step + +seed = { + 'z': np.random.RandomState(1) +} + +# Signals +# Pr_signal +beta = Decimal('0.25') # agent response gain +beta_LT = Decimal('0.1') # LT agent response gain +# alpha = .67, 2 block moving average +alpha = Decimal('0.67') +# 21 day EMA forgetfullness between 0 and 1, closer to 1 discounts older obs quicker, should be 2/(N+1) +# 21 * 3 mech steps, 2/64 = 0.03125 +alpha_2 = Decimal('0.03125') +max_withdraw_factor = Decimal('0.9') +external_draw = Decimal('0.01') # between 0 and 1 to draw Buy_Log to external + + +#alpha * s['Zeus_ST'] + (1 - alpha)*s['Zeus_LT'] + +# Stochastic process factors +correction_factor = Decimal('0.01') +volatility = Decimal('5.0') + +# Buy_Log_signal = +# Z_signal = +# Price_signal = +# TDR_draw_signal = +# P_Ext_Markets_signal = + +# Behaviors per Mechanism + +# BEHAVIOR 1: EMH Trader +EMH_portion = Decimal('0.20') +EMH_Ext_Hold = Decimal('42000.0') + + +def b1m1(step, sL, s): +# print('b1m1') + theta = (s['Z']*EMH_portion*s['Price'])/(s['Z']*EMH_portion*s['Price'] + EMH_Ext_Hold * s['P_Ext_Markets']) + if s['Price'] < (theta*EMH_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*EMH_portion*(1-theta)): + buy = beta * theta*EMH_Ext_Hold * s['P_Ext_Markets']/(s['Price']*EMH_portion*(1-theta)) + price = s['Price'] + return {'EMH_buy': buy, 'EMH_buy_P': price} + elif s['Price'] > (theta*EMH_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*EMH_portion*(1-theta)): + return {'EMH_buy': 0} + else: + return {'EMH_buy': 0} + + +def b1m2(step, sL, s): +# print('b1m2') + theta = (s['Z']*EMH_portion*s['Price'])/(s['Z']*EMH_portion*s['Price'] + EMH_Ext_Hold * s['P_Ext_Markets']) + if s['Price'] < (theta*EMH_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*EMH_portion*(1-theta)): + return {'EMH_sell': 0} + elif s['Price'] > (theta*EMH_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*EMH_portion*(1-theta)): + sell = beta * theta*EMH_Ext_Hold * s['P_Ext_Markets']/(s['Price']*EMH_portion*(1-theta)) + price = s['Price'] + return {'EMH_sell': sell, 'EMH_sell_P': price} + else: + return {'EMH_sell': 0} + +# BEHAVIOR 3: Herding +Herd_portion = Decimal('0.20') +Herd_Ext_Hold = Decimal('42000.0') +Herd_UB = Decimal('0.10') # UPPER BOUND +Herd_LB = Decimal('0.10') # LOWER BOUND +def b3m2(step, sL, s): + theta = (s['Z']*Herd_portion*s['Price'])/(s['Z']*Herd_portion*s['Price'] + Herd_Ext_Hold * s['P_Ext_Markets']) +# if s['Price'] - s['Price_Signal'] < (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)) - Herd_LB: + if (s['Price'] - s['Price_Signal']) < - Herd_LB: + + sell = beta * theta*Herd_Ext_Hold * s['P_Ext_Markets']/(s['Price']*Herd_portion*(1-theta)) + price = s['Price'] - (s['Price_Signal'] / s['Price']) + return {'herd_sell': sell, 'herd_buy': 0, 'herd_sell_P': price} + # elif s['Price'] > Herd_UB - (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)): + elif (s['Price'] - s['Price_Signal']) > Herd_UB: + buy = beta * theta*Herd_Ext_Hold * s['P_Ext_Markets']/(s['Price']*Herd_portion*(1-theta)) + price = s['Price'] + (s['Price'] / s['Price_Signal']) + return {'herd_sell': 0, 'herd_buy': buy, 'herd_buy_P': price} + else: + return {'herd_sell': 0, 'herd_buy': 0} + +# BEHAVIOR 4: HODLers +HODL_belief = Decimal('10.0') +HODL_portion = Decimal('0.20') +HODL_Ext_Hold = Decimal('4200.0') + + +def b4m2(step, sL, s): +# print('b4m2') + theta = (s['Z']*HODL_portion*s['Price'])/(s['Z']*HODL_portion*s['Price'] + HODL_Ext_Hold * s['P_Ext_Markets']) + if s['Price'] < 1/HODL_belief*(theta*HODL_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*HODL_portion*(1-theta)): + sell = beta * theta*HODL_Ext_Hold * s['P_Ext_Markets']/(s['Price']*HODL_portion*(1-theta)) + price = s['Price'] + return {'HODL_sell': sell, 'HODL_sell_P': price} + elif s['Price'] > (theta*HODL_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*HODL_portion*(1-theta)): + return {'HODL_sell': 0} + else: + return {'HODL_sell': 0} + +# BEHAVIOR 7: Endogenous Information Updating (EIU) +# Short Term Price Signal, Lower Threshold = BOT-like +EIU_portion = Decimal('0.20') +EIU_Ext_Hold = Decimal('42000.0') +EIU_UB = Decimal('0.50') # UPPER BOUND +EIU_LB = Decimal('0.50') # LOWER BOUND +def b7m2(step, sL, s): + theta = (s['Z']*EIU_portion*s['Price'])/(s['Z']*EIU_portion*s['Price'] + EIU_Ext_Hold * s['P_Ext_Markets']) +# if s['Price'] - s['Price_Signal'] < (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)) - Herd_LB: + if (s['Price'] - s['Price_Signal']) < - EIU_LB: + + sell = beta * theta*EIU_Ext_Hold * s['P_Ext_Markets']/(s['Price']*EIU_portion*(1-theta)) + price = s['Price'] + (s['Price_Signal'] / s['Price']) + return {'EIU_sell': sell, 'EIU_buy': 0, 'EIU_sell_P': price} + # elif s['Price'] > Herd_UB - (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)): + elif (s['Price'] - s['Price_Signal']) > EIU_UB: + buy = beta * theta* EIU_Ext_Hold * s['P_Ext_Markets']/(s['Price']* EIU_portion*(1-theta)) + price = s['Price'] - (s['Price'] / s['Price_Signal']) + return {'EIU_sell': 0, 'EIU_buy': buy, 'EIU_buy_P': price} + else: + return {'EIU_sell': 0, 'EIU_buy': 0} + +# BEHAVIOR 7b: Endogenous Information Updating (EIU) +# Longer Term Price Signal, Higher Threshold = Human-Like +HEIU_portion = Decimal('0.20') +HEIU_Ext_Hold = Decimal('42000.0') +HEIU_UB = Decimal('2.0') # UPPER BOUND +HEIU_LB = Decimal('2.0') # LOWER BOUND +def b7hm2(step, sL, s): + theta = (s['Z']*HEIU_portion*s['Price'])/(s['Z']*HEIU_portion*s['Price'] + HEIU_Ext_Hold * s['P_Ext_Markets']) +# if s['Price'] - s['Price_Signal'] < (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)) - Herd_LB: + if (s['Price'] - s['Price_Signal_2']) < - HEIU_LB: + + sell = beta * theta* HEIU_Ext_Hold * s['P_Ext_Markets']/(s['Price']*HEIU_portion*(1-theta)) + price = s['Price'] + (s['Price_Signal_2'] / s['Price']) + return {'HEIU_sell': sell, 'HEIU_buy': 0, 'HEIU_sell_P': price} + # elif s['Price'] > Herd_UB - (theta*Herd_Ext_Hold * s['P_Ext_Markets'])/(s['Z']*Herd_portion*(1-theta)): + elif (s['Price'] - s['Price_Signal_2']) > HEIU_UB: + buy = beta * theta* HEIU_Ext_Hold * s['P_Ext_Markets']/(s['Price']* HEIU_portion*(1-theta)) + price = s['Price'] - (s['Price'] / s['Price_Signal_2']) + return {'HEIU_sell': 0, 'HEIU_buy': buy, 'HEIU_buy_P': price} + else: + return {'HEIU_sell': 0, 'HEIU_buy': 0} + +# STATES +# ZEUS Fixed Supply +def s1m1(step, sL, s, _input): + y = 'Z' + x = s['Z'] #+ _input # / Psignal_int + return (y, x) + + +# def s2m1(step, sL, s, _input): +# y = 'Price' +# x = (s['P_Ext_Markets'] - _input['EMH_buy']) / s['Z'] * 10000 +# #x= alpha * s['Z'] + (1 - alpha)*s['Price'] +# return (y, x) + + +def s3m1(step, sL, s, _input): + y = 'Buy_Log' + x = _input['EMH_buy'] + _input['herd_buy'] + _input['EIU_buy'] + _input['HEIU_buy'] # / Psignal_int + return (y, x) + + +def s4m2(step, sL, s, _input): + y = 'Sell_Log' + x = _input['EMH_sell'] + _input['HODL_sell'] + _input['herd_sell'] + _input['EIU_sell'] + _input['HEIU_sell'] # / Psignal_int + return (y, x) + + +# def s3m3(step, sL, s, _input): +# y = 'Buy_Log' +# x = s['Buy_Log'] + _input # / Psignal_int +# return (y, x) + + +# Price Update +def s2m3(step, sL, s, _input): + + y = 'Price' + #var1 = Decimal.from_float(s['Buy_Log']) + x = s['Price'] + (s['Buy_Log'] /s['Z'] ) - (s['Sell_Log']/s['Z'] ) + #+ np.divide(s['Buy_Log'],s['Z']) - np.divide() # / Psignal_int + return (y, x) + +def s5m3(step, sL, s, _input): + y = 'Price_Signal' + x = alpha * s['Price'] + (1 - alpha)*s['Price_Signal'] + return (y, x) + +def s6m3(step, sL, s, _input): + y = 'Price_Signal_2' + x = alpha_2 * s['Price'] + (1 - alpha_2)*s['Price_Signal_2'] + return (y, x) + +def s6m1(step, sL, s, _input): + y = 'P_Ext_Markets' + x = s['P_Ext_Markets'] - _input + #x= alpha * s['Z'] + (1 - alpha)*s['Price'] + return (y, x) + + +# def s2m2(step, sL, s, _input): +# y = 'Price' +# x = (s['P_Ext_Markets'] - _input) /s['Z'] *10000 +# x= alpha * s['Z'] + (1 - alpha)*s['Price'] +# return (y, x) + +# Exogenous States +proc_one_coef_A = -125 +proc_one_coef_B = 125 + +# A change in belief of actual price, passed onto behaviors to make action +def es4p2(step, sL, s, _input): + y = 'P_Ext_Markets' + x = s['P_Ext_Markets'] + bound_norm_random(seed['z'], proc_one_coef_A, proc_one_coef_B) + + return (y,x) + + +def es5p2(step, sL, s, _input): # accept timedelta instead of timedelta params + y = 'timestamp' + x = ep_time_step(s, s['timestamp'], seconds=1) + return (y, x) + +#Environment States +# NONE + +# Genesis States +state_dict = { + 'Z': Decimal(21000000.0), + 'Price': Decimal(100.0), # Initialize = Z for EMA + 'Buy_Log': Decimal(0.0), + 'Sell_Log': Decimal(0.0), + 'Price_Signal': Decimal(100.0), + 'Price_Signal_2': Decimal(100.0), + 'Trans': Decimal(0.0), + 'P_Ext_Markets': Decimal(25000.0), + 'timestamp': '2018-10-01 15:16:24' +} + +def env_proc_id(x): + return x + +env_processes = { + # "P_Ext_Markets": env_proc_id +} + +exogenous_states = exo_update_per_ts( + { + "P_Ext_Markets": es4p2, + "timestamp": es5p2 + } +) + +sim_config = { + "N": 1, + "T": range(1000) +} + +# test return vs. non-return functions as lambdas +# test fully defined functions +mechanisms = { + "m1": { + "behaviors": { + "b1": b1m1, + "b3": b3m2, + "b7": b7m2, + "b7h": b7hm2 + }, + "states": { + "Z": s1m1, + "Buy_Log": s3m1 + } + }, + "m2": { + "behaviors": { + "b1": b1m2, + "b3": b3m2, + "b4": b4m2, + "b7": b7m2, + "b7h": b7hm2 + }, + "states": { + "Sell_Log": s4m2 + } + }, + "m3": { + "behaviors": { + }, + "states": { + "Price": s2m3, + "Price_Signal": s5m3, + "Price_Signal_2": s6m3, + } + } +} + +configs.append(Configuration(sim_config, state_dict, seed, exogenous_states, env_processes, mechanisms)) \ No newline at end of file