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marketTrade/notebooks/Indicators.ipynb
Mark 5f8cea85ce added notebooks
2024-03-15 20:13:43 +01:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "5c63d04f",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import datetime\n",
"import numpy as np\n",
"#import plotly as pl\n",
"\n",
"#import plotly.graph_objs as go\n",
"#from plotly.offline import init_notebook_mode, iplot\n",
"#from plotly.subplots import make_subplots\n",
"#init_notebook_mode()\n",
"\n",
"import CoreTraidMath \n",
"import CoreDraw\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "1ad5c45d",
"metadata": {},
"outputs": [],
"source": [
"class coreIndicator():\n",
" def __init__(self,\n",
" data=pd.DataFrame(),\n",
" options={},\n",
" showMode='None',\n",
" ):\n",
" '''\n",
" showMode = None/Ind/PartOf \n",
" '''\n",
" self.data=data\n",
" self.showMode=showMode\n",
" self.options=options\n",
" self.overlayInd=None #True/False\n",
" self.ans=None\n",
" self.figDict=None\n",
" \n",
" def getAns(self,data=None):\n",
" if type(data)!=type(None):\n",
" self.data=data\n",
" self.ans=self.getCalculate()\n",
" if self.showMode=='Ind' or self.showMode=='PartOf':\n",
" self.figDict=self.getFigDict()\n",
" if self.showMode=='Ind':\n",
" self.getFig()\n",
" return self.ans\n",
" def getFig(self,row=1):\n",
" CoreDraw.coreDraw(self.figDict,True)\n",
" def getCalculate(self):\n",
" return \"Error\"\n",
" def getFigDict(self):\n",
" return \"Error\"\n",
"\n",
"class indicatorAgrigator():\n",
" '''\n",
" Тема чисто для отладки\n",
" jj=indicatorAgrigator().runAll([o1,o2],df_candle[:30])\n",
" #jj.createIndFromList([o1,o2])\n",
" #jj.calculateInd(df_candle[:30])\n",
" \n",
" '''\n",
" def __init__(self):\n",
" self.indList=None\n",
" self.data=None\n",
" def createInd(self,classDict):\n",
" return classDict['name'](\n",
" options=classDict['params'],\n",
" showMode=classDict['showMode']\n",
" )\n",
" \n",
" \n",
" def createIndFromList(self,indList):\n",
" self.indList=indList\n",
" ans=[]\n",
" for i in self.indList:\n",
" ans.append(self.createInd(i))\n",
" self.indList=ans\n",
" return ans\n",
" \n",
" def calculateInd(self,data):\n",
" self.data=data\n",
" for i in self.indList:\n",
" #i.getAns(data)\n",
" i.data=self.data\n",
" i.ans=i.getCalculate()\n",
" i.figDict=i.getFigDict()\n",
" #i.getFig()\n",
" def agrigateFig(self):\n",
" req=[[]]\n",
" \n",
" for i in self.indList:\n",
" if i.overlayInd==True:\n",
" req[0].append(i)\n",
" else:\n",
" req.append([i])\n",
" CoreDraw.agrigateFig(req,True)\n",
" def runAll(self,indList,df,needDraw=False):\n",
" self.createIndFromList(indList)\n",
" self.calculateInd(df)\n",
" if needDraw:\n",
" self.agrigateFig()\n",
"\n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "15a63ff4",
"metadata": {},
"outputs": [],
"source": [
"class ind_BB(coreIndicator):\n",
" \n",
" def getCalculate(self):\n",
" self.overlayInd=True\n",
" ans={}\n",
" opMA={'dataType':'ohcl',\n",
" 'action':'findMean',\n",
" 'actionOptions':{\n",
" 'MeanType':self.options['MeanType'],\n",
" 'valueType':self.options['valueType'],\n",
" 'window':self.options['window']\n",
" }\n",
" }\n",
" ans['BB']=CoreTraidMath.CoreMath(self.data,opMA).ans\n",
" opSTD={'dataType':'ohcl',\n",
" 'action':'findSTD',\n",
" 'actionOptions':{'valueType':self.options['valueType'],'window':self.options['window']}\n",
" }\n",
" ans['STD']=CoreTraidMath.CoreMath(self.data,opSTD).ans\n",
" ans['pSTD']=ans['BB']+ans['STD']*self.options['kDev']\n",
" ans['mSTD']=ans['BB']-ans['STD']*self.options['kDev']\n",
" ans['x']=np.array(self.data['date'][self.options['window']-1:].to_list())\n",
" return ans\n",
" def getFigDict(self,row=1):\n",
" req=[]\n",
" \n",
" req.append({\n",
" 'vtype':'Scatter',\n",
" 'df':pd.DataFrame(\n",
" {'value':self.ans['BB'],'date':self.ans['x']}) ,\n",
" 'row':row,\n",
" 'col':1,\n",
" 'name':'BB'\n",
" \n",
" })\n",
" req.append({\n",
" 'vtype':'Scatter',\n",
" 'df':pd.DataFrame(\n",
" {'value':self.ans['pSTD'],'date':self.ans['x']}) ,\n",
" 'row':row,\n",
" 'col':1,\n",
" 'name':'pSTD'\n",
" \n",
" })\n",
" req.append({\n",
" 'vtype':'Scatter',\n",
" 'df':pd.DataFrame(\n",
" {'value':self.ans['mSTD'],'date':self.ans['x']}) ,\n",
" 'row':row,\n",
" 'col':1,\n",
" 'name':'mSTD'\n",
" \n",
" })\n",
" \n",
" return req"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "4fcf359d",
"metadata": {},
"outputs": [],
"source": [
"class ind_OCHL(coreIndicator):\n",
" def getCalculate(self):\n",
" self.overlayInd=True\n",
" def getFigDict(self,row=1):\n",
" req=[]\n",
" \n",
" req.append({\n",
" 'vtype':'OCHL',\n",
" 'df':self.data,\n",
" 'row':1,\n",
" 'col':1,\n",
" 'name':'OHCL'\n",
"\n",
" })\n",
" return req"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f2ff80ce",
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>open</th>\n",
" <th>close</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2020-09-01 03:00:00+03:00</td>\n",
" <td>1.19370</td>\n",
" <td>1.19388</td>\n",
" <td>1.19391</td>\n",
" <td>1.19368</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2020-09-01 03:00:05+03:00</td>\n",
" <td>1.19387</td>\n",
" <td>1.19388</td>\n",
" <td>1.19391</td>\n",
" <td>1.19383</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2020-09-01 03:00:10+03:00</td>\n",
" <td>1.19387</td>\n",
" <td>1.19384</td>\n",
" <td>1.19389</td>\n",
" <td>1.19382</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2020-09-01 03:00:15+03:00</td>\n",
" <td>1.19384</td>\n",
" <td>1.19384</td>\n",
" <td>1.19386</td>\n",
" <td>1.19382</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2020-09-01 03:00:20+03:00</td>\n",
" <td>1.19387</td>\n",
" <td>1.19390</td>\n",
" <td>1.19391</td>\n",
" <td>1.19383</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
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" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99995</th>\n",
" <td>2020-09-06 21:52:55+03:00</td>\n",
" <td>1.18382</td>\n",
" <td>1.18382</td>\n",
" <td>1.18393</td>\n",
" <td>1.18371</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99996</th>\n",
" <td>2020-09-06 21:53:00+03:00</td>\n",
" <td>1.18382</td>\n",
" <td>1.18382</td>\n",
" <td>1.18393</td>\n",
" <td>1.18371</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99997</th>\n",
" <td>2020-09-06 21:53:05+03:00</td>\n",
" <td>1.18382</td>\n",
" <td>1.18382</td>\n",
" <td>1.18393</td>\n",
" <td>1.18371</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99998</th>\n",
" <td>2020-09-06 21:53:10+03:00</td>\n",
" <td>1.18382</td>\n",
" <td>1.18382</td>\n",
" <td>1.18393</td>\n",
" <td>1.18371</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99999</th>\n",
" <td>2020-09-06 21:53:15+03:00</td>\n",
" <td>1.18382</td>\n",
" <td>1.18382</td>\n",
" <td>1.18393</td>\n",
" <td>1.18371</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>100000 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" date open close high low\n",
"0 2020-09-01 03:00:00+03:00 1.19370 1.19388 1.19391 1.19368\n",
"1 2020-09-01 03:00:05+03:00 1.19387 1.19388 1.19391 1.19383\n",
"2 2020-09-01 03:00:10+03:00 1.19387 1.19384 1.19389 1.19382\n",
"3 2020-09-01 03:00:15+03:00 1.19384 1.19384 1.19386 1.19382\n",
"4 2020-09-01 03:00:20+03:00 1.19387 1.19390 1.19391 1.19383\n",
"... ... ... ... ... ...\n",
"99995 2020-09-06 21:52:55+03:00 1.18382 1.18382 1.18393 1.18371\n",
"99996 2020-09-06 21:53:00+03:00 1.18382 1.18382 1.18393 1.18371\n",
"99997 2020-09-06 21:53:05+03:00 1.18382 1.18382 1.18393 1.18371\n",
"99998 2020-09-06 21:53:10+03:00 1.18382 1.18382 1.18393 1.18371\n",
"99999 2020-09-06 21:53:15+03:00 1.18382 1.18382 1.18393 1.18371\n",
"\n",
"[100000 rows x 5 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_candle = pd.read_csv(\"../data/EURUSD_price_candlestick.csv\")\n",
"df_candle.rename(columns={'timestamp': 'date'}, inplace=True)\n",
"df_candle"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "c5df4666",
"metadata": {},
"outputs": [
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},
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}
],
"source": [
"o1={\n",
" 'name':ind_OCHL,\n",
" 'params':{},\n",
" 'showMode':'PartOf',\n",
"}\n",
"o2={\n",
" 'name':ind_BB,\n",
" 'params':{'MeanType':'SMA','window':25,'valueType':'low','kDev':2},\n",
" 'showMode':'PartOf',\n",
"}\n",
"jj=indicatorAgrigator().runAll([o1,o2],df_candle[:300],True)\n",
"#jj.createIndFromList([o1,o2])\n",
"#jj.calculateInd(df_candle[:30])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "0c5cf547",
"metadata": {},
"outputs": [],
"source": [
"op={'MeanType':'SMA','window':5,'valueType':'low','kDev':2}\n",
"a=ind_BB(df_candle[:100],op,'PartOf')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "460bf9f4",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"{'BB': array([1.193796, 1.193836, 1.193842, 1.193852, 1.193862, 1.193866,\n",
" 1.193858, 1.19386 , 1.19386 , 1.19386 , 1.193872, 1.193864,\n",
" 1.193852, 1.193838, 1.193828, 1.193812, 1.193816, 1.193818,\n",
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" 1.193974, 1.194018, 1.194046, 1.19407 , 1.194102, 1.194136,\n",
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]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a.getAns()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "078f0a26",
"metadata": {
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},
"outputs": [
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HWDTVFiDI1iZkAAcCBNkOsGiqJUCQrcVHZ4cCBNkOwWiuJUCQrcVHZ4cCBNkOwYKkOUG25kISZGsC0l1bgCBbm5ABHAgQZDvAoqm2AEG2NiEDOBAgyHaARVMtAYJsLT46OxQgyHYIRnMtAYJsLT46OxQgyHYIFiTNCbI1F5IgWxOQ7toCBNnahAzgQIAg2wEWTbUFCLK1CRnAgQBBtgMsmmoJEGRr8dHZoQBBtkMwmmsJEGRr8dHZoQBBtkOwIGlOkK25kATZmoB01xYgyNYmZAAHAgTZDrBoqi1AkK1NyAAOBAiyHWDRVEuAIFuLj84OBQiyHYLRXEuAIFuLj84OBQiyHYIFSXOCbM2FJMjWBKS7tgBBtjYhAzgQIMh2gEVTbQGCbG1CBnAgQJDtAIumWgIE2Vp8dHYoQJDtEIzmWgIE2Vp8dHYo4I8g+9PlM+X9Jf+Vk4ccLueMOMbWDD9e+q18tOxbOW3YODlz+FHN+hh/c3L4LkCQ7bud2ZMgWxOQ7toCBNnahAzgQIAg2wEWTbUFCLK1CRnAgQBBtgMsmmoJEGRr8dHZoQBBtkMwmmsJEGRr8dHZoYDTIDu7JF+2F2dLWlwn6Z6YZutsBNm2mPzaiCBbk5sgWxOQ7toCBNnahAzgQIAg2wEWTbUFCLK1CRnAgQBBtgMsmmoJEGRr8dHZoQBBtkMwmmsJEGRr8dHZoYDTIPuLlbPkncXTZPygQ+WCvY63dTaCbFtMfm1EkK3JTZCtCUh3bQGCbG1CBnAgQJDtAIum2gIE2dqEDOBAgCDbARZNtQQIsrX46OxQgCDbIRjNtQQIsrX46OxQgCDbIViQNCfI1lxIgmxNQLprCxBkaxMygAMBgmwHWDTVFiDI1iZkAAcCBNkOsGiqJUCQrcVHZ4cCBNkOwWiuJUCQrcVHZ4cCdoLsX7cukQ35282RV+7cIIszV8ug1N6yV/dB5mvdElJlbO99mp157pY/ZGPBDlmRtV7+yFojQ9L7yIiuAyVDlSQ5tNfeLc50zqbFsrkoU5ZlrpOlO9fKsPS+MrzrANkjMV0O7jWqoQ81sh0udJPmBNl6ftTI1vSju74AQba+ISPYFyDItm9FS30Bgmx9Q0awL0CQbd+KlnoCBNl6fvR2JkCQ7cyL1noCBNl6fvR2JmAnyJ407yOZtXGB5cAjVTh9z2GXNnv/ubkfyM+bFzZ7fZ+MoXLHwRe2ON7Tv7wjc7csafbe6IxhcuvBFzS8TpDtbJ2btibI1vMjyNb0o7u+AEG2viEj2BcgyLZvRUt9AYJsfUNGsC9AkG3fipZ6AgTZen70diZAkO3Mi9Z6AgTZen70dibQnkE2O7KdrYU/WxNka2pTWkQTkO7aAgTZ2oQM4ECAINsBFk21BQiytQkZwIEAQbYDLJpqCRBka/HR2aEAQbZDMJprCRBka/HR2YHAqpxNsqZgrWTEdZdR3YZY9qzfkZ2R1EVSYhMb2hVXlMpGVXLEakd2fUMe9uhgUfzUlCBbE5ogWxOQ7toCBNnahAzgQIAg2wEWTbUFCLK1CRnAgQBBtgMsmmoJEGRr8dHZoQBBtkMwmmsJEGRr8dHZgcDUVT/Lm4u+lGMHHiQXjzqx1SB7dI/h0jclo6Hd9qIcma1KjhBkO0B3SVOCbM2FIMjWBKS7tgBBtjYhAzgQIMh2gEVTbQGCbG1CBnAgQJDtAIumWgIE2Vp8dHYoQJDtEIzmWgIE2Vp8dHYgQJDtACvImhJkay4oQbYmIN21BQiytQkZwIEAQbYDLJpqCxBkaxMygAMBgmwHWDTVEiDI1uKjs0MBgmyHYDTXEiDI1uKjswMBp0F2Uky8xEREN5yhsrpS8suLZa9ug+TuQy+xPDOlRRwsip+aEmRrQhNkawLSXVuAIFubkAEcCBBkO8CiqbYAQbY2IQM4ECDIdoBFUy0BgmwtPjo7FCDIdghGcy0BgmwtPjo7EHAaZFsN3VqQvbMkT3YU50iX+BTpmpBqa4ZZqk+m2aez6tO5WR/jb04O3wUIsn23M3sSZGsC0l1bgCBbm5ABHAgQZDvAoqm2AEG2NiEDOBAgyHaARVMtAYJsLT46OxQgyHYIRnMtAYJsLT46tyLw8u9TZOb63yxbDevST+4fe7nH+1sKMyWvrMh8bc6mRTJj3a9yYM+R8uf+Y8zXEqPjpE+n3bWz/bEIBNl6ygTZen4E2Zp+dNcXIMjWN2QE+wIE2fataKkvQJCtb8gI9gUIsu1b0VJPINiC7Lu/nSRr87bIhHFXy8DOPfVw6N3mAgTZbU7KgF4ECLK5PdpTwJcgu/F8vlg5S95ZPE3GDzpULtjr+PacqtexCbL16Amy9fwIsjX96K4vQJCtb8gI9gUIsu1b0VJfgCBb35AR7AsQZNu3oqWeAEG2nh+9nQkQZDvzorWeAEG2nh+9vQsQZHOHGAIE2Zr3AaVFNAHpri1AkK1NyAAOBAiyHWDRVFuAIFubkAEcCBBkO8CiqZYAQbYWH50dChBkOwSjuZYAQbYWn+s6x8/8WlImTZSSw4+RvGvv6vD51QfZ+2YMlf6d9xDj302LSqtUDetc+XHDfGmptEiHT7qFCbAjW29VCLL1/NiRrelHd30Bgmx9Q0awL0CQbd+KlvoCBNn6hoxgX4Ag274VLfUECLJFotaskLCyEqnsP0Rq4+L1QOntVYAgmxvEnwIE2f7Ubv9z+SvIzikrkG2FOyU1NlkyktItL4wgu/3XPBDOQJCtuUrsyNYEpLu2AEG2NiEDOBAgyHaARVNtAYJsbUIGcCBAkO0Ai6ZaAgTZIl1u+6tErV8tWY+/KpX9Bml50tm7AEE2d4g/BQiy/and/ufyV5A9fe1c+feCz+SofgfIX/c9hSC7/Zc2oM9AkK25fATZmoB01xYgyNYmZAAHAgTZDrBoqi1AkK1NyAAOBAiyHWDRVEuAINu3IDvhm08lPD9Pio85WWo6ddZag1Dq7EuQPWXZd1IttXLa0D9JRFh4KHFxrRoCuaUF8tPW+ZIYlSBH9N5fYyS6tofAhvzt8uvWJdI7uZuM2WOErVP4EmQb37iJ/X2O+sbNICkbfYit8xBk22Ki0S4BgmzNW4EgWxOQ7toCBNnahAzgQIAg2wEWTbUFCLK1CRnAgQBBtgMsmmoJEGT7FmR3veliidy8XjKfmixVvfpprUEodfYlyD7/k/ukqqZa3jzlIYmOiAwlLq5VQ2Bd7ha567tJ0q9zD3l03LUaI9G1PQRmb/qfvPDrh3Jwz1Fy/ZizbJ3ClyA7fsaXkvLKk1IybrzkXXWbrfMQZNtiohFBdtvcAwTZbePIKL4LEGT7bkdP5wIE2c7N6OG7AEG273b0dC5AkO3cjB6+CRBkuzvInrrqZymuKpXjBx4sCVFxvi2yjV6Jn7+v6oSXSdFJZ0ltrL3zfLbiB6moqZKTB49VAXOUjbOITF39g1RJjRzXf6xEhUfY6uNLkJ304evm2IVnXCQSFmbrPDQKLgFfguzwnCxJmPGVVHdOk5I/n2gLJGJnpsR/N1Wq07uYYWkoHpGb1kvcnJlS2bOvlB18hC0CgmxbTH5pxMMe9ZjZka3nx8MeNf3ori9AkK1vyAj2BQiy7VvRUl+AIFvfkBHsCxBk27eipZ5AMATZD8/6j1TVVpsQ63K3SllVudqFuYfERkabr52kgtZ9ug+xhPKlRra/dmRfN+0JySrJleeOvVW6JqTqLbaX3t3/eqoqlZIr21+dIjUp9s5z2ef/kOLKUnntxHslMdreQzIv/uwBtT4V8vpJ90tsVIyt6/ElyO5xRl2YtvWD70TCKUdiCzoIGi3csUo+XTHTvJKyynJZl7dV4tTvgb7q94FxhKv/3Df2MssrjVq1TLrcfZVUDhgiWRNfsSUSvXyxpN93nVQM2VN2Tphkq0+wNYr9eaakPq1+tg88XHJuedDy8mas/VV+2rzQfL+grFi2FGZKckyi7JHcxXyta3yqXDX6L5b97e7ITpg6ReJ+/aFuzXOyJXLbZvP3WtUevczXKnv0kfwrbvY4z1crZ8tv25eZrxllabYXZUvn2CTpvuthj0YJlEv2Psmjzyu/T5Hv1/+mfv/Fqf+9iZGIiDCprq6VyuoqyS8vkmFd+sn9Yy93/XITZOstEUG2nh9BtqYf3fUFCLL1DRnBvgBBtn0rWuoLEGTrGzKCfQGCbPtWtNQTCIYg+wJVeqJSlZ6wOv6232lyRN/Rlu/7K8ieNO9D2VmaL9fsf6akx3WytXC+BNmp/7xfwgvzJOemB2zX7ybItrUcQd2oQAVvT899TzqpYPHGMecE5LX+uHGBvDjvI8u5h6vd+e+e9rDl+/4KsqPWrZJOb7wglX0GSv4l1wWkdeNJ2w2y3138tXy+8kfL6+2pwuIn/3yD5ft2g+xOk58TI8y2OioHDpWsR1/2ePu1+Z/IjHXzLPsMTusjDx1xpcf79UG2VSeC7IC/tW1dQEAF2SWlZXLHhLpP6Z5/2PqHzapdWXmFPPr8OzJ77mKJioqUqy46WU4+xrP4fE1NrVx0wyMysO8ecv8tF3sgtvQepUVs3Wc0akcBgux2xGXoZgIE2dwU/hQgyPanNuciyOYe8JdAKAfZ6Q/cpJhrxHgYmFFWo7L/YKmNi5PCU8+T8lEHeC5Bba2kP3hjw2tRq5dLWHm5uXOzNjbWfL3g9IukYsS+lkt34zf/NHf5PX30zZKxa5df08blVZUy8efXG15ek7NJKtTuvoGpPSVqV/mOc/Y8WoxQxerofuXpahfiTtn+8kdSk1a307G1oz2DbGN343PzPjCnsDxrvXpsY60MSe8j4erBjZeqHY69VHjV9DACfyP4N45lWevM/39Yel+zTMjl+5wiPZI8rytixzbp/NLEhmGil9Tt+qzYc1TDa7lX3ibVGT1bowjZ97NL1Ics0x6T1LhkefH4OwPSwdcgO0Y9DDDpC1Vep7RUotauVD/T8epne5DUqp+57Pue9Grhy47s6CULxPj9Y9yfOx94NiCtG0+6vYPshG8+U6VLvpPw3FyJ3LqxYXd1VUYvybvy1mZ+/gqytxZmSW5ZoXn+eVuWyNdr5qgHV+4pRw84yHwtISpW+qb0cP36siNbb4kCJsjelpkj1979jOy950DJ3JlrGWR7azdp8ieyQ/V94JZLJDM7V8656iGZ9MiNMnyw+h/oXcfrH34ts+Yukt49ujYLslt6jyBb7wakt74AQba+ISPYFyDItm9FS30Bgmx9Q0awL0CQbd+KlnoCwRRkH9ZnHwlT/6k/VmZvMINjqx3ZPc78k4gKqJseudfeJaWHH+P5smpntvdy5N5wn5QeeqRlCztBtlEO4eLPrb+abwx+28EXyn4ZQy3P47YgO7M4R67/uuUw8KEj/qZC+d7NrmVb4U656b9PtXiND4+7RgbsKhVR3yBy41rpesulXtcn6/FXpbLfoJbb7PqgojYsQrLvb/m8zTpWVkr6w7faCjv1fkr90zuYguxuqgzPEPXBR0xkuFSpUg/VtTXy44YF6sOTlndk1z8QsJl0VJRsfXe61wXwV5BtfODW6a0XpaL/UCm48Kp2uymW71wvHyydLkPS+srZe/7Z1nmcBtlGuNu7U/eGsUtUiaLfti4Tqx3ZyW+8KIlf1n2w1fgwPnzMeuxfzV73V5Dd+MTG8wzeXPSlHDvwILl4lL366rZw/dCIIFsPOWCC7OKSMlmxRn06rv7H652Pp1sG2d7anXXlg/LoPVdI/94ZptobH30jO1RAfvs1dV/jWb9pu9z58Cty8VnHydz5Sz2CbKv3CLL1bkB66wsQZOsbMoJ9AYJs+1a01BcgyNY3ZAT7AgTZ9q1oqScQDEF2fQ3lU4f+SSIa1UM2gpH1qkbuFfueKuP67d8MKnrJ/9RrtdL55SckYvtWc2dfVcYeqo5qn+Z1ohsF2SVHeIbcMUsXSkTmdmkaZFdUV8qFn97vdYFuHHOuHNhzREMbX4LssMICybjUs3Zr05Nm3/WolO9bt0uwpcPOjuz6oNPbBd1fHG0TAAAgAElEQVQ39q+yZ5f+Hk0Mh1VqZ7lxPPbT6+YO8zsOuch8QGQ/FWjFq12LTQ9jZ/rq3Lo+j8z+j1TX1Mg9h11q7uLur0LsOFWPtvFRH2TXxidK6QGe33KO++1nCSsqFK9BtipN0+Ms9SGECjq3fvi9vR+qinLpcZ66F2yEnfYG7NhWwRBk/7Bhvrz02/+ZIekBamdsXHSEVFbVqHuuWqYs+978oOu9vzQvLWJ8gyFy2yaJ3LJJUl59Sqp69Ja8K4xvbIR77OpvvELGLuFOrz3dbNFqY+Jk29vTvC6mLzuyYxb+KmkTbpfyvUa3uktc506at3Wp/HPO2zI6Y5jcevAFlkMlvf9vSfr4Lcv3q9S3HzKfe9vjfV9Li0Rs3yIR2ZkSu1DVo/7kHfMbM4WnnmM+mLZyQPMP9SJUTewI9eBO44j9/RdJ/OID9fvvQClUD7M1jrod957PTTA+PMspKzDf/33bMpm66ifT4LhBdb9P4tXvHOPZC1YHQbbOXRfYfQMmyK5nnvPbEnn3kxleS4sYbVtqd8ol98qkR2+UPbqnm8PNmPW7fPb1bHMso2zIJTdNlDuvPVc2bsmUX35f0hBke3uPIDuwfwCCYfYE2cGwioFzDQTZgbNWwTBTguxgWMXAuQaC7MBZq/aa6dO/vCNz1VeVmwad3s6X+tjdEqtCu5zbJ0jZ/ofamlooB9n1QLZqZNcHnapT4ZkXe9jGzflBIjetk9zr75XSw45qeM+XILtUPajyks+878i+9aALZHSPYQ3ncXuQ3RirvR72qL0j28VBdmFFiVz+xQRVpiBO/n3SfbZ+rn1pFMpBdr2XkxrZgRBkz9+2XB7/+U3zYbfGh0d2DjcG2fXztlsju/F11u+2Lxk3XvKuus0OgUxfO1f+veAzOarfAfLXfU+x1cdolJEaJ9tzS1v6oo/tMTqiITuy9dRDKsh++Nm3JC42Rm664gzZmZMvN/79BUntnCzPT7heJr8/TYza2tdccqp8M3OeR5Dt7b3isqoWVyAhNlKs3tNbMnoj4ClgfF0rOipcyiqsH7iDGQJtJRClngxt7Jwxdlo0PYwP/cLDd3+9uK3OyTihKxC7a1dPtbq3OBBobwH+dmtvYfeP//APb8rsDYvl7rEXyGF997I14diH7pCIX2ZL2X2PSvVBY231Mf630vj6fWkA/+124tt3SpUKIs8eeaRENtqRPWfTElmTs1VuOOh0OXbQGEuPuGsvlvC1q6T0+clSM2Bwy+3U+Akn1JlWnudZwiJi9vcSvmGdlN9+v1QdcXRDfyPIPvmdu72uQ2vre/HHj8oOVZpj8ml3SvfEtJbHKiiQhLOPUzuDo6XyzPM92kR+/42Ebd0iZQ8+IdX7H2w5l/hzT5CwvFwpeecLqe2c2mK7rOI8ufBj6wflGZ0eO/pvslf3AZbnOfXde6SsqkKmnDNB4qI8d1Vbdapf38/Oe1Tt4o5ssVn4+jUSd/WFXq3r17fx34jhq1dI3PUtlyQpfektqenjubvc4wRqR3bCKePMHdnFn8209fPmS6OC8hI564P7JTE6Tj46+yFfhrDVp3590+M7yVun32urj9saTV/zmzz10wdq52yGHNJ7hESof1dQm/nVjv5qeXfRt+aO7KkXPm457fDlSyXu5sulZvBQKX3m37YuL3zpIom79SqpGTZCSv9Z9ww1qyPq0w8l+l8t1MROTJJiVVa26RH18bsS/e9JluMZP6vGz6zV8evmZXL/d/+R/fcYKg8deZllu3cWTpe3F/7X8v3uianqd9BdHu9Hv/kviXr/Deu57dFLSl593/L979fNl8dnvSeH991H7hx7ri3ryBlTJeaph6XqyOOk/BZ792jk159LzHOPSdXRJ0r5jfZqv3+5Yo5MmjtFxg8+UK498C+25mY0io+JlJLyljM524N0QEPjb04O3wVCKsguKCqRiephj0tWrpeuaZ1lnxEDJTe/UM459Si5d+Jr8sZzd0tUZIRHkL124zbL9wz2vKKKFvVTEqMt3/N9ueiJQHOBSPXHghH2FJUG3i9w1jPwBIx7zTha+uDEKHlJkB14a+rmGRt/5JVXVpu1FjkQaG+BTglRkl9c2d6nYXwXCzw66y35eeNiufPQ8+WQPvaC7IQJd0rk3NlSfM8jUnWgvSDbCHqMr98H8t9up753lxlknznCM8j+RQXZa3O3ynVjTpejBzZ5eGOjtU+6XgXZ61ZL0bOTpbq/RQ1lNX6nkw83e5Wf6xl8RhlB9sZ1UnLr/VJ5+O6askaQ/Zf37zHr8p49cvdObWOMWRsWyqb8zFbX97JPJ4pRY/q1k++QbhZBdpgKspPPO94MssvP8Ayyo1SQHb5tixTf/7hUjbYOspPPP1HC8nOl4K3PpTbFOsi+9NNHVCmQGDllmOf9ZQSIWcW58shRV8rIbtZB9hkf3GsG2R+e+Q/bQbadH9PwDWsl6VrvQXb9+taoPxLrtzpErFkpSTe1HPAVvPCm1PTu53n6kmKJVLWKzUOVP0m8Xz1oLkL9/Dy0u6521eA9RWJaDulLVA30sz/6uyqNEi0fKAM7R6EKss/7+EFJUEH2e6c/YKeL5KgHbF78ycOSEpsob55mbxe3EWRf9tmjYgTZ/znF+wcw9ZMw7q3kK8+Wmm49pODVugd6tsexPm+7XD/1aVUypJu8MP5my1MY4ejTcz6QDBW8DuvSTz0gNUzVx1Y1stUmBOM942fx03N2PxS06UARK5ZK0m1XSvWgoVL4z1dtXUqECrKT7rxGqlWQXfjYS177xHz+kcS99lyzNrUqyM5/d2qz12OmvCdxr79oOabxs5r/5meW78/bslz+8cNk9Q2OIfL3I6xryL+/eIa8u9i6Fng35fnqSXd4nCf27Vcl9sM3Lc9ds0dPKXjpPcv3Z65fIE/9/L6M7bO33HpIXXnd1o7ob6dJ/LOPSMW4Y6Xkxntaa26+H/3fLyT+hcel4qgTpOR6z2uwNYCDRp0SoqWgpCLgdmQbeSGH7wIhFWQ3Zbr70Vdl7IGjZMPmHfLau1+qACbcbFJVVS3VqqZT314Zcty4MZbvfTp5glBaxPebj55tI0BpkbZxZBR7ApQWsedEq7YRoLRI2zgyij0BSovYcwrmVpQWsb+6vtbIrj9DyktPSOSOzZJ75W1Sreq6tnho1Mg2wrPThqmdu42OOZsWyZbCrFZLxzw39wPJLS+Q6/c/SzrHJbc4tbAiVSP7ElUjOzJKSg71PE/M4t9Vbdmdkn3XRLNGrNXhpEa2sZN6/CDP0jUz1/8uO0vypKUa2Y3P+fjPb0hFTaXcduBF6psAUfYX2WHLHmccYfbY+sF3xs6G1nvbLC0StXq5dLnrb17H2/Hs21Ldo+X7qL50TGxEtLx+ygOtz0u18KW0SK4Ksq+aOlE6qSD7lfH2QmlfSosYteW7XXeuVHfNkB2TrENLWxfqpdHG/O1y+4znLB8GWN/1x40L5MV5H1mOZPWwx/oOkVs2mDWyK3v0kfwrrAPzxidoz4c9Jn7+viS/9bJUDB4u5Xvv/jAurLRE1X3+0Kzlv/3VKZbXa7e0yMdLv5WPln1rOU7XhM7y3LHWZTnsPuyx8Qlmb/qfvPDrh3Jwz1Fy/Zi62tWtHUad8CRVI7tM1cguOvW81pqb7/tSWsTWwC00orSIr3KB3S8ogmyj9MeoPQfIviN3fy3NWy1t46tNX8742Swn8uG/HjR3YTc+mpYW8fYeQXZg/wAEw+wJsoNhFQPnGgiyA2etgmGmBNnBsIqBcw0E2YGzVm0509U5m6W8uu4blv+3dIYs27leTh92pLmz0Di6xHcWI1BofEStWiphqsSBcSSrh29FL/9DCs65TCqG1D1A0AiYqrt0t5wmNbJtrmCjINuqh9XDHnWCbDuzawiyvTRuMciurJTolX+YvdKe+LuEFRdKzm0TpCYhQSr7DJDaRM/gfGdpvlw79TGJUSHsmEYPqDT6L9y+UvLLi1oNshPVt5uMb8wVlLTvN07aPchWIXx1kxIsxgcGogLxloLsksoyWacePGrs0n/spzckWvW/4+C6msWDUnuZD75sehRXlqqHlW4zd7A/oeocx6qHzd226+F7g1J7t1hmpUjV096gQt+iilIxPgwz6mrffFBd4DckrY8qveOZNRivG0G5ERQXlBfLs3Pfk+SYRLlhzNlmn6FpfT0eoGq8Fl6QZ9aEN46InGzp/Jy6Z1SgmnPj7p3fFcPUt0haOJed+7m+TX5ZkWwuzDT/MUt9K+Hl36eYvwP/Nnp3qYemDxZduGOVfLpiptnHeHCqYW7sfu+76yF94erhjfeNtS6x4WR+9W3dFmQbHygZ5YiMY7V6yOp7f3wjA9U9ds6IuofURqnyPIPV/dP4mLLsO/lQ/W+O8ZDMvuoBrPVHmarZ/6t6VkPXhFQVZKtvH1gc/gqyfVkfguzW1aiR3bqRtxZBEWRffdfTMu6QfeX0E+q+emYcLQXZC5eukZvvn2Q+gXm/vQbLHdecK13TU5r5EGTr3VT09q8AQbZ/vUP9bATZoX4H+Pf6CbL96x3qZyPIDs074MZvnpLtRSoMsziMXb1nDvcsUdHt2nMkYsc2yz6FZ10qhadbl1wgyLZ5rwVhkB2emy3dr2i5/mv2fU9K+V6jPXDqg2xvYq3tyA74IHvVMuly91VSGxsnlf2HeFBErV5mfqiU+cxbUqXqAzc+VmZvlL/PfLlFOmOna9MPqIyGS7LWyj9+fK3FPi8cf4ekx3Vq9t4iFeQ+Mntyi33+dcLdZkjd9FiwfYUZrrd0GA+XNMLwxkfsr7Ml9Qnv9Ym3vTlVauPibf5wtdzsp40L5fl53suVvPeXh8261y0d63K3yF3fTVL1snvIo+Ou1ZqLt87+CLKr09KlulujXf7qw43olUtb3JFtBPnv/2Fd7zpNlY6ZdJxniY36INvqOtsjyP4jc7V8vPx7GdllQLNvrLTlYsX8PkeSvnhfyvY5UIpOtlfCxNfzsyPbV7nA7hdwQbbbuNmR7bYVCb35EGSH3pp35BUTZHekfuidmyA79Na8I6+YILsj9Tvu3DpBthF0NN4BGV5cJGGqni9B9la5Yt9TZVy//fUWVgXZ6Q/e2DCGUWIirLxcKgcMUaFmrPl6wekXScWIfRvaGLtvL/z0fuO51DI03bPW8mZVH7uworjV0iJ2Jh1WWixpj+0uHxG9YolRn1IqBg1XBWLrdvrmn3elVBr/3OgIKyyQtH/W7aI1dvKrepZqJ7+q7xwZKfkXXKWubahH+wK14/pptWO3/li5c4OqP1wjg9VO34hd5Tsu2mu8x47OpvMPliDb27q0FGRvKtgh//nf51KjvFYoN2OX/pD0vuYwVmVj1qvdxG8s+src+LYye4NEhIXL4PQ+Zp+bxpzTYii9RoW3by+eqp7nUS2rcjaa62Ksj3HcetD5zUJp4/VVatfuu398LZXVVeYO3ii1k3pgWt2O3TsOulBimzyUsz7Iro2OlppOnt8QicjaYfYjyPZ2h6iftyULJP2Bm6Riz1Gy84EWHv64q3t9aRGr0VoqLeJLkP3Dhvkyc8Pv5mmMmuyb1f2aGB0vvVRNcuPoHJPstfyHLzuyvQsF5rsE2YG5brqzJsjWFCTI1gSku7YAQbY2IQM4ECDIdoBFU20BgmxtQgZwIBDqQXbM/F8kWgWFZfsc0Cx8c8AYcE3rg+zU2OSG5+UYF2E8IK5ElRlocUf21WdLRJYqJXD8X1QpiKSGa45ZPF+ily2SwjMvkcIz6koYtHQk/jRDEnduk6z9/2RZ19ftkLo1sn25vq43XSyRm9dL5lOTpapXkwcC7hqwPsj2Nv6NY86VA5uU6fBlPo37dL/ydAnP2SnbX/5IatK62BrOTo3spgNd9vk/xCh/8dqJ95qhl53DX0F20oevm9Mx733jk4TWDvVBRdJHaleyalp4xsWWraN27cj2NlxLQXZ9+2CokV0fZFf16CWlhx7pQZE05W3zQ5S2DLKNUjZJMZ73l1E+wzi87cg26oT/tHW+JEYlyBG9NT/I8rLgvuzIjsjcJvEzv1Fln7pJyZ+Os/79vKtGtlUDb0G2Ucu+8W5640MU4yGgLe3Ibjz+vK1L5Z9z3pbRGcPk1l2lbFr78YnctF7i5syUyp59pezgI1prHrTvE2QH7dJ6vTCCbM11J8jWBKS7tgBBtjYhAzgQIMh2gEVTbQGCbG1CBnAgEOpBdqf/PCcJ06ZI/iXXSbEKaEPluPGbf6rSItlyzMCDJKlRMLhUlRhYmrWuXYLs9EfvkOj5c9XDAB9VDwM8KCCp3RpkGztpp6z4vsH069VzpFjVIz5mwIGSGJNgvn7QHiPMB9i15UGQ3ZaanmOF52RJwoyv6l5Uu56TprxlPkyy8C+7y/cUH3eq1CQ1L/thdCHItr829Q8DTFY/K3skd/XouEz9PjSOd0972NzdbnWkJkVLSVmVqpddY//EDlv6EmTbPYXxTYmYRb+ZzSO3b5G4WdNViZEMKRlbV+/a+DZI0Ul19czrj/od2UZgbZQEqT+q1I57Y/d9mipJM0mVprE6fAmy7V5PsLcjyA72FW75+giyNdedIFsTkO7aAgTZ2oQM4ECAINsBFk21BQiytQkZwIEAQTZBtu0ge1eNbF9Li/gSZMf98I1EqrrcJWOPluruux8M5uAWb9Ombg2ym15k/QcVTx99s2QkqVIw7XT4K8j+bMUPUlFTJScPHtviwwpbujx/7chuJ1rPYVU97B7nqUAxKkq2vjvd1ikJsm0xmY3qg2xvPdwQZEfszJT476ZKdXoXKRk33v4FOmwZs/BXSZtwu1m73qhhb3W0WlqEINuhvP3mBNn2rYKpJUG25moSZGsC0l1bgCBbm5ABHAgQZDvAoqm2AEG2NiEDOBAgyCbIdhpkW91eVjWyU/95v4QX5knUhnUSVlQgVb37q12kSVJ81ImqXIDnAyWbjp320C0Ss/h3yb73CSkf1X5f2bf7I0OQ7SnlryDb7vo0bkeQXS6XfPagxKpyGa+f8oAtwkK1i//yLyaYZSKMhy/aOYyyGldNnSidYhPllfG766d765tdki/XTHtMUuOS5cXj77Rs6q/SIhvyt8uvW1W9d3XklxXJjLVzVYmRBDlafaOh/jhdPQDX6mGPRht/7Mi2sx5t0cZukL1853pZnLXGPOX2wp3y06aF0j0xTQ7pvbf5WnxkjIwfdKjllNiR7ftqEWT7bhfIPQmyNVePIFsTkO7aAgTZ2oQM4ECAINsBFk21BQiytQkZwIEAQbZ7g+xPl8+UhZmr5JQhR8ioboMcrGrrTX0qLbJrR7bV6FZBdn3Y2bRfwbmXS9Gp53mdrL+C7E6vPSNRm9dJ3mU3WtahNibaEUF23cMeS9UDEYc1POyxtRX2147suoc9VkjFYPXgxqjo1qZlvl/3sMdK9bDHkebDHtvrCKogW5WOiV62UFGFmw/ts3MYD8c0gkbjwY1Ddz3ssbV+oRpkN3bZqELt22c8Z5bhefLPN7RG1vB+KAbZjXGMe8ewM2rY9+nU3ZYbQbYtphYbEWT7bhfIPQmyNVePIFsTkO7aAgTZ2oQM4ECAINsBFk21BQiytQkZwIEAQbZ7g+xJ8z6SWRsXyFWjT5fD++zrYFVbb+pLkB21aqmEqRIHxpH8/r/NQLLgnMtUIDnCfK26a4Z6oFjzAKM+7Ex591WJXLlUCs67QioGDVPte5gPIGt61D8M0OoqCi64StVqPav1i3TQIv2eqyVazW3nP16QiqF119PS0RFBtoPLaGjqryDbl7n5q09QBdl+QiPIFjOMJci2V1pE97YkyPZdkCDbd7tA7kmQrbl6BNmagHTXFiDI1iZkAAcCBNkOsPzcdGthltz836fVVxnT5Zljbvbz2dvndATZ7ePKqC0LEGQTZNstLaL7M2S3RrZukJ3+wA0SvWSh7HzgabV7dR9b0w62INvWRQd5I4LswF9g3dIi/vwbMZh2ZAf+nRP8V0CQHfxr3NIVEmRrrjtBtiYg3bUFCLK1CRnAgQBBtgMsPzf157+k+OvSCLL9Jc15DAGCbIJs1wXZl58m4Xk5UnrwOKmNjmr4QY1es1wiN22Q/AuvkeITz7D8AfZHkG118iv2PVXG9ev4Wt78dhMhyA78u4AgO/DXkCtoHwGC7PZxdfuoBNmaK0SQrQlId20BgmxtQgZwIECQ7QDLz00Jsv0MzumCTsAfQfYHS6bLJ8u/lzOHHyWnqQdmueno9B/nQfZr8z+RGevmyWX7nCx/7j+m3S7Hl9IinZ95SOJ++k5yr79XSg+zfpCiL6VFdC/U9o7sXUG21fmsguzo5YtVfZMq6fT6JIlav1ryL7pGKvsNlKqMnlKT2qXF4aKXLhKprZaUfz+rQvL1kn/ZDVLZq6/q00v1SW/Wp760CEG27t3Q/v0JstvfuL3P4EuQXVBeJJsKMs2p5ZTmi/F7NC2uk1y9/+4Pv4Z36ef1wY2+XBc7sn1Ro4+vAgTZvsoFdj+CbM31I8jWBKS7tgBBtjYhAzgQIMh2gOXnpgTZfgbndEEnQJDtnyA7cutGCc/NlqoevaWmc5qt+4ggu2UmqyC7+yUnSXhRQbNO+ZdcL8XHn9biYBkXHCthZWXN3su7/GYpOfokr+t097eTZG3eFpkw7moZ2LmnrTWlkf8ECLL9Z91eZ/IlyP5l8x/yzNx3vU7p7VP/IZHhEW06bYLsNuVksFYECLJD8xYhyNZcd4JsTUC6awsQZGsTMoADAYJsB1h+bkqQ7WdwThd0AgTZ9oLsdblbpKSq7kGHX62cLfO3L5fjBx0i+2UMM19LjU2WjKTmO3jrb5iUlx6X+O+mSt7fbpOSI8db3kdr1HnKdp3nsxU/yKIdq+SUIUfIyG4DzT7GzsLuidZBeDDsyE594l4JLy40rzdq/VoJU/+9qs8AqUlMNF8rOvpUKTv4iGaGqRPvkvCyEolat1rCSoqlsu9AqU1IkKLj/iJlY8a2aJ728O0SVlkuUWtVn1LVp98gqY2Pl6ITzpSy0Yd4/XknyHb3r0OCbHevj53ZEWTbUaJNKAoQZIfiqosQZGuuO0G2JiDdtQUIsrUJGcCBAEG2Ayw/NyXI9jM4pws6AbcG2TuKcmRnaZ50S0iV9PgUW+7bi7IlW32VvJsKetNV4GvnsFta5O8zX5aV2RsthzRKjBilRqwOu0H27TOel4352yzHGT/oULlgr+Mt33dzkJ3y7r8kbs0y2Xn25VI5aLid5ZG0h26RmMW/S/a9T0j5KHu1p9uzRnbjSb82/1PZUpQll+9zivRIarl0ia2LpFG7CBBktwurXwetD7JrkpKlqld/j3NHL1uoygLVyrY3p0ptXHzDe/U7sqMjoiQ5JsGjz86SPPOf2ZHt12XkZO0gQJDdDqgBMCRBtuYiEWRrAtJdW4AgW5uQARwIEGQ7wPJzU4JsP4NzuqATcGuQ/e7ir+XzlT/K2SOONnck2zneXDRVpq6aLeePPE5OGHyYZZf476dJRNYO8/3YBb9I1OrlUr73AVKxK1yt7D+o2W5cNwfZCd98KuH5dQFN3C8/qFrP68wdyJW964KfimEjpXzkfh4eHVEjOyoyXFISoiQrv25nu53DzUG2nfnTpuMECLI7zr6tzlwfZHsbzyrITopOkJ6dunp0Xb5znZF9y1uqtEgUpUXaapkYpwMECLI7AN0FpyTI1lwEgmxNQLprCxBkaxMygAMBgmwHWH5uSpDtZ3BOF3QCoRhk1+/YtVrMknHjJe+q2zzerg+yU2ITVW3VyIb3ylRZiqLKUvOhjx21I7vrzRebDyq0OopOPU8Kzr3c422CbE+t9HuuluiVS2XnP16QiqEjgu7nPBQviCA78FddJ8j2dvUE2YF/b4T6FRBkh+YdQJCtue4E2ZqAdNcWIMjWJmQABwIE2Q6w/NyUINvP4Jwu6ARCOciuVHWXaxOSGtY0PG+nRG7dLC0F2fd9/7Ksytkof+q7n6Q1KnWyJnezLNi2Qo7qd4D8dd9Tmt0f8dO/kAj1kMfY335StZtXqZ3eB6s6zIPV7u9hUr7PmGbtp6+dK3nlRebrv21ZIhvyt8voHsOlT0qG+drg1N4yqtsgj346QfaA1J5ifAW//sgqzpOdJbly2rBxcubwo9r0fmdHdptyMlgrAgTZgX+LRG7ZIHE/fW9eSHhxgSRMnaJq2CdK0fjTGy6uUH1QJ1G7f4dtLtghc7b8Yb5fVF4s36z5RRKj4+WYgQc19Dlt6J8kIiy8TYF42GObcjJYKwIE2aF5ixBka647QbYmIN21BQiytQkZwIEAQbYDLD83Jcj2MzinCzqBUA6ya1JSpbZRABKmHhQYXljYpkF2lzuvlKg1K5rdN8XH/0XyL7nO6/00ad5HMmvjArlq9OlyeJ99LdvqBNlWg7olyI774RuJ3LFNSsYeLdXde9j6+asvHVNyxDFS3bXuA4DWjvhvv5KI7Cy19sdLdbpnOYLW+vK+OwUIst25Lr7OKmL7Vul23bnmz/SOSe/ZGsaffyMSZNtaEhq1kQBBdhtBBtgwBNmaC0aQrQlId20BgmxtQgZwIECQ7QDLz039+S8p/rq0tOQYKSqtlPLKGn+dkvOEsICbgmyjLvaq3E3mamSqhz0aD27smtC5YQf0yC4DzJ3CTY+3F02TNXmbZYd62GNOaYF62GOqpKqHPRo7l1uqr+3P0iJOd2Q3vja7QbYvNbK/Xj1HCitLzNP9smmxbCnMlDE9R0jP5G7ma8PS+8oI5d2Why87stvy/IwVWgIE2cG13gTZwbWeXI2eAEG2nl+g9ibI1lw5gmxNQLprCxBkaxMygAMBgmwHWH5uSpDtZ3BOF3QCbgqyH/vpDVmwvfnu5Xr0Q3qNkusOOKvZGjwye7Is2rGq2etj1S7mq9Vu5qaHTpBtdQO0VY3sxuPbDbIb9+n8zEPqq/jfSe7190rpYfZKg2xSX8UvUKBmz8IAACAASURBVF/B75XcVZJjEtvtHifIbjdaBm5BgCA7yG6LinKJXrVUaqNjpHLXg3lbu0J//o3IjuzWVoP321KAILstNQNnLIJszbUiyNYEpLu2AEG2NiEDOBAgyHaA5YemS7PWyUfLZphnqqyqlNWqRm2UqvE6UNV6rT/uPfQyiQhv2/qHfrg08xTsyPaXNOcxBNoryH5/yXRZkb3eRM4qzlV1l/OkS3xnSU9IMV/bM72/nD78SI9F8DXI3pC/TYoqSsWoL/3L5sXmgxcP7DlSjAcz7pHUvEyEUas6rKSuDnXitCkSO3eWFB93mpSOOcx8raZzmlT16O0xt3W5W6Skqtx87auVs2X+9uVy/KBDZL+MYeZrqbHJkpGUbnlTpbz0uMR/N1Xy/nablBw53tbN568g29Zk2qARQXYbIDKEbQGCbNtUQduQIDtolzbkL4wgOzRvAYJszXUnyNYEpLu2AEG2NiEDOBAgyHaA5Yemv2z+Q56Z+67XM7196j8kMjyixTYRqt5q55cmSlWXDMm75k4/zNjZKQiynXnRWk+gvYLsJ39+S37btsxyckbQfOOYczzerw+yR3QdYJYGqT8yi3Nk+c71YrUju77dm4umytRVs+X8kcfJCYPrQunWjk7/eU4SVJht1Ks26lbbOV6b/4nMWDdPLtvnZDM0t3MQZKvnsUWGS0pClGTl130gwIFAewoQZLenbmCMTZAdGOvELJ0LEGQ7NwuGHgTZmqtIkK0JSHdtAYJsbUIGcCBAkO0Ayw9NdYPsyI1rpestl0pVr76S+dTrfpixs1MQZDvzorWegJuC7ImqtMj/vJQWObjnKLl+TPPSIvUCBNkivpQW0buD7PcmyLZvRUt9AYJsfcNAH4EgO9BXkPlbCRBkh+a9QZCtue4E2ZqAdNcWIMjWJmQABwIE2Q6w/NC0PshOV2UKhnfp53HGWRsXSG1trTTdkR2elyORWzaYbSPVjmxjd2R1l+6Se80dDf0r9tzHD7Nv/RQE2a0b0aJtBD5dPlPeX/JfOXnI4XLOiGNsDZr00euS9OHrUnj6hVJ41qWWfep3ZPdSDw9MjIlvaGfUYt5SkGmW/mi6I7sjgmxbF90GjXzZkd0Gp3XVEATZrlqOoJ8MQXbQL3GrF0iQ3SoRDQJUgCA7QBdOc9oE2ZqABNmagHTXFiDI1iZkAAcCBNkOsPzQdI6qgfvs3PfM2rcH9RrpccaPl31nBtlvnvKQREdENrwXN2uGdH5ugtfZbf3we5GwMD9cgfdTEGR3+BIE5ASyS/Jle3G2pKmSHN0T02xdgz+CbKuJtBRkN2777uKv5fOVP8rZI46WU4YcYet6jBrZP29eJEf3P1AOUkG5mw6CbEqLuOl+DIW5EGSHwip7v0aCbO6BYBUgyA7WlfV+XQTZmutOkK0JSHdtAYJsbUIGcCBAkO0Ayw9NdYLs2phYqUneXXvXmG5E1g5z1gTZflg8TtFuAl+snCXvLJ4m4wcdKhfsdbyt89gNsiM3rZPwgjxzzPgf/ivx30+TksOPkZI/HWu+VpPUSap69/c4py8Pe2w8gC9Btq2L7qBGBNkE2R1064XsaQmyQ3bpGy6cIJt7IFgFCLKDdWW9XxdBtua6E2RrAtJdW4AgW5uQARwIEGQ7wPJDU5+C7NlqR/azE1TY1k9KDzzcY5ZGmQTj2PrBdyLh4X64Au+nYEd2hy9BQE6gPYPs1Cf/LrFzf7R0KRt9iOTc8bDl+zPX/yY/qLI/f+o7Wsb2tlfChyA7IG9Dr5OmtEjwrambr4gg282r45+5EWT7x5mz+F+AINv/5m44I0G25ioQZGsC0l1bgCBbm5ABHAgQZDvA8kNTgmw/IHOKgBOwG2TP3fKHbCyo+xbCiqz18kfWGhmS3kdGdB1ovpahypIc2mtvj+vXDbJ9wSTI9kXN3X0Ist29PsE2O4LsYFtR59dDkO3cjB6BIUCQHRjr1NazJMjWFCXI1gSku7YAQbY2IQM4ECDIdoDlh6YdEWSH52ZLwvQvpLpzqpT8+SRbV5ldWiDfrZ8nqTFJcmT/A+z1UXWOf9m+QJKjkuWwXvva6kMjBAwBu0H2c3M/UHWkF1qi7ZMxVO44+MIOD7IXZ66W5dkbZGSXATI0vW/ALzKlRSgtEvA3cYBdAEF2gC1YO0yXILsdUBnSFQIE2a5YBr9PIqCC7JLSMrljwism0vMP32CJZdWurLxCHn3+HZk9d7FERUXKVRedLCcfc4jHODU1tXLRDY/IwL57yP23XGy+N/XbufLK259LXn6RpKYkyd3Xny/77z3UfI8g2+/3LCdsIkCQzS3hTwGCbH9qt34ufwXZketXS9yvs80JRaggO37GF1KTkirF9UG2ei5k4Rl1/5tZf6zL3SK/bV9u/mOuEWSvmyedY5Nk3K4gO0LC5LRh45pd5BrVb77qZzywzyjDkB6fIof33U+iwiLklKFHtI5Ci5AXaM8gO+7n7yVy8wbTOGbJ/yR66f+kYvheUr5n3YctVT16SemhR4b8GngDIMgmyOYHxL8CBNn+9Xbj2Qiy3bgqzKktBAiy20Ix8MYImCB7W2aOXHv3M7L3ngMlc2euZZDtrd2kyZ/IDtX3gVsukczsXDnnqodk0iM3yvDBfRtW7vUPv5ZZcxdJ7x5dG4Lsl9/8XE46+mDp0T1d5v1vudzy4Ivyw5RnJSwsjCA78O75oJsxQXbQLamrL4gg213L41OQPUvVyH5ugjh52GPcD99I5xcetb54VU/brKvd6DCC63/N/8SyT1R4hLx16j+avT997Vz594LPmr0eGxkjr598v7sWgNm4UqA9g+zGF5z00eti1JUvPP1CKTzrUldauHFSBNkE2W68L4N5TgTZwby69q6NINueE60CT4AgO/DWrC1mHDBBdnFJmaxYs0kqKivlnY+nWwbZ3tqddeWD8ug9V0j/3hmm3RsffSM7VEB++zXnmP+8ftN2ufPhV+Tis46TufOXNgTZTaHHjL9K/vv+k9IpKYEguy3uQsbQEiDI1uKjs0MBgmyHYO3cXCfI9ja1rR9+L+rT2oYm9UG2sQu7qkfvRl1r1Y5UVZqhDYNsdmS3800TpMN/unymLMxcZV6dsZs/szhHUuOSpZuqc20cA1J6yvl7Hedx9b7UyG48AEG2bzcTQTZBtm93Dr18FSDI9lUuePoRZAfPWnIlngIE2aF5RwRMkF2/PHN+WyLvfjLDa2kRo21L7U655F6Z9OiNsofaWW0cM2b9Lp99PdscyygpcslNE+XOa8+VjVsy5Zffl7QYZK/ZsNXcGT7tncfNMSgtEpo/OG66aoJsN61G8M+FINtda+yvIDt+5teSMmmiVPYdIGUHHLYbobZGkj560wy9zfC70eHrjuz6IUoqyySnIkukJlJ6JtV9AN3aEbVulXR64wWp7DNQ8i+5rrXmvB9EApPmfSSzNi6wvKK9ug2Suw+9xPJ9Iwh/f8l/5eQhh8s5I46xJUOQbYupWSOCbIJs3+4cevkqQJDtq1zw9CuvqpTVuZskJiJaBqb2bNcLS02KlpKyKimrrGnX8zA4AoYAQXZo3gchFWQ//OxbEhcbIzddcYbszMmXG//+gqR2TpbnJ1wvk9+fJkZt7WsuOVW+mTmvxSC7qrpaLr/1CTn/tKPlyMPqaiHmFlW0eOd0Toy2fC80bzWuur0EItVOyLjYCCksqWyvUzAuAg0CcdER6r+HSWlFVXOVWvMtDj8K/LRxsTw++22JjoySTjGJHmfOKs41//njsx+RSFXGo/4Iy8uRiE3rzX8M375NEp6fKDVdM6T4hjsb2lSN9Hy4YvS30yTh2Uekut9AqTzQM8iOff8NM8jO/exHj/PnqLrYWwpUEK2OLQWZ8tK8T6Vnchf52/6n1p1b9dmza3+vWklxUVJWUS2V1db/MhQ15weJ/eL/zHHCioskYt1qqU1IUHMdZL5WGx8vRfc+5sdV4VQdIfDMnA/k+3XzLU+9T8ZgeeBPl1m+/39Lvpe3Fn4tfxl+hFy4t+fObatOse9Plrh3/yNlZ10kpef9tSMuOyDPmfDcRIme8ZUUX3eHVPz5hIC8Bt1JR6i/3RLU324F/O2mS0l/GwKxUeqpFOp/c1v8281G/zZpwt+IbcIYCIMYH5yUqxDb299ugXAdzDEwBIzcLU9lcsavmEA6jHlz+C4QUkF2QVGJTFQPe1yycr10Tess+4wYKLn5hXLOqUfJvRNfkzeeu1uiIiNaDLKNHdtG2ZHee3STay+t+5dw4ygtr25RPy4mwvI935eLngg0F1D/LiRREeHmHwwcCLS3QGSESqrV/6uqav7nQk1trRlOcvhPYNb6RTLhB7Uj2svx1QWPeQTZjZuGrV8jsVddILV9+knZy+9YjhIxfapEP6XqavcfKNUHH767ndqRHfnOZDPILp36k2X/kspyWZW9WeKjYmRQmv2dQNFR4VKlQuwaL7/eIj/7SKJeftpaIClZStXzLziCW+CJ2e/JjDW/y4iu/SQjqa6ciHFklxTI/G0rZb8eg+WRP19hifD+om9l8oJpctbIcXLpvsfbwgrbsU2M/6vt1l39Xw9bfWikfl2oh2WG5WRLTc8+Iqm71yqUbPjbLZRWu+Ov1fjbzfjzrLKFv938NTv+RvSXdMefx/jbrVr97eZlD0LHT5IZBI1ArNpkVVapMrkAS7KNvJDDd4GQCrKbMt396Ksy9sBRsmHzDnnt3S9ViU+VCKqjqqpa/fKtlr69MuTTyepf3FU4c/+TkyU+LtYsPdL4oLSI7zcfPdtGgNIibePIKPYEKC1iz8lfrQrKi2ST2u1sHDml+WKUV0iL6yRX739GwxSGd+mnPnto+QOGyI1rpestl0pVr76S+dTrltP2pbRIWxikJcdIUWml1w/qEqZOkU6Tn5OqPfpIxaChDacNU8/UiPvpO6lJTJbtkz9vi+kwhosF6kuLjO4xXPqm7C5Fs70oR2arkiMjuw6Uew6zfiCjL6VFXMzB1FwuEBUZLikJUZKVX+7ymTK9YBCgtEgwrGLgXAOlRQJnrYJhppQWCYZVdH4NQRFkG2VBRu05QPYdObhBwFstbWN39ZczfjbLiXz4rwfNXdiNj6alRR55ztilVit3X39+M2GCbOc3HT3aVoAgu209Gc27AEG2e+8QXx7k4zTItrz6Fmpkt4WUrSD7q/+TTq+/oELsYVK+z5jdpy0vl6TP3lNlRpJk2+tftMV0GMPFArpBtnFpPdLiLJ994uJLZ2oBKECQHYCLFsBTJsgO4MULwKkTZAfgogXwlAmyA3jxNKYeFEH21Xc9LeMO2VdOP2H3151bCrIXLl0jN98/SX3NpUb222uw3HHNudI1PaUZX+Mge/2m7TL+gjvVbm3P3Ww3Xn6GXHbO8TzsUePmo2vbCBBkt40jo9gTIMi259QRrQiyCbI74r5zyzkJst2yEszDjgBBth0l2rSVAEF2W0kyjh0Bgmw7SrRpKwGC7LaSDKxxAi7IdhsvO7LdtiKhNx+C7NBb8468YoJs5/rZJflyzbTHJDUuWV48fvcDFZuOVFheLBsLdpgv55UWyvPzPpDOsUly7QFnNTQdmt5XIsLqymC1xcGO7LZQZAw3CBBku2EVmINdAYJsu1K0awsBguy2UGQMuwIE2XalaNcWAgTZbaEYeGMQZGuuGUG2JiDdtQUIsrUJGcCBAEG2A6xdTe0G2fO2LpV/znnb6wleP+l+iVUPTGyrI0I9qK7zSxOlqkuG5F1jHbI3Pl/U2pXS5Y4rpLLvQMl64rW2mkqL49gqLTL1Y1Uj+3mpTkuX6m6NHiRZUyXRy/9otbRIWFGBRG1YIzWqBEmVuiaOwBQgyA7MdQvVWRNkh+rKd8x1E2R3jHuonpUgO1RXvmOumyC7Y9w7+qwE2ZorQJCtCUh3bQGCbG1CBnAgQJBtD2tb4U6ZvXmh2bi0skymrvpJ4iJj5PjBhzYMcPLgsRIdEdXwzx0RZNu7Gs9Wbg2yra6ltRrZMQt/lbQJt0v5XqMl+74nfSGhjwsECLJdsAhMwbYAQbZtKhq2gQBBdhsgMoRtAYJs21Q0bAMBguw2QAzAIQiyNReNIFsTkO7aAgTZ2oQM4EAg1IPssspy+WL1bImNiJYTBx9mKTd/23J5/Oc3vcr++6T7JCEqjiDbi5KTHdnBGGRvVqVm5mz5Q3omdZWDeo609ZMaqXaXx82dJZW9+0nZgbufHWKrcwA3IsgO4MULwakTZIfgonfgJRNkdyB+CJ6aIDsEF70DL5kguwPxO/DUBNma+ATZmoB01xYgyNYmZAAHAqEYZG8vypZZm/5nKhlB9lerZktMZLSc0CjIPnHQYRKrXqs/fAmytxRmys+bF5tDFFeUyNer55hB97GDDm4Y95QhR0hUeISDFWv7pm7bkR21aqnELvjVvNCIzG0S/8M3Ut2lm5QccZz5Wm10tBSdcq4HhFFyJGbRb+Zrkdu3SNys6aosSYaUjD2mrk9srBSddHbb4zkccY66H56d+56M2WOE3HSg5zVYDRU3e4Z0fnaClB5ypOTeeJ/DMwZuc4LswF27UJw5QXYornrHXTNBdsfZh+KZCbJDcdU77poJsjvOviPPTJCtqU+QrQlId20BgmxtQgZwIBBMQXZ5VaV8vupHiQ6PlJOHWO9cXbhjlTw6e7JXpVfG3y2dYhMb2tQH2YkqiO6V0t2j78qdG6S6tkaa7shu3KhIBdnT1qggOzJOjm8UZDtYqnZrGp6bLQnTv5DqzqlS8ueT2u08xsB2dmQ3nkD0kgWS/sBNUrHnKNn5wLOWc0v8/H1Jfutly/drUlJl+6tT2vXa7AxOkG1Hqa4NQbZ9K1p2vABBdsevQSjNgCA7lFa746+VILvj1yCUZkCQHUqrvftaCbI1150gWxOQ7toCBNnahAzgQCCYguxCFRZf/sUEc9ezESpbHb4E2Qu2r5DHfnpDolQN7E4xCR5DGw9/rFX/8RZkO1iSoG7a3kF2swdEVlVI9Mql0pFB9sz1v8kPGxeY61pQVizGTv0kdQ/1TO5qvpYelyLX7H+G5bqzI3u49E3JaPDZXpQjs5XnyK4D5Z7DLvX689IjLU6s/q4L6h80Ls7vAgTZficP6RMSZIf08vv94gmy/U4e0ickyA7N5SfI1lx3gmxNQLprCxBkaxMygAMB1wbZ5eWS/ujtUhsTJ9l3TbR1RU6D7HgVePdpurs6e6NU11RL0x3Z9UG2t4kQZLe+TE6D7LDiQolav1pq4xOlst8gyxPU78iuGDxcyvc+oKFdWGmJJH7xYYcG2R8unSFTln1nOfeMxHR5+pibCbKbCLAju/WfJ1q4R4Ag2z1rEQozIcgOhVV2zzUSZLtnLUJhJgTZobDKza+RIFtz3QmyNQHpri1AkK1NyAAOBNwaZIeVFkvGhePNIHvb29Msr2h93lZ5Y9FX5vvVNTWyMnuDRISFy+D0Pg19bhpzjiTH7C4TUr8ju2tCZxnbZ1+Psb9YMUvKqyvk5fF3SUpsUsN7Rki+MX+7+c8F5cVmnWNjzBvG7K67PDStr0SEhzvQD72mToNsu0LBFmTHT/9c4n/61rz88Lw8idyyQWo6dZaqnr3N16q6ZEjeNXfa5QnIdgTZAblsITtpguyQXfoOuXCC7A5hD9mTEmSH7NJ3yIUTZHcIe4eflCBbcwkIsjUB6a4tQJCtTcgADgQCPchekrVW/vHja16v+IXj71DlGzo1tPElyG58AqOUyDXTHpPUuGR58fjgDhMd3Eq2mro1yDYeMNnpnVekYtCeUnDeFbauxW6j+h3ZfVN6SO9Ou+url1aWybytS6WlHdnJb78iiZ+9Z3mKql59JfOp1+1OwVXt5m5ZIl+v+dl84OWxAw6ynBtBtquWjcm0IkCQzS3iTwGCbH9qcy6CbO4BfwoQZPtT2z3nIsjWXAuCbE1AumsLEGRrEzKAAwE3BdnRyxdL+n3XeZ39jhfek+puu+vlEmQ7WGwXNHVrkB3z+xxJm3iXlO97oO1SNnY5P1gyXT5Z/r3s2aW/DOvSr6GbsbP/v2t+ke6qtMgzTUqL1AfZlf0HSWXv/g19wouKJPa3nySQg+ypq36WNxd9KccOPEguHnUiQbbdG4l2rhYgyHb18gTd5Aiyg25JXX1BBNmuXp6gmxxBdtAtqa0LIsi2xWTdiCBbE5Du2gIE2dqEDOBAIFiC7E6qzMeo7oM9rvyXzYulorpS2npHtgNemjYRCKYgO/bX2ZL6xL1SNvoQybnjYcu11gmyy0fuKxXD9todZOfnSsI3nxFk87BHfre4TIAg22ULEuTTIcgO8gV22eURZLtsQYJ8OgTZQb7AFpdHkK257gTZmoB01xYgyNYmZAAHAm4MsqvTukjJkeM9riLxy/+TsJIisdqRnR6fIkf03c+jz5crZ0tZVTlBtoP7ob2btneQXdWrj1QMGNpwGWEV5RL388xWH/boy45sgmzf7hZ2ZPvmRi93CxBku3t9gm12BNnBtqLuvh6CbHevT7DNjiA72FbU3vUQZNtzsmxFkK0JSHdtAYJsbUIGcCDQXkF2qQqQ1+ZuMWdSVVMtj86ebD4I8e5DL22Y3cDOvSQmMqrhn+tLi7R3kL1oxyp5RM2nc2yyjOw20ENrzqZFUllTJf864W6PB0Q6IKWpF4H2DrKtTl2TkirbX53i8XZE1g6JyNxqvha9apkkv/MvVSN7uKqRfbn5Wm1UjFQOHm55NXaDbJ0a2f7ckR0/40tJeeVJKRk3XvKuuq1N7+OthVmSW1ZojjnPrJE9R9XI3lOO3lUjOyEqVowa4o2P+hrZxkNUuyamNryVW1ogizNXy17dBqnfJ5d4nWePtDix+ruuTS+QwUJegCA75G8BvwIQZPuVO+RPRpAd8reAXwEIsv3K7ZqTEWRrLgVBtiYg3bUFCLK1CRnAgYAvQbZRlzpM/Wd4o3q/TU+5Onez3Pvdi15n8vTRN0tGUnpDG38H2d4mR5Dt4CZy0NRNQXbiJ+9I8ruvWs6+Or2r7HjpQ8v3nQbZVgN5e9ijr0F2eF6ORG7ZYO5Er9qjj60V8iXIzikrkG2FOyVVfSjU+Ge56Qlf+X2KfL/+N8t5GLXD7x9b9wFC/VEfZFt1Isi2taw08pMAQbafoDmNKUCQzY3gTwGCbH9qcy6C7NC8BwiyNdedIFsTkO7aAgTZ2oQM4EDAaZBdXVsj50251wyy3/uLdV1gNwfZa9RO8bcXTzWVqqqrZVXORnO3+OC03YHfrQedLwlRcQ4kaWpHoL2C7LifvpOE6Z+ZUzAeiBi5YY3UJiRJZd+6ByXWqP+ec9sEjyn6GmRHZG1XO7m3ScyyxZL0wX+kYugIKTj7MqmNVju41Y7upsdMFeD+oGo6G0dBWbFsKcyUpJgE6Znc1XwtPS5Frtn/DI9u9Q979DXIjp/5taRMmiglhx8jedfeZWdpxJcge/raufLvBZ/JUf0OkL/ue4rleXwJsj9dPlMWZq4yx8wuyZfM4hxJjUuWbolp5msDUnrK+Xsd5/Xa2JFta+lp1AYCBNltgMgQtgUIsm1T0bANBAiy2wCRIWwLEGTbpgqqhgTZmstJkK0JSHdtAYJsbUIGcCDQ3kF2RHiEKuGR5DGjHFUaoEYF4h21I7vxZIwyBVdNnSidYhPllfF3O5CjqS8C7RVkN55LzMJfJW3C7VK+12jJvu9Jy2n6GmQnffSGJH04udm41d0yzBru3o456gGkz859T5XVGCE3HXiuZdP6ILu6a3epTu/e0C6svFSi1qxo9WGPbg2yE6PjJDYypuF6KqurJL+8SFrakd0Y54uVs+SdxdNk/KBD5YK9jrd96xFk26aioaYAQbYmIN0dCRBkO+KisaYAQbYmIN0dCRBkO+IKmsYE2ZpLSZCtCUh3bQGCbG1CBnAg0G5Bdo4qLfL9i9I5LkmOVLs1Gx9fr/pZiipLCbIdrFOwNHVTkB03e4YkzPjCpA0vLJTIjWulJjFZqvr0M1+r7tRZcm96oBl93A/fSML3UyW8IF8iN62XmiTVp3c/qU5Jl9wb7/O6VE6DbKvBqnr1lcynXm/2thHiR69YKlHrV0vsvNlqR/pAKdv/UKnunColfz6pefv5v0j06uXm61FrV0js73Okst8gKRt9SJ1B5zTV78Rm/eZvWyZr8raadfAXbFsu/VP2kH16DFW7yzvJn/qObta+fke2UX4kpdEHWyWVZbIhbxtBdrD8gIfwdRBkh/Did8ClE2R3AHoIn5IgO4QXvwMunSC7A9BdcEqCbM1FIMjWBKS7tgBBtjYhAzgQIMhmR7aD20W7qT+C7IjtWyT+x+lSpXZIl6rSGnaOGBXgpk28S8r3PVCy75pop4vYrZHdeLDNBTtkzpY/pGdSVzmo50jL89TvyLZqYBVkJ7/xoiR+2byutxFOZz3evB54p/88JwnTPB+C2ficlQOGSNbEV5pN47X5n8iMdfOavW6U53noiCstg2yr62ltR/bK7A2qzMhqGZzaW0aphzzaPdiRbVeKdroCBNm6gvR3IkCQ7USLtroCBNm6gvR3IkCQ7UQreNoSZGuuJUG2JiDdtQUIsrUJGcCBAEE2QbaD20W7qT+CbF8m6a8g2+7cYhb9JtHL/zCbR21cI7FzZ6lyIv2k9MDDzddqOqVI8THNa1I73ZHta5DtdEf2b2oH9zq1g9s4VmdvkoU7VsrA1J4yqvsQ87Wuqk744X33s8tjux1Btm0qGmoKEGRrAtLdkQBBtiMuGmsKEGRrAtLdkQBBtiOuoGlMkK25lATZmoB01xYgyNYmZAAHAgTZBNkObhftpm4NsiO2bpZ4VWqkqkdPKT30KFvXGbllg8T99L3q00v1OdJWH18aGSVQOj87QUoPObLV0iX149utke1rkF1/HrsPe2x83VNVaaE3F30pxw48SC4e1bxsiS9GVn0IsttSk7G8CRBkc3/4U4Ag25/anIsgm3vAD4S+3gAAIABJREFUnwIE2f7Uds+5CLI114IgWxOQ7toCBNnahAzgQMBOkL2tKFv+NX93+YFlWevMMxjlAOqPq0efIV3iUxr+eTU1sh2sQug0dWuQ7eYVaM8gO8bHGtkE2W6+Y5hbRwgQZHeEeuiekyA7dNe+I66cILsj1EP3nATZobn2BNma606QrQlId20BgmxtQgZwIGAnyF6vSgLc+e0LXkf9//buAzyKau/j+D+N3ouIIFIVRES4CiqCiKhYsaNYsKBIFUFAioL0IqIIioqiiFgRC1awXLHxinotFOlSpNdAennPGUxMSHazk7M7uzvznfs+z3tvcurnHGDyy+yZqRf3l1rq3N+cyyTI9tfRzhmvSaY6+zjnWrF7g4z5erZUUyF6+2OOJli05htJyUiVGZcNsV5CV9iVnpUp+vzdhNg40ef7coVWgCDbvm/sgX2in/7OUi+fzKhdN6AGAn0iO29jZZYskkrPPiZJHS6XAz0HBdRPcZ7I3pt8SHYc3iNV1J/JmuWqBtRPcQvxRHZx5ahnV4Ag264Y5U0ECLJN9KhrV4Ag264Y5U0ECLJN9KK3LkG24doRZBsCUt1YgCDbmJAGbAiEOsj2N5RpFw+QmuWr5RYpsfp3qfZwX7+jD3aQbYOKokEQIMgOAmIATURykB3A8INWhCA7aJQ0VIQAQTZbxEkBgmwntemLIJs94KQAQbaT2pHTF0G24VoQZBsCUt1YoDhB9sNfzpK1+zbL6PY9eKrUeAW81YCdILtcQmlpeUKTfEDL/14lSenJ4uuJbIJsb+2nomZLkF2UUHC+71SQHZzRhq4VguzQ2dJyfgGCbHaEkwIE2U5q0xdBNnvASQGCbCe1I6cvgmzDtSDINgSkurEAQbYxIQ3YEAgkyN64f5sM/WKmVCxVXi6q3ypf65+u+0ES047IlIvulxMr1Ci057TMdLn93ZHW8R2vXDMmoNHFJB+RmrdfLtklS8v2eR/7rJNztIi/Rv0dLRLQYCgUNAGC7KBR+m2IIPsoD0G2M/uNXkQIstkFTgoQZDupTV8E2ewBJwUIsp3Ujpy+CLIN14Ig2xCQ6sYCBNnGhDRgQ4Ag2wYWRY0FCLKNCQNqgCCbIDugjUKhoAkQZAeNkoYCECDIDgCJIkETIMgOGiUNBSBAkB0AkguLEGQbLipBtiEg1Y0FnAqyE9b/KTEpSZJe/2TJLl3WeNw0EJ0CTgTZ+oWK4795UeJj4mR427sCggr0iey8jSWmJck9H4yVsuoIlBeuejigfijkrABBtjPeBNkE2c7sNHrJESDIZi84KUCQ7aQ2fRFkswecFCDIdlI7cvoiyDZcC4JsQ0CqGws4FWRXH9JDEjb8KbsnzJL0ho2Nx00D0SngRJBdHBmC7OKoRX4dgmxn1oggmyDbmZ1GLwTZ7IFwCBBkh0Pdu30SZHt37cMxc4LscKiHv0/XBNl/bd0pvYc9ITde2V5uv+ESn7JJySkyZOyz1vefGnd/brm/d+yRh6e8KBv++luqVakkIwd2k9NOqZevnaysbOl2/3hpWLeW+v4d1vcIssO/ib0+AoJsr+8AZ+cfqUG2pKZKtQmDrTOy9w6dGBAKT2QHxBTWQgTZzvCX/PX/pPzCVyWleSs5fM0tAXVaZskiqfTsY5LU4XI50HNQQHUivRBnZEf6CrlnfDyR7Z61jIaZEGRHwyq5Z4wE2e5Zy2iYCUF2NKxS8MfoiiB72S+rZNwTr0jDerXljKYNfAbZ23ftkz4q7D6jaUPZtWd/viC72/0T5LrL28lVF7eR75b/ISMmvSAfzZskpUqWyFV/6c1PZOmy36TOCccRZAd/L9JiMQUCDbIXrv5SMrKzrF6+3Pij7Es+JO3rnilVy1S0vtby+MbSoHItn6PgiexiLpDLqkVskF0MZ4LsYqA5XIUg22FwG90RZNvAoigCxwgQZLMlnBQgyHZSm74IstkDTgoQZDupHTl9uSLIXrdxm5QrV1re+uArqVi+rM8g+0hSivy5foukpafLqwsW5wbZySlp0qnrIPnvO0/mrkyfYU/KdVe0kwvObWF9bdOWHfLQuGflji6XyrKfVxJkR84e9vxIAg2yu703SlIz0nx63d2is1xUvzVBtud3lH8Agmw2iJMCBNlOatvriyDbnhelEcgrQJDNfnBSgCDbSW36IshmDzgpQJDtpHbk9OWKIDuH88nZC6RyxXJ+jxbRZb9fvkLmL1ySG2QfPHRErrvnEVnyxtTclRk//VWpXbOa1ZY+UuTOBybKQ326yuZtu+SHn1bkBtk79qcUuprHVy4lvr4XOcvPSNwgUCIuVsqXiZe9ib5Daj3P2xaO9Btk39NSBdkNzs5HUu6tuSLqxXv60qFF7L49ktzxCsmsUs36WspZbSRDvfyRyzsC+ochiRE5nJxRyKSz1ddiZMP+bfLQkhlSsVR5ubhBq3zlPln7gySmHZGpl/SXEyvUCCucfiL77vfGWC97nHP1I2EdC50XLqB/GDqi9lpqxtFPk3BFjkBp9W9CxWemSLI6WuRg78GRMzCDkXDvZoBHVVsCCereraK6d9tTxL2brUYpjIAPgbIl4yU2ViSx0Hs3p9iO3iNyuV+gcrkESU7JlBTu3dy/2BEwwxqVSsmugymSrf+KiaJL33NyFV+AIPsfu853DpeBPW6Udmc3l99Wrpe+I6ZL966Xy23XXyxzXv9Y9Nnave+8Rj796sd8QbYOuQu7YmNjrACcC4GQC6h7wpiYGMkuYr91eukhdUORJs1q1Fc3s//eSG45uFv2JR2SAW2uk6uatMk33NhL24qoTzD4urIfHCbZna4K+RTpIHIEXvr5U+vnkG4tLlb/L/8PJOmZ2ZIQFyNr9myVe999XKqUrqD21Dn5Br9w5TdyMOWIzLlusNSrfHxYJ5aakS7zf/tCSsbFS9fmF4Z1LHReuID1d5v6j/4/rggTWLNaYr7/RrIbqV9mntsuwgZXvOFw71Y8N2oVQyDAe7ditEwVBAoIqH9K1aX+PQ1j0pNzj8jyuF+Aezf3r3EkzTBa793y5jGR5BktYyHI/mel1m/aJhNmzFdnZx+Qlqc1kkOHk6TTBa3Uudu1ZMTE2fLy9GGSEB9XIMjmZY/RstXdO067R4tcfcr5Eq+Cu5zrp+2rZOP+v6Wwo0VO6HqRFWSnNTld3f+qRzn+ueL/3iyxB/ZZL/jSL/ricq/AriP75JmfFuROcNXujdZ/b1L935fh3tvyWqlZrmpumU0H/paHPp8h8TFxUql0+Xw4+1MOSWZWlky9uL/UKn+ce+GYWVAEOFokKIw0EqAAL3sMEIpixgIcLWJMSAM2BDhaxAYWRY0FOFrEmJAGbAhwtIgNLBcVJcguZDEzM7Pkym5DZa4Krxd8+LXMnq+OVNCfx1JXRkamZGZmSt0Ta8q7c8YKQbaL/jRE6VRCGmTf3FFvekm87laRPOF3qR+/lYSNa+XAfSrIvpAgO0q3TkDD3nxwhwxeMt1v2YkX9pG6lU4oEGT7q0SQHRC/5wsRZHt+CzgKQJDtKLenOyPI9vTyOz55gmzHyT3dIUG2p5ff8ckTZDtOHhEduj7I1seCNG/aQFo2+/cc32PPyM67EimpafL4s29Kalq6PPrgnQUW6dijRQiyI2Ife3oQBNmeXv6QT744QXZKeqqsP7DNGps+FmLs1y9Yx5CMaHd37ngbVq4tJeNLhHz8dBDdAgTZ0b1+0TZ6guxoW7HoHS9BdvSuXTSOnCA7GlctesdMkB29axeNIyfIjsZVMx+z64PsXkOnSYc2LeX6K87P1SosyH7pzU9k3tuf6cOG5bIOraXvXddKQsK/xy/kVCbINt90tBBcAYLs4HrSWn6BnCC7jHoh4pknNJES6gxsfTR2Wka26GNpjqQly7FPZB9ruGL3BivIPjXPcSQ4IxCIAEF2IEqUCZYAQXawJGmnKAGC7KKE+H4wBQiyg6lJW0UJEGQXJcT3gylAkB1Mzehpy1VBdjjYeSI7HOr0mVeAIJv9EEqBnCC7fMmyckmDs9VT1OqYJRVkp6ZnyeL1y+Rg6uEig+xQjo+23S1AkO3u9Y202RFkR9qKuHc8BNnuXdtInBlBdiSuinvHRJDt3rWNxJkRZEfiqoR+TATZhsYE2YaAVDcWIMg2JqQBPwIE2WyPcAoQZIdT33t9E2R7b83DNWOC7HDJe7Nfgmxvrnu4Zk2QHS55b/ZLkO3NdSfINlx3gmxDQKobCxBkGxPSAEE2eyBCBQiyI3RhXDosgmyXLmwETosgOwIXxcVDIsh28eJG4NQIsiNwUVw8JIJsFy+un6kRZBuuO0G2ISDVjQUIso0JaYAgmz0QoQIE2RG6MC4dFkG2Sxc2AqdFkB2Bi+LiIRFku3hxI3BqBNkRuCguHhJBtosXlyA7dItLkB06W1oOTIAgOzAnShVPgKNFiudGreAIEGQHx5FWAhMgyA7MiVLmAgTZ5oa0ELgAQXbgVpQ0FyDINjekhcAFCLIDt3JTSZ7INlxNgmxDQKobCxBkGxPSgB8Bgmy2RzgFCLLDqe+9vgmyvbfm4ZoxQXa45L3ZL0G2N9c9XLMmyA6XvDf7Jcj25roTZBuuO0G2ISDVjQVCGmR3vUgkPV3SmpwuEhObO9b4vzdL7IF9cqDnIEnqcLnxHGggcgUIsiN3bbwwMoJsL6xy5MyRIDty1sLtIyHIdvsKR9b8CLIjaz3cPhqCbLevcGTNjyA7stbDqdEQZBtKE2QbAlLdWMCJINvXIAmyjZcv4hsgyI74JXL1AAmyXb28ETc5guyIWxLXDogg27VLG5ETI8iOyGVx7aAIsl27tBE5MYLsiFyWkA+KINuQmCDbEJDqxgIE2caENOBHgCCb7RFOAYLscOp7r2+CbO+tebhmTJAdLnlv9kuQ7c11D9esCbLDJe/NfgmyvbnuBNmG606QbQhIdWOBUAbZ5d+eK5KVZY2x7JIPJHb/XknqeIVkVq5mfS3lzHMlvf7JxnOggcgVIMiO3LXxwsgIsr2wypEzR4LsyFkLt4+EINvtKxxZ8yPIjqz1cPtoCLLdvsKRNT+C7MhaD6dGQ5BtKE2QbQhIdWOBUAbZeQdXfUgPSdjwp+yeMEvSGzYOaNyVnpki8Tu3yv4egySzZu2A6lAosgQIsiNrPbw2GoJsr614eOdLkB1efy/1TpDtpdUO/1wJssO/Bl4aAUG2l1Y7/HMlyA7/GoRjBATZhuoE2YaAVDcWiLQgu9qoB9Scjj7FnbD+T4lJSbGe2s4uXdr6WuI1t0hq81bG86YBZwQIsp1xppfCBQiy2RlOChBkO6nt7b4Isr29/k7PniDbaXFv90eQ7e31d3r2BNlOi0dGfwTZhutQWJD91abl8v3fv0qb2i2lXZ0WAfWwZMP/ybdbf5UL650l5514RkB1nCr04ZpvZPmOVXJ5o/PkzJpNQtZtuXfmSanffnRN0Dn/909k7f4t0vW0TtKoyokBuVWY+4yU2LBaDt7WU9IbBPbU8yu/fyhbDu2Qrk0vlbqVTvDZT7f3RklqRppcfcr5Eh8Xn1vup+2rZOP+v+XuFp3lovqtfdY/Gkon/RNKl/VZ7oQbLxDJzvb5/f19hkry+ZcE5EGh8AsQZId/Dbw8AoJsL6++83MnyHbe3Ks9EmR7deXDM2+C7PC4e7VXgmyvrnx45k2QHR73cPdKkG24AoUF2W+sWCwLV38pN57aUa5t0iGgHnTo+f6ar+Wm0y5WQWP7gOqEstDDX86Stfs2++yiY71W0r3l1cZDqD6ouyRsWuezncNX3CiHuvUy7sepBnp9OFH2pRzy2V1R61t19EAp+ftPsnfEFPXU8ll+h333+2PkSHpygTLdml8hlzY8t+DX/wmyfTVaVJAdqGFOkJ10/sUiMTG51Uqu+l3idv4tBNmBSkZGOYLsyFgHr46CINurKx+eeRNkh8fdi70SZHtx1cM3Z4Ls8Nl7sWeCbC+uevjmTJAdPvtw9kyQbahPkF04YKVnJkuZLz6SA/cNkqQLL/epHI4gu8pjj0ipZV/LvgGjJOWc9oY7IH91gmyRE244app4/e0isbG5QKWWLZWEv9YTZAd1x4W+MYLs0BvTg28Bgmx2h5MCBNlOanu7L4Jsb6+/07MnyHZa3Nv9EWR7e/2dnj1BttPikdEfQbbhOhBk5wfMeSHgsaxHLrtWDt7Zr4B2TpCdcua5klWufO73EzZvsl4sGIonsiMxyD6++zUSe3B/AZ9D6oiRw1d18btLRy+dLSt3bZCH23WXptXrB7Sjc564H92+h5xc9aSA6gRaiCA7UKnoKEeQHR3r5NZREmS7dWUjc14E2ZG5Lm4cFUG2G1c1cudEkB25a+PGkRFku3FVI3dOBNmRuzahHBlBtqFuTpCtw57EtCSrta82/SRLN/8i7eueKW3rHD3vumLJslK7Qo18vf2l6hz+p87nG36U79QZ2R3UGdltTmxulatUqpzUKn+czxFWmDtTyn3wlgQSdtqdZk7QeUHd/0jVMpVyq6/fv1V+2f6n+DpapLhBtq/x+QqyE9atlpjUgsdqZFY7XjJr1Cy0uYS1qyQmLUUqvDlHSqz8TRJvuENSmzaXzOqqznGF18lpqMqkYVJq+Xeyb/BYSTnrPJ+cOU9kX9aojZRJKJVb7reda2XN3s0+j44hyLa7QynvlABBtlPS9FOYAEE2+8JJAYJsJ7W93RdBtrfX3+nZE2Q7Le7t/giyvb3+Ts+eINtp8cjojyDbcB1yguzHvntFlquX5vm6zq7dTPq3vjnftyd9+7L8suNPn3V0oN23le+ncSMxyM6ZTLn3XpNSv/wgiVfdLKktz/Y5x+IeLXLcgDskfsumAu0evvZWOXRz90L7O67frRK/fWuB7yXe0E0Sb7zT704IdZCd07mdM7Jz6vBEtuEf4hBXX7P3L0nPypRT1JPv8bFxIe7NXvOrdm+ULMmWU6vXkxj1n8Iugmx7ppQOrgBBdnA9ac2/AEE2O8QpAYJsp6TpRwsQZLMPnBQgyHZSm74Isr25BwiyDdfd6SC79H8/lfid261Rl/z1/6TEmpXWSwHTTm5qfS29bkNJaeX7ieFAp5vzRHbdSidI6YSSudUOJCfK9sN7pGP91tK9RedAm/NZrtIzU9R8jobL8du2SOyBfZJxQh3JqlzZ+lryOR3kyCUF+6k0c6LE794u8Vs3W0dyZNQ6SbIqVZKk8y6SpI5XFNpf5enjJG7fLolXx5bEJh6UjNp1JatiRUlqd4kkdbis0DplP3xbYo8cltLffi7xf2+R5DYdrPGlNm0haepp7mOvnCeyG1U5UeLj4nO/vfPwPtmXfLDIl3kSZBtvqYhr4N5F4+VQ6mGZdflQ9SmLf4/PCcdAE1OPyCcbfsjteuGqLyQrO1uuaXyBOs786HnmF6pPhVQpVSG3TE6QXSIuQRpUqa3CeBV4q//LyMyWDeoTGqkZ6TLxwj6i/67gQiDYAgTZwRalPX8CBNnsD6cECLKdkqYfLUCQzT5wUoAg20lt+iLI9uYeIMg2XPdjg+wK6ggRHfjExcVIpgp6dMiTmHZECnsie6J6Ivt/fp7IPrd2c+nXOv8T2VXHPCglf1vuc9RJ518iB/oMNZyVSE6Q7auhYAXZeduv/NR4Kf31Z7ZeBljqh/9KwuaNknx2O8moE9j50KW/+1IF4H+pkLy9ZJxY169Vjd43S9yuo784yHsldrnr6MsMj7lMX/aY84uKpHYXS+bxgQWD32z5RQ6mH5SzajSX48oe/QVAUdcXG3+UvSmHpMNJZ6qjYyoWVdzW9zkjOz+XU0F2uXdekZiMTEm85haRhIRC12x74h554LPH/a7nuA69pUHlWrllcoJsf5UIsm39EaGwDQGCbBtYFDUWIMg2JqSBAAUIsgOEolhQBAiyg8JIIwEKEGQHCEWxoAgQZAeFMeoaIcg2XLKcIHvKd3Plp+2r5dzap8sJFapL+dLxkpicIVsO7ZRlW/+Q1rVOkwfO7pqvt6Wb/yc7juy1vvb7znXqDOW/5LTqDeSU6nWtr9VRZ2rrenmvnCA7/aQGkl3236c79ZPM8X9vlmAF2TlBp+77579XycYDf0uLmo2l/j8BV4NKtaSl+t/BvIoTZAez/8LasvtE9odrvpGkzFSrqW/1+h7ea515fnz5atbXmqn1bVzt6PoG6yoRHysVyibInoNH+w33RZCdfwWcCrJr3tZJYlJSZPvcjyS7dJlCt0FxguyDKYfls43LcttbsPJz679f26SDxMQcPY6kY92zpHLpf5/iDvcepH/3CBBku2cto2EmBNnRsEruGCNBtjvWMVpmQZAdLSvljnESZLtjHaNlFgTZ0bJSwR0nQbahp0mQnbfr+b9/Iu+v+TrgoyeS2l2kntj996nJhI3rpNSPKkQt4onskj//ICXUixJTWrSS9EanBjT72T8vlCXqCd671VEiF6kjRUJ1lVq2VBL+Wi/J6miUDHVESiRdgZ6RnXfMOU/cDz739qCH/nn7Ich2bqfk/KLi8ob5X+bpbwTFCbLLvTtfvZg0TRKvVufql/j3aB9//dgJskuoY28aqONv8l4b92+TlIw0OfaJ7GP7vGnBMOtL868dJ7H/BNnOrQA9eU2AINtrKx7e+RJkh9ffS70TZHtptcM/V4Ls8K+Bl0ZAkO2l1Q7/XAmyw78G4RgBQbaherQF2RVfnC5lP35HDt7ZV45cdl1As3cqyA5oMGEqRJAdOLybn8jOOTpmxmVDpFrpwo9kSUxLksd/eDUXTH/SIjMrS06uWkfi/nnZ423NLlWfbqjtE7VmtyskJumwbJ/zvmSXC+xJ50CC7L8Td8uAz6ZJuRJlpFPDc/L1//mGH2W/Om5mbIde0tDP2AiyA/+zQElzAYJsc0NaCFyAIDtwK0qaCRBkm/lR254AQbY9L0qbCRBkm/lR254AQbY9L7eUJsg2XEnHg+yxg9RLHn9ULymsLNklSuSOXh8poF9gWNQT2QTZxVvw+M0bjr4gUp3DnVU+sDOleSJbnSH+zwsEtXrOE/f71RnuyeqTA76uZ5YvkF1J+6TXmTdI9TKVAlqwmT++KXvUyzR7n3Wjz4D52IamL3tD9qcekn5ndQn4WIxAguz9yYek50cT/Y57eNu7pNlxvj91QJAd0LJTyAMCBNkeWOQImiJBdgQthsuHQpDt8gWOsOkRZEfYgrh8OATZLl/gCJseQXaELYhDwyHINoQOV5Dta9i+guyKc55Sx3ask/jt2yR23x7rWJLMqtXUESNny+HO6vgCPxdPZBdvkxBkFy/IHvjZE7ItcZdMueh+OVGdE1/YlZ6VKeO/eTH3W+v2bZX0zHTrSeKE+KMvOryhSUc5tXq9fNX1y1cnfveS9bX1+7ZIWmaGNKyi6qgXtN7c9GL11PRJBbpLzkiVyeoMfH2t3btZMlTfDdWxHAnqeI6up3WSRscc0VHcIDv24H6pMm2U1U+JVX+IqH7SGqsz8uPi5GC3PpJer1GBsek/y1WmjzlaZ+VvItnZqk4zVSdWDtzdX73MNP/8c87Ijo2JlSrHnGm9PyVRPTmeydEixfvjTq0QCRBkhwiWZgsVIMhmYzglQJDtlDT9aAGCbPaBkwIE2U5q0xdBtjf3AEG24bpHS5BdbdT9UmLFrwVmm9ThcjnQc5BfBYLs4m2Svw7ukMPqmIk6FY+X8uooh1BdbjsjO5AgO02F1re/O9Ivaf/WXeXs2vlflpqSnip3vP9oofUGqbPM/1PIC0z1Gnb/YGyhdYa06SYtjj8l3/eKHWTv3S3H33dDof3sGTVN0pq2KPC9uJ3bpUafwn8RtWfsTEk7pWm+OsV52eOxnW46tFmy1RfrVagTqi1NuwjkChBksxmcFCDIdlLb230RZHt7/Z2ePUG20+Le7o8g29vr7/TsCbKdFo+M/giyDdfB6SA7ftM6iT2SaI267GfvSenvvpIjl3SW5HPaW1/LqlRFMmoVfKo0YeNa68zdcup8bH3Ew5FLr5Xk1m0lq3JVyTjBfyBFkG24SUJc3Q1BdmZ2ltzyzohCpfqqoz/a1Gme73vFDbJ1P6v3bLLamvF/6mgR9RRyv1ZdpGKp8lJHPf1dvmTZAmPQ51uv3nu0zhPLXpPE1CNyf+ubpYIqW9gvKfTT4vpc7Jzr8e9flSPpyTLwnFulTEIp68snqV9u6HOq813paVJizQrrS1UnDpeYlCTZN2S8ZJUuLenq5afZZcsX9ElLlRJrV1pfrzZuiIhqY+/QiZJdsqR6gvtkyS6Tfz76ifR1+7fktqOfatfz00ed6Ke09VW/ci0pHe/7BZPlS8eLqJc8Jialh3hn0zwC6s9ChZJyODldUtOz4EAg5AIE2SEnpoN/BAiy2QpOChBkO6lNXwTZ7AEnBQiyndSOnL4Isg3XIlhBdnGGUWHuTCn3wVty6LaecviqLgE1UZwzsgNqmEJhE4jUINsXSGFnZBc3yI5RgWrbOvmfVF65a4M6L/uAFPZEdt4x9f14iuxO2i/TOz0ox5WtErL1u3fReDmUelhmXT5UKqnAPJArVGdkB9J3UWUIsosS4vvBFCDIDqYmbRUlQJBdlBDfD5YAQXawJGknEAGC7ECUKBMsAYLsYEnSTiACBNmBKLmvTFQF2UnJKTJk7LPWKjw17n6fq+GrXEpqmkx46lX5ZtnvkpAQLz27dZbOl7SRzMwsefODL+WVtz+TI0kpUrFCORnUs4u0bX261cemLTtk5GNzZNee/erddbHSvevlcs2lba3vEWS77w9FtM3IDUF2XvNQHi2Stx+C7OLtdILs4rlRq3gCBNnFc6NW8QQIsovnRi37AgTZ9s2oUXwBguzi21HTvgBBtn0zahRfgCC7+HbRXDNqguztu/ZJn2FPyBlNG1qBsq8g21+5mXMWyk5Vd9TAO2XX3v1yc8/RMnN8f2nc8CSZv3CJXNqhtVStXEFW/LlJug+cLF+/q16QGB8n9zxC5A6+AAAgAElEQVT4mHTu1Eau6HiO7Nl3UK7r/ogsmD1aqlWpGNYgO5o3HmMPngBBduGWRT2RHbwViIyWat7WSR1HkiLb534k2aVDdyY7QXZkrLdXRkGQ7ZWVjox5EmRHxjp4YRQE2V5Y5ciZI0F25KyFF0ZCkO2FVY6cORJkR85aODmSqAmy9ZPSf67fImnp6fLqgsU+g2x/5br0eFQmDL9X6tepaRm//NanslMF5IN7F3xZ2nmd+8q7c8ZaYbWuN3rwXXJKgxOteld1GyYzxt8vdWrVIMh2crfSV6ECkRZk5x1k9UHdJUGd67578vPqzOZGAa3gM8sXyK6kfdLrzBukeplKAdXp/+lU2XF4r0y7eIDULF8toDpuK0SQ7bYVZT5agCCbfeCkAEG2k9re7osg29vr7/TsCbKdFvd2fwTZ3l5/p2dPkO20eGT0FzVBdg7X98tXWE9P+ztaRJctrNzVd46QmRP6S63jjwZdS5b+JO998k2+ttLS0mXeO4vl2x//kBemDs4tN2vu+zKgxw3y+dKfJS4uVob1u9X6XjiPFomMLcQowi3gtiC7OJ4E2SIE2cXZOdSJdAGC7EhfIXeNjyDbXesZybMhyI7k1XHf2Aiy3bemkTwjguxIXh33jY0g231rGsiMPBVkj3vyFSldqqQ8cO8N1hEh/R+ZIVXUUSJPje1nWekjQ9Zu3Cq1a1aXKQ/3lKan1LW+nng4ySqrjyVJSUlVT2Pr40jqWN/LUOdr62vE4hflu80r5IL6Z0idSsdJrHoJXVZ2tmzav0P+u/E3aVe3uYy68PZA1oQyCNgS0C881PstM+voXoykK27qeJHtWyXzgaEitY5+oiEU14T/vio7jxyUYed3VS9uDOwp7lCMI5xtxg19QCQ9VTLHTRMpWTJkQ9F7TV/677djr4xMEXUaExcCQROIU++l0Hstu5D9FrROaAiBfwTi1YMKOfd1oCAQSoFIvncL5bxpOzwC/u7dnBoR94hOSYe/n7hYnYMI927hXwpPjCBa7930uLmKL+CpIPuQCqQnqpc9rlizSY6rWllanNZQ9h9MlOH335YrqF/8+OvK9TJo9DPywuODpe6Jx8ttfcdJl84drDOyf1+9UR589GmZNWmA1FNHlOw6kGrVnfjNy7L871XS5sTmUqtCdSlbKk6OpGTKloM75futv8vZtZvJg+feUvyVoiYCPgQS4mOkXOl42Z+YjhECIRfQf7eJCrOPJGeEvC86QKBSuQRJSsmQtIyCvzhBB4FgCxxXqWTufV2w26Y9BPIKxKt7twrq3m0f925sDAcEypSMk1gVLh7m3s0BbbqoWDZBUlIzJJV7NzaDAwLVK5aUPYdS1S9OHOgsiF3oe06u4gt4Ksg+lmnYhOel3dnNpdMFrQoIDh4zy/pe65ZN5OZeY2TJG1Nzyzzx/NtSpVJ5uf2GSzhapPh7j5pBEojko0WCNEWaiSABXvYYQYvhgaFwtIgHFjmCpsjRIhG0GC4fCkeLuHyBI2x6HC0SYQvi8uFwtIjLFzjCpsfRIhG2IA4NxxVB9pzXP5bmTRtIy2Yn57L5O0s7S33WZdGS70TXe/O5R+XwkSTZtedA7ssc12/aJt0fnCKz1RnZJ9WuIR2uf0CenTxQmjQ6SZKSU6T7wCnS965r5ZwzmxJkO7RR6ca3AEE2u8NJAYJsJ7XpiyCbPeCkAEG2k9re7osg29vr7/TsCbKdFvd2fwTZ3l5/p2dPkO20eGT054ogu9fQadKhTUu5/orz/QbZ+siQASNnWmcJ/+f0k2VIb3WebrVKsnP3fhk8dpZs2rJDEtQBr5UrVZAet10pHdv+x2rvh59XyrRn31IfpU+xznq67vJ2ctdNl1nf42WPkbGRvTwKgmwvr77zcyfIdt7cyz0SZHt59Z2fO0G28+Ze7ZEg26srH555E2SHx92rvRJke3XlwzNvguzwuIe716gLssMNdmz/BNmRtiLeGw9BtvfWPJwzJsgOp773+ibI9t6ah3PGBNnh1PdW3wTZ3lrvcM+WIDvcK+Ct/gmyvbXe4Z4tQXa4VyA8/RNkG7oTZBsCUt1YgCDbmJAGbAgQZNvAoqixAEG2MSEN2BAgyLaBRVEjAYJsIz4q2xQgyLYJRnEjAYJsIz4q2xQgyLYJ5pLiBNmGC0mQbQhIdWMBgmxjQhqwIUCQbQOLosYCBNnGhDRgQ4Ag2wYWRY0ECLKN+KhsU4Ag2yYYxY0ECLKN+KhsU4Ag2yaYS4oTZBsuJEG2ISDVjQUIso0JacCGAEG2DSyKGgsQZBsT0oANAYJsG1gUNRIgyDbio7JNAYJsm2AUNxIgyDbio7JNAYJsm2AuKU6QbbiQBNmGgFQ3FiDINiakARsCBNk2sChqLECQbUxIAzYECLJtYFHUSIAg24iPyjYFCLJtglHcSIAg24iPyjYFCLJtgrmkOEG24UISZBsCUt1YgCDbmJAGbAgQZNvAoqixAEG2MSEN2BAgyLaBRVEjAYJsIz4q2xQgyLYJRnEjAYJsIz4q2xQgyLYJ5pLiBNmGC0mQbQhIdWMBgmxjQhqwIUCQbQOLosYCBNnGhDRgQ4Ag2wYWRY0ECLKN+KhsU4Ag2yYYxY0ECLKN+KhsU4Ag2yaYS4oTZBsuJEG2ISDVjQUIso0JacCGAEG2DSyKGgsQZBsT0oANAYJsG1gUNRIgyDbio7JNAYJsm2AUNxIgyDbio7JNAYJsm2AuKU6QbbiQBNmGgFQ3FiDINiakARsCBNk2sChqLECQbUxIAzYECLJtYFHUSIAg24iPyjYFCLJtglHcSIAg24iPyjYFCLJtgrmkOEG24UISZBsCUt1YgCDbmJAGbAgQZNvAoqixAEG2MSEN2BAgyLaBRVEjAYJsIz4q2xQgyLYJRnEjAYJsIz4q2xQgyLYJ5pLiBNmGC0mQbQhIdWMBgmxjQhqwIUCQbQOLosYCBNnGhDRgQ4Ag2wYWRY0ECLKN+KhsU4Ag2yYYxY0ECLKN+KhsU4Ag2yaYS4oTZBsuJEG2ISDVjQUIso0JacCGAEG2DSyKGgsQZBsT0oANAYJsG1gUNRIgyDbio7JNAYJsm2AUNxIgyDbio7JNAYJsm2AuKU6QbbiQBNmGgFQ3FiDINiakARsCBNk2sChqLECQbUxIAzYECLJtYFHUSIAg24iPyjYFCLJtglHcSIAg24iPyjYFCLJtgrmkOEG24ULmBNmPffeKLN++SiqULCsl4hIkLi5GMjOzJTUjXRLTjsjZtZtJ/9Y3G/ZGdQQKChBksyucFCDIdlKbvgiy2QNOChBkO6nt7b4Isr29/k7PniDbaXFv90eQ7e31d3r2BNlOi0dGfwTZhutwbJDtqzmCbENoqvsUIMhmczgpQJDtpDZ9EWSzB5wUIMh2UtvbfRFke3v9nZ49QbbT4t7ujyDb2+vv9OwJsp0Wj4z+CLIN1yEnyN58cId68jrJau2rTT/J0s2/SPu6Z0rbOmdYX6uontSuXaGGYW9UR6CgAEE2u8JJAYJsJ7XpiyCbPeCkAEG2k9re7osg29vr7/TsCbKdFvd2fwTZ3l5/p2dPkO20eGT0R5BtuA45QXbeZt5YsVgWrv5Sbjy1o1zbpINhD1RHwL8AQTY7xEkBgmwntemLIJs94KQAQbaT2t7uiyDb2+vv9OwJsp0W93Z/BNneXn+nZ0+Q7bR4ZPRHkG24DgTZhoBUNxYgyDYmpAEbAgTZNrAoaixAkG1MSAM2BAiybWBR1EiAINuIj8o2BQiybYJR3EiAINuIj8o2BQiybYK5pDhBtuFCFhZk6yb5YcgQluoBCxBkB0xFwSAIEGQHAZEmAhYgyA6YioJBEODeLQiINBGQAEF2QEwUCpIAQXaQIGkmIAGC7ICYKBQkAYLsIEFGWTME2YYLRpBtCEh1YwGCbGNCGrAhQJBtA4uixgIE2caENGBDgCDbBhZFjQQIso34qGxTgCDbJhjFjQQIso34qGxTgCDbJphLihNkGy4kQbYhINWNBQiyjQlpwIYAQbYNLIoaCxBkGxPSgA0BgmwbWBQ1EiDINuKjsk0BgmybYBQ3EiDINuKjsk0BgmybYC4pTpBtuJAE2YaAVDcWIMg2JqQBGwIE2TawKGosQJBtTEgDNgQIsm1gUdRIgCDbiI/KNgUIsm2CUdxIgCDbiI/KNgUIsm2CuaQ4QbbhQhJkGwJS3ViAINuYkAZsCBBk28CiqLEAQbYxIQ3YECDItoFFUSMBgmwjPirbFCDItglGcSMBgmwjPirbFCDItgnmkuIE2YYLSZBtCEh1YwGCbGNCGrAhQJBtA4uixgIE2caENGBDgCDbBhZFjQQIso34qGxTgCDbJhjFjQQIso34qGxTgCDbJphLihNkGy4kQbYhINWNBQiyjQlpwIYAQbYNLIoaCxBkGxPSgA0BgmwbWBQ1EiDINuKjsk0BgmybYBQ3EiDINuKjsk0BgmybYC4pTpBtuJAE2YaAVDcWIMg2JqQBGwIE2TawKGosQJBtTEgDNgQIsm1gUdRIgCDbiI/KNgUIsm2CUdxIgCDbiI/KNgUIsm2CuaQ4QbbhQhJkGwJS3ViAINuYkAZsCBBk28CiqLEAQbYxIQ3YECDItoFFUSMBgmwjPirbFCDItglGcSMBgmwjPirbFCDItgnmkuIE2S5ZSKaBAAIIIIAAAggggAACCCCAAAIIIIAAAgi4VYAg260ry7wQQAABBBBAAAEEEEAAAQQQQAABBBBAAAGXCBBku2QhmQYCCCCAAAIIIIAAAggggAACCCCAAAIIIOBWAYJst64s80IAAQQQQAABBBBAAAEEEEAAAQQQQAABBFwiQJBdxELuP5goQ8c/J7+t2iBVKlWQ0YPukpbNGsmhw0ky6+X35OMvl1ktnFT7eHn0wTvV/69RoMXfV2+UEZNmy+69B6RxgzoyaUQPqV61klXO3/dcsseYhg0BX/th05Yd8uTst2X5r39KQkK8tGrRREYNvENKlSxRoPWFHy+Vp158R9LSMqRj2//Iww/cLnFxsVa57OxsmfXK+zL3zU/l+0VP2xgZRd0o4GuvfLf8D5k5513ZvG2nlCpVUm7q3EHuvvmyAgRZWdkyccZ8+ejzH9S+jJMet11lldXXij83yePPvilrNmyR0qqNO7pcKl2vudCNjMwpAAFfeyUzM0ve/OBLeeXtz+RIUopUrFBOBvXsIm1bn16gVV//HttpI4ChUsQFAsG4d/PVRl6ePfsOylXdhsmI/rfLZRe2doEcUyiOQDDu3fz9PHBGx7slPj4ud2iPPdJL2p97RnGGSh0XCJjeu2kCfz8rbN62S6Y8/Zr1M2q8+vnh9VkjpVqVii6QYwp2BYJx7+arjVVr/5Lb+o7LN6T09EzpcftV0qtbZ7tDpbwLBEJ97/bf73+Vac+9JalpaVK+XBkZcf9tcvqpDVwg580pEGQXse5Dxj0rtY6vJn3uvFb+WL1BBjz6tCyaO0EOH0mWL779Ra66+FwrTNQ/hC9d9ps8N+XBfC3qH7Avu3WI9UNO29bNZN6CxfL9Tytk5vj+4u973tyO3p61v/2gA+yU1DQ598zTJDMrS4aMnSVNGp0k99xyRT40HXjfNWCSzHtquFSvVlmVe1b9BV1f7rixk6RnZMqg0c/IcdUqyaIl38t378/0NrjHZ+9vr3zw2XfW/mpYr5YcOHhYbu41WiYO7yHNj/nHfsGHX1sh9swJ/SUpOdW6IZ084j5pekpd64ekuiceLy1Oa2T9Eu/GHqPk+SmDrDa5vCfga6/ofTZ/4RK5tENrqVq5gvULkO4DJ8vX7z4lCXmCGy3m69/jEgkJAbfhPXlvztj03s3ffsv7C+S+w5+0fgFz/RXtCbK9udX83ssHeu/m7/7v4KEj1r+t77883qPCTDuvQDDu3fy1oX++1fdrA3t0kQ7ntZCYmBgWwMMCwbh38/ezwrG0XXuNkaF9b5FmTep7WN27Uw/lvVtcXJxccF1/mf/0CKlTq4b88PNKGf/kPP5tjeLtRpDtZ/H0bxDPvaq3fPn2E+qJwqNPvvYdMV2uu6xdgSch1m3cJv1HzrBCbh046vB61qSBkqr++4SnXlV/aB626us2z7+2n3w0b5LoGwlf39O/JeLylsDv6qn/QPfD/IWfy9qNW2XkgG7y8+9rZdiE5+XjVyfJi69/LInq0wL977newlu9brM8PPlFeeu5Udb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],
"source": [
"b=ind_OCHL(df_candle[:30],{},'Ind')\n",
"b.getAns(df_candle[:100])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "62b4ce8c",
"metadata": {},
"outputs": [
{
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]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"opc={'MeanType':'SMA','window':20,'valueType':'low','kDev':2}\n",
"c=ind_BB(df_candle[:100],opc,'PartOf')\n",
"c.getAns()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "6129e311",
"metadata": {
"scrolled": true
},
"outputs": [
{
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{\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('184972d0-8410-4af3-aba6-e909f5b4ac5e');\n",
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hhh = CoreDraw.agrigateFig([[b,a,c]],True)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "d5200c42",
"metadata": {},
"outputs": [],
"source": [
"import indicators"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "42be8af2",
"metadata": {},
"outputs": [
{
"data": {
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" 1.194366, 1.194362, 1.194352, 1.194354, 1.194356, 1.194366,\n",
" 1.194372, 1.194384, 1.194392, 1.19441 , 1.19443 , 1.194452]),\n",
" 'STD': array([6.50384502e-05, 2.50998008e-05, 2.68328157e-05, 2.58843582e-05,\n",
" 1.92353841e-05, 1.14017543e-05, 1.30384048e-05, 1.41421356e-05,\n",
" 1.41421356e-05, 1.41421356e-05, 2.48997992e-05, 3.97492138e-05,\n",
" 4.60434577e-05, 4.96990946e-05, 4.65832588e-05, 1.30384048e-05,\n",
" 1.14017543e-05, 1.09544512e-05, 1.09544512e-05, 1.22474487e-05,\n",
" 1.48323970e-05, 7.19722169e-05, 1.02127371e-04, 9.77241014e-05,\n",
" 7.73304597e-05, 3.03315018e-05, 4.66904701e-05, 6.40312424e-05,\n",
" 7.22495675e-05, 4.82700735e-05, 2.30217289e-05, 2.12132034e-05,\n",
" 2.38746728e-05, 3.04959014e-05, 5.22494019e-05, 6.51920241e-05,\n",
" 6.10737259e-05, 2.94957624e-05, 8.36660027e-06, 2.34520788e-05,\n",
" 3.43511281e-05, 3.19374388e-05, 2.68328157e-05, 3.19374388e-05,\n",
" 7.02139587e-05, 7.30068490e-05, 7.92464510e-05, 6.37965516e-05,\n",
" 2.58843582e-05, 2.30217289e-05, 1.30384048e-05, 2.54950976e-05,\n",
" 2.60768096e-05, 2.68328157e-05, 3.03315018e-05, 5.01996016e-05,\n",
" 3.46410162e-05, 3.04959014e-05, 2.38746728e-05, 2.19089023e-05,\n",
" 1.09544512e-05, 4.33589668e-05, 4.33589668e-05, 3.84707681e-05,\n",
" 3.43511281e-05, 2.40831892e-05, 1.94935887e-05, 1.92353841e-05,\n",
" 2.04939015e-05, 2.34520788e-05, 2.07364414e-05, 1.64316767e-05,\n",
" 1.94935887e-05, 2.04939015e-05, 1.34164079e-05, 1.22474487e-05,\n",
" 5.47722558e-06, 2.82842712e-05, 5.76194412e-05, 5.76194412e-05,\n",
" 6.37965516e-05, 7.32802838e-05, 7.16240183e-05, 1.81659021e-05,\n",
" 1.81659021e-05, 1.92353841e-05, 1.30384048e-05, 1.51657509e-05,\n",
" 1.81659021e-05, 2.07364414e-05, 1.92353841e-05, 1.14017543e-05,\n",
" 1.30384048e-05, 3.53553391e-05, 4.74341649e-05, 4.38178046e-05]),\n",
" 'pSTD': array([1.19392608, 1.1938862 , 1.19389567, 1.19390377, 1.19390047,\n",
" 1.1938888 , 1.19388408, 1.19388828, 1.19388828, 1.19388828,\n",
" 1.1939218 , 1.1939435 , 1.19394409, 1.1939374 , 1.19392117,\n",
" 1.19383808, 1.1938388 , 1.19383991, 1.19383991, 1.19384449,\n",
" 1.19385166, 1.19399794, 1.19410025, 1.19413545, 1.19412866,\n",
" 1.19407866, 1.19413938, 1.19419806, 1.1942465 , 1.19423254,\n",
" 1.19420004, 1.19421243, 1.19422975, 1.19423499, 1.1942605 ,\n",
" 1.19427038, 1.19423615, 1.19414699, 1.19408873, 1.1941069 ,\n",
" 1.1941147 , 1.19410587, 1.19409167, 1.19410587, 1.19421643,\n",
" 1.19426201, 1.19431249, 1.19431559, 1.19427377, 1.19428204,\n",
" 1.19427408, 1.19429099, 1.19429815, 1.19430167, 1.19431266,\n",
" 1.1943684 , 1.19435928, 1.19435699, 1.19434975, 1.19434782,\n",
" 1.19431991, 1.19440072, 1.19441272, 1.19441294, 1.1944247 ,\n",
" 1.19441217, 1.19439499, 1.19439647, 1.19440899, 1.1944169 ,\n",
" 1.19441547, 1.19441086, 1.19441499, 1.19440899, 1.19438283,\n",
" 1.19437449, 1.19435495, 1.19438657, 1.19441724, 1.19441724,\n",
" 1.19443559, 1.19446456, 1.19447725, 1.19440233, 1.19440233,\n",
" 1.19440047, 1.19437808, 1.19438433, 1.19439233, 1.19440747,\n",
" 1.19441047, 1.1944068 , 1.19441808, 1.19448071, 1.19452487,\n",
" 1.19453964]),\n",
" 'mSTD': array([1.19366592, 1.1937858 , 1.19378833, 1.19380023, 1.19382353,\n",
" 1.1938432 , 1.19383192, 1.19383172, 1.19383172, 1.19383172,\n",
" 1.1938222 , 1.1937845 , 1.19375991, 1.1937386 , 1.19373483,\n",
" 1.19378592, 1.1937932 , 1.19379609, 1.19379609, 1.19379551,\n",
" 1.19379234, 1.19371006, 1.19369175, 1.19374455, 1.19381934,\n",
" 1.19395734, 1.19395262, 1.19394194, 1.1939575 , 1.19403946,\n",
" 1.19410796, 1.19412757, 1.19413425, 1.19411301, 1.1940515 ,\n",
" 1.19400962, 1.19399185, 1.19402901, 1.19405527, 1.1940131 ,\n",
" 1.1939773 , 1.19397813, 1.19398433, 1.19397813, 1.19393557,\n",
" 1.19396999, 1.19399551, 1.19406041, 1.19417023, 1.19418996,\n",
" 1.19422192, 1.19418901, 1.19419385, 1.19419433, 1.19419134,\n",
" 1.1941676 , 1.19422072, 1.19423501, 1.19425425, 1.19426018,\n",
" 1.19427609, 1.19422728, 1.19423928, 1.19425906, 1.1942873 ,\n",
" 1.19431583, 1.19431701, 1.19431953, 1.19432701, 1.1943231 ,\n",
" 1.19433253, 1.19434514, 1.19433701, 1.19432701, 1.19432917,\n",
" 1.19432551, 1.19433305, 1.19427343, 1.19418676, 1.19418676,\n",
" 1.19418041, 1.19417144, 1.19419075, 1.19432967, 1.19432967,\n",
" 1.19432353, 1.19432592, 1.19432367, 1.19431967, 1.19432453,\n",
" 1.19433353, 1.1943612 , 1.19436592, 1.19433929, 1.19433513,\n",
" 1.19436436]),\n",
" 'x': array(['2020-09-01 03:00:20+03:00', '2020-09-01 03:00:25+03:00',\n",
" '2020-09-01 03:00:30+03:00', '2020-09-01 03:00:35+03:00',\n",
" '2020-09-01 03:00:40+03:00', '2020-09-01 03:00:45+03:00',\n",
" '2020-09-01 03:00:50+03:00', '2020-09-01 03:00:55+03:00',\n",
" '2020-09-01 03:01:00+03:00', '2020-09-01 03:01:05+03:00',\n",
" '2020-09-01 03:01:10+03:00', '2020-09-01 03:01:15+03:00',\n",
" '2020-09-01 03:01:20+03:00', '2020-09-01 03:01:25+03:00',\n",
" '2020-09-01 03:01:30+03:00', '2020-09-01 03:01:35+03:00',\n",
" '2020-09-01 03:01:40+03:00', '2020-09-01 03:01:45+03:00',\n",
" '2020-09-01 03:01:50+03:00', '2020-09-01 03:01:55+03:00',\n",
" '2020-09-01 03:02:00+03:00', '2020-09-01 03:02:05+03:00',\n",
" '2020-09-01 03:02:10+03:00', '2020-09-01 03:02:15+03:00',\n",
" '2020-09-01 03:02:20+03:00', '2020-09-01 03:02:25+03:00',\n",
" '2020-09-01 03:02:30+03:00', '2020-09-01 03:02:35+03:00',\n",
" '2020-09-01 03:02:40+03:00', '2020-09-01 03:02:45+03:00',\n",
" '2020-09-01 03:02:50+03:00', '2020-09-01 03:02:55+03:00',\n",
" '2020-09-01 03:03:00+03:00', '2020-09-01 03:03:05+03:00',\n",
" '2020-09-01 03:03:10+03:00', '2020-09-01 03:03:15+03:00',\n",
" '2020-09-01 03:03:20+03:00', '2020-09-01 03:03:25+03:00',\n",
" '2020-09-01 03:03:30+03:00', '2020-09-01 03:03:35+03:00',\n",
" '2020-09-01 03:03:40+03:00', '2020-09-01 03:03:45+03:00',\n",
" '2020-09-01 03:03:50+03:00', '2020-09-01 03:03:55+03:00',\n",
" '2020-09-01 03:04:00+03:00', '2020-09-01 03:04:05+03:00',\n",
" '2020-09-01 03:04:10+03:00', '2020-09-01 03:04:15+03:00',\n",
" '2020-09-01 03:04:20+03:00', '2020-09-01 03:04:25+03:00',\n",
" '2020-09-01 03:04:30+03:00', '2020-09-01 03:04:35+03:00',\n",
" '2020-09-01 03:04:40+03:00', '2020-09-01 03:04:45+03:00',\n",
" '2020-09-01 03:04:50+03:00', '2020-09-01 03:04:55+03:00',\n",
" '2020-09-01 03:05:00+03:00', '2020-09-01 03:05:05+03:00',\n",
" '2020-09-01 03:05:10+03:00', '2020-09-01 03:05:15+03:00',\n",
" '2020-09-01 03:05:20+03:00', '2020-09-01 03:05:25+03:00',\n",
" '2020-09-01 03:05:30+03:00', '2020-09-01 03:05:35+03:00',\n",
" '2020-09-01 03:05:40+03:00', '2020-09-01 03:05:45+03:00',\n",
" '2020-09-01 03:05:50+03:00', '2020-09-01 03:05:55+03:00',\n",
" '2020-09-01 03:06:00+03:00', '2020-09-01 03:06:05+03:00',\n",
" '2020-09-01 03:06:10+03:00', '2020-09-01 03:06:15+03:00',\n",
" '2020-09-01 03:06:20+03:00', '2020-09-01 03:06:25+03:00',\n",
" '2020-09-01 03:06:30+03:00', '2020-09-01 03:06:35+03:00',\n",
" '2020-09-01 03:06:40+03:00', '2020-09-01 03:06:45+03:00',\n",
" '2020-09-01 03:06:50+03:00', '2020-09-01 03:06:55+03:00',\n",
" '2020-09-01 03:07:00+03:00', '2020-09-01 03:07:05+03:00',\n",
" '2020-09-01 03:07:10+03:00', '2020-09-01 03:07:15+03:00',\n",
" '2020-09-01 03:07:20+03:00', '2020-09-01 03:07:25+03:00',\n",
" '2020-09-01 03:07:30+03:00', '2020-09-01 03:07:35+03:00',\n",
" '2020-09-01 03:07:40+03:00', '2020-09-01 03:07:45+03:00',\n",
" '2020-09-01 03:07:50+03:00', '2020-09-01 03:07:55+03:00',\n",
" '2020-09-01 03:08:00+03:00', '2020-09-01 03:08:05+03:00',\n",
" '2020-09-01 03:08:10+03:00', '2020-09-01 03:08:15+03:00'],\n",
" dtype='<U25')}"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"op_1={'MeanType':'SMA','window':5,'valueType':'low','kDev':2}\n",
"test_1=indicators.ind_BB(df_candle[:100],op)\n",
"test_1.getAns()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7cccf33a",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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