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@gjlr2000
Last active July 22, 2021 15:29
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FiatCCY mean reversion JSON public.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "FiatCCY mean reversion JSON public.ipynb",
"version": "0.3.2",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python2",
"display_name": "Python 2"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"[View in Colaboratory](https://colab.research.google.com/gist/gjlr2000/1b1a385ffaf7b28e13a2604b9ca9f543/fiatccy-mean-reversion-json-public.ipynb)"
]
},
{
"metadata": {
"id": "Zf8ND2pmSro3",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"# Finding Mean Reversion (part III)\n",
"\n",
"# Case study: FX\n",
"\n",
"In [Mean Reversion, How to Find it ?](https://gist.github.com/gjlr2000/412f445c83afc5de0146da1837283bd0.js) I shared an example of Mean Reversion with Rates.\n",
"\n",
"Let's face it, not many people can actually invest in rates, but many people can buy and sell currencies. \n",
"\n",
"So let me show a quick demo of finding mean reversion in baskets of FX currencies.\n",
"\n",
"As usual, let's download the required libraries:"
]
},
{
"metadata": {
"id": "TQeW-OAkTZLk",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 71
},
"outputId": "79b416d9-ffd0-4eac-9269-d649c77a5f81"
},
"cell_type": "code",
"source": [
"#!pip install quandl\n",
"#import quandl\n",
"# Request: allow HTTP-post API calls\n",
"import requests\n",
"# Json: to format as json calls to API\n",
"import json \n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from statsmodels.tsa.stattools import adfuller\n",
"import itertools\n",
"# Json: to format as json calls to API\n",
"import json "
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python2.7/dist-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
" from pandas.core import datetools\n"
],
"name": "stderr"
}
]
},
{
"metadata": {
"id": "NUwKdzQJTtwk",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"I will be using Quandl directly -- so here you will need to use your own [Quandl ](https://www.quandl.com/)key."
]
},
{
"metadata": {
"id": "2lnULf0pTh9m",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"QUANDL_API_KEY = \"\"\n",
"\n",
"QUAND_FX_prefix = \"https://www.quandl.com/api/v3/datasets/\"\n",
"QUAND_FX_suffix = \".json?api_key=\"+QUANDL_API_KEY\n",
"#cols = [1]"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "g2mpkDzu8aDQ",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 358
},
"outputId": "c10251fd-51d6-40f9-9ada-0f4a47fcd4c8"
},
"cell_type": "code",
"source": [
"# Call Quandl to get all the data\n",
"def readQuandlECB(FXid):\n",
" q = requests.get(url = QUAND_FX_prefix+FXid+QUAND_FX_suffix)\n",
"\n",
" q_json = q.json() \n",
" q_data = q_json['dataset']['data']\n",
"\n",
" # Compute derived series from Quandl Data\n",
" dates = []\n",
" values = []\n",
" q_len = len(q_data)\n",
" column_len = len(q_data[0])\n",
" column = column_len-1\n",
" columns = q_json['dataset']['column_names']\n",
" #print (columns)\n",
"\n",
"\n",
" # The following could be easily done using Quandl's\n",
" # python API - but I keep it the 'hard way' to allow\n",
" # compatibility with Google Colaboratory\n",
" df = pd.DataFrame.from_records(q_data, columns = columns)\n",
" df['Date'] = pd.to_datetime(df['Date'])\n",
" df.set_index('Date', inplace=True)\n",
" return df\n",
"\n",
"fx_spot = readQuandlECB('ECB/EURMXN')\n",
"fx_spot.plot()\n"
],
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fd3379a64d0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
},
{
"output_type": "display_data",
"data": {
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IoN6eBEEkB2y6j1JAkpDKA96TDxwszSgcOrL+KljoAvJxcxyHe387HFdP7Yf/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\nHICaRjNe+2wXHl28CU+/vQV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/M8DeyscLJKrg1S0XDhZfL/x0V1TPrbS+WhOFYB1hfU9+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\nQggv+xsRxBzDWNTkqwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd34b160e10>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "zOjXpaw_T_1Y",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Here I define the API to perform mean reversion calibration. \n",
"\n",
"I have been asked several times why I do so -- here is the[ answer.](https://medium.com/@gjlr2000/the-short-answer-ec560e9e3a6f)\n"
]
},
{
"metadata": {
"id": "gzvfgBDPNFwL",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 170
},
"outputId": "bbc5c45e-ecdb-4392-d8f7-6f1a0189fb67"
},
"cell_type": "code",
"source": [
"!pip install johansen\n",
"# Request: allow HTTP-post API calls\n",
"import requests\n",
"# Json: to format as json calls to API\n",
"import json \n",
"# Pandas: to plot the timeseries\n",
"import pandas as pd\n",
"# Datetime: to convert different date formats\n",
"import datetime as dt\n",
"# Import the Time Series library\n",
"import statsmodels.tsa.stattools as ts\n",
"\n",
"import numpy as np\n",
"from numpy import cumsum, log, polyfit, sqrt, std, subtract\n",
"\n",
"\n",
"\n",
"# API_ENDPOINT = \"https://markovsimulator.azurewebsites.net/api/MarkovCalibrator_01?code=UFYL9CcFRERnVbZJ3ELdRRY7u59vD3BgONzaGLNEOekTfKf0Ug9Bfw==\"\n",
"API_ENDPOINT = \"https://gmaatest.azurewebsites.net/api/HttpTriggerCSharp1?code=COXmk9ou6Mr8/dUCYj045SaeNm6jCkPzJ3ilU/dCiTvNcFNQax4BMQ==\"\n",
"\n",
"def MarkovCalibration(df_ts, column_name = None, calType = \"MeanReverting\"):\n",
" # if no column name is given takes only the first one.\n",
" # to send data to the Azure API we need to:\n",
" # - sort the dates increasing\n",
" # - remove NaNs\n",
" # - put dates in string format readable by Azure\n",
" \n",
" # Time Series seed\n",
" json_ts = {\n",
" \"calType\" : \"\",\n",
" \"seriesName\" : 'seriesName',\n",
" \"colName\" : \"Value\",\n",
" \"dates\": [], \n",
" \"vals\" : []\n",
" }\n",
"\n",
" panda_ts = df_ts.copy() \n",
" panda_ts.sort_index(inplace = True)\n",
" panda_ts['dates_'] = panda_ts.index\n",
" panda_ts = panda_ts.dropna()\n",
"\n",
" json_ts['dates'] = panda_ts['dates_'].apply(lambda x: x.strftime('%Y-%m-%d')).tolist()\n",
" if not column_name:\n",
" json_ts['vals'] = panda_ts[panda_ts.columns[0]].tolist()\n",
" else:\n",
" json_ts['vals'] = panda_ts[column_name].tolist()\n",
" json_ts['calType'] = calType\n",
" r = requests.post(url = API_ENDPOINT, json = json_ts)\n",
" r_json = r.json()\n",
" theta = r_json['calibrationResult']['Lambda']\n",
" half_life = -np.log(0.5) * 365.25 / theta\n",
" r_json['calibrationResult']['HalfLife'] = half_life\n",
" sigma = r_json['calibrationResult']['Sigma']\n",
" r_json['calibrationResult']['Std_band'] = np.sqrt(sigma * sigma / (2 * theta))\n",
" return r_json"
],
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: johansen in /usr/local/lib/python2.7/dist-packages (0.0.4)\n",
"Requirement already satisfied: numpy>=1.11.1 in /usr/local/lib/python2.7/dist-packages (from johansen) (1.14.5)\n",
"Requirement already satisfied: pandas>=0.18.1 in /usr/local/lib/python2.7/dist-packages (from johansen) (0.22.0)\n",
"Requirement already satisfied: statsmodels>=0.6.1 in /usr/local/lib/python2.7/dist-packages (from johansen) (0.8.0)\n",
"Requirement already satisfied: scipy>=0.18.0 in /usr/local/lib/python2.7/dist-packages (from johansen) (0.19.1)\n",
"Requirement already satisfied: pytz>=2011k in /usr/local/lib/python2.7/dist-packages (from pandas>=0.18.1->johansen) (2018.5)\n",
"Requirement already satisfied: python-dateutil in /usr/local/lib/python2.7/dist-packages (from pandas>=0.18.1->johansen) (2.5.3)\n",
"Requirement already satisfied: patsy in /usr/local/lib/python2.7/dist-packages (from statsmodels>=0.6.1->johansen) (0.5.0)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python2.7/dist-packages (from python-dateutil->pandas>=0.18.1->johansen) (1.11.0)\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "DcvYd5gbUeXn",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"This is a function that I use to find all the mean reverting time series when given a basket of prices."
]
},
{
"metadata": {
"id": "rSSfCmJRIhGW",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"from johansen import Johansen\n",
"#\n",
"#TimeSeries = cryptos[assets].dropna()\n",
"#TimeSeriesTraining = TimeSeries.loc['2014-01-01' : '2018-03-01']\n",
"#https://github.com/iisayoo/johansen\n",
"#http://qed.econ.queensu.ca/working_papers/papers/qed_wp_1227.pdf\n",
"def findMeanRevertingSignals(timeSeries):\n",
" x = timeSeries.as_matrix()\n",
" x_centered = x - np.mean(x, axis=0)\n",
"\n",
" # model:\n",
" # If set to 2, case 1 will be used. This case should be used if\n",
" # the input time series have linear trends but the cointegrating\n",
" # relations are not expected to have linear trends.\n",
" # significance_level: 0, 90% significance will be used. \n",
" # 1, 95% will be used. If set\n",
" # 2, 99% will be used.\n",
" johansen = Johansen(x_centered, model=2, significance_level=2)\n",
" try:\n",
" eigenvectors, r = johansen.johansen()\n",
" #print (r)\n",
"\n",
" mean_rev = [False]\n",
" for k in r:\n",
"\n",
" j_ev = eigenvectors[:, k] \n",
"\n",
"\n",
" bb = pd.DataFrame(TimeSeries.dot(j_ev))\n",
" r_json = MarkovCalibration(bb)\n",
" half_life = r_json['calibrationResult']['HalfLife']\n",
" sigma = r_json['calibrationResult']['Sigma']\n",
"\n",
" mu = r_json['calibrationResult']['Mu']\n",
" theta_ = r_json['calibrationResult']['Lambda'] \n",
" std_band = r_json['calibrationResult']['Std_band']\n",
" #cc = bb - mu\n",
" #dd = TimeSeries * j_ev\n",
" mean_rev.append([list(timeSeries.columns), j_ev, [mu, sigma, half_life, std_band]]) \n",
" mean_rev[0] = True\n",
" except:\n",
" print (\"Numerical error\")\n",
" return [False]\n",
"\n",
" return mean_rev\n",
" "
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "1qbp4K4zQ6bE",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"def plot_multi(data, cols=None, spacing=.1, **kwargs):\n",
"\n",
" from pandas import plotting\n",
"\n",
" # Get default color style from pandas - can be changed to any other color list\n",
" if cols is None: cols = data.columns\n",
" if len(cols) == 0: return\n",
" colors = getattr(getattr(plotting, '_style'), '_get_standard_colors')(num_colors=len(cols))\n",
"\n",
" # First axis\n",
" ax = data.loc[:, cols[0]].plot(label=cols[0], color=colors[0], **kwargs)\n",
" ax.set_ylabel(ylabel=cols[0])\n",
" lines, labels = ax.get_legend_handles_labels()\n",
"\n",
" for n in range(1, len(cols)):\n",
" # Multiple y-axes\n",
" ax_new = ax.twinx()\n",
" ax_new.spines['right'].set_position(('axes', 1 + spacing * (n - 1)))\n",
" data.loc[:, cols[n]].plot(ax=ax_new, label=cols[n], color=colors[n % len(colors)])\n",
" ax_new.set_ylabel(ylabel=cols[n])\n",
"\n",
" # Proper legend position\n",
" line, label = ax_new.get_legend_handles_labels()\n",
" lines += line\n",
" labels += label\n",
"\n",
" ax.legend(lines, labels, loc=0)\n",
" return ax"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "KoVOem7gUqlU",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"A function to plot the mean reverting series in and the scatter plot of the long assets versus the short ones"
]
},
{
"metadata": {
"id": "sBo-ACPK6WPv",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def scatterLongShort(TimeSeries, TrainingLen, j_ev, ax):\n",
" #j_short = j_ev * (j_ev <= 0 )\n",
" #j_long = j_ev * (j_ev > 0 )\n",
" if (all(j_ev >=0) or all(j_ev <=0)):\n",
" j_filt = j_ev * 0\n",
" j_filt[0] = 1\n",
" j_filt2 = 1 - j_filt\n",
" j_short = j_ev * (j_filt )\n",
" j_long = j_ev * (j_filt2 )\n",
" print ('All one way')\n",
" else:\n",
" j_short = j_ev * (j_ev <= 0 )\n",
" j_long = j_ev * (j_ev > 0 )\n",
" \n",
" \n",
" #print (j_short, j_long)\n",
"\n",
" scat = -pd.DataFrame(TimeSeries.dot(j_short))\n",
" scat['long'] = pd.DataFrame(TimeSeries.dot(j_long))\n",
" #print (scat.head())\n",
" #ax = plt.subplot()\n",
" color = ['b'] * (len(TimeSeries) - TrainingLen) + ['r']*(TrainingLen)\n",
" ax.scatter(scat[0], scat['long'], color=color)\n",
" #scat.plot(kind = 'scatter', x = 0, y = 'long' )\n",
"\n",
" port_usd = TimeSeries * j_short + TimeSeries * j_long\n",
" #plt.show()\n",
" #print (port_usd[-1:])\n",
" \n",
" \n",
"import operator as op\n",
"def ncr(n, r):\n",
" r = min(r, n-r)\n",
" numer = reduce(op.mul, xrange(n, n-r, -1), 1)\n",
" denom = reduce(op.mul, xrange(1, r+1), 1)\n",
" return numer//denom"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "5SZ1g5C2U5BV",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"# FX prices\n",
"(and templates for your own time series)\n",
"\n",
"I found that the ECB publishes FX data between the EUR and several major currencies. I use it because:\n",
"\n",
"\n",
"* It publicly available (free)\n",
"* It is maintained by a reliable source (ECB)\n",
"* I assume the data is contemporaneous (i.e., daily data is taken at the same time for all currencies)\n",
"* The nomenclature is clear: EURCCY represents the number of units of currency CCY required to buy one EUR. \n",
"\n",
"\n",
"\n"
]
},
{
"metadata": {
"id": "yltjlQPiTzPp",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "180d3df3-ecdb-493b-f41b-b707071b0e72"
},
"cell_type": "code",
"source": [
"# Currencies publicly available:\n",
"\n",
"assets_ecb = ['EURMXN','EURUSD','EURGBP','EURJPY','EURAUD','EURBRL','EURTRY','EURCNY','EURCHF','EURCZK','EURDKK','EURHRK',\n",
" 'EURHUF','EURHKD', 'EURINR', 'EURILS', 'EURIDR', 'EURISK', 'EURKRW', 'EURLTL', 'EURMYR', 'EURNOK', 'EURNZD', 'EURPLN', \n",
" 'EURPHP', 'EURRUB', 'EURRON', 'EURTHB', 'EURZAR', 'EURCAD' ]\n",
"\n",
"# Pegged currencies and bad data:\n",
"assets_pegged = ['EURCNY', 'EURDKK','EURHRK','EURHKD','EURNOK', 'EURISK']\n",
"assets = list(set(assets_ecb).difference(set(assets_pegged)))\n",
"\n",
"# Arbitrary list of currencies:\n",
"assets = ['EURMXN','EURUSD','EURGBP','EURJPY',\n",
" 'EURAUD', 'EURNZD', 'EURBRL','EURTRY', \n",
" 'EURILS', 'EURINR', 'EURPLN', 'EURIDR',\n",
" 'EURRUB', 'EURZAR', 'EURHUF', 'EURCHF']\n",
"\n",
"# G-10 currencies\n",
"# https://en.wikipedia.org/wiki/G10_currencies\n",
"assets = ['EURUSD','EURGBP','EURJPY',\n",
" 'EURAUD', 'EURNZD', 'EURCAD','EURCHF', \n",
" 'EURNOK', 'EURSEK'] \n",
"\n",
"\n",
"assets = ['EURUSD','EURGBP','EURJPY',\n",
" 'EURAUD', 'EURNZD', 'EURCAD','EURCHF', \n",
" 'EURMXN', 'EURBRL', 'EURTRY', \n",
" 'EURHUF', 'EURPLN', 'EURILS',\n",
" 'EURKRW', 'EURIDR', 'EURCZK'] \n",
"\n",
"print assets\n",
"\n"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
"['EURUSD', 'EURGBP', 'EURJPY', 'EURAUD', 'EURNZD', 'EURCAD', 'EURCHF', 'EURMXN', 'EURBRL', 'EURTRY', 'EURHUF', 'EURPLN', 'EURILS', 'EURKRW', 'EURIDR', 'EURCZK']\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "6tPwCGYwMzQ2",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 544
},
"outputId": "a32a7a94-2256-4677-af96-f05f5a23a63c"
},
"cell_type": "code",
"source": [
"\n",
"\n",
"firstAsset = True\n",
"\n",
"\n",
"source = 'ECB'\n",
"column = 'Value'\n",
"for asset in assets:\n",
" q_ticker = source+'/'+asset.upper()\n",
" \n",
" print (q_ticker)\n",
" #if True:\n",
" try:\n",
" #df = quandl.get(q_ticker)\n",
" df = readQuandlECB(q_ticker)\n",
" df.rename(columns={column:asset.upper()}, inplace=True)\n",
" if firstAsset:\n",
" timeS = df[asset.upper()]\n",
" firstAsset = False\n",
" else:\n",
" timeS = pd.concat([timeS, df[asset.upper()]], axis = 1)\n",
"\n",
" except:\n",
" print (asset.upper()+' not in ' + source)\n",
"\n",
"print (timeS.tail()) \n"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": [
"ECB/EURUSD\n",
"ECB/EURGBP\n",
"ECB/EURJPY\n",
"ECB/EURAUD\n",
"ECB/EURNZD\n",
"ECB/EURCAD\n",
"ECB/EURCHF\n",
"ECB/EURMXN\n",
"ECB/EURBRL\n",
"ECB/EURTRY\n",
"ECB/EURHUF\n",
"ECB/EURPLN\n",
"ECB/EURILS\n",
"ECB/EURKRW\n",
"ECB/EURIDR\n",
"ECB/EURCZK\n",
" EURUSD EURGBP EURJPY EURAUD EURNZD EURCAD EURCHF EURMXN \\\n",
"Date \n",
"2018-09-05 1.1582 0.90328 129.17 1.6144 1.7637 1.5263 1.1288 22.6600 \n",
"2018-09-06 1.1634 0.89824 129.55 1.6164 1.7633 1.5338 1.1275 22.3653 \n",
"2018-09-07 1.1615 0.89275 128.74 1.6219 1.7647 1.5238 1.1217 22.2326 \n",
"2018-09-10 1.1571 0.89340 128.54 1.6257 1.7706 1.5268 1.1267 22.3173 \n",
"2018-09-11 1.1574 0.89068 128.82 1.6310 1.7773 1.5231 1.1276 22.3500 \n",
"\n",
" EURBRL EURTRY EURHUF EURPLN EURILS EURKRW EURIDR EURCZK \n",
"Date \n",
"2018-09-05 4.8364 7.7240 327.81 4.3249 4.1894 1299.75 17297.72 25.746 \n",
"2018-09-06 4.7918 7.6282 326.49 4.3183 4.1706 1304.76 17323.54 25.715 \n",
"2018-09-07 4.7150 7.4772 324.65 4.3081 4.1637 1304.07 17213.43 25.697 \n",
"2018-09-10 4.7135 7.4763 325.08 4.3169 4.1500 1306.49 17187.56 25.648 \n",
"2018-09-11 4.8011 7.4953 324.77 4.3094 4.1470 1306.14 17210.54 25.646 \n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "cFVOmyQVWNbu",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"However, lets change the price reference to CCYEUR:\n",
"\n",
"\n",
"* How many units of EUR can I buy with one unit of CCY ? \n",
"\n"
]
},
{
"metadata": {
"id": "zOzUA-xsh8wV",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 854
},
"outputId": "47ad3d14-9d06-4080-97c8-e45fe72b81fa"
},
"cell_type": "code",
"source": [
" \n",
"\n",
"all_assets = timeS.columns\n",
"\n",
"ccyEur = 1 / timeS\n",
"ccyEur.plot(figsize = (16,8))\n",
"#plot_multi(ccyEur, figsize=(10, 5))\n",
"\n",
"print (ccyEur.tail())"
],
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"text": [
" EURUSD EURGBP EURJPY EURAUD EURNZD EURCAD \\\n",
"Date \n",
"2018-09-05 0.863409 1.107076 0.007742 0.619425 0.566990 0.655179 \n",
"2018-09-06 0.859550 1.113288 0.007719 0.618659 0.567118 0.651975 \n",
"2018-09-07 0.860956 1.120134 0.007768 0.616561 0.566669 0.656254 \n",
"2018-09-10 0.864230 1.119319 0.007780 0.615120 0.564780 0.654965 \n",
"2018-09-11 0.864006 1.122738 0.007763 0.613121 0.562651 0.656556 \n",
"\n",
" EURCHF EURMXN EURBRL EURTRY EURHUF EURPLN \\\n",
"Date \n",
"2018-09-05 0.885897 0.044131 0.206765 0.129467 0.003051 0.231219 \n",
"2018-09-06 0.886918 0.044712 0.208690 0.131093 0.003063 0.231573 \n",
"2018-09-07 0.891504 0.044979 0.212089 0.133740 0.003080 0.232121 \n",
"2018-09-10 0.887548 0.044808 0.212157 0.133756 0.003076 0.231648 \n",
"2018-09-11 0.886839 0.044743 0.208286 0.133417 0.003079 0.232051 \n",
"\n",
" EURILS EURKRW EURIDR EURCZK \n",
"Date \n",
"2018-09-05 0.238698 0.000769 0.000058 0.038841 \n",
"2018-09-06 0.239774 0.000766 0.000058 0.038888 \n",
"2018-09-07 0.240171 0.000767 0.000058 0.038915 \n",
"2018-09-10 0.240964 0.000765 0.000058 0.038989 \n",
"2018-09-11 0.241138 0.000766 0.000058 0.038992 \n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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/fEPQIKZvnwcYs/sKIYQQQghxLWg1QWlzSk4+Q2zsJOU8ODgET8/a1j2qzNok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QYSKbYM52KRtjA+JunapgoWeRykVA2TLB22peWGhdXc2+Hn4uqScWVinugbzv99y6rcJFGS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\njcG+/P0AYRkRtFml60BLpvw846o09arfKgMd/nUOz3X13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"text/plain": [
"<matplotlib.figure.Figure at 0x7fd337e6c350>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "N_R1oy0PXcMq",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"**Note:** Now the column names above are misleading. they should be as CCYEUR\n",
"\n",
"I do that because if I sell my EUR into a fixed amount of MXN, USD, etc, by multiplying this time series table times the portfolio of CCY I will get a timeseries of my AUM in EUR:\n",
"\n",
"$${AUM}_{EUR} = {MXNEUR} * {MXN}_{units} + {USDEUR} * {USD}_{units}$$ \n",
"\n",
"By doing so, when I get my 'johansen_vector' based from this CCYEUR table it will return the number of units in each currency while assuring the EUR PNL will be mean reverting.\n",
"\n",
"Computing power nowdays is such that I will simply choose worthy combinations by brute force:\n",
"\n",
"\n",
"* Select currency combinations ranging from a basket of one currency (versus EUR) to 6 currencies,\n",
"* For each currency combination, determine the possible (or not) mean reverting portfolios, add them to a list\n",
"\n"
]
},
{
"metadata": {
"id": "EcAKmOTYghtt",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 646
},
"outputId": "b7766663-24e6-4c17-97aa-f3e8ec0356a8"
},
"cell_type": "code",
"source": [
"List = []\n",
"#Combos = [1,2,3,4,5,6]\n",
"#Combos = [1,2]\n",
"Combos = [1, 2, 3]\n",
"#\n",
"TotalCombos = 0\n",
"TotalMR = 0\n",
"\n",
"\n",
"for L in Combos:\n",
" for tuple in itertools.combinations(all_assets, L):\n",
" #print ('-----------------------------------------------------------')\n",
" #print(pairs)\n",
" assets = list(tuple)\n",
" TotalCombos += 1\n",
" TimeSeries = ccyEur[assets].dropna()\n",
" TimeSeriesTraining = TimeSeries.loc[: '2018-01-01']\n",
" #print (assets)\n",
" #TimeSeriesTraining.plot()\n",
" # Assumption: we are testing with 1% confidence interval\n",
" mRev = findMeanRevertingSignals(TimeSeriesTraining)\n",
" if mRev[0]:\n",
" #print (mRev)\n",
" #TimeSeries.plot()\n",
" #plot_multi(TimeSeriesTraining, figsize=(10, 5))\n",
" \n",
" for vector in mRev[1:]:\n",
" print (vector)\n",
" List.append(mRev)\n",
" TotalMR +=1\n",
"\n",
" "
],
"execution_count": 16,
"outputs": [
{
"output_type": "stream",
"text": [
"[['EURCAD'], array([20.4746165]), [13.91464601555116, 1.5965799588900682, 219.12159766645158, 1.050292890479255]]\n",
"[['EURPLN'], array([55.46361719]), [13.579516773744189, 1.4355572352273795, 233.2020173060644, 0.9742352139356502]]\n",
"[['EURGBP', 'EURCZK'], array([ -10.04712832, -434.10157009]), [-28.77396741255742, 1.5800538590549136, 216.32729954425952, 1.0327726175843872]]\n",
"[['EURJPY', 'EURCAD'], array([575.13810891, -24.09333302]), [-11.828953184512669, 1.7813363809159708, 175.27188092548474, 1.0480432874994166]]\n",
"[['EURAUD', 'EURCAD'], array([ 9.88473773, -28.06228931]), [-12.814651572770536, 1.8706662066135937, 154.6636163663967, 1.0338738256271482]]\n",
"[['EURAUD', 'EURPLN'], array([ -9.42890744, -49.0638902 ]), [-18.025371079716393, 1.6255350433718845, 188.36019340897448, 0.9914437050765257]]\n",
"[['EURNZD', 'EURPLN'], array([-11.48026121, -53.14848881]), [-19.31345940607448, 1.7365611649408248, 162.4120443902334, 0.9835045206849377]]\n",
"[['EURCAD', 'EURPLN'], array([20.84651277, -6.43232276]), [12.590629832496456, 1.5878467298645196, 222.18749159805978, 1.0518299704825156]]\n",
"[['EURCAD', 'EURPLN'], array([-2.08825232, 56.38651775]), [12.38685074661361, 1.4232730678366279, 236.66341445292116, 0.9730405825663677]]\n",
"[['EURCHF', 'EURHUF'], array([ -16.22949097, -5961.27844202]), [-33.76143358176272, 2.1819553582493803, 106.85724582313027, 1.002362956443123]]\n",
"[['EURUSD', 'EURCHF', 'EURILS'], array([ 23.65152636, -40.83314223, 15.36611606]), [-12.474256156959965, 3.8698258606473104, 33.80020159152215, 0.9998347504898889]]\n",
"[['EURGBP', 'EURAUD', 'EURCAD'], array([ -1.65534631, -14.72253208, 31.08384321]), [9.570892756230043, 1.9544743528929862, 137.2817431877379, 1.0176853619319308]]\n",
"[['EURGBP', 'EURAUD', 'EURCZK'], array([ -10.22759427, -5.00584853, -371.30141619]), [-29.999583848148646, 1.6752689220277552, 200.08294612603876, 1.0530930050657354]]\n",
"[['EURGBP', 'EURCAD', 'EURCZK'], array([ -8.78400773, -6.35852473, -362.26633279]), [-28.869329700569676, 1.6197152208098273, 217.63563153343742, 1.06189315836168]]\n",
"[['EURGBP', 'EURMXN', 'EURKRW'], array([-1.01980310e+01, 2.35218794e+02, 1.44655034e+04]), [10.821730282322441, 2.8281453101277427, 63.33577260769776, 1.0002381512154963]]\n",
"[['EURGBP', 'EURPLN', 'EURCZK'], array([ -13.10303277, 41.02126175, -535.57391763]), [-26.441777960063988, 1.8912206967294762, 152.26043923153486, 1.0370815556144215]]\n",
"[['EURJPY', 'EURAUD', 'EURCAD'], array([-559.6090373 , -7.73608812, 30.38730279]), [11.326929389725352, 1.981509995613657, 139.2343931512585, 1.0390745072740653]]\n",
"[['EURAUD', 'EURCAD', 'EURMXN'], array([ 32.0086524 , -52.15469636, 100.79405023]), [-9.05961120988861, 3.169652696084526, 48.99582594265847, 0.9859806215303318]]\n",
"[['EURAUD', 'EURCAD', 'EURHUF'], array([ 12.56415549, -28.8936087 , 491.32071241]), [-9.876114785130616, 1.8898098599900224, 148.10647804902501, 1.0220738977956465]]\n",
"[['EURAUD', 'EURCAD', 'EURPLN'], array([ 17.40426055, -33.19233471, 43.12804943]), [-0.9664421444106074, 2.256154463639576, 101.46659673332205, 1.009967818990567]]\n",
"[['EURAUD', 'EURCAD', 'EURPLN'], array([ -7.60071425, -4.0767781 , -43.50626533]), [-18.26661140436441, 1.573377608209721, 204.817778398313, 1.0006770741430233]]\n",
"[['EURAUD', 'EURCAD', 'EURKRW'], array([ -16.70262232, 33.39711066, -4434.46065002]), [8.780733760654657, 2.0224339882730034, 131.14471932242228, 1.0292643214056802]]\n",
"[['EURAUD', 'EURCAD', 'EURIDR'], array([-2.15690913e+01, 4.96888527e+01, -9.64064131e+04]), [13.01094073253898, 2.9042923470493345, 60.26077426784247, 1.0019241470651652]]\n",
"[['EURNZD', 'EURCAD', 'EURPLN'], array([-11.09963953, -1.1917181 , -51.54900131]), [-19.52373635757398, 1.7247123180264143, 165.488419208445, 0.986001619398248]]\n",
"[['EURNZD', 'EURCHF', 'EURHUF'], array([ -8.34417312, 19.90340587, 5765.5112441 ]), [31.163196676856668, 2.179219651912171, 104.46881632616456, 0.9898548218833728]]\n",
"[['EURNZD', 'EURCHF', 'EURPLN'], array([-24.5851014 , 10.52600305, -25.95806061]), [-12.117680970419476, 2.065171127826631, 121.14789398664854, 1.0101622586606096]]\n",
"[['EURCAD', 'EURCHF', 'EURHUF'], array([-4.99998793e+00, -1.53261956e+01, -5.78791208e+03]), [-35.87642928973997, 2.2043827896327968, 107.25230479109383, 1.0145360598908786]]\n",
"[['EURCAD', 'EURHUF', 'EURIDR'], array([ 3.27878752e+01, 4.29076175e+03, -1.81208392e+05]), [24.48428367489707, 2.965691535806322, 55.93407946134428, 0.9856923467431796]]\n",
"[['EURCHF', 'EURMXN', 'EURKRW'], array([-1.51504012e+01, 8.21400068e+01, 2.14379927e+04]), [7.390788752823072, 2.672265125826172, 85.38186231587535, 1.0973357163345485]]\n",
"[['EURCHF', 'EURTRY', 'EURILS'], array([-23.53575415, 24.29182821, 150.06202362]), [21.12568893403256, 3.7634467198235204, 49.16278588542871, 1.1726844699752839]]\n",
"[['EURCHF', 'EURILS', 'EURKRW'], array([-3.40116824e+01, -2.35732649e+01, 3.72252987e+04]), [-7.242489421276715, 3.7529720561529563, 37.641594985088446, 1.023261181085517]]\n",
"[['EURMXN', 'EURTRY', 'EURKRW'], array([ -97.5075585 , 21.95619801, 20305.50017283]), [17.314369267657632, 2.2908955613201214, 196.49436868017966, 1.4271101808123272]]\n",
"[['EURMXN', 'EURILS', 'EURKRW'], array([ -280.56105019, -152.54309923, 26285.4335246 ]), [-29.643722589295162, 3.2984582376472957, 57.98525074053186, 1.1162125955237139]]\n",
"[['EURTRY', 'EURHUF', 'EURILS'], array([ -24.69394057, -1804.78961951, -113.58546033]), [-39.435683752719, 2.8670214582429114, 122.30044928316562, 1.4090361291483287]]\n",
"[['EURTRY', 'EURPLN', 'EURILS'], array([-18.82265803, -83.07877304, -92.37081995]), [-46.541801059891256, 2.773487061050383, 101.9569184648232, 1.2445480077634243]]\n",
"[['EURTRY', 'EURILS', 'EURKRW'], array([ 26.40559979, 162.58599343, -19731.8687737 ]), [30.44371150752693, 3.1158787373065566, 100.26511803532699, 1.3865407620541967]]\n",
"[['EURPLN', 'EURILS', 'EURKRW'], array([ -121.08606951, -87.50199565, 23773.33716313]), [-30.768928931405956, 2.548675690740296, 81.8608889752798, 1.0247784033389966]]\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "P1BiIITuPKpU",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
},
"outputId": "c5e9eadd-ef80-4b3e-d96e-355b4e4422ec"
},
"cell_type": "code",
"source": [
"print TotalCombos\n",
"print TotalMR\n",
"\n"
],
"execution_count": 17,
"outputs": [
{
"output_type": "stream",
"text": [
"696\n",
"37\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "aY6gSZ7jevew",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"# [P-value hacking](https://imgs.xkcd.com/comics/significant.png)\n",
"\n",
"I chose the brute force methos becaus when we have many available timeseries, it is likely we will not have data for all the dates and the series, which limits simultaneous analysis of the data to a subset when we do have it.\n",
"\n",
"But by doing multiple tests on the same available data I am guilty of P-hacking. My real confidence level will be\n",
"\n"
]
},
{
"metadata": {
"id": "DeTHIqetgEDw",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
},
"outputId": "3abc3778-9d50-41c2-f2d8-33c4ce0f9f4c"
},
"cell_type": "code",
"source": [
"significance_level = 0.01\n",
"expected_false_positives = significance_level * TotalCombos\n",
"print (expected_false_positives)\n",
"print (TotalMR - expected_false_positives)\n",
"\n"
],
"execution_count": 18,
"outputs": [
{
"output_type": "stream",
"text": [
"6.96\n",
"30.04\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "Cg9XsSFBgeSF",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"You can change the currency list above and have more than the 15 currencies used for this example; on my last run I found 13 mean reverting relationship.\n",
"\n",
"From the above set of tests, I expect to have 5.75 false positives, (if I have 575 tests). As I add currencies to analyse the number of tests increases exponentially and it is more likely I will find more and more false positives.\n",
"\n",
"And here is the bottleneck of data analysis:** how can we identify the true positives among all the mean reverting signals ?**\n",
"\n",
"This is the part when a Neanderthal brain (or a [caveman](http://bayes.cs.ucla.edu/WHY/why-ch1.pdf) as exemplified by Judea Pearl) would climb to the second rung of the ladder of causation and ask \" What will happen if we change the environment? \"\n",
"\n",
"The Neanderthal would then create a causal model (something like) \"Investors have a flight to safety mentality, buying Swiss Franc and Dollars and selling EM currencies,\",\n",
"\n",
"\n",
"Let's take a look at extreme cases (more than two standard deviations away from the mean):\n",
"\n",
" "
]
},
{
"metadata": {
"id": "z9x2waZ549Il",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 2516
},
"outputId": "56d96ab3-169e-433a-8c1a-8b3d133b462c"
},
"cell_type": "code",
"source": [
"\n",
"for item in List[:]:\n",
" weights = item[1][1]\n",
" assets = item[1][0]\n",
" eurWeigths = ccyEur[-1:][assets] * weights\n",
" \n",
" #print eurWeigths\n",
" EurLimit = 100\n",
" maxEurWeight = np.max(np.abs(eurWeigths.as_matrix())) / EurLimit\n",
" eurWeight = (item[1][1] / maxEurWeight)\n",
" \n",
" sclWeights = weights / maxEurWeight\n",
" bb = pd.DataFrame(ccyEur[assets].dot(weights))\n",
" last = bb[-1:]\n",
" cc = pd.DataFrame(ccyEur[assets].dot(sclWeights)) \n",
" signal = np.abs((last - item[1][2][0] )/item[1][2][3]) > 2\n",
" eurWgts = ccyEur[-1:][assets] * weights\n",
" #print signal[0][0]\n",
" if signal[0][0]:\n",
" print(ccyEur[-1:][assets] * weights)/maxEurWeight\n",
" #print (item[1][2])[2]\n",
" print (item[1][0], item[1][1], item[1][2][2])\n",
" TimeSeries = ccyEur[assets].loc[: '2018-01-01'] / maxEurWeight\n",
" #TimeSeriesTraining = ccyEur[item[1][0]].loc['2018-01-02' : ]\n",
" TestingLen = len(ccyEur) - len(TimeSeries)\n",
" #print(TestingLen)\n",
" fig = plt.figure(figsize=(12, 4))\n",
" ax = fig.add_subplot(1,2,1)\n",
" j_ev = item[1][ 1] \n",
" scatterLongShort(ccyEur[assets], TestingLen, eurWeight , ax)\n",
" #plt.show()\n",
" ax2 = fig.add_subplot(1,2,2)\n",
" color = ['b'] * (len(TimeSeries) - TestingLen) + ['r']*(TestingLen)\n",
" cc.loc[:'2018-1-1'].plot(ax = ax2)\n",
" #bb.loc[:'2018-1-1'].plot(ax = ax2)\n",
" cc.loc['2018-01-01':].plot(ax = ax2, color = 'r')\n",
" \n",
" plt.show()\n",
" plot_multi(TimeSeries, figsize=(10, 5))\n",
" plt.show()\n",
" "
],
"execution_count": 19,
"outputs": [
{
"output_type": "stream",
"text": [
" EURCHF EURTRY EURILS\n",
"Date \n",
"2018-09-11 -57.681466 8.956419 100.0\n",
"(['EURCHF', 'EURTRY', 'EURILS'], array([-23.53575415, 24.29182821, 150.06202362]), 49.16278588542871)\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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ttwBw8803e2LkYgGzGSZN0vG3vxmZN09L69ZOFCVwR2rY0MXYsVZKnOMffaTl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\nIXHwhCf6q5axWnNh9nO2mPLGenfkXhCco7kuwQlOQfvT9hP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5ec6L2W6HZcs0brHsQWD+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\nCBOkYBZCCCGEEMKE/wPvdKUW2M1e9gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd32f6cd7d0>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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MgM9FfO9Q1nFvsQCvjuqKz3degYDnWN9tWVmpckP1e8PEFBv4KlGtxCnm8XgI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\n7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8XabafMrls4pT/BvjUPcecVFJOeXchbVX6gTBvVjUCfylSGj6ZH8vE/jtA51JO4xCum\nkm3FJWW0D3Y3pT3UNst7ICnD9P+sT+pf8elfcSnc0z2QYynZrNp8EoCruUXM+rju/SrKwU1+Z7vp\n5K7qDp/J5B+7zjJ7Qh/0DlqLnfxlKVWfEl8P8zJ/DtVqB2s0GqY/0h0NGovnBd+yOha28Bkxiqsb\n/7fW20x5w+VpDBc/Mq/+UJKehoN/AGUltaRPVEnDsHNpIBWo2ntQMRhQFAVDTu0nqgY+Ow07vR7X\nfndxff8+4104qK+fU4N+/r3Yn3aIglJjatnZaymcyEpiWJshTTqCJyxv0aJFJCQkoNFomDt3Lj16\nVE7CxMbGEhAQgF15StSSJUtITk5m5syZdOzYEYBOnToxb948Ll++zKuvvorBYMDX15f33nsPh2b6\nHDfboPjo0aMsXryYixcvotPp2Lx5M7GxsYSEhEhR6pvw88ELuDjV/zLVV1dYq9Xw9IjuphmFTqGe\nLHs1xnS7nVbLqxP63J7GWqFbzbf9fFMiC6fcXeP6mbUMOCtyfys4O9oz5zHjczsqup1poQ6oeRLk\nU3/swpf/vLlFV956+m5eW7YHgH/tTuHXw5cb2KN2Ty3ewfLZMTW+eD76uzHN44WP/oPOTsNrE/sR\nFmBbMx97j6fx9b9P8Prk/jddr/pwlTrSGo2GPw8LN+Wmj7uvY43te3f0rXGdmmjq+RKqyAtWymfX\nS7Ku1thGURTy441HLVrPW2BclAPznGKtc/2f1+rvUTsXlzoH8QCufY3fKxUD4uqPJyxvYOBdxF3e\nRwfPtuxPO0SRwXgy5vsHPgMgwiecMPdQSzZRNMHevXtJSUlh/fr1nDlzhrlz57J+/XqzbZYtW4ZL\nlR/CycnJ9O/fn48//thsu48//pgJEyYwbNgwPvjgAzZs2MCECRNoDs3WO3Tr1o1Vq1bVebsUpW68\n+kqKOdhr6dm+7gUiBHwyK4rpH/1iuvzKuF6Eh3mRV1DCiw3Mwl7MyOfT748w9aGuppPxqqdEALg4\n6nDS1/9xWj47hinlqRa9O7Qyu21Qt0BOXbjGjZIy9iTW/XrXNXPd0IB4xZxYjidnUVqm8OF3CTVu\nX7ByH9Mf6W4aOJZVq2pRalDYlXCJif5Ny7u2lM83GlNNfj9yhYfvubmTea/mGr+cI9oYaxTf3dXf\nNCi2s7Od5+B2qe0kuQoavXHAXFZsfM40dnZmqQ6ZG/6O77jKLzF96zDT+6jqINXOpeElrX1Gjkbn\n7lhoGtkAACAASURBVEHaNyuNM8X1DIorHsMj5j6u7fi5wfsWd96E8Ed4qN0fyC02TtwUG8zfZ6l5\nF2VQbIPi4uIYMmQIAO3bt+fatWtcv37dtIz1zdizZw+vv/46ADExMaxYsaLZBsUt63iojaq6Utoz\nD0fwp5jKkxA+mBZpU4MUS3BxtOfph7oCMGV4F7q28Uar0eBepWTb9NHdmT2hd637H0zK4Nn3d7Hx\n13MAnKqlpvPsRsy2azQalr4ymDcm96dLm5ploZ4YGs7/m3w3/l7GgWn7IHe++K/BjBncnudHduO1\niX1rDIg/mn5Pjfv58IVIBvcOBiC8tScvjzOWserSxpsuYV54uelx0GlZ8vwg0z6p6dd59X/iuJZf\nTHGJge93na1xvzvjLzL1vZ1NnpG2pPwbN7+sb+dQTwBmjOkJmKdM3KkFYaxJbeXUKmh09qDRmLap\nPoC+Hn+Ac7Nfrty+Sp9VNX2iYuW7+vj88WHcyxffUAwGsrdurnW7oGkzTP87d+rc4P0Ky9BqtHjo\n3dHbGc/fuGEoMsvRzy+pPJ/oTE4y35/6J2WK1Jq2dpmZmXh5eZkue3t7k5GRYbbN/PnzGT9+PEuW\nLDG95qdPn+bZZ59l/Pjx/PbbbwAUFhaa0iV8fHxq3M/tpFFspNBpaanhjlSfEEKIluy3EbWXxAoc\nPozL//rJdDly4z/Mbt897nEcA/zp+f67/D760Xofo+q++ckpHJr5EgCDftjQ6B/5dbWzQs8Pl+Da\nznh0IOM/v5L0/oe1tlsIcfvNmzePe++91zRbPH78eBYtWmQqv/vDDz8QFRWFh4cH06ZNY9SoUfTu\n3ZsDBw4wbNgwUlNTmTRpElu2bOHee+8lLi4OgJSUFGbPns26deuapd02k1zVUqpP/Hr4Mit+NOaW\ndgzx4FR56ScNsLz8jHWAomIDOl3jVr6yhrhut+aIyVBWxtPv7gSMK/g9GtOB99cfIvFcVp373NM9\nkMnDu9y2NjQlrqJiA4dOZ9K7Y6sm1VsuuFHCC1XSS6paPjuGwiIDy/91zFRPGcDd2Z4l0yLNakHX\nxVLvv5JSA88s2WW6/Mbk/jdVF3jWJ7/ipNfx9tQBpusq8sKfG9mNB6Paq/JzVZvQOa9x7df/mC6H\nzX+jRuyGwkLyzyVz+fSF6rvXUHXf4rzKGeiqFS1uVW6JlsKMPHx93biWlVvrY9sytfXrxYYSXtz1\nGl28O6HT2nEks/5zLBZHzeerxLV09e5EbOv6lwq3lJZcfcLPz4/MzMrvjPT0dHx9K48EjRw50vR/\ndHQ0SUlJDB06lAcffBCA1q1b06pVK9LS0nB2djYVZkhLS6t1UbjbRdInrEzFgBgwy1GdcH8ns+30\nDnYtrhpAc6v6fMaWpx8883AEjg61DzSXvTqYJx+su4zgnaJ3sOPurv5NXoDE2dGe5bNjar1No9Hg\n7Khj+iM9mPdE5cmwuQUlTH1vJ2+vPkDKlTzOXc6tdX9Lqr509l9X7MVwE0v85uYXk5tfe8pAS0qe\n0Do749ShI0ppZQqKPrR1ndtn//tf9d5fwFNTzS6bLQJyG9lVyV1Uiuuu0COsg71Wh51Gy43SogYH\nxACzf3md41lJ/OP0P7lWZH39T0sXGRnJ5s3G1KbExET8/PxM+cR5eXlMmTKF4vI0q3379tGxY0c2\nbdrE8uXLAcjIyODq1av4+/szaNAg031t2bKFqKioZmu3jKqsTMWRQxdHHZMf7MLciX0Jb+3JwAh/\nyzashfh4ZhTvPjeQVp7GvF5XJ3s+ezG61kGjnVarmnxujUZDn07153O2DXRn2qjuZtedunCN17/a\nx8Kv95uuK7hRUu/s+p3y6f8eqXFd3NHGLaVdkT9eWFT7SVwVKxKqmeeQB3AIDsHvsYkAuA+MbNR+\nhuv1z/beSE42v6KJ1SBc+/StcZ3/k0+ZqmRULb2m8zQuvuIQIidsWSuNRoOTvRM3DPUXke7n36vG\ndbnFt+8Ig7g9+vTpQ0REBOPGjePNN99k/vz5fP/992zduhU3Nzeio6MZO3Ys48aNw9vbm6FDhxIb\nG8u+ffuYMGECzz//PAsWLMDBwYHp06fzww8/MGHCBHJycsxmmW83m0mfsITrhSXY22nRV5spLCtT\nWL/9NOGtPeldz0Ait6CYk+dz6NvJt9FLJjvo7PD3dmLBk/0BcHdxUHXJNGvj6mRvtnw2VJ4UNHtC\nb9Mqc2r0/KhufPnPYyRfzuNKVgG9qlXIAOjb2Zd3nhnAnKU1V0n87PsjtA5w4/SFaxw5e5UBEf5M\nfSiixnbNqdRQRmr6ddoEuOHqZE9WiflMb2Nmin8/etk0KK7uyWHhrPzpBL071nxu1EYfHIxflYoR\nLhHdCHvjLbR6x3r2Aq1j/aXvym6YD3o0TTxXpLRabWKXXr3xiLwH90GRNVbkc+nRC7/HJuHWv2Z5\nRWE9rhfnc724coGXvn49OZCeQFv3MPR2Dvw5YjzrTtaslX218Cqhbnd2lU7RsFdeecXsctUF2p54\n4gmeeOIJs9tdXV35/PPPa9yPn58fK1eubJ5GViOD4ipKSg1k5d7A292Rw2cyTXVa7+8Xyp9i2pvy\nJ+NPZbB1fypb96eaVqaqrrCo1LR4wpjB7XlwQFiDj388JZuiEgMFTThTXjS/zq29+PCFSH7ac56H\nI2+uvJct0Go0jRrE+nk587eXoskrKGH253Gm6w8kZZgtOrI7MY2Y3sF3NK9u3c+n2H7wIlMf6kqg\ntzNZuUX85fE+vL3aWB+31NDwecVV60VXrfQCENUziHt6BKrmCEG9NDUPJOqDghvcrSSz/jPDdVXO\nSIemp08oJeYpEYFTnzPen0YDduYDbY2dHZ4xtffVwjoNCOzHnzo+TKCLP1HBA3F1MNazPZNT+YP1\nj23/wD/Pbean5J9p6xGGh969rrsTolEkfaKKLzce5ZW//c6b3+w3DYgBtu5PZep7O8krX470s/89\narqtom5pXOIVEpOz+P3oZfadSOfT7ysP3VbkWx5PzmL/ifQ6H3/L3vMADIwIuH1BidvKw1XPuPs6\n4uzYsn9POjro8PVseDGMffW835vD3uPGxzuZmkNhsQGdnZb2wR6m24tL665pW5uyspqD6BYxIAaU\nspt7rioUHKtchjxs/hs1bvf548Nml5u6mIZb/wFml2WlOnW5VpSLo86RYW2HmAbEAIOCjEdRZ/V+\nhphQY0nKC9cvMfe3NwFjneNvj2/g4nXbKx0pLK9lf7NX8+PvyQCcvVR70v7Mj39l4gPmJ7z9J+ES\nQa1cWPfzqVr3AUhKzeGjvydw+EzlKk//PeMe3JyNnXh2XhEeLg7oyuugxvYNuZUwhLhjnh/ZjUOn\nM7mvbwhHzl7lh1/M0w627b/AzPGVuZ+lhjJW/niCe7oH1Fqr+VZVLHm+69AlAJz1OrQaDUP7t+bf\ne89TUlp5WL1MURpckjmi7e1vo7XTtw6j6HwKLl1vPfXFPiDQ7HKHz5aiqT6L28RBsdcfhpL5j++a\n3DZhfRzs7Ck2GD/D4d41V40E+GO7B4gOGYin3qPGbTlF13jtt7cA+P3yXj6Lfbf5GitUSWaKq9A1\nYpWqVVuSAHDSV3bs9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2bTMwoGgwGAS5cuMXLkSF599VWGDBlCu3btTNvYagealZXFoUOH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\n3ysAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd32f67ba90>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" EURMXN EURTRY EURKRW\n",
"Date \n",
"2018-09-11 -28.063174 18.842744 100.0\n",
"(['EURMXN', 'EURTRY', 'EURKRW'], array([ -97.5075585 , 21.95619801, 20305.50017283]), 196.49436868017966)\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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xwmP5G2+84bEsNTWV1NTU4EQmEDRRHnssKmzKIuqDyy+3Mnq0hdGjnY4Ue/ZI\nzJyp5fBhBbGxMlddZeHRR42oajhDxcfDBx9UcPasxPHjEuvWqfn6axUFBTZh3KuXleefNxAVVf12\nBKFBlhuf/Zi1Sjaw3GDmcBUbuQpjw7mxCOqHqlnftdtOsCktE6XS+YX+6tcMbhvRpaFDEwRA4xp/\nFQgiGFmGuXM1fPll4xXCw4aZ+ctf3LO0+/ZJ3HtvNGfOODMtO3eqOHlS4u23DX5tt107mXbtZK66\nysAjjxhZv15FcrLMuHHmGgW1oOFxdKHz4Q9tx2iKPNFo8aPrXIXRv/IeQeSw7peTHst2HsoWYjhC\nEJcJgSBMeO01De++q2nAZhYNS9u2Fj78sNxDnL77bpSbELazdq2amBiYNMnEpZf6P6zcrp3MjBmi\nLCKccXahq369/BLPmyGrLIe1ZZns46vqGvcmUSsc8fhTDqzVCIkVKQQ0gU4gENQOWbbVAlt8JLp+\n/FHJ4sXqRiuEATp2lGnWzHP50aPeT0Nms8Ty5RrGj9dx771ajNWbQQgiCEdmuAZFUVbueVMT7tni\n9LPeO+tZLLLLOrV30hCEF7IfU0B1WiGGIwVxpASCeubTT1V8+KGaEycUqNUy0dGQlCTTtq3MlVfa\nJpIdOKBs1EIYoHdv7yImLq76i0pFha0WuGNHK08/LRRxY8DfzHDV+lsAg9ES1hm3rXu9dx8zW6yo\nVQpyCssbOCJBveBHZrhHh4T6j0MQFML3jCIQRDAmE3z8sZqvvlLyyy8qzGZ3oZuRATt3wtq1Kqqr\nmWws9O4NDzzgvXRh1Cgzv/yipKbP4aefVIAQw42BY5WZUW9i1xWrF19hQxhnhqvbH7v38D/f/c39\nPVYZhaLxnwMaG65H2tcIRxhX8wiqIMokBIIgU1AA48dH89hjWrZuVXsIYXca/9myVSsLP/wALVt6\nv2DMmmUiIaHmNEtpabAjE4QKu5vC2ZyyatczexHD4ezEUFLm+2YtK997RthkETZrkYirAK56E2TP\nCHu7mROEJ0IMCwRBpKICxo6NZvt2MegC0KKFlZdeMpCYCG+9pSY1NZqePXX06KHjxhujefttNZIE\nV11Vs8Dp0UOIBn9JT09n9OjRrFy5EoDz588zbdo0pkyZwrRp08jJyQFg3bp1jB8/nokTJ7J69eoG\ni0+jsl163v3fgWrX++j7dI9l4ezRW16NUH//mz8BSIrXui23Z4x3Hc5m3S8Z9RecoN5wrQcHaBaj\nAZxtuQXhj7hiCwRBYskSFc8+q60hE9wYkenZ00ybNnDmjERUlExcnETbtlamTjUxeLCVCRNg3Tp3\nEZCXB7//ruTCBYn77jOyc6cf3K6uAAAgAElEQVSCzEzvRvZt2liZOVOUSPiDXq9n/vz5DB061LHs\n9ddfZ9KkSVx//fWsWrWKpUuX8sADD7Bo0SLWrFmDWq1mwoQJjBkzhubNm9d7jJf1bMnPf5wnv7h6\n67zzeXqPZTWVVoQSSzVZXkOlUI7SKFGrFPTvmsTOw9lknC+md6cWvL3WdmMwbljHRteIpDHi+jUs\nLHX/HidWdqETmeHIQWSGBYIg8NFHSp5+uikKYQCJo0eVHDqkoKJCIjkZtFqZXbuUzJmjZfx4LevW\n+X7vF1+ouegimfffr2DwYDNqtfMColTKdO9uYelSfa3s1ZoyGo2GJUuWkJKS4lj27LPPMnbsWAAS\nEhIoLCxk37599OnTh7i4OLRaLQMHDiQtLa1BYgxna7S6YKkUPwMuTvJ4TaO2XW4rDGaa6TS0TYoB\n8Lgh0BvMYe+YIYDcImfZi8nsfm5q1UIHQPqZQv7x9q9k5lZfDiQIPUIMCwR1QJZh3jwN//xndKN3\ng6gOk8mW1T11SsmPP6r58Uc1J04oSU9X8uuv1TcRyc5W8MMPStq1kzlzRoHJ5PwcLRaJjAwFmZni\nVOUvKpUKrdY9C6/T6VAqlVgsFj766CPGjRtHbm4uiYmJjnUSExMd5RP1jT+NKQDat4wlSuM+WlCT\nHVsosYthldLz+6pWKbFYrRTrTcRGq2mZaBNMhiqlFQ++vo2H3/i5/oOtIxnni5nxyhZ+P5QV6lBC\nwlNv/+J4XLXuW115/I+cKSSvuIKvwqD85UBGHulnvNv+CUSZhEBQJ155RcNbb2loChPh6guVSqZ9\neyvLlqnJyvIUEQaDzVrtxhtFtqwuWCwWHn/8cYYMGcLQoUP56quv3F73R2QmJOhQqbyXstQGq8vv\nJTk5zud6CoUClUJCo1NTore5kcQ311X7nupeq09MZgvz/70JAF20xuP1jm2agUqFyWylU9t4WlSK\n4Y9/POp4bMdgshATp2Xt1mOMvqwDsdHh15Xynsp9ffd/B7liwEU0j/Ov53mojk+wcc0Gx8ZGu72W\nmBDj9jxaqwn5fr9Weby+Wnizz3VCHWOwqc3+CDEsEASILMM33zQNa7T6ZOBAC1dcYeXbb32vU1zc\ncPE0Vp588kk6dOjAAw88AEBKSgq5ubmO17Ozs+nfv3+12ygo8KzhDYSikgrH45ycEp/rmSrLBS5u\n15y0dFvWeu+hLFo18y68kpPjqt1efXLMpZHGrkMXPF7/9Y/zDO/dCgBJlilzqTN9a/U+j/Vv/9d6\nANJP5nP39T2CHW5Q+XXvWS7tnlLjeqE8PvVJTp671U1paYXbc4PRFDb7vXXnKXp2TPRY3tiOja/9\n8SWQxdijQBAgej1kZQkhHDgyAwaYefnlCiQJBgyw4svJ/uKLRb1wXVi3bh1qtZqHHnrIsaxfv37s\n37+f4uJiysrKSEtLY/DgwQ0Sj79ewVbZ04P3s83H6iOkOqNUOuMsqzB7XWfBR3sAKNEbvZZSeKMm\n+7lQUHUUIb/YXfxZrFbe+mI/O/5sGiUUn2897va86lWhuBrLvYZg95Fsx+N31lbv4NJUEZlhgcAP\nsrIk3ntPzenTti5yRiOcOqWgoKApiWEZ52ne9XHtkSSZf/zDwKOPmlBUaoJbbzXzySeWyuYaTi65\nxML993tv2CHw5MCBAyxYsIDMzExUKhUbN24kLy+PqKgopk6dCkCXLl2YO3cuc+bMYfr06UiSxOzZ\ns4mLa5hhUn/Lfq1WGYUkhXWdsDeUCokW8Vr6dm7BlX1bM3fpTrfXdx3JYdSgdn5tS2/wLqxDibHK\nhLFPNx1j7GXtHc8zc8pIS88hLT2Hy3u2bOjwGpwT55xDVzdf2YlL2rs7srRuEVP1LfWOLMt8/ONR\nWiXqWPmd06LQ141aU0eIYYGgBg4ckPjb36I5frzutZKhJTABO3Cgicsus5KYaKWwUIFOB507W1i1\nSs0vvwRWJjJ+vInHHnMKXJMJ8vMl3n+/nIULNWzfrsJohH79LDz0kJE2bSJLDIWS3r17s2LFCr/W\nTU1NJTU1tZ4j8sRV21qsVpQK71lSb5nhcMW1hvSRSf0cQ9GZOZ7dYhSShEbt3/nE6udkw4bkf9uq\nnxDman/XWDvsdW0X71YaY+fmKzsBEB+joagyI2z31W5ISstN/LDrrMfyqwe0bfBYIgEhhgWCGnj1\n1ahGIIQh0EzuJZfIzJvnOcyXkEClGPaPli0t9OhhZcQIZ6bXYoEXX9Swfr2KCxcUtGlj5YYbzGzc\nqMeHPhI0CpxiaclXfzLz5t7e15IhUnSU2cVRoGvbeMdjb57Bj/2lP3E6/ybFXdm3Td2DCzIbfj9d\n7evlLtlHvcEclhMA64q3m5nbRnR2PI7VqR1i+Nsdp5l4TVe/tltQYuB/P2dwy/BONI/1b1KiN4p8\nlGZEaxrDtSz4CDEsEPggNxfee0/D5s1N+2dSXu5djaxYocZfgd2yJXz9dTkdOrhneOfN0/DOO043\njqNHlbz+ugKLBZ55RjTZaAr8fiibmVUmuF/I1/PUe9sBW8e2SKiS0LsIQNdMqNlLI45OrZs5fIdr\nQhUpdwMu6A3OmvDsgvJGKYaNZitqlYL4GA25Rbaa6U6tmzleVwbopb3q+3TS0nMoKzcx+7Y+Acd3\nwUvDGgjPsptwQOReBIIqWCzw8ceQmqrj9dejfIrBpkJRke0zkWXIy5PQV55j09L8P33o9fDTTzaR\n67rMuxuHxDffqKioQNBI8SVu31jzB/OX7+KnfeccyyTJ6d8bzhTrnTdvShcBG6P1FIJRGiWSJPHf\nJ0bytxt7VrvdcN/3Dq3iPMoA9AZnCdSxs43T29ZksqBRKdwmx7VLdtYGB1oaoq+wfXYl+rolA972\nMVGuaoMQgQ0hhgWCSgwGuOOOKDp0iGXyZDh9WgwnAWzZoqJDhxi6dtXRq1cMHTvG0rZtDBcu+H/6\nKCmBOXOi6dkzhqVLbZn28+clTp/2vo0zZxTk5DTtm5DGTFV5p68wc/JCMXuP5ZJxvpgNO5zD8DmF\nFcTHevr2hhtFpU7x4loa0SJeyz0u1mh3pnZze1+FsfpM3aY0z7rPUFLuklns26UFUSoFJrPVbZJj\nuUtm2J6J/P1QFqt/dE7kinTKKsxoNUq3yYSuDWJcb/hsoxsy2QX6GieD2kW0pZ6GQ3494Gn7JxBi\nWCAAYP9+iUGDdPz4owajUYgwdySMRgUlJUqsVgmQMJkU1L4GWaKgQMEzz2hZvVpFy5YyrVt7P+G3\namWlRYvwzogJ6kCVQ/vA6z8xb9kun6tP8rPeMlTIssxXv54E3LPCdnp3dvq6Xt3ffQLTsN6tGdw9\nhWenXep124Wl4VUuVFbhzPred1Mv1CoFMu4ZbL3LOkazFYPRwrv/O8iH6w9FnDOIN2RZprjUQKzO\n/SbNtY74TLZz4qRVltm8J5MnFm9n5ffV3xD8ebLA9p56HBH4uvK7KnAixLCgyXL8uMSCBRoGDtQx\nalQM2dkiE9wQGI0Sn36qIjYWxozxnhUbM8aCTuf1JUEjQPbhJ+2LcK85zSoodzxe+MAVHq9HVeMc\nEaVRMuuW3nRoFRndv8wW27Eb0a810VEqRxbcdfjdtS51w47T5Ls0WfFWQx1pGE1WjGYrcTo11wx0\n3twoXEYEXB01LFaZ3w7aMrKb0zLdsuu+yDgfeAOMvUdzq339i59OkF1YXu06TQ2/Zgalp6cza9Ys\npk2bxpQpU3jiiSc4ePAgzZvbvPSmT5/O1Vdfzbp161i+fDkKhYJJkyYxceLEeg1eIKgtsgxWK9x6\nazQ7dyqxWEQW2EndvINrQ2am7T78xRcNWK3w3XcqsrMVtGplZexYM/PnG2rYgqCp0D4l1mOZVZbd\nhEcokWWZoy51sbooz8tqdWI40rCXdSgrm4YcyMgH4Pi5Inp3agGAsUpTlUVfHnB5vwV1EFp6h5LS\nclvmOzZaTceWNd/EWK0yZrNTHBfrjUR7+Z4Eizc+/8OvmAROajwaer2e+fPnM3ToULfljz76KNdc\nc43beosWLWLNmjWo1WomTJjAmDFjHIJZEBr0eli3ToVaDdddZ2bdOhX5+RITJphJSWk6P4YjRyRe\neSWKtDQFeXlQXh7IMH9jRkapxG2CW31i/+5pNPDaawaKigxkZCjo1MlKfHwNbxZEPrU49bSI13os\nu3fBZp6ddmlIs6lWq8yMV7bQt0sLbhjawbHcW2e5uvjsJjf33P9Q8sKHuwHPs+epCyUOMWyxuB/g\nc7nOLnoGk4XIyIH7xlSZ3VYrFQzqlsK2P85z05Udfa5vtcqUljvLXU6eL6FlQmiHvszVTKR7/+s/\nMVusPi0PGyM1imGNRsOSJUtYsmRJtevt27ePPn36ODoYDRw4kLS0NEaOHBmcSAW1ZtkyFYsWaTh1\nyn4Xbj9BSbz4osxttxn5z3+MhEmCpd4oKIB7743myJFwzUbYM7INl5n1RGowIaxWy9xyi3tHufh4\n6N8/8odPBf5Rm9twX0LylwPnQyqGjWYLVllm77FccuppyDk6ShlWGTyrLDtqgyuMthPGtOu6s+zb\nw26Z+uocMAzGBjrR1COWSjGsVCrQaVU8NXVQteuXGyxund+Wrj/ktTPf4VMFjseuzhS1Ia/IPxse\nk49ylaJSg2OS3V2p5nrNYIcTNe6lSqVCpfJcbeXKlSxdupQWLVrwzDPPkJubS2Kic5JAYmIiOTk5\nwY1W4Dc7dyr4f/9PS0WF64XE+dholPjkEw1GI1y4oOTMGYmkJJkbbzTzwAOmRiWQ33tPE8ZCGJzH\npRF96D7o3NnCpElm7r5beF02ZWozh8pbphUIeZmEq0jNdMl8+uLaSy9CW0PDg8mjLyZKo2R4ZaON\nf72/g/KK8GhFnl1YzpY9mY7n9olwXdrYvHW37M3kuiG2DHl19l0GU+Tf9NrFvrfJknYeuK0Pb32x\nH3CvHwYYc+lFXt/z8sd7HI9dHTlqwyc/HvVrPV/HyNBErdcCkvw333wzzZs3p0ePHrz33nu89dZb\nDBgwwG0df2aMJlQOEyQnh/+gSV1iNJlsJ39NA7gDJSfHsWsXjB+PHz6tEl984exwc+YM7NmjwmDQ\n8sILtpjV9TRvpSGPeWZmzes0FRqyFMKOVgt33gn33Qc9eyrRapVA4J2V6pNIOBc1DvxXwxOu6uJ1\neajFcG39f/8y6uIa1xk92F0kKRVS2PgMv/7ZPi7kOxs52C/xMZWTG3MKKyqXyxw7V0RstBqlUnKz\nnAOb73DnNs2IZPwRwwMvSea/T4zknn9v8ngtzo8JoTVZ7vlid7r3JGTVWP67/hBjBl/EFX1aodU4\npeCy9Yccj8Plu9cQBCSGXeuHR44cydy5cxk7diy5uc4ZjNnZ2fTv37/a7RQU6ElOjiMnJ/BZkw1B\noDGeOiXx/PNR7NypoKJConlzmR49LDRrJpORocRkgksusZKaaiY11VLnbGxychwbN5YyaZKOiorA\njUIWLrSyYoWMLEv062fh0UcNDBgQvB9FQx7zd95Rs3atBmGcYsNWy9ewIsJikRk/XuKii0ooKbF5\nDocjtf1eCuHcMNhrhju0iuPUBefxkUL8k/YmFG4fGVwLOJVSETZlEq5C2BXXpiKyLFNYaqSo1Mig\nS5IpqzB5iOFPNh3j2sva12us9Y29JlqpDOxc6qtEwZWq2eRg8PSdg3n+Q5uFYXZBOau+T2fnoSye\nmOIs8zh82jkZNFy+ew1BQKeTBx98kDNnzgCwY8cOLr74Yvr168f+/fspLi6mrKyMtLQ0Bg8eHNRg\nI4nz52HMGB3/+5+ac+eU5OcrOHFCyTffaPj44yi2b1exe7eKjz/WMH16NI89FhVQy9FjxyQmTNBy\nzTXR3HknvPlmFMXFdbtKWCwKzp9XcuGCgo0b1dx3XzRnz0beEP7cuRrmzo2q041B46Phj6PJJLF1\na4P/WUEYE8gl9qIqrhLfbj/N/37OCE5AAfDhhiMey6p6CNcVhULCHKaCZEivVgCoVQp6dUwAKi3H\nKp0kdFoVD03o6/P9G3ac5vtdZ+o/0HrAYq2sGVYEdm0xWzyPaVXxG8hhr7qNQZckuz3v3KaZR8fD\n9LNFmMzehwtFZtiFAwcOsGDBAjIzM1GpVGzcuJEpU6bw97//nejoaHQ6HS+99BJarZY5c+Ywffp0\nJEli9uzZjsl0TQ2rFW6+WUdhoX8/FLNZ4uOP1Vx7rZmxY6sfwy4vh//+V83atSpOnJAoKXG6Ihw8\nCAEm+6vl5Ekl772nZt688DJ/r45XX1Xz9tsamkIdbiTgMp1AIPBbDc+6pfrZ7P/7OYObr+wUhIBq\nz95jnl6uGnVwb7xVSgmrVQ4rKzmAqWO70bdLC8dze/MJvcGMoVIMa9RKtBoVs27p7WgNHKfToFDY\n6o8/23wMgFED29XJbSMU2G9QVLXMDLdK1HEhX+/Va7mq93AgzUlcHSLuGH0x7ZJj2Z2ew7DerRzL\nO7f1LFG579WtfLXwZo/lFquVojIjcTp1WH3/6oMalVPv3r1ZsWKFx/KxY8d6LEtNTSU1NTU4kUUw\n69YpOXmydidFs1ni0UejmD/fwG23eQpiiwVeeUXNsmVq8vOrm4RRP19YX21zw4W0NAUvv6whP18i\nPt7Ktm1qhBAODzp0sDBjhtKPGnZBU8Hfy3xCs/CsLf/jeJ7HstGD27m1YQ4GSoWt1fG9Czbz0owh\ntEwMnR1XfKzGUfJwzQD3DLjdW7ms3OSYmKVR2a4ZrhO1kpprOZdbRrFL6YTFakWhCOcJzp44yiRq\nKeJHDmzLRz8c9Tp57bVP97o9D2Sk2FVkqxQSPTokMPfuS0lJiHYs9+V5bbXKHgL88Xd+A2DqtZdw\nzcB2tQ8ogghvhRMBWCzw+ecq5s3T8M47asrK4OBBJYEIsZwcJTNnRjNqVDTlLk49GRkSN9wQzWuv\nRdUghOuPxMTwHS755z81XHedjk2b1Ozdq2LrVk1l22CB/9Tm+Pq/7sUXW3jhBQNNdJBI4IO/jq55\nMhmEb7OK11fv81jWr2tS0P+Oa03qnhq6itU3bVrYrL66tvM0Ard3CPx///2dVyodEeytiV27z+m0\nagxGC0cznXWp3koGwp3alEm4ZmXt9e/f7TzDWZd2zeDZcc6fzPCmtLNuDV9KXezbBlSWSLRvGec2\nQa55rPcbzLIKEzv+zPL62rc7TtcYS6QjxHAdyM+H8eOjmTVLy1tvRfHss1pGj9ZRVrPLTjVI7N+v\n4i9/iWbfPtvhefppLWlpKkKV6Wze3MrkyQ1r72M2w5kzEqWl3l8/c0bioYei6NYthqVLNciyEL+B\nIXPrrUY++EDPwIFmoqK8nYBlFAoZpVKmdWsLM2caSE6uyZLCtt1Nm/Rce23k+4oKgkuPjon894mR\n3Daic7XraV3EcItm4dF8wlc7YbtYrC82pZ2t1+3XhF2Yz7ndc2J8bpEze2O0Z4YrS0bs4qt7++ZE\nVVrLleid15NIrEutzQS6KBc7PdfJhq9+ssfb6kRHKenStlmNn4vBZGHld+m8tDLNsWzFhsOOx75E\nry+Ky4ycOF/s9TVjE7BbaxpuyvXEc89F8euv7h/h8eNK4uJsouH8+cCzGr/9puKGG5QMHGhh375Q\nZEdsrgPdu1uYNcvI4MHV/xisVli/Xsnhw0ouvtjCuHEWApxbwMsvq3nvPQ3FxRJaLXTtaovhttts\n2zx1SmLy5GiOHg3PrFFkIXHXXSaGDbMyblw5GRkSX36p5tw526iHSiUxapSZa6+1YDbbrPYkCR5/\n3MRtt0Vz4IASs9n9gqDT2ZpqvPaaIeDvgKBpUFPmV+MiJFIvbx/SCXN2qroj3D6yK0nxWhLigl/S\ncS7HmQ3I9bOZQn2RU2ATvGqV5496WJ/W/HbQPato94ce0qslkgR9uyTx4XfpgE142SktNzkyy5GC\nuTIz7MsD2xXX77jr42K99wRTucHC8UybKM0pLCe5ebTX9VydHmRZRpIkDp4s8LquP7z52V5MJu+J\ni3C5Ea1PhBgOEFmG337zfiL/4w8lL75YwbPPRmEwBK4GjEaJ7dtVBDb3uq5ItGxpYdQoM6tWqVm8\nWEO3blZmzDAwcKAzHrMZDh5U8OSTUaSlKbFaJSRJZvBgC++8U0H79rWL/Z57ovj6a2e9b0UFHDig\nYtYsJf/4h8zFF1uQJCkMhHAou8UFj+7dLVx6qfNGp1MnmUcf9T5R0tUnOzYWvvuunH37FGzZoiIm\nxkpJiQKjEa691syAAY0/kyCoOzVNOFO7iI0otZLEZlHkFxvqO6xqsTdSsDO2Hm3Cxg7pyMffOV0r\nQjWRbtX36WRVimFvfz9K5Xk+tmd/lQoFw3q3rnxse6+9wxlAXnEFrUJYCx0Ix84WAdTYRAUg9bL2\nbKgsM/Bn/cHdU9h1OBuAnYezuaJPa+JjPJsUuGaOC0uNbjdjrVvU/vM8eCKP7u2be32tbYDd8CIJ\nkbcJEFkGg49zstUqkZICN94Y2V22srKULFoUxY4dKg4eVPLFF2qmT48mLU3CaoV//UtDt24xjBmj\nY9culaNOV5Yldu5U8a9/1S5Tkp4u8c03via+SZSVKdi7V82ePaG+h2scQjguTubee411aqzSr5+V\nhx82cu+9Zh55xMg//2kUQljgNxovmeF7ru/heFxVeD0ysV+9x1QTp7KctZ0tE7xn7YJFSpXtm+qh\ne5ssy2z74xxns0s9HA3A1p73x93Vl2ioVJ7nw8Hdkj2WeXONOHm+OCDnhFCyKc3WycngI5PqSjMX\nIevt+26nY2Vr8RnjnNZna7Yc55E3f2bv0VwP+zNXG7ULee61mXG6wDp8+ZoAuv3gBa/LGxNCDAeI\nQgG9e3s/MXXsaGHkSDPJycH6gYeP8MrMtAnkO+7QsmSJxs3arSq//aYkJ8fztWPH4MEHo7jiCh3D\nh+t45JEosrJs9nKRUfsbCTFWT5s2Ft5/v5w774zsGzZBZONtmLmg1JllqHpt9jZEH0rs2dL6oqp4\nqvBDfNWWvcdyWbr+MP/vv78z+/9+8nj9WKb3OlJXVF7qobyVPnjLKn++9URYlL8EgsXPyX/NdLbP\nIkbrO5FjP9befhNvfP4HCz+1Tdq0yjKl5SaeX77L8fqqH45iMlscZRgTr/HetdHOpGu60r9rkkfG\n11eLZrNF5nhmUbXbjHRCnWKLaGbPNnHwoJJz55xf3uhombvuMqHTwV13mfj8czU5OeF1Aq8r336r\n8qgT9UZxsURhISS7JAjy82HCBDhwwHnneuSIkkOHFPTpIzKKDYNM8+Yy33yjwmqFkSPr3v1QIAgE\nb1+7Er2zTKdqpirQJgfB5Io+rfhlf8NkytRVyg8MRjN4GTKvC1U7y32+9TjjXVpg6yucta2+ht9V\nXm5SvNmO+fIT3vD7aW4ZXv1kynDE33KEF2cMxWyxev2c7Miy7Pg93Dq8E19uc79BSD9jc4144t3f\nPOrH+3ZuwaIvDzgy1cnx1Y9YpF7entTL22M0WTiTXcoLK3YDUGH0fbO1/WAWXdp6Ook0FkJ/Zolg\nhg2zsHKlnr/+1cgVV5gZN87E22+XM3u27eTRpYvMCy9U0L1745pN748QtvPYY1oKXGr6Fy/WcOCA\n53ppaapKO7nIGi6LPGyf759/qvjwQw1//Wvg3Q8FgrqSX+y8qI/oZ6srHd63jWNZ1Zu0cGjO0JC/\nlaoTDCuMFnYezuZvL28my0d75NpStfTim99OuT0vKHFm6pN8iCzX5hP2ToExXjLDvtwXjJUxREq5\nhH0fe3RI8Gt9nVZFsxiNW2a8apZcxnnzV/UmyBVvEymbx2rcvK/jdP7VvmnUSrfOjmcrJ2y281Ij\n/GPaWe759ya3yY+NCSGG60jv3jL/938GvvyynA8+qOCGG9yF7y23WPjhBz0rVuh5+OFympbYk/jt\nNxV/+5tzJuqxY76/chaLrY5VUJ9IuObjrFaJVavUrF8f6gmJgqaI66992nU9+O8TI90uzlUFQ22b\nHNQHrtZq9eEg4UrVCYYVRgvvrD2AxSo76lbrg5/2nQNs9cJ/nswHoE/nFtw5tpvX9V2H9p+aOog3\nHh7udbh/SzW1x0fPFjJ9wWYOZHg2NGloPtt0zGuHQTvlBjNxOk2dmqxUrQe3OULYHrvegPhDfpX1\naxOXtzrmu1K7+1z/hxrqxyMVIYbrkeXLVdx4YzSXXabjqaeiWLo0isZQb1pbfv5ZxXff2X5w8fG+\nxe4PPygra5CDhezyT+ALq1Xi+eejmDAhmhkztGzcKISxoGGoyRmh6sv++LrWN/a6ymsGtuXxyQPq\n9W8lVLG0cp2w9f2uM0H5G78cOO+xbNm3hzGZrTzy1i+kVzonzLy5l6NpRFWq2of5skq7aoDvLmbr\nfjkJwNptoa0fLqswseH307yx5g/A1mDj/z7bxy/7bZ/TudwycosqSEkMbPLkO3OuoplO7WaNBrYR\nB/v33dexzSn0XqPuKp79zQq7cmWf1m7P42M1DO3ViknXdPVYNyrILcfDBVEzXE8sWaJm3rwoDIbQ\nn7z9p35cEqxWiWefjeL9960cOqRAobD5Erui0cgUFQX7RxbOn314OVIcP67k+HHb4+++U/HEEwZm\nzmzYRiuCpseVfVuz91guNw7r6PX1qhmuUNiKVcVUmRm+/Zqu1boDBIOq7ZcNLjWd7VvGVl09IHIK\nvfsX/3HcmRmNUiuJjvItF6KjVFx3efsaM5IjBrRl6x7vmcWDGbYMdKhLYap2xDuTXcr+E3nsP5HH\nFX1as+F3m02aqwd0bYhSK1GrFG5uEABms7XGEpxTF0q8Lt9ZacUGMOOmXrWOqUeHBH7e77wp0qiU\n/K3S1eKzzcfc1g2Huv36oHHuVQNQXAw//KDg6FHPH67VCp9+qhZC2IXjxxVs2aImK0vpIYRbt7ZU\nzsqNpM+rroTvvur1EkuXqt1aggsE9UF0lIp/3DHA79pLVRhkhs2VmeHqJkMFC5VSwTtzrnKUJ7hm\nhtsmBUcM+8J1kqA/Fru4GkIAACAASURBVGITr+nKhKurdzFwdQMZ2qul13WOnS3ysBFrSL7d7qyZ\nNlusVBjcYymprJmdcUvfgP+GQiG5+QTrK8yczi51LBtwsffW3lVvSNole34HenVMDDguO67H6aYr\nOrq9Zql6AW8kCDFcS2QZ5s7VMGKEjsmTYxgzJobJk6M5f955ki4shKNHI+2jre+LjPftKxRWzp9X\nYLFE2ufVuMnIULJ5syiXEISGp6YMYsZNPT2WhzprCLbMsFIhNViWOkqtdBR6ffXrScfy3w5e8HCC\nOHWhhP/9nBHQRLQFM4e6PXetma3OEqw2uGbSu1dzA/RtZZOKUODqqXw2p5SdR7LdXt9XOVGttDzw\niWQKSXIrk/jip+Nur48a5L2cxPV4X3vpRfxr6qCAY3CjGgvDbhe5N+Lw104u0hAKxA927YJHHoni\nL3/Rcu210bzzjoZz52w/ar1e4ocfVDz0kLOWKibGNhlMUDNWq2+fYkFwUSrtJzEZSZJJSLAQG+v9\nLl+hsNmvCSKT9PR0Ro8ezcqVKx3LPvzwQ3r16kVZmdOgf926dYwfP56JEyeyevXqUITqla7t4hnS\ns5XH8roK0KwCvU8vVX8wma2czSmjeWz9Tpyryo7KpgfZVXyNT15w9wB+btlO/vdzBkdOF/q1XftQ\nfZe2zUhuHu1RO2onWO2SXSdA9u3cwud6B07kB+XvBYJrxnbesl1sdpmomFvk/PyH9WlDoGQVlFPk\n4srQpY27ZZmvNuWb0pxCPbGZNmg19FVvnlyPU4+OiTw5ZaDjudnaOK8LQgzXwPr1Sm64AVat0rBp\nk5p9+1ReG0Ns365k507bx5mZKWFsnO4jgjBGofB9kZ840cju3aUsXapny5YyTp0q5cgRPTfc4L3p\nRv/+FoYObZzDYY0dvV7P/PnzGTrUmelbu3YteXl5pKSkuK23aNEili1bxooVK1i+fDmFhf6JqFDh\nrSa1yE+rp/N5ZTy5eDuPv/trwH9fbzBjMFro1Dou4G0Egq9foi/RZO8kZ7XKfLjhsMOjtiqHT9l8\nL49XNtbwlVEe1tvzxiQQXGue42Oj+O8TIxnkpVNd9w7e2wKHmtNZzjrhYAhR+82INsr9OMb58JI+\nn+fMDI8c2DZo7ipVS26q/s5cyzGqTvxrLAgxXA2yDIsWacjOrnldg0Hizz9tH+enn0bSvMTG+cVu\nSigUVu6/38D113sfjujY0cIrrxho0wZuuMFCz54y2sqBjGefNXD55WZcvwddulh45hmjaMQRoWg0\nGpYsWeImfEePHs0jjzzidpHbt28fffr0IS4uDq1Wy8CBA0lLSwtFyHXC1au4Ok5WTj4qKg08U2Gp\nnDznzTasPonVes/M+irftIusgyfz2bL3HP9e5f24uk6aAt9Xgxt8THCsLUmVdmKdWjdzLFN7+Sy/\n/vWUx7KGompZgCtvfbHf8bguJTtd2tr2315yYL8H+ctIm3tDvB/tlFVKBZIkudXR/+OOwNxNOrSK\n4405VzOkV0uvDhLRUSpGDmxri7mR1gxHkmprcM6dk9i/37+6SY3Gyt69CgoKVLz5ZiRZqEmEl7OB\n/XQcLvGEPxMnmnjuOSMHD9puyE6ccH5nY2Nl7r3X1hHRG0lJsHZtOWvWqDh0SEFysq2DYmz9zs0R\n1CMqlQqVyv3UHuvlgObm5pKY6Jxsk5iYSE5OTr3HF2yqzsr3hWt3LassV1tycTAjn4Wf7uXZaZfS\noZUzC2wfQm9ov+OeHRO8+t4u+nI/twzvxPVDOnD0rLNd7p6juQzqluLIEHvDbLFSqnd3jPH2Ud5z\nfY+g1Ue3TY5l7t2Xunnsut5Y3DisI1+71EWHgmK9fzdLdflMYipvbswWK2qVgqwCW8ZXqvxeRWmU\nvPC3y4mNVvPwGz97vP+Sds6yCqVCgbmyLjOxWeDlO53axDNjnG8nihH92rApLZONv5+hf9ckurX3\nb9JrpCDEcDVoNKBWQ4UfiQejUcGqVVEolTIWS2QJOUmSvZZ+hIZwiSMyiI2Fp56yXdB69ZJZs6ac\nxYvVnDypID5eZtIkM337WlizRkXr1laGDbN68W6F22/3fdEUNA38mXSVkKBDVU13rFDQPF5HcrJT\nsLo+dkXlUlIQHaOlmctQ9Fur9xIbrWbajTYx8NH7OwBbDe7al8ehrBRshsqPKCYmyuffCTbJyXFM\nGtuDj3446ljWtV08xyrF79ptGWRcKGHfUadY/vXABZ68+3KiTxW4bSfjXBFPvf0Lc/46iN/2n+dA\npZ3ZI3cMIDk5jhbNPb1zx13dNaiZ8EG93WttdS5Z0ItcMsYN9flWpbTcP0tJtUpBfIAx2uegSWoV\nyclxrN5sm0BXbrI69ru6/f/L2O6O112dPnp2TalTxrq6v6k3O88PCz7aw1cLbw747zQUtfkOCTFc\nDcnJMpdeamHTJs+PqVkzKxYLlJW5d/SKNCEMIMuhrJYJp6x0ZBEba2XjRgWtWztPUu3aycyfb8ts\nyDK89JKGBx/Ucv68ApVKZsAACy++WEG/fqI8pqmTkpJCbq5TQGVnZ9O/f/9q31NQEJwWwMEkL7+M\nnBhbpi05OY6cHO9erHkusR85kUPHVk7htbHSTuuGy9sD0LVNM87n2iYart92nCG9bDWzObm2mlGT\n0ezz7wQTX/ujq2Kx5SqE7eTklJDvss85OSU8tHALAM+9v91tXY1ke33MoLYUlVSw7Q9n+URBfhnB\nwtv+FJc4s02Dujgn1TXE57vzcDZd2jQjsbK5idlipURvom1SDJm5vvf7uXsuQ6dVBxxjRqbtRuaT\njYeYdl0Px/Iz54v92qaxwuR1vby8wLyPofrfDkBulW03xPGpC772x5dAFjXDNfDMMxX07u2+rHt3\nC598oueqqywIIVc7tFor0dE2twIbofr8wl0MOrvn2SbG2R4rlVYSEqyMHWvi22/1DBvm+U69Hnbv\nVvDmmyreekvD+fO2n7nZLLFzp4pHH43GJPppNHn69evH/v37KS4upqysjLS0NAYPHhzqsGqNPaNd\nWm5i255Mn2UTrsPa85btqnabu484y0VcSw3sNZ6hbgud5KMTnJ2ulcPoVRtI+MLumRyn03D39T1q\nWDu4bP8zy/FYoZDoWFmWUuznxMhAOXWhhHfWHmDectt3Ia+ogh2VsbRJimHmzb5LBlxbhgfCpMra\nYNcbMvC/5KfqzVBDYDQ1zlphOyIzXAO9esns2AGvvlrBmTMSMTEyR48quftuHfn5QgjXBoVC5p13\nKvjsMx3ffhsOn104Z6Ul1GorJpOCpCSZ66838eKLBsrKbGUN3mp6ZRn+/W8NX3yh4tQppc+Snf37\nlXzxhUqURjRSDhw4wIIFC8jMzESlUrFx40aGDRvGr7/+Sk5ODn/729/o378/jz/+OHPmzGH69OlI\nksTs2bOJiwvN0HRdsE9uf2PNHxzLLGLmzb24rIdnQwdfw8eu5SH2WmK9iwBWupQIOGqGQ9D84+oB\nbdmyx2bzleylnMGV2ma5VGHUVcw+0fHNz//gX3fW382ZvTbYLrr/8Y7TZSQrX89lPVry7v8Oeryv\nfR2FMDjF7Ec/pDO4u3OiqzenhhnjenI+T49GreDzrScA9+YbL88cykur0nh4QuBNQPyhdZL7xJP0\nM4VcUs1kw0jDLzGcnp7OrFmzmDZtGlOmTHEs37ZtG/feey9HjhwBbJ6Vy5cvR6FQMGnSJCZOnFg/\nUTcwOh3cf78JoxHGjYtmz56GuIcIZ6EWGFYrrFyp5tChUEcCkfDZmky2C1R2toJlyzQkJMg8+aTv\nbMnbb6v5z380WK22fauuZMfufCJofPTu3ZsVK1Z4LL///vs9lqWmppKamtoQYdUb9mzascqh56pe\nvHZ8CVjX7Gm5wUyMVk3fLi34o7K5guu7Nle2Eg6W725tmHrt/2fvvgObqtoHjn9vdjdtadkbGbLK\nemUKRZQtMkUEEeGHssWBCCjwiiLC6wAXggKCCIqiKAiIgIgyZBVZIktWKRRaOrPv74/QtGmTNm2T\nNm3P5x9ocpOck9zcPPfcc56nnj0Yzris78qZK3c4e+WO2xlhygU5Lrxq1SCSg6fdSKPkAVF1y3P0\nbDw92lR3uN1gshJ7yzZVoVJ4gNPHGk0Wjp6Np/k95VHncy571iwW/1xxTD1XxUlltwwp+sJfVsvY\nF80WmQ2/nbffHhqUcwFcxhSdn/ZnZtjIGgyXL+fH/8a3L3Sb8hKgUzPt8Rb2zCT7T8aVqmA4z19E\nZzkrAQwGA5988gkRERH27UpazsoMCQmwZImajz9Wc+VKZrqa2FiJy5cl+wrbL79UF0EgLFOjhpm5\nc9MJC3O8LKFWy0hSSa7mIfHLL2quXSvudpRMW7aocq1d/8MPKnsgnJfz50UwLJQOcrbRtPxWX8ta\nhOPCNVu+3YxAGGwr+8EWdGeUKM5rZNYbsqbFS3MjIHtj9SGX+YWzC8mW1/axB+4hPFjHhP5N8tfI\nAnj64UY8N7gZAzrZSjlPGmAb4Yy6J5wZS/czY+l+l4/9fs8FPv7+BBt+u5Dv18268GzeasfUc+2a\nOOZVbnNv5pWG20mGfL9Wdlmn2Ziz7H+PPnCPy8dkPWnTaYpnEWvW4Hfnkau5bFny5PmL6CxnJcDH\nH3/M0KFD0WhsX6KSlLPy8GEFK1aoOH1a4pNP1HTsGMArr+h49VUdLVoEUq1aAHXr+tO8eQCtWwfQ\npg38/LOSs2fzO5qY86Cs0zmfd+PnZ6VPHyPbt6fy55/pjBljYfXqdIYONfLAAyaGDzcyYYIBWfat\nldxC0bl5M/diLjduuL9/iik+QmmR/cqyq1DYVYxssmQek9/+KibH/ddvpfHe1zEOI87FMTIM8GSP\nBigVEg1rhuW9MXDglOPobtb8vrkJDdKyYFw7WtTLWRDD07QaJY1rh9vndIcE2mIKdyoFXrphW9Tl\nbtCfVdZgOLvsc7KzTrsZFF0n36+VnTLLtJRAf9u+1Pye8i6LqIBj0FycZcn9tKUzBslzmNNZzsoL\nFy5w+vRpJk+ezIIFC4CSkbMyPh4mTPDjjz+U6PUSfn4yRmP2y8kSJpPksMDowAF45hkdw4bl9/KI\nbaqDWi0TFmZlwAAzDRtaeOMNLbGxth1KoZCJirLwzTfpBGS7EtSqlZVWrWxnoYmJtikaQunj52dF\nq4XExIwDpPMpMtWqWdHkkou9alWZK1dc3+/4mr6+gFAQ3JNj0ZGLXdvViLHJnPvVtu/22EYdY7KM\nFhfX5eH7m1WmY9NKSJJEaJCWhOT8jVKGh+i4EOtYwrn5PeU92cRCU99dzOcsm0NcQho/7bvEiO71\n2Xcijmt3tzl/LYmdR64S3byKW69x8XqS0/nAGSqE2ubHNqwRyql/E6hdOfMkomouUyjclTWY/Wnf\nJcCWGzo3WU/aitPD7WuxbsdZwDbHuTgDc08q0DX/efPmMXPmzFy3cTdnJRRNPkGDATp1wmG+anq6\n+x9icrKChAQtDRrA6dPuPsr2pTaZJOLilAQHK5kwAR57DF59FX74wVbY4/BhFb16BTFhAjiZ1sc7\n78DcuXC7+Mq1C17Up4+CN96AFSvAaISTJyV+/NFxG60WnnpKRWRkzu9Kxvdn1Cg4csS2r+elRw81\nERFFO7pVXHlD86MktFFwlH2aREKKgf+tPcLgLvfkuur/1L8JVIsMzDEC6c4oY1FXoMsqY7pEeLCO\nhGRDvoLirO/VfxpG0qddTSJDXVTkKSaau8Hw8fOZP3hXb6ZQJSKQl5fYUsKlGcw55jSv2vq3W8Fw\nXEJartlE+t9f2/7/5x5tRmq62SEntSfKERcmG0mQf/FclcjwYOtq9mD415hrbp+A+Lp8B8NxcXGc\nP3+eF154AbDlphw2bBgTJ04sUM7KvHLbeYLZDIMG6Th1qnA70datFurUkZEkZYGKVKxfb2HSpDTM\nZtixw5/LlzMvN5w8CRMmyPz4o4kPPzTg7w9xcRITJ+rYtUtJSVjwJeSfVivTvXs6wcEWJk2yXcq9\nfl2iUiU1O3equHVLokYNmcGDjTz6qJmsF1uSkuDzz4P4808TwcEyAweamTVLYu1aDefPKwgNtVK9\nusz585L9SoRWK9O7t4knnzRQlBduiuJ7Xlj5baMInH1D9tjk16O2RQmf/HCC10bd53K7BV8esVX4\nyrYK31XpYl+TUYbX3fmjl2+kkHp3rvGiyR0J0Kkc5iH7CmcL4Y5fuO0wNcXV4r7kNCNBeZQyvnXH\ndRWtXm1r0DtL6WmlQmEPhFVKBWaL1V49rjCcBcMPta6W62O6ta7Gv9eTGdi58NM0CkMhSdSoGMS/\n15Mx5TLVpKTJdzBcoUIFtm/fbv+7S5curF69Gr1ez8yZM0lKSkKpVHL48GGmT5/u0cYW1Fdfqfj9\n98IvfEtIUHIw9/SUubpxQyIpCb79Vs3p0zm/8FarxObNGkaMULB2bTpTp2rZtUtkvytJypWzYLVK\nJCVlHOxc/9iEh1t54gkTvXvbDihr16pYsULN338rCQqSadvWzMyZBqpWJceq8NhYid69/bh8GcB2\ncF6/Xs2UKQa2bUvj9m2JoCAZrda2QPTzzzWkpUF0tJk2bXzjcpsgeIIsy5idXEK2ZM+x6+RqZUq6\nyT7vNLvIcn7cSMyZmcJX4seMzAPlArXE3sq7GMqnP56097W45jy7I2OaRFbJaSZ7WrvcxN5KyzMY\nzi33co0Krk9wXxv9H05eTKBOFffmXefGWWaTCmG5j9CHBGp58bHmhX5tT+jVpgYffnfcXj7aXRar\n1WG+tC/Js1XHjx9n+PDhbNiwgc8//5zhw4c7zRKh0+nsOStHjhzpUzkr//yzqEdWnX/ZKleWCQmx\nBTK5+fVXJUuXqtizRwTCJUlgoJVjx9I4dCiV/ftT6d499znmUVEWe6q0zZuVzJih4/BhFampEtev\nK9iwQcNzzzmfJz55stbhygLY5r4vWqTl9m0oX94WCAOEhsLkyUZeftkoAmGh1NnzVyxjFuzKcXvW\n0TerVXa5sC7VRflds9X5d+X9Z+/PbxO9YsgD99C1VVVG9mxgv21iLtkfsuZO9mXOguHN+/7NdcFb\nBnemZ1qyfa5vjW1LwxqhANxbM9Tl4yqE+hPdvIpHRtMVTp7DE9MvikpGMJ/jhDMXl+KSefvFT5G6\nRKO45nuZKPKMtlzlrMywY8cO+/99NWelVpvbB+bZSmg6nZVWrczs2eN4dipJMn37mlEqoV69jIpi\nrl5TYv9+FcnJPjIEIbglNFRGp4OkJAlJgqVLDcyaBV98ocZgyPlZ7t2r4sgRBc2bW/nyS7XTz/uP\nP5Ts2qUkOtrxh+DgQeeXRo1Gif/9T8O8ed6t3iQIviJrGrSsMhb2mMwWnl74q8vH//5XrNPbXaXQ\n8iuG6l/OBPlrGNq1HgADO9ehakQgTbOUM84uo8hE49ruZaIoLs6CYYAdh/IOoNL0eQf88VmmSUwe\n2JTyIX48/2gUaQYz/h6YAuEOpZM555ddXKHwRRmju9lPLHKz9cBl3lr1PABpy5eROmOWV9pWUL45\nXu1h/fqZ8fd3FhDLjBxppEWL3M84lW5NyZLp2NHEoUOprFtnYMwYAzVrWvDzk6lXz8Lzzxt57jnb\nwWjgQDOtW+f+mtWrW6levXDzcVQqGZVKpmJFC/36GWnb1kzhyxCXnLPXolaxoszQoX60betPu3YB\n9OnjR4sWFvz8nB8w0tIkDhyw7VxXrjj/KppMEseO5dwBTSbXJ0pXr5aJr7VQRmXN+ZqbjGA4Ppc5\nogBxLop0OFMuMPdL8MWlZ5sauQbCkFlOV5dL+i5foJAkHm5f0/53xvSBXw67TpUTfrcIiTuj38a7\nI8x1q4TQpLbtPVMopCKdOqJyMr0gv/mxi5OqACPDyemZAzTWEN8r1lEmfjXvu8/KhAlGQkIyg5LA\nQJmxY43Mn2/k00/1dOniOlBskkfecaVS5vXX9XzzjZ6ICFCrYe5cI7t3p7F/fyo7d6YxdarRPtdM\nqYRly/S0bu38NcuXt/LUUyb69zejUDjer1DItGhhYsgQI506mWjTxoRKlfM5JElm7lw9f/6ZytGj\naSxZYuDbb9NZvFhPgwb5DYplype30ru3kaio0jNh3pP8/WXi4mD7dhXJyQrMZomjR1U895yWxETn\nPz6SJNtTnFWo4DxgVihsJ1PZZS/Ikkmmf//CV0gSBF815uFGbm33792yvu7kq3XG2YKm3OablhQ6\njW+MbOcmJDCzEtu9NVxPXcjwWFdbsYo7qXlfEcs4KRjQqXaxpQVz9rqPdKztZEvflDEFyZyPqR16\no4WbgXdP2Hww8C8TwTDACy8Y+emnNJ57zsCzzxrYuDGVOXNsX5wqVWTWrk3n1VcNBAY6HjgbNLCw\nZg307m1CknJ+gBqNzOTJRv7v/3Kekep0ttFCtZMTzkqVZDZtSmfiRCOhoZmvWa2ahZkzDdSoYSu9\nO2uWgVatzFSvbqF9ezPvvqtnyxY9ixYZ+PprPRs36pk0yegw8q3RyDz2mImRI81UqSKTMV9dqYRH\nHzWze3c6336bRosWzvuUXWiozLFjqXz2mYENG9Jp3NiEGCG2Ualk2rc306+fiUuXcv7IGI2uv2Ky\nLPH661q+/FLFgAEmdLqc72nr1ha6d88ZDI8fb8TZZ1CzppW+fcUJiyBkcCeADQ3SUiXCMdF71qwC\nGaOGJWlepyu5FXbwFcFZ0od1v8+xTHNGjucaFW1rklRKhT2F3vpd5/J87ozRY00xvg/Zs0m0ahDp\ntBSzr8pILWhxM/exyWzh7JU7vNP9WQCk9LwXfBY13z9F9KC6dWWmTXN95jhhgonoaDOrV6tJTFRQ\nq5aVp582UrduEJ9+qmfLFiU7dig5fVqBn58t0H34YTNduxY8+HjlFSNPPWXiu+9UaLUwZIiJwLup\nMSUJxo41MXZs7iN906YZ6dHDzNatASQlGXjoITP335/7Ttqhg5UtW/TEx8OLL+q4elXixAml08vv\ndetayai7EhAA27fr6dLFj5MnPb/7KBRWlEop12kAvkKtlnn1VT1PP23mv/8t2OXThAQF77yjYdeu\nNG7eNLBmjZozZ5QEBMi0a2fhjTf0Tlevjxlj5s4dA8uX64iPtwXlLVtaWLzY+faCUFblVVQDICHZ\nQGKWXL2fTetCepZL7i3qlWd3TGyJKDAwOLouX+086/J+bTGV8s2PWpWC0WmU9O1Qi4hyfkx7vIU9\n5V1U3fKM6F6fyFA/vvvtArUrBxOepWJcUpqRYBcZJaxWmV8O2aZbOFvEVlSyzxnulkdaNV9jX0Dn\n5snhpr3/AqBX2wJ+KU0Ewz6vUSPZ6eIjSYIePSz06OH5UbcqVWTGjy/cpe1mzax07Qo3b+Z+mejo\nUYlPP9Xw778KwsNl+vUzMXOmgWee0TlU3csk06iRY58VCvjgAz1Tp+o4dEiJ1SqR+4JA91mtCvr0\nMXL1qoJ//1UQHCwTGyuRluYbFzEUisyRdpMJPvlEw7VrCmrXLviI0cWLSjZsUDFunInRo02cPq2g\nfHmZypVzf84XXzQxZ46ObdtSqVRJplatkj9qJQie5m7lruHd6vP51r95tEtdwDGFWsaldY3aN45D\nuel+X/Vcg+GS0IewYB3vT7nfHrBmrfinVEhUCreN4g/olJlzN6pueY6ejedibLLL+dMXrmdW33M3\nP7M3ZB0ZfndSB5fBu69S3f0R/Pd6MhevJ1GzovN0c2ev3CHIX835a7b33ZARDIuRYaGopabCBx9o\niIlRcO2axN9/KzCbMw+GW7aoCAqSs5QCzk7i0CEVVquRrOkB771Xpn59K4cPK+3bgYxaLRMQAImJ\nEgUNjiMjZZYuTcdkApUKfvpJydtva/nrL0WWqUZFfVZvO3EA2LAh88B1+bKSjz5SMnasgWbNzMTE\nOH6l1GrZrVFus9m2jUYDTZtm/ngfOaIgJkbBffdZaNgwZ7Dr5wft2ol0aYLgjNlidXvOcKeoyrSo\nH2EPTLRqJZ2bV6FetRD2Ho8DIMivZAUtYKs0d+BUZpGKwlQ/K0quRm4zCodkd2/NUI6ejXeZgm3P\nsVg+25xZgjavvL7elPUzKGmBMIDx7nfq78uJ/HfFQd6Z0N5hnjfA8Qu3eHtdjMNtJuXdvhp9L9uR\n758iCvkiy/DJJ2r69PGjSRN/6tcPYOFCLT//rObECZVDIAy23LSuA2Gbv/5SsHev4zabNin58ks1\nFkvWA5aExSKxcKH+bvq4gskYEVWrbaMzPXta2LYtjU2b0vjppzS2bUslPLxoA8ChQ0289ZaBP/5w\nfv64bZuKRYv0PPSQmZAQKxqNTIsWZl5/PZ2HHjK5yGZiU7WqhQEDHA/wt2/D0KF+9O3rz9SpfvTs\nGcBTT+nwwatLguCz0g1m+6huhr4dagFQKdwxGJIkySEwkSSJJ7rVp829FbHePQt3VizB15UPccxV\nnrXMcUkSUc42FcJVgZGMudCuUuVlDYQfaFHVw63LH1UJ3I+yql7Bscy5syweMWdzpjw0qmxzwSV9\n7hleADSbf0R15FABW5h/YmS4lFmwQMPbb2vuTl3wnOxTKLZvV2ULhG2sVolfflHx8MNmFi7M/2Wo\nunUtjBiR88w/MRF+/VVFTIyCqCgLK1em8corOo4c8V5BFUmSqVXLSteuZmbNMnLypIK4OOcnDrGx\nCsLCYPXqdG7dkkhPt01/kSR48kkLp09L7NmjZPlyDf/8k/m+BAbKPPNM5jzxDC+8oGP79syvZ2qq\nxI8/qgkOlnn3Xef5TwVBcJRutOSoTte3Qy16tqnOhxuOu1W5DTIXzhXnPNP8KB+is6eUC/Bz/Jkv\nCfOencko02x1kYkgY0TYVd7prIp7qoivVmFzV8aixYzcyH+dv22fumLn5GP6v0EtYClIhrx/w0Ke\nHArAzRtJeWzpGSIYLkXS0mDdOpXHA+HAQJkOHRx/UCy5TJ22WCTGjTPw669K/vzTnV3MFjRGRVmY\nN8+QIzD88ksVQmiZ+AAAIABJREFUr76q5c4d2wFkyxY1wcFW5s41MGWKkS++ULN1q+dzRFarZuW3\n39Ls2UBq1bJSsaKV69dzHsgqV7YSFmb79oeH5zwKNGgg06CBmYEDzSxZouGff2zzoQcNMtG2reN7\ne+OGxG+/OT+R2L1bSXq6bXqEIAi5M5utTjNAqFVKt4KmDJq7hSAiypWML97Uoc2Z+tFeIGfp5QAf\nLsWcm7x+1coFup+NIT+5pb2hpJ6QZJX1nGTtL//kSEV4Oznn6G/9undzhBtyHxlWnvk78w+Lxd1i\nD4UiguHsLBa0X36BZs+vIIGxQyeY+Exxt8otR4+So0SvJ3TubLFnk8jQoYOFdeucLZqT6djRTGAg\nLFuWzogRfpw5oyAtzfUc4nvvtbB0qZ577nH80UpIgA8/1LBkiQa93vGxSUkKpkzRUaOGFUkCrdaK\nweDZs+22bc0OafGCg6FbNzMrV2af4yXTq5fZaQq97MqVg5deyn2+VGysZA/8s0tIUJCUJNnzEwuC\n4JrFKrNuh/PFZPn5Bj32YD0s8t90bVW8l9fdlXVqREZBigwDO9fJvnnJ4uKDa5hLKeXsGuVjW8G5\nvIqEJDnJ+SxrbfuiZHD9G+j38fsEvjrd/reUkIBcvnwBW+m+MhcMm822k4ysV7sSLqcQN2EhVS7u\npUrK32iTM+dUab/5Gvb9Bu8tAR+/tBEQYLu0L8ueO+ts2tTM++/nPIsbNMjMzz+b2bjRMQLs3ds2\n+mm1wqRJfhw9mvcudvKkksmTdSxapKduXdsXbONGJbNmabl61XVwb7FInD+f9X7PZLQAqFgRZszI\nOV3jjTcMqFSwbZuS69cVVKtmpVcvMy+/7LkFAfXqWalVy8KFCzn7Xru2lYgIEQgLgjssVqt9PmO9\nqiG0qBeRYxtJgunDWub6PJHl/HhucJRX2uht2VOpRZaQ0e3sKob7czU+lfLldE7vD8hSSjkh2UBy\nmpGtBy4xvFv9HIVGsi/2Kg4zhrcs0qp3nnY1PtXlfbIsk5ji5Dfx7qiaZvdOl4/NGggDKG7FYxHB\ncOGYzbB/v4I7dySWf6rk2F8q9AYF0WFHmBb+CS1aWtmrb47f+nV0NDmvXS8BrFuH5v6uGAc9itUK\nGzao2LRJyYkTCsLCZOrVsxW5aNPG6vDaX3+t4uhRJYGBMk88YaJGDc8HMfHxMH++hi1b1CQkeKqw\ni0ylSjKjRpn4v/8zOr0kr1DAkiV6Onc289tvKmQZOna0MHSoCaUSvv1Wxe7d7o5SSxw8qOLll3V8\n9VU6aWkwd27ugbCr5ylsQBwUZKFzZytvvKGmQgUnl1fVMG+egVdegVu3JCIiZHTOj80F5ucHAwaY\neecdhcO8bK1W5rHHjL5+TiYIPiNrudgHW1ejZf3IHNs8NziKOlVCirJZRaokZitwZkT3BtSuHEx0\n8yp5bjtv9SFS0k3ojRaqVwii238yC3c81vUeou7xfnCVl9K8z209cJlbSU6mQhRgzr3iVjxFUUaq\n1AbD69erWLxYg+LUCWbxX1ZyAAkLAaQRejURxVXgGDyAe6HTzpl72H12ODExCnbsUNkfdeECHDoE\n69apiYiwYrHYgpbkZImkJIV9u7Vr1bzyioEhQ/Kune6uv/+WeOopP4cFWYUJBCtWtHDvvVY6d7Yw\nZowpz6BLqYRhw8wMG5azT4cPK/I9Qv3rr0qiovwJD5e5eLGg0z0K3v9y5awcOZJGQABERKi5edP1\ntv7+5JohorBefNFIcLDMxo0q4uIkqla1zS929l4LgpDp0S51OXHxNsfP33YoCpB90dK0x1uw72Qc\nDd0o91uSlQ/R8ebTbfjz9A0alOC+Bvqp6XFfDbe2zVg8CBnp9TLDqQdblawCF76qZsUgLt4teQ7w\n9ldHSUw28OqTrdl/Ki7H9t3vnpAY23dE8/tvYDCANu8Ret3nyzG16+C5hrtQKoPhmBgFM2dqUdyO\nZzeP0pDTLrd1N3SKT1DyzjuuPzirVSIuznUAd/OmgmnTtGzcqKJhQyvjxhkJd54XPE83b0p8/72K\ndetU2QLhgpLp29fMxx/rPTZPPTm5IEGpRGyskljnmXG8LirKQkBA3tsVBUmCZ54x8cwzhSvGIghl\nTbf/VEdvtNiC4VwKbtSrVs6hmENpM314S8xmK5IkERnqT6+2NYu7ScXip32X6Ni0cnE3o9R5YUhz\nYm+nsvKnv7lyM8Wesu/slTskJOfMFmG8e0Jiqd8Afv8N9aE/cwS50q2ci1p1335N8sefeqEHjkpl\nMLx6tZrbtxW8wTu5BsLuMqNgMz0L/TxpaQq2b1ewfTvs2KFi1ap0qlbNfXQxPR2WLVNz6pQSf3+Z\n1FTYtUvFrVueulYuM3q0kddfN3qsjK8sw+nT3rmWr1DIBATIGI14dMGcQiHzzDO+lwhcEIT8yyhq\nkHVk2N3SsaVF3VJ8GT4/0gxm9HfTrrVvUrGYW1N6+OtU1KkcwpWbKQ63JyQbHBbPdWhSiT1/xVI1\n0pYmytipC36fLUV9YB9YLASPGErSii8w3d+ZkKEDcryOKaq5dztyV6kMhm/dsh0Ia3G+0M9lRMXn\njGAD/Qv9XFmdOKHk3Xc1LFzoOt9eQoKt8MKhQ1k/Js8tEgPo1MnCa695LhAGOHVKwfHjns9qUbeu\nhZUr07nnHpkfflAyb56Ws2c98zr33WchOlpUchOE0iCjOIY5SwCc1+p3oeSb9WRr5qz4M8ftBqMt\nGNapS2XI41N2Hr3q8Pewh+rRqkEkjWuFAWANs10Sl+7codyAPgCUG/gwN28koT5yOMfzmTp08nKL\nbUrlUpyqVW1BzW0KOA8BuEUoHzOGAXzD/7EUbxR2OHo090Bu0iRdtkCYQrQj84dAkmQqVbIwdqyB\nlSvTPZ7CLy0tZ5GOwpHp08fImjXp9vRrffpY2LkzjVq1CjK1XkahyKhyJ9Opk5l339V79IRAEITi\nkzE/OOsCurI2MlwW1agYxMJx7Rxu89Mq7QU5smfWEDzv7JU79v8//XAjNGolTeuEZ+ZW1tmmm/p/\n8J5bzyelpuS9kQeUymB4zBgTNWtaWMYo4gsQEFuArXQjnNs8xWdM5U2UeH7uplqd8+Asy7B8uZr+\n/XVs3erJs1iJrl1NjB5tYPPmNGJi0pgzx4i/F8qzN29upVEjT46ySjRoIFOzpuP7pdXC008bUSrz\n9yPXv7+JU6dS+OyzdH76KY2vv06nVi3xQykIpUXmNInM45Cz4htC6ZM1xRpAusHCmp/PACIY9oaH\n29d0eZ+zVIbme+o73TYiMtjp7VKKCIYLrGpVmY8+0hPZrSlzghZwWtkQACtgRJlnsnWDMpChrGUQ\n6+nH98xnOgmEMoqPPdrO2rUtPP20jg4d/HnwQX9mz9bw6qsapk/XsmePGk+ORmu1Mq+8YuCNN4y0\nbOnd6QBKpS1IDQry3Ou4ytzw1FNm+vRxfaKiVFrJGBUPDJTp39/IokUGQkNtOZGbNhVTIwShtBjZ\n+14gc5pE1lynrsr4CqWLs1LLGVkPdGoRDHva/c1cL05Uq5yEmHmMwFmqOBa20X29tkDtyq9SN4FG\nu2YV2u++5YGbN4iuVp2kxU9i7LSHxN9/AaUSU6do/GfPQLdyOUoXJQH9LTnPRIJIZQlj6cVPDORb\nrBTmSyXTqpWFfftUDhXjYmKUeHpOcIbWrS00bFh0PwZDhpipUcPK0qVq/vhDye3bmWnm8qtqVQvD\nh7sOeBctMhATo3RapGLwYDOPPGLi3DklHTqYadBA/CAKQkk37KF6/Hs9md+OOaae6de5LvHxKfaR\n4bW//GO/r0ntgk+bE0oOKZf5bql6kZ3H00KDtDzQsipWWWbn4at5PwCQFQokq/OBKNmNdGveUOJH\nhhWXL6Ha+zuqXTsIGvUEQS9MRrvrF9Qn/kK7ZRPhk0cTtO17TA91x/TAg6BSoR/9DKZ27bDms3qB\nEujHRmYwt1BtjoiwUqOG1UXpZE8HwjJNm5p5443ca4F7Q5s2Vho0kO8Wncm7XwqFTOPGZjSazIC1\nQgULkycbCXZ+BQUAnQ6mTDESFub45WrWzFYZLjrayujRJhEIC2XGmTNn6Nq1K6tXrwYgNjaW4cOH\nM3ToUCZPnozRaBsx3bhxIwMGDGDQoEF8/fXXxdnkfOnSoiojeza0/31/s0p8+lK0PRAyW3J+14MD\nSkfxCaHg/HUlt+Kbr5IkiccfrOeQv9lPq+LZQc1cP8ZFIAyAVkfClh3c/mWPJ5uZJ7dGhs+cOcO4\nceN48sknGTZsGEeOHOGtt95CpVKh0WhYsGABYWFhbNy4kZUrV6JQKBg8eDCDBg3yWsOluDgCX5yM\n5tedKNLTXY6nKu7cQbd8GYZHBoBeT9CU8Wg3fodkLnjxgpd5k4acZD2D+JaB+X78zZtKfvrJ+6u1\nJEnmlVf0PPOMOaMKYpF65x0Nb7+twWp1r6/R0Wa+/FLPH38oWLFCzaFDSuLjFcydq2XLFjUzZ+pp\n1Mh5QDtkiJnmzS2sXq0mKUmiXj0rI0eavDInWhB8WVpaGq+99hpt27a137Zo0SKGDh1Kjx49ePvt\nt1m/fj2PPPIIH3zwAevXr0etVjNw4EAefPBBypUrebl3dRqVw4hg1kU84I1rbUJJVO1uei/B8yqG\n+TOqV0NqVw6mUrj7CfvvrPmakKGZsaKs02Ju0QoAc6MmKM/94+qhHpXn0KizA+vy5ct56623WLVq\nFc2bN+err74iLS2NDz74gBUrVrBq1SpWrlxJYmKi1xoeNPFpdFs2o0hPB3I/2Cn/PoWUkkzg9Kno\nvl1fqEAYwA89j/EVXzCMObxCb37gAX5Gwv35p2lp3hyUl2nSxMzmzWlMmFA8gbDVCj/8oHI7EAaZ\nevVsK36DgmT27rVNIUlPl7hzR8Evv6gYO9aPVNfl0KlfX+a114y8956B8eNFICyUTRqNhqVLlxIZ\nmVl6eP/+/TzwwAMAREdHs3fvXmJiYmjSpAlBQUHodDpatGjB4cM5UxuVBGHBjjXRe7V1rFSmEXNF\ny6RalYIc/lYpxWmRN7VvUilfgXDa2InIAY4nKMpz5zL/0Kcj6fUornu/EleeYVLGgXXp0qX22xYt\nWgTY8jbGxcXRsmVLhwMrYD+wdunSxfONPrAPze5d7j8gMAjZbEGz6xePtkOHgZeZhxoLVuAIzZnJ\nXLa4XaDD8/ODw8OtLFiQTu/eRbMwLC3Nlv3i1CklAQFWHn3UTIsWVtLS4Nq1/PRNQn33CtbKlRri\n4nKeLJw+rWTFCjXjx4t5X4LgikqlQpXtDDg9PR2NxjZNIDw8nJs3bxIfH09YWJh9m7CwMG7mVoMc\nCA31R6XyvcBy8EP1Ud9tV0REEGHhjj+wGrWCiIggZw/1eSW13a4UZX9GPdyEmUv+sP9dPjzQo68v\nPpvC8Y/uiH/VSIfbFEl3Mttx7iwA4SOHwsGD+X7+/PQnz2DY2YEVYPfu3bz++uvUrl2bhx9+mE2b\nNuX7wJpfUlwcfss+RrNrR+5zTrIxtu+IIi0VxY2c9bILS41tNFMBtOQInzOM4zQhnAQuUoPPeIrv\n6ef0sZIE5cpZSUgo6CixTFiYFZVKwmiEVq0UjBmjp3PnogmE4+Nh+HDHoiDr12t46SUDo0ebqFBB\nJiHB3WeTiY62vZfXr7sOoi9dKvHT3AWhWLkqPuFOUYqEhDRPN8cjEu+2KyIiiJs3k51u4+p2X5Zb\nf0qiou6PbLHQol4Eh8/YYpHkpHRu3vTMpVLx2RTite7+e8cgYzFCWJb70h9/gpS77bAnZjt0KN9t\nc9UfVwFygfeK+++/n44dO7Jw4UI++eQTqlSp4nC/OwfW0FD/XBvn4PBhGDIE/snH/BGNBrp0we/1\n/+I3cqSnK0E4FUEC0ewGoCl/cT+7mUAKXzA8x7ayLPHMMxIaDbz5JhhcF6PLQauFWbMkpk1Tkp5u\n61pICEDRzQ2YPRsOHXK8LTlZ4uOPdYwbp6N8efefq04diUcesV1eqVHD9Xb33KMhIqJoFsKUlLN+\n0U7PKQltLAh/f3/0ej06nY64uDgiIyOJjIwkPj7evs2NGzeIiooqxlZ6j7g4XjapFBLnrmXOH3e2\nsFIoepaKlVBej8XcpClkS2Rgbty0WNpUoGD4559/5sEHH0SSJLp168bixYtp3rx5vg+sCQlpbp+N\nBE9/Ba2bgbBVrcbQbyD6wY8hh4QQ3Dka1eVLbj3W08qRxGT1R3xhGoazQ7JKpWf8eBO9ekn06+fH\n1au5pSCT8fe38uabBoYMsY2iZnnLgaI9U92zxx+cpJi7cgXefVfPxYtqp/dnpVDY5gpv2pROxoWE\nQYMUbNjgR3y845ekbl0LQ4ak4eELDk6VlLN+0U7PyW8bS1Lg3K5dO7Zu3Urfvn3Ztm0bHTt2pFmz\nZsycOZOkpCSUSiWHDx9m+vTpxd1Ur8gt3ZZQeikUEo90qMXKLX8DECIyiviExK07UVy7irVyFaQk\nx8WuWUvipo8cjd/yZUXSpgIFw4sXL6Zq1ao0bNiQmJgYatWq5d0Da3o6qt9+dWtTGUidMRv9uIkA\nBD8+qNgC4Qz3SqcoRyKJhDrcHhFhm2MLULOmzOHDaaxbp2LbNhVnzii4ehVSU20BYfnyVsaPNzJ+\nfOEW/xWVy5clrlzJe25hZKSVH35IJyhLXBEVZWX+fD0ffKDh2DElKpUtT/LMmXoCxWJgQcjV8ePH\nmT9/PlevXkWlUrF161YWLlzItGnTWLduHZUrV+aRRx5BrVbz/PPPM2rUKCRJYvz48fY1H6WNiIXL\nJqVC4v5mlYm6JwKjyUJ4iC7vBwleZ61UGWslW7EO2T/bgjuLxf7flNffwm/5MkxFMFqcZzDs7MA6\nd+5c5syZg1KpRKfT8dZbb6HT6bx2YFWeOoEiLZc0AtmYWt8HKSn4fbQY9a4dHmlDYWjKB9GsuoZf\n92XeFhQkM26ckcjIzMs2kmRLETZkiC3gtVrh0CEFSqUtQMxnWmSva9HCzLFjOQPeihWtDB1q4quv\nNKSm5v4rdP26kjVr1Iwd6ziFpU8fC717p3PxooRWC5Uri8tbguCOxo0bs2rVqhy3L1++PMdt3bt3\np3v37kXRrGIlskmUTUH+GiRJEiPCvkyl4vYvewh7oAMAktXicJ/sH4D6+DHvNyOvDVwdWNeuzVki\nz1sHVu0P37s950sCAl+YjMJiQXXmtMfbUhDmTvfzxQIrq1bpiYlREBAgM2iQLetCbhQKaN3ad8sF\nv/iikZgYJUeOZO5GgYG2IL9ZM5m2bS1s3573xQe93vmnK0lQq5YIggVBKBxRhrdscloOWPA5liZZ\nRn6zjAwDSHcHQpXH/8LSuInX2lAiyjFLJmPeG2WhOXXCSy3JH1mjwXh/Z1LnzkejgVGjSldKsIgI\n+PbbdJYu1fD33woCA2UGDzbZA/j//U/PxIk69u1TYjQ6D3iDg6306lW63hdBEHyLViOC4bLkvUkd\ncGMNv+CDTP9p4/R2xe1bWJze4xklIhg2RnfFb/kypCLIBuEpMmCMakHyex8hB+VSS7iECwiAZ591\nfrJSqZLM+vXp/PGHgr17lXz9tZrz5zN/lJRKmcGDzdSrJ45agiDk30fPd8JqdX78GBRdh6932hL4\ni2kSZUuQv5gWUdLcvJ6IIu66fS5xBlmhsKXS1Xj3My0R1xBMXbqi79uf7Ic8q1ZbLO1xhwRoD+wj\nePQTtsm/ZVi7dlaef97E99+nM3asgYcegp49Tbz9tp7XX89HPjlBEIQstGolflrnYzpSlsl1SoVY\nQScIPk2hyBEIA6RNvZuIQa/36suXiJFhJImU95dgbn0fml93gsmIuXlL9L0eJrRPNxTZU3P4EPXe\n39F89y3G/gOLuynFrkIFmTlzjEREaLl507s7tiAIZVvW+Fch0kkIQokka20ZQKT8FGIogJIRDAMo\nFOhHjkY/crTDzWljxhKw+F0kg28GVxKgOnUCIyIYFgRBKDJZAuCKYUVXjEgQBM+RdXdnABi9GwyX\niGkSuUmfOp3EL77C1LhpjmkUvsJauYrT27Xr1hD8aD/KdW5H8OOD0Pz4fRG3TBAEoXTKOjWib4da\nxdgSQRAK7O7IsP+id5ASE7z2MiU+GAYw39+ZxO27SZv8PObadZDVaizVqpP2xEhMzZoXb9saNkI/\nNGcpZt1H7xP0/CS0O39BffI42p+3EjRxLNo1OdPYCYIgCPkT4Jd54VNkkxCEkkm+u3BOHXOE4JHD\nvPY6JWeaRF4UCtJmzCLthWm2FYnlI8DfH+nqFUIG9kF97lyRNkcGLFWrYapXD93nn2GqU5eApUuQ\n/fwwN2mC34eLkYyOWRgUqSn4rfwMw2PDRMkkQRCEQggN9N0F1oIguEfWZVYNVO/7w2uvU3qC4Qxa\nLdbqNex/ylWqkrR8DeX69UR561auD7X6+WG6pwGq8/+gSElxu9BHdpaAQFAqUV25jOrKZfh+AzJk\nPl8u0yGUp0+h+3ARisRELHXqYhj4KKhK38ckCILgTfdUK0fXllVpWT+iuJsiCEJBaTODYcnivUzD\nZSLKsjZoSOp/38T/3YWo/vkbAHPlKsj+AShvXAfA1KIVaS++jLn1fWC1ol29Es3unUhmC9qQQKzr\nv0HhRvEPGZBSU3LMP3G7gl56GkFzXrE/l27lpyR/sgJrtepuPoMgCIKgkCSGPlivuJshCEIhyCEh\nRfI6ZSIYBjAMehRD335otm0B2YqxW0/QaJBu20aL5bDwzI0VCgxPjMTwxEgAIiKCSOq9Hr9VK1Ae\ni7FVxEtJRpGeniPIlXA/8HVGyvZ/zaGDBE54mqTvfyrEswqCIAiCIJQslqrVHG+QZa9MIy0VC+jc\nptFg7P0wxj6P2KuZyGHhjoGwC6YHu5H0+ZckHD3J7RNnuf33v8hqtbdbDIBm7+8ED+mPlJxUJK8n\nCIIgCIJQ3KxVq5Ey903734qLF7zyOmUrGPYg6eYNJLO5aF4L0O7YTsCMl4rk9QRBEARBEHxB+phx\n9v9LqaleeQ0RDBeQZvcuJLloMxtr9vwK6elF+pqCIAiCIAi+QLNju1eeVwTDBWStWAm5iNOfSYmJ\nSMnJRfqagiAIgiAIviBw7iyvPK8IhgvIFP0A5uYti/Q1LXXrIZcvX6SvKQiCIAiCUJxSZs316vOL\nYLigFApS5r6JuWEj+02yRoOhfUcMLVph8Q9wKA8tA9bAIKwBAQV6Oat/APphT4BCfGSCIAiCIJQd\n1goVvPr8ZSa1mjeYW/2HhJ9/RfvVWhRxsZha34f5/s72+6WbNwl48zUU589iimqJMvYqum/Xu/Xc\nslqNJSwcAgKwVKuB4dGhGAYO9lJPBEEQBEEQfJQyS0l1q9XjA4MiGC4sjQbDsCec3iVHRJDyv0Xo\nli3B//13UF675tZTyhoNiau/xtw52pMtFQRBEARBKHmyBL/K8+ew1L3Hs0/v0WcTclAePULAm6+5\nHQgDWKpUE4GwIAiCIAgCICsyR4YVVy57/PlFMOxlunVrUCTlr1iGtUpVL7VGEARBEAShhMkyTSL4\n/570+NO7FQyfOXOGrl27snr1agBiY2N58sknGTZsGE8++SQ3b94EYOPGjQwYMIBBgwbx9ddfe7yx\nJZEUG5vvx5gaNfZCSwRBEARBEEogdeasXsWdRI8/fZ7BcFpaGq+99hpt27a13/buu+8yePBgVq9e\nzYMPPsjy5ctJS0vjgw8+YMWKFaxatYqVK1eSmOj5BvsqKe462tUrUe/51VY7+y716RP5fy6r1ZNN\nEwRBEARBKLFkjdarz5/nAjqNRsPSpUtZunSp/bZZs2ah1doaFhoayokTJ4iJiaFJkyYEBQUB0KJF\nCw4fPkyXLl281PTipfn+W3SrVqA6dw6S7iClpqCwWpElCVOz5iS/9yFSWhrKK1cK8OxFW9lOEARB\nEATBZ6nVXn36PINhlUqFSuW4mb+/PwAWi4U1a9Ywfvx44uPjCQsLs28TFhZmnz5RWkh3ElFcvYLq\nWAyBM6aicFINTpJlNEcPU67nA+gfG45kNOTrNWSFAtN/2ua9oSAIgiAIQlmQLZWa+rdfMXXs5LGn\nL3BqNYvFwtSpU2nTpg1t27blhx9+cLhflvMe3QwNtQXVERFBBW1G0dDriZj2LGzeDNevg1YLhtyD\nXGVqKgFfrISgIMhHCWWpRw9CnhpW4Bx6Pv9e3lUS2lkS2giinZ5UEtooCIJQ1mTNJgGguFqQq+6u\nFTgYfvnll6lRowYTJkwAIDIykvj4ePv9N27cICoqKtfnSEhIIyIiiJs33Q8Wi0PE1EmwYkXmDXkE\nwnbp6VgqVETpIhi2qtVYw8MhIBBrZAVM7dqT9uyLcCu1YO0sAe8llIx2loQ2gminJ+W3jSUtcLZa\nrcyaNYt//vkHtVrN7Nmz8ff3Z+rUqVgsFiIiIliwYAEajaa4myoIguBI6ThAGPTisxiGPO6xpy9Q\nMLxx40bUajWTJk2y39asWTNmzpxJUlISSqWSw4cPM336dI81tLhIt27Bpk0Ff3xqKhb/AJRpTgJc\njYY7W3ZirVylEC0UBEHI2y+//EJycjJr167l0qVLvP7664SFhTF06FB69OjB22+/zfr16xk6dGhx\nN1UQBMGR0nFkWL47XddT8gyGjx8/zvz587l69SoqlYqtW7dy69YttFotw4cPB6BOnTrMnj2b559/\nnlGjRiFJEuPHj7cvpivJlOfOQmHmPpvNSNk+xAyK1FRbsC2CYUEQvOzixYs0bdoUgOrVq3Pt2jX+\n+ecf5syZA0B0dDSfffaZCIYFQfA5stIxXL117IxHnz/PYLhx48asWrXKrSfr3r073bt3L3SjfIml\nfn2oVAmc5AuWASmPx1vDw5ErVERx+GCO+0z1G2Bp0NAzDRUEQchFvXr1WLlyJSNGjODff//l8uXL\npKen26dFhIeHl7pFz4IglA6WextheLAbhr79MQwaAlJe0Vf+FHjOcFkhh5SDhx+GJUscb5ckrIGB\nLucDZzAizANsAAATuklEQVQMGISlfkOUZ884VKKz+vmjHz7S6+lCBEEQADp16sThw4d5/PHHqV+/\nPrVr1+bMmczRFXcXPatUzq90+YqSNpc7L6I/vqs09QVKQH+2bSE/2Ybz0x8RDLtj8WLSrBKabVtR\nxsViqVYdfd9+GB/qQcjgfigTE3I8RAaMD3Yj7cXpoNViDQnBb81qFFcvY42sgH7Aoxj7Dyz6vgiC\nUGZNmTLF/v+uXbtSoUIF9Ho9Op2OuLg4IiMjc318QkKat5tYKCVhoWZ+iP74rtLUFyg7/XEVIItg\n2B1qNamvv0XqK/9FkXAba/kI+4huwqG/0C1bguLKZeTgYEBCslgw3dcWY8/e9qF800M9MD3Uoxg7\nIQhCWXb69GlWrlzJvHnz2L17N/feey8hISFs3bqVvn37sm3bNjp27FjczRQEQShyIhjOD50Oa6XK\nDjfJQcGkT3mxmBokCILgnnr16iHLMgMHDkSr1bJw4UKUSiUvvfQS69ato3LlyjzyyCPF3UxBEIQi\nJ4JhQRCEMkChUPDmm2/muH358uXF0BpBEATfUbAyZ4IgCIIgCIJQCohgWBAEQRAEQSizRDAsCIIg\nCIIglFmS7E5ySUEQBEEQBEEohcTIsCAIgiAIglBmiWBYEARBEARBKLNEMCwIgiAIgiCUWSIYFgRB\nEARBEMosEQwLgiAIgiAIZZYIhgVBEARBEIQyy+vlmN966y0OHTqE2Wzm6aefZseOHZw4cYJy5coB\nMGrUKDp37uzwmDfeeIOYmBgkSWL69Ok0bdq0SNv4448/kpCQAEBiYiJRUVG89tpr9u2//fZb3nvv\nPapXrw5Au3btGDt2rFfbmJ6ezrRp07h16xYGg4Fx48bRoEEDpk6disViISIiggULFqDRaBweV5Tv\npas2vvzyy5jNZlQqFQsWLCAiIsL+mP379zN58mTuueceAOrVq8crr7zitTa6aufWrVt9br901s4N\nGzb43L4JoNfr6d27N+PGjaNt27Y+tV/m1k5f2zcF98iyjCRJxd0MoZRLSUkhMDCwuJvhMXFxcVSo\nUAGr1YpCUTrGQj12LJC9aO/evfLo0aNlWZbl27dvy506dZJfeukleceOHS4fs3//fnnMmDGyLMvy\n2bNn5cGDB3uziU7bmNW0adPkmJgYh9u++eYb+c033/Rqu7LbtGmT/Mknn8iyLMtXrlyRH3roIXna\ntGny5s2bZVmW5f/973/yF1984fCYon4vnbVx6tSp8qZNm2RZluXVq1fL8+fPd3jMvn375IkTJ3q1\nXe6009f2S1ftzMpX9k1ZluW3335b7t+/v/zNN9/43H7pqp2+uG8KriUmJsrLli2Tz507J6ekpMiy\nLMtWq7WYW1Vwd+7ckS9cuFDczfCYO3fuyIsWLZJ37dol37p1S5blkvv53LlzR164cKG8ePFi2WAw\nFHdzCi0pKUl+++235Y4dO8qxsbHF3ZxC88axwKunBq1bt+a9994DIDg4mPT0dCwWS66P2bt3L127\ndgWgTp063Llzh5SUlGJp4/nz50lOTi6yUavc9OzZk//7v/8DIDY2lgoVKrB//34eeOABAKKjo9m7\nd6/DY4r6vXTWxlmzZtGtWzcAQkNDSUxM9Nrru8tZO/NS1O9lXu30pX3z3LlznD171j6S7mv7pat2\n+uK+KTi3d+9exo0bR3x8PFu2bGH+/PkAJXZ02GKx8NRTT7FkyRKuXr1a3M0ptB07djB+/HjS09PZ\nu3cvCxcuBErm5/Pll18ycuRIgoKCGDNmTI6rWiXNunXr7FcHBw8ejEKhQC7Btda8dSzwajCsVCrx\n9/cHYP369dx///0olUpWr17NE088wZQpU7h9+7bDY+Lj4wkNDbX/HRYWxs2bN4u8jQCff/45w4YN\nc/q4AwcOMGrUKEaMGMHJkye91r7shgwZwgsvvMD06dNJT0+3f1HDw8NzvE9F/V46a6O/vz9KpRKL\nxcKaNWvo06dPju3Pnj3LM888w2OPPcbvv//u9fY5ayfgU/tlbu0E39o358+fz7Rp0+x/++p+mb2d\nvrxvCjYZAxNxcXG0bt2al156iXHjxnHw4EG2bdsGgNVqLc4mFsi1a9fQaDSoVCpOnjyJ0Wgs7iYV\nSmxsLI888ghTp06la9eu1K5d235fSQq8YmNjOXbsGP/5z3/sgXBSUpL9/pK2rx0/fpz4+HgWLFjA\nlClTOHbsGEajsUSepGS4ceOGV44FRTJpZPv27axfv55XX32Vvn378sILL/D555/TsGFD3n///Vwf\nW1RfpKxtBDAajRw6dIg2bdrk2LZZs2ZMnDiRTz/9lGeffZaXXnqpSNoIsHbtWj766CNefPFFh/fG\nnfepqN7L7G20WCxMnTqVNm3a0LZtW4dta9asyYQJE/joo4+YP38+M2bMKLIfhqzt9NX9EnK+n760\nb3733XdERUVRrVo1p/f7yn7pqp2+um+WdWfOnGHevHmsWrUKg8FAamoqgYGBxMbGAtCqVSuWLFkC\nUCLmPl66dInvv//e/ndAQADz5s2jZcuW7Nu3j8uXLxdj6/Ive38CAwPp0KEDd+7cYc6cOZw7d44v\nvvgC8P3R4UuXLvHdd98BUKlSJbp27YpKpWLTpk1Mnz6d119/nblz5wIlZ1/L6E/jxo0ZP348lSpV\nAiAqKopz584VZ/PyLfu+lpiYiL+/P3FxcYDnjgVeX0D322+/8fHHH7Ns2TKCgoIcfnC6dOnC7Nmz\nHbaPjIwkPj7e/veNGzccFrUURRsB/vzzT5eXoOvUqUOdOnUAaN68Obdv38ZisdhHlL3h+PHjhIeH\nU6lSJRo2bIjFYiEgIAC9Xo9OpyMuLo7IyEiHxxT1e+msjbdv32b+/PnUqFGDCRMm5HhMhQoV6Nmz\nJwDVq1enfPnyxMXFuQyuvNXOevXqER4eDvjOfunq/Tx9+rTP7Ju7du3i8uXL7Nq1i+vXr6PRaPD3\n9/ep/dJVOytWrMh3333nU/tmWSbfXQhz4cIF/vvf/zJgwAAOHDjAhx9+SK1atbh06RIffvgh5cqV\nIzIykosXL7Jy5UpGjBjhkwvqsrZp4cKFXLt2jcjISNq2bUtAQABhYWFERkZy8OBBDh06RPny5QkJ\nCfH6b0lBOetP+fLlad++PQ8//DCSJHH58mVGjBhBy5YtefXVV0lISGDChAk+t2DL1WfTrl07GjVq\nxKlTp1ixYgVDhw4lOjqaCRMm8P777/tkX8B5fypUqEDbtm2xWq1IkoTVaiUpKYmAgAAAn+xHhtz2\ntebNm/Ptt9/ywQcfEBIS4rFjgVffieTkZN566y2WLFliX6U/ceJE+1nw/v377Su1M7Rv356tW7cC\ncOLECSIjI726mtNZGwH++usvGjRo4PQxS5cu5ccffwRsIxhhYWFeP3gdPHiQzz77DLBdZk5LS6Nd\nu3b292rbtm107NjR4TFF/V46a+Pvv/+OWq1m0qRJTh+zceNGPv30UwBu3rzJrVu33JrD6+l2vvrq\nqz61X7pqZ2hoqE/tm++++y7ffPMNX331FYMGDWLcuHE+t1+6amd8fLzP7ZtlmclkAmxzu8PCwujX\nrx8zZswAIDU1lV69etGuXTuCgoKYMGECEydO5Nq1a/Yfe1+T0Z8LFy6gUql45JFH+O6775BlGa1W\ni8Viwc/Pjy5dunD06FF7lhhfnVbgrD8bN250CD6qVavGwIEDqVWrFrNnz2br1q0YDAafC7qc9eX7\n779HlmUqVqxIdHQ0Y8aMoVevXpQrV445c+awefNmn+wL5L6vKRQKrFYrSqWSqlWrsnLlSsC3R7lz\n29eaNm3K6NGjadGiBcHBwR47FkiyF79569atY/HixdSqVct+W//+/Vm9ejV+fn74+/szb948wsPD\nmTJlCvPmzUOn07Fw4UIOHjyIJEnMmjXL5Q+/t9o4f/58Pv30U1q2bGkfGQIYO3YsH330EdevX7df\nsjabzUWSGkqv1zNjxgxiY2PR6/VMmDCBxo0b89JLL2EwGKhcuTLz5s1DrVYX23vprI2ffPIJBoPB\nHuzUqVOH2bNn29toNpt54YUXSEpKwmQyMWHCBDp16uS1Nrpqp7+/PwsWLPCZ/dJVO7t06cJrr73m\nU/tmhsWLF1OlShU6dOjgU/ulq3Z+9dVXPrdvlkX79u3jiy++ICIigt69e1O1alXmzJnDc889R506\nddi3bx87d+6kc+fOtG3bluTkZIKCgli2bBl+fn48/vjjxd0FBxn9iYyMpEePHrRq1YqLFy+i0Wj4\n6KOPaNasGQMHDrSn9APbPhkbG8v58+d57LHH6Nu3bzH3IlN++vPvv/8Ctu/Sr7/+yu+//+6w1qG4\n5dWXpk2bMmjQIPvofHp6On5+fuzevZs//vjDYc2BL8jvvpaSksK0adMYPXo0UVFRPndFxd3PJ4Mn\njwVeDYYFQRAEwZUbN24wadIkxo4dS3JyMgcOHKBy5cqEhoaSlJRkz6by/vvvU65cObp168aaNWvY\nu3cvGo2GKVOm0Lx582LuRabs/dm3bx/NmzdnwIABpKen8/vvv7Nx40ZmzJhhv8qQkd8+ISGBSZMm\n5chvXpzy25/Nmzfz+++/c/36daxWK6NGjaJDhw7F3Q0g/32JiYlh+/bt9kXITz31FO3bty/mXmQq\nyL6WkpLCsmXLCAkJYeTIkcXcA0f57c/Vq1fZsGEDe/bs8cixQDk7++RIQRAEQfASi8XCBx98wD//\n/MP58+epXr06/fv3p0aNGoSGhrJmzRoaNWpEXFyc/dKuyWRizZo1PPHEE7Rp04ZKlSoxefJk+8Ig\nX+1PuXLl+Oyzz+jSpQvBwcFotVouX75MXFwczZo14+LFi5w+fZrKlSsze/ZsatasWdzdKVB/YmNj\niYqKQqlU0qNHDypUqMCkSZPsxX9KYl8ypiJmXCEs7r4UtD/Xr1+nWbNmXLp0iYiICGrWrJlj6lpx\nKUx/EhIS6Nq1K1WqVGHSpEmFPhb47qQRQRAEoVSJi4vj2WefJTk5Ga1Wy2uvvcbGjRtJT09Hq9XS\nrFkzWrduzeHDh2nSpAnvv/8+JpPJXm1Rr9cD+MwIXV79admyJU2aNLHPPa9SpQo9evRg7dq19OzZ\nk9OnT3PffffRv3//Yu6JTUH789VXX9GrVy+OHz9OQECATwRbhelLz549OXHiBKGhofac6MWtoP1Z\nt24dvXr14tixYwBUrFixOLthV9j+xMTEoFAoaNeunUfaI0aGBUEQhCJx5coVfv75Z9555x0aNWrE\nv//+y8GDB7l16xbR0dEAhISEEBMTw+OPP861a9fYuHEj+/btY+zYsTkykxS3vPojyzLh4eHs3buX\npk2bkpaWxiuvvELFihV5+eWXad++vU8tZCpsf3whCM5QmvoChevPtGnTSlV/vPH5eD21miAIgiCA\nrQjLuHHjsFqtWK1WqlevztKlS3nppZc4fvw4jRs3JjAwEJVKhb+/P5MnTyY1NZXg4ODibrpT7vZH\np9MRHh5OcnIyI0aM4MEHHyzupjtVmvpTmvoCoj/e7o8YGRYEQRCKREBAANWqVbPnPX3//fd58skn\nCQwM5Msvv7Tn3T1//jxdunRBq9Wi1WqLu9kuudufc+fO2ec+ZuQB90WlqT+lqS8g+uPt/oiRYUEQ\nBKHInTlzBrBNixg2bBh+fn7s27ePmzdvMnv2bPz9/Yu5hfmTV38yih2UFKWpP6WpLyD64w0iGBYE\nQRCKXFxcHL169eLGjRvMmjWLpk2b8uyzz/pU3tP8EP3xXaWpLyD64w0iGBYEQRCKXGJiIm+88Qbb\nt2+nX79+9OnTp7ibVCiiP76rNPUFRH+8QRTdEARBEIrcgQMHOHnyJEOHDkWj0RR3cwpN9Md3laa+\ngOiPN4hgWBAEQShyvlYKtrBEf3xXaeoLiP54gwiGBUEQBEEQhDLLd7J9C4IgCIIgCEIRE8GwIAiC\nIAiCUGaJYFgQBEEQBEEos0QwLAiCIAiCIJRZIs+wIAiCIAhec+XKFbp3707z5s0BMJlMtGrVivHj\nx+Pn5+fycd9//z19+/YtqmYKZZgYGRYEQRAEwavCwsJYtWoVq1atYuXKlaSmpvL888+73N5isfDh\nhx8WYQuFskwEw4IgCIIgFBmtVsv06dM5ffo0//zzDxMnTmT48OH079+fTz75BIDp06dz9epVnnrq\nKQA2b97M0KFDeeyxxxg/fjwJCQnF2QWhlBHBsCAIgiAIRUqtVtO4cWN27tzJAw88wKpVq1i7di1L\nliwhJSWFiRMnEhYWxmeffUZsbCwff/wxK1as4Msvv+Q///kPS5YsKe4uCKWImDMsCIIgCEKRS05O\nJiIigkOHDrF27VrUavX/t3PHOAZFYQCFzxMRejqdmpLilXZgC3bw1qCxCZVEYgMabEGioJDYwItE\nNLjIm3YmU89I3PPVt/hvd3Lz53K/3zmfzz/ObTYb8jxnOBwCEEKg2Wy+Y2R9KGNYkiT9q+v1yn6/\np9vtEkJgNpuRJAm9Xu/X2UqlQqfT8TVYf8Y1CUmS9G8ejwej0Yg0TTmdTrRaLZIkYbVacbvdCCFQ\nKpV4Pp8AtNttttsteZ4DsFgsWC6X77yCPkxSFEXx7iEkSdJn+v612uv14nK5kKYpWZZxPB7JsoxG\no0G/3+dwOLDb7ZjP5wwGA8rlMtPplPV6zWQyoVarUa1WGY/H1Ov1d19NH8IYliRJUrRck5AkSVK0\njGFJkiRFyxiWJElStIxhSZIkRcsYliRJUrSMYUmSJEXLGJYkSVK0jGFJkiRF6wv+qiw82YgsUQAA\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd337e6c9d0>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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rDHyLeEsgZInfl/8nr0wiEvOU/ML6AiC8AN/uT8BLjzqWTEZnMEIuFeN61Q3U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32GlStXIi7u4TDVqi5ckSC2GUDXXwATmD808wDavPisHh4CvuUwO1M32RpkHTtBGt8C2V8shSSu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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd3344cb590>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" EURTRY EURHUF EURILS\n",
"Date \n",
"2018-09-11 -12.028533 -20.289062 -100.0\n",
"(['EURTRY', 'EURHUF', 'EURILS'], array([ -24.69394057, -1804.78961951, -113.58546033]), 122.30044928316562)\n",
"All one way\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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55wIE6iJArTYw7SIQCASC+0i+2A7xt18j9NWXED7lQbvbMNeuml5r4scZ8qb6ECKSCQQP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FpaGk2aNAmIPdb+yc7OZsSIETRu3Ji0tDTbYkdfEJEsCIIguCQjI4OFCxei0+lISkpi0aJFXLhw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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd334501390>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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Kk7hziQnzQ2SIX210qdYsvxaaxjFOGjdH9JXMPRXkr0L3NlGYNaYzBne1R2LL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\nCCGEkG7j/wHFNSaiC2zE0wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd33748ce10>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" EURTRY EURILS EURKRW\n",
"Date \n",
"2018-09-11 8.985824 100.0 -38.532696\n",
"(['EURTRY', 'EURILS', 'EURKRW'], array([ 26.40559979, 162.58599343, -19731.8687737 ]), 100.26511803532699)\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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nrcTHFy2u2UW3bnZycyWfMdZffKHF97krmJabK/Hppzo+/1z4FMqKgiwZKl//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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd33000f090>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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KpRJdunTBsmXLcPr0abz55puIjo4GAMTExGDRokXIz8/H3LlzoVarERwcjHfffRcike2z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\nsYKSZUIIIYQQQqygZJkQQgghhBAr/j+rNtZYOSSMtAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd3305b8190>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "U6bGRybgHMga",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1059
},
"outputId": "6261e71d-5f1f-4fc2-d5ce-ab7b5ec9550a"
},
"cell_type": "code",
"source": [
"#a = pd.plotting.scatter_matrix(cryptos[all_assets].dropna(), alpha=0.2, figsize=(12, 12), diagonal='hist')\n",
"a = pd.plotting.scatter_matrix(ccyEur[all_assets], alpha=0.2, figsize=(18, 18), diagonal='hist')"
],
"execution_count": 20,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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vvY35RT7y8FaO7W2lNT5/IU0UBFrifuRr6VMCUKoaTMyU2bN1fZoV3CkrLljc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1/k3OTmM1DWGn0c7Y9u6nHb/i6u9sVfaSfsB5GthmiuF8NyiYUUokEF2/FIRkRCAYWFfGVdYoUk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u29/Fw0f6eODg3lOhhnqSJBLyqu/WXuGFcGm2wTuXyzx4qIe26a56vlm2RyEXp2O6GCunlVLV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\naTaaFLdQpCfDMi891suxkfSuyQqA2Xwdy3HA88/n/Rv2jpjKJ0738effut
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