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@naoki-maeda
Created November 3, 2016 03:23
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/maedanaoki/.pyenv/versions/3.5.1/envs/test/lib/python3.5/site-packages/IPython/html.py:14: ShimWarning: The `IPython.html` package has been deprecated. You should import from `notebook` instead. `IPython.html.widgets` has moved to `ipywidgets`.\n",
" \"`IPython.html.widgets` has moved to `ipywidgets`.\", ShimWarning)\n"
]
}
],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import poloniex\n",
"import time\n",
"import talib as ta\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"polo = poloniex.Poloniex()\n",
"polo.timeout = 2"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"btc_price = polo.marketChart('USDT_BTC', period=polo.DAY, start=time.time() - polo.DAY * 90 , end=time.time())\n",
"btc_close = [btc_price[i]['close'] for i in range(len(btc_price))]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"eth_price = polo.marketChart('USDT_ETH', period=polo.DAY, start=time.time() - polo.DAY * 90 , end=time.time())\n",
"eth_close = [eth_price[i]['close'] for i in range(len(eth_price))]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"xmr_price = polo.marketChart('USDT_XMR', period=polo.DAY, start=time.time() - polo.DAY * 90 , end=time.time())\n",
"xmr_close = [xmr_price[i]['close'] for i in range(len(xmr_price))]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"etc_price = polo.marketChart('USDT_ETC', period=polo.DAY, start=time.time() - polo.DAY * 90 , end=time.time())\n",
"etc_close = [etc_price[i]['close'] for i in range(len(etc_price))]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"xrp_price = polo.marketChart('USDT_XRP', period=polo.DAY, start=time.time() - polo.DAY * 90 , end=time.time())\n",
"xrp_close = [xrp_price[i]['close'] for i in range(len(xrp_price))]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = pd.DataFrame({'BTC':btc_close,'ETH':eth_close,'XMR':xmr_close,'ETC':etc_close,'XRP':xrp_close})"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"change = df.pct_change()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/maedanaoki/.pyenv/versions/3.5.1/envs/test/lib/python3.5/site-packages/numpy/lib/function_base.py:3834: RuntimeWarning: Invalid value encountered in percentile\n",
" RuntimeWarning)\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>BTC</th>\n",
" <th>ETC</th>\n",
" <th>ETH</th>\n",
" <th>XMR</th>\n",
" <th>XRP</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>89.000000</td>\n",
" <td>89.000000</td>\n",
" <td>89.000000</td>\n",
" <td>89.000000</td>\n",
" <td>89.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.002887</td>\n",
" <td>-0.010897</td>\n",
" <td>0.000404</td>\n",
" <td>0.016741</td>\n",
" <td>0.004851</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.014124</td>\n",
" <td>0.053486</td>\n",
" <td>0.028041</td>\n",
" <td>0.127651</td>\n",
" <td>0.065610</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>-0.027844</td>\n",
" <td>-0.189386</td>\n",
" <td>-0.060153</td>\n",
" <td>-0.131021</td>\n",
" <td>-0.199798</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>0.059739</td>\n",
" <td>0.225876</td>\n",
" <td>0.094858</td>\n",
" <td>0.808490</td>\n",
" <td>0.485570</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" BTC ETC ETH XMR XRP\n",
"count 89.000000 89.000000 89.000000 89.000000 89.000000\n",
"mean 0.002887 -0.010897 0.000404 0.016741 0.004851\n",
"std 0.014124 0.053486 0.028041 0.127651 0.065610\n",
"min -0.027844 -0.189386 -0.060153 -0.131021 -0.199798\n",
"25% NaN NaN NaN NaN NaN\n",
"50% NaN NaN NaN NaN NaN\n",
"75% NaN NaN NaN NaN NaN\n",
"max 0.059739 0.225876 0.094858 0.808490 0.485570"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"change.describe()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10e32c358>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Lf8zb2toQi8XQ1NRkO3bMmDE48MADbfcdcMAB2LFjR7+es6srzT3JLSRJRFNT\nnNfFodLr0t2VKRwfEtHenkSyJ2t8rqsrjfb2pO/nGhS+VtzxurjjdSnFa+KO18XdcL4ulSZ0PA1K\np0yZglAohDfffBMzZ84EAKxevRpTp04tOXb69Ol4/fXXbfd98MEHOOGEE/r1nIqi2tYBUgGvi7u+\nrksuV2h0CoVFyLIKy+x85HNKXV5Tvlbc8bq443UpxWvijtfFHa9LeZ4ubIjFYjjppJOwePFirFu3\nDs8//zxWrlyJ+fPnAyhkTbPZQubpO9/5DjZu3IgVK1Zgy5YtuPXWW7Ft2zaceOKJXp4SUb/Ixe77\nULGMb2104kgoIiIi/3i+2nbRokWYOnUq5s+fjyVLluDCCy/EvHnzAABz587FqlWrAAAf+9jH8B//\n8R944YUXcMIJJ+DPf/4z7r77bowdO9brUyKqmFKcU6o3NNlGQrH7noiIyDeelu+BQrZ06dKlWLp0\nacnnNmzYYLs9Y8YMPP74416fAtGA6SUVKVwIRq3D8zmnlIiIyD+cS0BkIeft5XtBECAU41JmSomI\niPzDoJTIQs+UhsLmj4ZYLOEPt25JIiKiIDEoJbIwG53MHw2pWMJX2ehERETkGwalRBay0ehk7uSk\nd+CzfE9EROQfBqVEFgrL90RERFXBoJTIQm90kqzle2ZKiYiIfMeglMjCbHSylO+LmVKOhCIiIvIP\ng1IiCyMoDVnL98yUEhER+Y1BKZGFc04pYDY6cZtRIiIi/zAoJSpSFBVaMe60NjpJLN8TERH5jkEp\nUZE+Dgpg+Z6IiChoDEqJipTi4HzA0egkciQUERGR3xiUEhXpTU6AYyQUM6VERES+Y1BKVGQt34et\nw/NFbjNKRETkNwalREWypXwvhTinlIiIKEgMSomKyjY66SOhWL4nIiLyDYNSoiLrmlKOhCIiIgoW\ng1KiIn1wPuAYni9xTSkREZHfGJQSFZXLlLJ8T0RE5D8GpURFiuy+ppTleyIiIv8xKCUqspbvbd33\nIueUEhER+Y1BKVGRXr4XJcEIRAu39Uwpg1IiIiK/MCglKtKDUmvpHrCsKWX5noiIyDcMSomK9PK9\ndd97gNuMEhERBYFBKVGRUi5TykYnIiIi3zEoJSrKFzOlUtnyPTOlREREfmFQSlSkZ0rDJeV788eE\nJXwiIiJ/MCglKtIbnUoypZLZic8SPhERkT8YlFLgujrSeObxt7Hp3d3VPhWbco1O1vFQzJQSERH5\ng0EpBW5VbGyNAAAgAElEQVTD2p3Y/I82/PXF96t9KjZlR0JZyvccC0VEROQPBqUUuEwmDwBI9eSg\nabWTeZTz7kGpZCvf1875EhER1RMGpRQ4OVcok6uqhnxO6ePo4MhyufI9G52IiIj8xqCUAqeXyQEg\nk85X8Uzsys8pNTOlLN8TERH5g0EpBU6fBwrUVlBqlO/DvZTvmSmta5qmIdmxEamuj6p9KkREww6D\nUgqcnKvRoFTWh+f3Ur5nprSu5ZJbseu9h7Bx9Z1Q1dp5bRIRDQcMSilw+by1fC9X8UzsyjU62cv3\nzJTWs3x2HwBAlTNQ86kqnw0R0fDCoJQCp2ckgdrJlKqqZpTmneV7zikdPjRLdlTTaucNExHRcMCg\nlAJnK9+naiMoVSyBcijUyzajLN/XNU3NmR9rtTMZgohoOGBQSoGzle8ztRGUWs+pJFPKRqdhw7qO\nVFOZKSUiChKDUgqcbOm+z9ZI+V6xjKkqWVMqcken4cKWKWVQSkQUKAalFChN0xxzSmvjD781UHZ2\n33NHp+HDvqaU5XsioiAxKKVAyXl7prFW1pRaA2U2Og1fqsJGJyKiamFQSoGyDs4HamdNqdxb+V5i\n+X64YPmeiKh6GJRSoGRnUFoja0qt5xUKO4fns3w/XNjK9yrL90REQWJQSoFylu/lvGqbW1otvWVK\nbSOhVGZK6xnnlBIRVQ+DUgqUs3wP1Eazky1T2suOTsyU1jeOhCIiqh4GpRQoZ/keqI1mJ9tIKEf5\nXhAECMW4lNuM1jcOzyciqh4GpRQoZ/keqI11pdbyvRQq/bHQS/gs39c3jZlSIqKqYVBKgXIr32dr\noANfz+AKgn0NqU4v4bN8X9/smVIGpUREQWJQSoFyLd/XUKbUWbrX6bs6KcyU1jWV3fdERFXDoJQC\nZc2U6jsl1USjkx6UupTuAWZKhwNNUwHLOlJmSomIgsWglAKlrykVJQHxhgiA2mh00jO45TKlksig\ntN5ZS/eF2wxKiYiCxKCUAqVnSkMhCbFYGEBtlO+VPjOlbHSqd9YmJ4Dd90REQWNQSoHSM5LhiIho\nPASgNrYa1TO4bp33gFm+50io+qU6g1JmSomIAsWglAKVz5sNRfFE7WRK9V2lypfv9Uwpg9J6pSmO\n8j3XlBIRBYpBKQXKyJSGJUTjhaA0O6QanVi+r1cl5Xt23xMRBYpBKQXKbCgSjTWl6ZpodNIzuCzf\nD1eqs9GJmVIiokAxKKVA6eX7cFhCrJgpzWXlqjcQGeX7UO9zSqt9nuSf0kwpg1IioiAxKKVAyTlz\n7Was2OgEANlMdQMAI1NapnwvcU5p3WP3PRFRdXkelOZyOVxxxRWYPXs2jjrqKKxcubLPr9m2bRtm\nzJiB119/3evToRpjNhSJiBUbnYDqNzsZI6HKle/Z6FT3OKeUiKi6Qn0f0j/Lli3D+vXr8cADD2Db\ntm247LLLMHHiRBx77LFlv+bqq69GJpPx+lSoBrmV74Hq7+qkB8tSufK9saaU5ft6VTISimtKiYgC\n5WmmNJ1O49FHH8VVV12FyZMnY968eVi4cCEefPDBsl/z1FNPIZVKeXkaVMOsOyfZgtIqNzv11ehk\nlO+ZKa1b7L4nIqouT4PSDRs2QFEUTJ8+3bhv1qxZWLt2revx7e3tuOWWW3DttddC0/jHfjiwjYSK\n1U75vs+RUHr5npnSulVSvmemlIgoUJ4GpXv27EFzczNCIXNVwKhRo5DNZtHe3l5y/A033ICvf/3r\nOPjgg708DapheUtGMhKVIBb3lK/mrk6aplm2Ge2rfM83T/WKOzoREVWXp2tK0+k0IpGI7T79di5n\nz0K88soreOONN7BkyZJBPackcYCAlX49avG6qKoZ/EWjIWNdaSqZQy4rl81SeqG365LPm2XaSFRy\nPQ/9Pk3VfD3PINXya6UaBM3xxkhT6ubf2gt8vZTiNXHH6+KO16Vvngal0Wi0JPjUb8fjceO+bDaL\nq6++GosXLy4JYvurqSne90HDUC1eF+vYp5HNCbS0NKBhRASpZA6aArS0NPh+Dm7XJZU0X7P6eTkl\nElHj4yDOM0i1+Fqphvat9iy4pil192/tBb5eSvGauON1ccfrUp6nQem4cePQ0dEBVVWNNXhtbW2I\nxWJoamoyjlu7di22bt2K888/37aW9Oyzz8bJJ5+Mq6++uuLn7OpKsyPaQpJENDXFa/K6pHrM4C+X\nl9HenkQ4UiiXd3ak0N6e9O25e7su3Z3m5IdsLu96Hnm5EFDn84qv5xmkWn6tVEM2Y2+41FQZ+/b1\nQBCEKp1RbeHrpRSviTteF3fD+bpU+gbf06B0ypQpCIVCePPNNzFz5kwAwOrVqzF16lTbcdOmTcOz\nzz5ru++YY47Bddddhzlz5vTrORVFNZpUyFSL18W6blQQBciyajQ7pZP5QM7X7bpks2YGVxCEMudh\njoSqtes6WPX4PQ2EIudK7pPzeQii55PzhjS+XkrxmrjjdXHH61Kep79tY7EYTjrpJCxevBjXX389\ndu3ahZUrV+KGG24AUMiaNjY2IhqNYtKkSSVfP3bsWLS2tnp5SlRD8jlz7WY4XMiQRou7OlWz0Um2\nrCkt233PHZ3qnnMkFFAo4Qvej3MmIiIXnq+2XbRoEaZOnYr58+djyZIluPDCCzFv3jwAwNy5c7Fq\n1SrXr2OJrP5ZG4r0eaDx4q5O1RwJZX3HGgq7d99LIueU1js9KLVmRtmBT0QUHM9TALFYDEuXLsXS\npUtLPrdhw4ayX/fuu+96fSpUY/QB9YA1U1oISrNpGZqmVeXNifW8ymdKC/cPt3VAw4kelIpSHIra\nXbiPs0qJiALDuQQUGFuZvBiUxoprSlVVQy5bnR109C1GreflpM9TVRWNGz3UKbU4PF8MmZ2xmsZd\nnYiIgsKglAJjLd+Hi+V761aj2SqtK1XkvjOl1rlyDErrk54plaxBKcv3RESBYVBKgbGVyfVMadxc\nQVKtdaV523n13ugEsNmpHmmaZmwzKkqWGYIs3xMRBYZBKQXGtXyfMDOl1QpKFWv5vtw2o6IZlHKr\n0fpjXTtqz5SyfE9EFBQGpRQYvXwvSYIR5FnL95l0dbJS1gyuNSNqJVrK96rKZqd6Yx0HJYYS5v3M\nlBIRBYZBKQVGD/6szUTRmKV8n6pOplQfCRUKi2W7/yWW7+uaNSjlmlIioupgUEqB0cv3+taiACCK\nIiLR4gD9KpXv9e77cqV7AMa2uQDHQtUjfT0pwO57IqJqYVBKgdHL986xS7Eq7+qk5M1MaTm2RicO\n0K87qrV8LzEoJSKqBgalFBijfO8Yu6Q3O2Wr1X0vu5+XFcv39U1TzEwpy/dERNXBoJQCo2dKwyWZ\n0kJQmq7SmlIl37/yPRud6o+90YkjoYiIqoFBKQVGX1MaijiC0pi51Wg1WBudyrGW7zkSqv7YGp1Y\nviciqgoGpRQYfUh92BH86ZnSaq0p1ZcVSL2W7y2ZUjY61R3V0ugkSBFAKPx7s3xPRBQcBqUUGLlM\nmdxodKrp7ns2OtUzW/lejEAUC2+UOKeUiCg4DEopMPly5ftio5OcV227PgWF5XsyglJBhCBKEESp\neD/L90REQWFQSoGR+yjfA9XJliplpgJYsdGpvunle0GMAABEsZC9Z6aUiCg4DEopMHKZOaXRWHW3\nGs3L7udlxZFQ9U3PlOple8EISpkpJSIKCoNSCkxfI6GAKmVKK5hTKlobnbimtO7oQalQDEr1TCnY\n6EREFBgGpRQIVVWNDKNz7abe6AQA2Sp04Bvd972tKRWta0pZvq83mqN8L7B8T0QUOAalFAg98ANq\nL1NaSfc9y/f1TXWU7401pWx0IiIKDINSCkTe0lXvXLsZCktG9jQT8K5OmqaV3f7Uio1O9U3fZlQo\nWVPKTCkRUVAYlFIgZFtQWvqyMwboB9zoZC3F99boxJFQ9U3T9DWlju57riklIgoMg1IKRD5XvnwP\nmFuNBl2+15ucgN4zpYIgQCjGpSzf1x9NsTc6sfueiCh4DEopEPq6TcA9IxnVd3UKuNHJuta1t+H5\ngLnVKMv39cdcU8o5pURE1cKglALRV/k+nqhOptQWLPfS6ASYJXxmSuuP2X3vyJSy0YmIKDAMSikQ\nfZXvo/qa0oAbnayZUqmX8j1gNjspzJTWHeecUj0oBTOlRESBYVBKgeirfG+uKQ02CJDl/pTvmSmt\nV6ojUypyTSkRUeAYlFIgrCOhXBudipnSXFYOdM2mbVlBX+V7kUFpPdI0FSgGn6LkGJ7P7nsiosAw\nKKVAyLneM5L2XZ2CCwT6kynVtxpl+b6+6KV7wC1TyqCUiCgoDEopEHqmNBQSIQhCyedjiers6mTr\nvu9rTSnL93XJHpQ6M6Us3xMRBYVBKQXC2MqzzIB621ajATY7KX2sdbWSio1OqsJMaT3R15MCLtuM\nMlNKRBQYBqUUCL18Hy5TIrcFpQE2O8kVDs8HLJlSlZnSeuJWvje77xVoGv+9iYiCwKCUAmGU78tk\nI6Ox6pfv+xwJVQxKuc1ofdEsmVLnmtLCASzhExEFgUEpBULuIyiNRCWjuz3IXZ30ZQVSmbWuViLL\n93VJ32IUKF1TCrCET0QUFAalFAg9I1mufC8IgrHVaLYKmdK+SveAZU4py/d1RbWU751rSgE2OxER\nBYVBKQXCKN9HyjcT6etK0wE2OulrSvsaBwVYdnRiprSu2Mv3zJQSEVULg1IKhFG+72VAvb6rUzbA\nRie9+76vwfkAG53qVW9zSgufZ1BKRBQEBqUUCD1TWq58D5iZ0mo0OvWrfM9Gp7qiunbfm29SuNUo\nEVEwGJRSIIzgr5fyvb6mNNhGp8J5STVevs/nZOze0cXxRD7QLPve681u+trSwgHMlBIRBYFBKQVC\nNjKlfa8pDTZTOjTK9//v0bfx2H1r8I+3dwX+3PVOL98LlkBUYPmeiChwDEopENZtRsvRtxrNpuXA\nMoK5bCHgiEQrCUqrNxJqz85uAMCObZ2BP3e9cw9KWb4nIgoag1IKRCXle73RSVU15LLBBAKZjGx7\n7t5IYnUypaqqIZ8rXI+e7mygzz0c6NuMisXO+8LH5uuBmVIiomAwKCXfKYpqBHKVlO8BIBvQulL9\nefT1rL2p1o5O+ZwZFPV0ZQJ97uGgz/I9M6VERIFgUEq+09dtAuV3dAKAmCUwDGpdqT5+yhoQl2Ps\n6KQGW763Zo2TzJR6ztropBNt5XtmSomIgsCglHyXt+wvX8lIKCCYAfpyXjG676MVlO/FKo2E0te9\nFj5WbLdp8FRFz5Sa5XvBVr5nppSIKAgMSsl3FWdKE5byfQCZUn09KWDP0pYjSdUZCZV1BKE9XcyW\neknTCq810ZYptbwemCklIgoEg1LynTUo7W1NaTRmLd/7HwhYA9+KMqVVanRyZkZ7urmu1Euaa6bU\nUr5noxMRUSAYlJLvrOX73vaYF0URkWhxgH4AmdKsJVNqDYjLsZbvgxxi75xEwEypt9zWlAqCCAiF\n1yobnYiIgsGglHxXafkeMMvoQezqZA18K2l0kkTzxyXYoJTlez+pLt33ACAIhdciG52IiILBoJR8\nV2n5HrDs6hRAo1O2n2tK9UwpEOxYqNKglOV7L2nGnFJHUFos4bN8T0QUDAal5LtKy/eA2ewURPle\nfw5RFPrM4OrH6YLswC9dU8pMqVc0TbPMKY3YPmdmSlm+JyIKAoNS8l2/MqUxc6tRv1kH5wuC0MfR\n5jajQLCzSrNcU+ofTQFQeIMhSM5MKYNSIqIgMSgl3+lbZAKAFOojU6qX7wNZU1r5FqMAINVK+b47\nG+ia1nqmbzEK2LcZBQBBYPmeiChIDErJd/qA+lBY7DMjqXfBW9d7+sXMlFYWlIqWRic1wFmlzqBU\nkdXAdryqd3rpHnBpdNJnlbLRiYgoEAxKyXf5Yvm+r9I9YAal+Zzi+5B6M1Pad5MTYG90CnJWqR6U\nWsdWsYTvjV6DUn1NKXd0IiIKBINS8p1cLN9X0kxkDbz83k5TH55faabUWr73o9FJ1VS0ZzpK7tfn\nlLaObjDuq7TZSVU1ZlV7oVnK96WZ0mL5nplSIqJAMCgl31nL932x7qzkdwlf32a04kyppXzvRxb3\n3ncewlWvXI/VO9+w3a8H5y1jzKA0WWGm9OmH38J9v34F27eWBrtkzigF3NaU6plSBqVEREFgUEq+\nG0j5HvA/KO33mlKfy/f/aH8fALCx+H+dHpQmEmGjEaySrUazmTw++rADqqph2+Z2j8+2PmhKb5lS\ndt8TEQWJQSn5bqDl+6yPHfiyrEAuzk+tZItRAJAk/xqdNE1DUk4BAJL5pO1+vXwfiYYwoikKoLI1\npe17U8bHqWSulyOHL/ua0jLd9yzfExEFgkEp+c7MlFZSvg8mU2rfzanS7nv/RkJllSxUrRDo9liC\nUuu+95FoCCMaKw9KO6xBaQ+DUjf28n2ZTCkbnYiIAuF5UJrL5XDFFVdg9uzZOOqoo7By5cqyx/7p\nT3/CySefjBkzZuCkk07CCy+84PXpUA0w15RWkikNZk2pfd/76nffJ/Np42N7UGpeA1umtIJGp459\n1kwpu/Xd2Bud3NeUciQUEVEwPA9Kly1bhvXr1+OBBx7A4sWLsWLFCjz77LMlx23cuBHnn38+Tjnl\nFDz11FM49dRTccEFF2Djxo1enxJVmV6+r2RNqRQSESoO2Pc1U2rZMSpa8fB8/8r3KdkMIMsFpdGY\nhBFNMQBAsoIB+u1tLN/3xSzfi0a3vc7ovmejExFRIDwNStPpNB599FFcddVVmDx5MubNm4eFCxfi\nwQcfLDn26aefxpw5c/C9730PkyZNwve+9z0cccQRWLVqlZenRDVAL99XkikFrAP0/VtTan3sSteU\nWsv3XmdKU5ZMaSqfNkr5zkxpQ7F8r6pan4FmuyVTmk7muQuUC2Pfe6n0jYnRfc9GJyKiQFT217hC\nGzZsgKIomD59unHfrFmzcNddd5Uc+/Wvfx35fGnQ0dPT4+UpUQ3QG4oqGQkFAJFYCMmenM/l+wGs\nKZX8GwmVtGRKNWhI5lNojIwoXVNaLN8DhXWlDSOicKMoKrrazUBXVTWkU3kkGiKuxw9X+jajouAS\nlBrd98yUEnklLacRESOQxMqSFDS8eJop3bNnD5qbmxEKmbHuqFGjkM1m0d5uH0lz4IEH4tBDDzVu\nv/fee/jb3/6GOXPmeHlKVANkufLyPWCW0/1tdCq8IRJFAeFIZeflb6Y0Zbutd+BnnWtKG+1BaTmd\n7Wk4E6NplvBLmJnS0mDd6L5n+Z7IE9t7duLyv1yLW/7+76zckCtPM6XpdBqRiP2Xu347lyv/B3Hf\nvn04//zzMWvWLHz5y1/u13Na1/mReT1q5bpomoZ8rpBVjMRCxnrR3sSLmctcVq7o+Eo4r4uegYzG\nQxUHy5Go5TgNnp0bAGRU+9zRtJpGKCRCkc1MaaIhDEEwf77SyVzZc+jqSJfcl0nnbcfX2mulKjT9\nzUnYuDb69RCLJX1NUzz9tx6q+HopxWvirtx1+UfnJsiagg+7tyKrZTAi3OD25XWLr5e+eRqURqPR\nkuBTvx2Px12/pq2tDQsWLIAgCLj11lv7/ZxNTe6PO9zVynWRZcV4RzxyZBwtLX3/EmocWWjmkfNq\nRcf3h35dtGKms6EhWvFzKLJZso/Fwp6em7LFvpRFi8hoaWmAKJi/xMaMaQIANDbF0N2VQT6nlD2H\nTLKY3RMA6AkJVXA9vlZeK9WwL1S4OOForOTaxBPF66IpaG5OQBAE55cPS8P59VIOr4k753XJbjHf\nfIcSQEvj8ApKdXy9lOdpUDpu3Dh0dHRAVVVjS8a2tjbEYjE0NTWVHL9r1y6ceeaZkCQJDzzwAFpa\nWvr9nF1daV+2fByqJElEU1O8Zq6LdfRSLi+jvT3Zy9EFxTgMqZ5sRcdXwnldujoLmcRwRKr4Oazl\npp7ujGfnBgB7uzttt3e270N7QxKdxYxnJGqeZ6Ixgu6uDNp295Q9h+3bCtuKto5qQEd7CqqiYc/u\nLtvxtfZaqYZsprBsQlXN66tfl2zO/Pfet6+zZI7pcMPXSyleE3flrsvuzr3Gxzv27kVMHl5B6XB+\nvVSaxPE0KJ0yZQpCoRDefPNNzJw5EwCwevVqTJ06teTYdDqNhQsXIhwO4/7770dra+uAnlNRVGMO\nJplq5bpYg1JRFCs6p3Ck8LLMZGTPvwf9uqRThfOKREP9eg5RFKCqGvJ5xdNz68nZ15R2ZXogy6px\n/aznqTc3dXdmyp7Dvj2FAKt5VBy5nIyerix6urKux9fKa6UaVH2bUSFceg00s8Qm5/MQJTZmAMP7\n9VIOr4k753Vpz5hvvrsyScgNw/Oa8fVSnqcLG2KxGE466SQsXrwY69atw/PPP4+VK1di/vz5AApZ\n02y20Jxx5513Ytu2bVi6dClUVUVbWxva2trYfV9n8nnzBy8cqezlpo9oyucUqKo/P7j6nNJKB+fr\n9GYnvxudevKFnwN9JFQkap6nOUDfvg5Vp2maMTi/ZVQDEiMK61A5q7SU3sTkHJxfuC9kOY5joYgG\nqzPXbXycdvzOIwJ8GJ6/aNEiTJ06FfPnz8eSJUtw4YUXYt68eQCAuXPnGnNIn332WWQyGZx66qk4\n6qijjP+uu+46r0+JqkjOm3/M+zunFPCvAz9T7L6PVjgOSqfv6uT1NqMp2d6YpGdOzaDUvHZ6B36q\nJ+catCd7csgXNyxoHpUwxkBxq9FSxkgol9K83n0PcCwUkRe6sl3Gx87feUSAx+V7oJAtXbp0KZYu\nXVryuQ0bNhgfc0j+8JC3BKWVj4SyB6XxhPezNfWyeKzCwfm6wlpp7zO4ybIjoQrXzy1TqmlAsjtn\nNIbpOvaa60ZbRiWQKJb7mSktpSnFkVBuQaktU8qglGgw8kreFogyKCU3nEtAvpIt5ftKh+dbt/30\nI1OqyKpxXv3NlErFTKnqdaa0pHxfCCz1TGnUFpSaQWhPV2kJv32v+VjNrXE0NLB8X45WzJT2GZRy\nVyeiQemylO4B+y52RDoGpeQr2YNMqdcGssWoTt/VycvOybySR644xD1UDIScQaktU2odoN9dOkC/\noxiUjmiKIhwJGWtK8zkF+RwzflbG8Hy3NaUs3xN5ptMRlFp3sSPSMSglX+UHvaa0dCvawcpk+r/F\nqM6PRidrGWtMfBQAt6DUvHbxhohxHm67OumZ0ubWBADYthZNcl2pQdNUI9h0HfckWN6wsHxPNCjW\n9aQAkGamlFwwKCVfDax872+m1Dqmqt9BqQ/le+t60rGJMQCAnJJDVs4ZO09ZM6WiKKChmP10C0r1\nTGnLqGJQOsIMSlnCN+lZUsB9m1GR5XsizzgzpVxTSm4YlJKv9PK9IFS+tVooJEEqbuvoS/k+bT5m\nf8v3UnFTCNXD8r31l/O4YlAKAJ1J85e4NSgFgIbiulLnWKhcVjayoc2jSjOl7MA32YJSt0ypaCnf\nM1NKNCidjkwpg1Jyw6CUfKWX70NhqV/bNOpd8f6vKR3gSCgPy/e2TGl8tPFxRy9BqTGr1JEp1eeT\nAmamNM6g1FVfQakgMFNK5JXOnCMoZfmeXDAoJV/pmdJKm5x0ESMo9WFNaTFTKgj2tZqVMMv3HmZK\nXcr3ANCZMkc7RWP289SbnZyNTu1tls77YlAqSaKxTIHle5M+oxQAxL6G57PRiWhQurLO8j0bnagU\ng1Lylb6mtNL1pDo9g+lnpjQaC/crewvoc0q9XVOql7FEQcToYqMTAHQnzV/a5TKlmVQesmxm8dqL\nmdJIVLKV7Y1dnXpK16AOV31nSlm+J/KKM1OaVXJQuFMaOTAoJV9Zy/f9EfWxfG8Mzu/nFqOAOafU\ny/K9nilNhOIYEU4Y9yfTZnmrJChtNGeVJi3ZUr3JqXlUwhZwN3Cr0RKaJVPKOaVE/tIzpc3RkcZ9\nXFdKTgxKyVcDLd/rQWnOl0xpcSB9PzvvAWum1LvyfbL4izkRikMSJcRDcQBAKm0Gm+UypYB9Xak+\nDqqlNWE7Ps6tRkuolkypa/nekinlSCiigVNUxRhzN6FhnHG/c9MQIgal5Kt8bqDl+0IQlvFlTenA\nthgF/BkJZWRKi1nSxnADACCdMQNI59pXt6BUUVR0tRcCXH09qU7PlCaZKTXoW4wC5cr3IiAUXrfM\nlBINXHe+BxoKvzNtQSkzpeTAoJR8pa937H/53s81pbLtOfrD2GbUh+77RLiQIW0oBqX62ldREhAK\n2a9fLB42xmbpzU5dHRnjvFpGNdiOTzSYa1C93I1qKLOX70szpYDZgc9Gp6Fvz85uvPnqFu5qVgXW\ncVDjG8YaHzMoJaf+p4qI+iE/yPJ9PqdAVVWjbO6FbDFTGh3AmlL9PLwM7PQu1IZQIbs5IlL4fy6n\nIITS0j0ACIKAEY1RdLan0dNVmFXasbe0815nHaCfTuVtW5UOV2pfc0pRWFeqqTk2OtWB559aj459\naQACph8xqdqnM6xYg9IJDeONj5Ms35MDM6Xkq4F33/u3q5O+zWh/d3MCLOV7TzOlxTWlxfL9iPAI\nAIBc3M0p6hKUAkCDYyxU+97Cmi1RFNDUHLMdax+gzw58wLLvvRAqO4VBX1fK8v3QpmkaujqKb972\nMRAKmnU3p/EJZkqpPAal5Kt8bnCZUsDboFRRVOOcYgMo34uSHzs66ZnSQvl+RLF8ry95LDdL1TlA\nX8+UNrXES3bP4lajpfTyfbksKWAp3zNTOqTJecV4I8nXf/D0fe9jUhSJcByR4ra+aQ7QJwcGpeSr\nwa4pBbwNSm1bjA5kJJRYHAnlUaOTqqlIy4UMjp4pbSj+XzWCUvfzdAal+ozSFkfpHuBWo26MTGmZ\n9aSFz+lrSpkpHcoylp97vv6Dp2dKm6KNAAqTRgBmSqkUg1LylV6+D9dI+T4ziC1GAe/L99Zfynow\nOiJSKN+LcuEalA1Ki7NKc1kZ+Zxsm1HqFImGjCUU/KNcoK8pFaReXgf6WCg2Og1p1p3hmCkNXldx\ncN1kZpgAACAASURBVP7ISBMAS1DKTCk5MCgl32iaZpTKBzo8H/B2q1F9HBQwsOH5XpfvrXP6Ekb5\nvrg9qNJHUGoZC7VrezdyxTWozhmlxuM3cIC+lV6+d5tRqjPWlLJ8P6RZM6XpZA6a5t2acOpbZ3Fw\n/shoISjV34AzU0pODErJN9YO9cEFpT6V7weSKRW9zZQmLZkCs9GpsKZUVArnV3ZNqaWDfts/242P\nW0aXCUpHFI5nprTALN/3sqaU5fu6YH1jq6qa7c0p+a9LL99H7OV7dt+TE4NS8o1eugf6X74PhSRj\nDqen5ftBZkr1BiKvRkLpTU6AtdGpUL7vT6Z02z/3GR83l8mUmgP02X0PsNFpOHH+DmG1IDiqphpB\nqZ4pjRdnMqeZKSUHBqXkG710D/Q/UwqY2VI/glJBKB/s9cbIlHrU6GTNFBiZ0kgC0ACxGJSWGwkV\niYYQjhSu656dPQAKgWe570sv36eZKQVgrinttXwv6iOhGJQOZc7MaJpBaWB68kmoWuFNvDNTyvI9\nOTEoJd/o+94DMIKn/jCDUu/XlEZj5WdT9sba6OTFujTrQn/9F3VMiiGsRiCg8FzlgkxBEGzZUsC9\nycl4fMtWo1xTV2H5XmD5vh4439gm+cYsMPp6UsDa6FRcU8ryPTkwKCXfyLJlTWmo/y81PzKlg9li\nFIBt/qcX60qTxfJ9TIpBKmblBEFAo9hoHFNuTSmAkp2Z3MZB6fRMqapoyGWZ+askKIVRvmdQ6gdN\nC2bLW2emlOX74Oid9wAwsjgSqqFYvs+peeS5NIYsGJSSbwZdvo8WggU/yvcDmVEKmOV7wJugVM8U\n6L+kdQ2wBqXlz3VEk33npkoypQAzRQCgKRWsKRU5EsovnTv+jK1vXY/kvrd9fy7n7xAuYQmONVPa\n5BgJBXAsFNkxKCXf5D0q3+d8CEoHssUoYI6EArwZC+XcYlSXwAjj416D0n5lSs1j2YFf4ZpSNjr5\nIp/Zi86dLwGaimT7Wt+fL+vIlCaZKQ2MnikNi2HEQ4U30XHL77u0zBI+mRiUkm+sa0oH1+jk5ZrS\n4r73Ayzfe50pTRtbjNqDyTjM271nSp1rShvKHsutRk2aplXWfW80OrF876XOnS8BKPz8yNn23g/2\nQMbZfc83ZYExZpRGGo11/LZMKZudyIJBKflmMCOhAEtQ6uH6x6yl0WkgJMkMSr3YalTPlMYd5fuo\nZpblo72tKbUEpeGIZIx9chNPhKH3dqV6hvlYKE2BHhT1us2o0ejkX6Y0ncp5Nvd2KMin9yDVvs64\nLec6fG+8c76xZfd9cPRMaVNxHBQAJMIs35M7BqXkm/ygM6WFDFYuq3j2R1vfZjQ60PK96G35PmVk\nSu1BaUQ1g9LeMqUNjeZxza2JXicKCIJg7uo0zDNFeuke6Kv73t8dnbZu3of7fv0Kfvffbw2biQid\nO/9sv0NToOS73Q/2iL5phj49g2uqg2PNlOqYKaVyGJSSb/TyvSgKtq71SlmzmV50iyuKamzFGRtg\nplSUvC3f63NKnWtKQ1qxU15QAbH881gzpb2tJ9XFudUoAHNwPgCIUm9zSv0dCbX5H23QNGD7lg7s\n25P05TlqSS61E6mO9QCAaMMk4345518JX84rxiQQfWOJXFaGLHNJRhA63TKllqCUuzqRFYNSD/Tk\nk+jMdvV9oAfyOQVPP/wWXvz9hprPrOSL5fvQAEr3gHOr0cGvK82kzMcYaKbUGlwPdlcnTdOMLEGD\nMygtbjGqSnljbJSbcFhCU3MhWzp2QmPZ43TGrk7DPFOkVZgp1UdCQVN8+Xlr291jfLzp3d2eP36t\n0bOkghhG66SvGff7ua7U2nnfatmCN53kVqN+0zQNXcW/jdZMqSRKiEnFbY+ZKSULBqUWnX/5M/Y8\n9gg0pfJ30Bk5g2v/ehN+8dcbsDe9r+8vGKTN/9iDrZvbsWHdTuzZ6W/Ja7D0TOlASveAMygdfKY0\nnTIDsYFsMQo4Gp0GuaY0o2SNnU4SjkYnUS6cnyLJ6Mn3nkH76jem4gtfOQRTpk/o8zmZKS2oNCg1\nRkIBxXWo3lFVDXsdQWmtv9EcjGxqO9KdGwEAjaNnIxQbbazn9TNTmrG8oW0ZbTYCJof7uuoApOQ0\n5OLPjTVTCgDxYrY0zTWlZMGgtCi/Zw923bcS7at+j5431lT8dTtTu5GUU5BVGRva3/PxDAt27zAD\n0R1bO31/vsHQg9LwgINSM1jwJii1ZEoH2n3vYfneupuJc04p5MKPpirJSPYRlI4aOwKHz5iIUKjv\n69wwopidGOaZUtVavq9gRyfA+2anro60rRmwqyNT8280B6Nz+4sACo1ljeOOhCAICEVbAABytsO3\n59XXkwJAi2U6BZud/GetIFozpYDZ7MRMKVkxKC1Kvr0WiiAhJ8WQ3fJhxV/XnTMzHdu6d/hxaja7\ndpg/5Du21XZQ6m353oOg1DKrcKCZUsnDOaXWsrwzU6rlC8GvIuXRnRv4WkNN05BTzO9bHwuVy8q2\nkV3DjT1T2nf3feFrvA1K23b1lNy3ab2/JXwln0Tnzr8gn97j6/M4ZXu2ItP9PgCgcewRkIqv91Ck\nGJT6mCm1Lv2xlu+He7UgCLag1JEp1deVpjinlCwYlBZ1rXsbf9v/ZLx8wKlo21L5H4YeS8CwrWe7\nH6dmUBTV9odsx7bOqpf7spl82bWVg8+Uerum1Fq+H3CmVPRuJJR1FIpzTakeM6mhvjOlvfnNuvtx\n6V8WY3Nn4Y2W3n0PeP9HWdM0/OGJt/E///l6ybaOtWYg5Xuvm5309aThiIRPHDIaALBpg78l/M6d\nL6Fzx4to+/AJ357DTceOYpZUiqFpzBzj/lC0GYC/a0ozlkxpQ2PU2LZ3uK+rDoLbvvc6/XceR0KR\nFYNSAGo+j12bdyMTboQmiNixt/I/Ptb1fh/1bDfWCPph356kbR1jJpVHZ3v1fqC3/bMd9972Cn7/\nP2td/5AOdk1pKCwZc0E9yZRagrDexiz1xl6+H9y/tbVslXCU7/PFKQGVrCktJyNnsbbtHciqjL/v\neqvwPD5uNdrZnsYHG9uwd3cSm//R5ulje01VzO+9WplSfT3pqLENOOTwsQCAZHfO1wpINrkVAJBP\n7/S1ZG6V6f4nsj3/BAA0jf0cxJA5xkzPlKpy0vZv4iX9Da0gFN4A6G/MhmL5Pp9Xyr5BV/JJyD6P\n1uovPVMqCVLJG289U5pk+Z4sGJQCyGx6Dx1Ss3G7Ox+CkqwsELCW77NKDm0+Njvt2l7a4V/NdaVv\nvroFqqrhow87XM9tsOV7wMxoermmNBoL2TKe/WEv3w8uo2UdheIs3+sjsBQpP+CgdE/aDAw/7N5W\neJ4Ga1DqbaNHV0fG+Li9rfrjjbKZvG1WrpU1U9rrmlJbptTjoLRY9Rg9dgT2P2iU8XPiVxe+psrI\np83HTnf5vwZe0zR0FrOkohRH45gjbJ/X15QChSH6ftB3c4rGw0N6Vm8+J+Ohu17F/bf/FT1dGdvn\nlHwS299dgR3v/BpyLphJMJXQg9Imy25OOn3DkDRHQpEFg1IAybfXoTM2xridioxE9qNtFX2tM2Dw\ns4SvNzk1NcfQWJxPWa11pcnuLLb90yy5bVi7s+SYwZbvAetWo94FpQPd9x7wunxf+GUcFkOISPZz\nyhYzpaok25aI9MfulLlucGv3R1BUxb7VqMd/lLs7zYzHvr3V/UOT7M7i/tv/iv9716vI50oDU3NO\nqQAIvbw+bY1O3pXvU8mckakeNW4EwmGzhP/+hj1QVRWpd9dj8+WXou2Jxzx5zlx6FwAzu5/u/Icn\nj9ubTPcHRna2adyRECX7trh6phTwb12pvoubPps4oTf7DbFM6c6PupDsyUHOqyW/9zPdH0BTstA0\nGdnkliqdYakOPSiNlo6r09+Is9EpeB37Unh7zUeezP/2GoNSAD1vr0NnbKxxOxUZidy2rRV9bXfe\n3qzwUbefQWnhB3zshCaMnzQSALBjazAlOKd/rN8Fa8X+/Q27S7JS+UGW7wFrUOrdmtKBbjEKAKI1\nUzrI8r3e6FTS5KRpyOf0TKk84OHSu1N7jY/zah47U7sRCknG0gWvg9JaypRu39oBOa8i1ZPDnl2l\nJU09UyqI4d53wRItrxUPy/fWUVCjx44AABw8pfA7KJPK48O3/ontd6xAvm0P2v+wql9j6srJpe2N\nmJmef/pWMtd173kVACCGGjBi9OySz4ciI42P/VpXmrVkSgGzWjDUglJrP4H1Zw2ALRCVM3tRKzqN\nGaVNJZ/Ty/d5VUZeqe016PXm+SffwV+efQ9vvVo7b2B0wz4ozbe3o3tXO3KWwCAbakDPlo8q+vqe\nnD0o9StTmsvKaG8rBCdjJzRiwn6F5QZdHZnA5+1pmoaN6wqZ0VjC3ArUuY5QrtXy/SAypfoa10kT\ndyCcfQjpzoGXQPUF/s61VvmcYgT8qpQveeNTqd2ODustXcUSvjFA39vXTXen+Yeypytb1Xfh1j/a\nnftKMzGqEZSWX08KmNuMAt6W7/UmJ0EAWouzMyd9otV4w/D27/8KNVX4eddkGfk9gy/p51J6UFr8\nedQUZHo2D/pxe3/Owu+JRPNhrjtnCWIIUrgQsPhWvi/JlJrl+2o3ivaHdVyY9WcNALI9ZnCRz9ZO\nUNqVK1b3XDKl1jF4zJYGR9M07C2+Ud+53t+f/4EY9kFp6h176V63b3tla0Od43q29fgzFsr6C6kQ\nlJoZhp0Bl/DbdvUYAfJnj/oEGkcWGhf0QFWXr7nyfSEzMtAtRoFC+V4UFUw5dDNEdKGn7e8DfqyU\nscWovcnJGswpocFkSu1vErY41pV6X763/6Fsr2IJv6vD/CPX2V56HnqmtLf1pICz0cm78r2+nrR5\nVMKoJEghEQd+chQAYKcwGqrl13P2o8reJPdGD0rjIw+BKBXX8w3iTVVfFDkFVS58n5H42LLHmbNK\nfc6UxuyZUlXVPPm9EhRrptT6s6bIKeQz5hvQ2syUli/fA/5tNappKpL71iGf9X9jm6Eincwav1uc\nv7NrwbAPSpPr1hpBqWTprO5oz0DrozyraZqxprQ1VvjF2pHttDU/eUVfTyoIwOhxjWgZnTACtqCb\nnTa+XQg+JUnAwVPGYPKnxgModONbX+SD7b4HanBNqSRi4oTdCIcL5zOY7I5evm8oaXIygx+12H0/\nkIzOHkdQ+mExU+rXVqPOkmI1S/jWc+lwyZTqa0r7zJSK/qwp1TOleuleN7brAwCALEWRnvF/IISL\nlYjtgwtKrU1OkcRExJoOBgBkut6r6LUl5zrQtuUZpHtK146XYw2UwrFeglKfZ5Xqa0qjcXumFBg6\nzU65rGybtGL9PWvNkgKFTGktZIDT+QyyxeUhzhmlgP3NuF+Z0vZtf8DeD59A2wcP+/L4Q1HnR+bf\nhZQs9RnnBG1YB6WaoiC1/h0jKP3Yx1sQLv4NSgoJ5Nt6H2uTVXLIFzMuU1oPMe7/yIdsqb6etHVM\nA8IRCYIgYHwxWxpks5OiqHivOOD7gENGIxoL45NTxxmf1wNWTdOM8r03mdLaWFMqCMABHzeXaMi5\njgH/AdDL94mwe+c9UOi+l1UZWaV/pfaefNIIekcV3zB91LMdsipbMqXele/zOblkNum+Kgal1j/a\nbmPTjDWlUl+ZUkv5vpc1pV0dafzXnX/DH3/3bp+vBzmvoKOYRR41zgxKe956E9ILjyGsFM69beIM\nRCZ8DAAqbrwsx9rkFElMQHxk4feVkv//7L13vFxXee7/3dP7nF5Vjnq1JMs27sYFsIEAJoROAkm4\nBG64JCTkJgHuj5sCN4QEQgsYTCA2sY3cuyy5ylbvOtKRjnS6Tp05c6b3XX5/rL33zJwu6RhT8n4+\nfJDP7JnZs/faaz3reZ/3eZMUs3MDzfG+R0iM7eP8mcfn/Z3llf72abJRRhhepUr+4p+l2cKovndN\nYkrh10dXOrnRQjKeMzvKTQalmlpAkReeGLnQiOZK69J0mlKjzShA9nUApYXMKKnxQ4DYIP0quRK8\nkREbLG0Wi1YXmaH5bzR/GfFbDUpzPT3I2TxJp0iZNbUEqKoSqei0I0h+jmKn8sr71VUrkBBM6/nk\npafaJofBlDY0lx5uI4UfCaV+afq9870T5HTGcc1GwZAGqty0LhULS2f7qACkcmn3tRCa0kJeuaS2\nnqqqTil4uJgoZM4T8Jfuu6YWUJWLS4EY7MDk9H2+ApSKf6dmSW8VZZVEpnJxLU/dX9l4OQCypjCc\nHi1p6tLFS26VakQ5M2k4FEyMvzHpe0VRKyxz4tHsFLBjtBm9oPT9LJrSrtMhErEcZ0+NEZuY/XdP\njKdNzbDBlBZGRxi9+y4smkpjXswf/T1RLC2LxOuXyJSWFzk5PM24/StAn6/msobKpwcppAUoTsfP\no83Ti9lgSq32QIU36eQwmFJNkxccTCmKarovTM+U/nL1+Bcbk4v1VFUzz90ocrLYSi1U5dwb7xMc\ny5ZA6bTV9+VM6QIb6GuaRnTwWaD03BcyC78u/zpGPFyZ3Zs4+6ulK/2tBqXpUydIOmvRdDaksTVA\ndaMAfRl7kMIc7ESqrACl2lVNo1ekqBa62CmdypNKiAmooaX0cDfrFfiaNr2H6esRne1jALg9dhYt\nK9m5rNFT+IlYjpHz8YoWlguRvgcuCXiXp/8vRVOaCh+c8jflIlP4ho5qJo9SEOl7cez0rKOmaXz3\n4RN8/juvcaK7pCUrt4O6snGL+e/+xKBpiaNp2oIxRYkyZrJlidigvFHp+1QiX+EMociq+fwYoc23\n0Gme6ftoGQDvOze7pq+c9apt8KFkMgx979uo2SxYrWy4Q1SpFwsKE94lABTGxtDkix//hp7U6ghi\ntXmw2Nw4fYuBuXWlydA+89+qkp+36X4xJ5jS2VhSmORVusC60vLn3tjgutx2DMOFXzemtNwoIhHP\noSoF8976ajabr/0qFDvNxZR6bK9f+j4TPWlakRmRT/83KAVITVTOy9H+1789+oXEbzcoPXmyosip\noTlAtV4Jm3EEyJ6fnSkt1476HV4W+ZqBhS92MlhSgMYyprS+yY/VJm7hL0NXms8V6esSO/BVGxor\njOSXr67H7hDgs7N9tMIbciHS9+L7L35RLk8tXyxTKhcSZGJnABgdqy37+4WD0oJSNKUf3imFTqVr\np1jFMTMZ6A+F05zsnUADnj9UGq+GntRlddHsbTQ1zwOJwYr0ZSq5MEL3ZBlTumR5jfjsN6gCv9wv\n1YjJxU7lllCzxjzT9+VFXX1dswMCww7K63PgdtsY/cmPKI6KFFrDBz/MsmsvM3W/g3k9va8oFMYu\nPs1mABeHu9n8mzuwWn9tCGWG8SXnY2Ripyv+ls/MPb9pmkZRd3+wz1LkBJO8ShcclJaee5fOlFYY\n6P+agVJjwwcihS+Al9iBuYKrTbb0V6HYKaozpRISfodvyusWyYJbZ9AzC1jopCp5YkM7AbA5a3B6\nxebrv5lSEal05TyWGHv9WvxeTPzWglI5kSDf12uCUqNwqKpGsFaaZCU2PPuDXW5q7rP7WOQT+q+x\ndIjCAvquhXVQarNbqK4rsWpWq4XGZsGc/jJ0pV2nw2YXozVlOlIQ7ftWrBXXsutMyCwqEq9dSvq+\nHJRe/DUt7399sYVOqcgRDF1e57llaJqgLS4GlGbkubs5SRYJzSK+byYD/f2nx8x/n+6PktLB95je\nzanBU4ckSSzxizTwQHKwIn05mUG82DA0nF6/g7oyneQbUYE/ueAKphY7zReUSpIEkmGhND0o1TSN\naKR0f8aG4qZ+ebowipxqG30k9u4hffwYAIEbbiR4y21IksQK3bN0KCwjS7ot2kXqSjVVNlnLiQkP\nP/vObo7uG8AdKOngs4muad+bDB9AgB7J1NcaNk+zhWgbKq75XEypxeYx78NCFzvls1OZUqi0hfpV\nj2JRMbMOi5fVmHKoZCxX8ieVrDg9LdhdYrP8K8GU6qDU7/BhkaZfA16PVqPx0V2mDKS69XacPj3b\nkBmet/TkNzkyhUpf5mQif0lZmIWO31pQmuk4CUBCnzAbWwQDWV1bAgjxpIyan3nRNtgrq2TFbXOx\nyC9AqYbGSHrhxMNGkVNdox+LpfKWGSb6Y8MJFGXhHzhVU3l1aB+98QGziKmm3kttw9Sd79pNgoWR\niypnT5Z+v812KUxpaSFZMKb0ItL3mqqY9k+RiVpSaQ+KJiZUuXDhG4JyDdVkn1IDlDqdVtPYfTqm\nVNM09neUQKmiahw9J9gpI33f4BFdgpbqoHQ4PYrdVZqUJrcrvNhI6OykP+gysw3wxqTwDTsol9tm\nMmKTvUpLmtLZ0/dQ0pXOlL5PJfJmUZ84Dga6p7eg0TSNSEhck7oGH6mjYkzZ6+tp+Ojvm/fbMNJX\nFI3xquXAxetKC7kQ6IvxiaMFspkiR/cNYHXWYnUI5i2bmNrdSVXy+kYMPFXrcHjE8z0fUFpR5DQH\nUypJUqkCf57SgPlGbhqmFH69DPQnwiUNcn2T37TgS8ZzZpGT09uKZLFh0+sjfiWY0tzMdlBGGKB0\nLk2pJstMPPsMmbOdsx5XzI2TDImGDe7AatzBVTg8Yu7T1GLFuPxtDE1RyGqVc17O4iZ/iZr1ueLQ\n7r55H/tbC0rT7e3krW5ydgGuGlsFKA1Uu0t6I3tgVn9AI33vs3uRJMlkSgEGF6izk6ZpjA0LptRg\nRcvDKHZSZLXCy3ShYu/IQR7ofIS79v6csSExyazZ2IQkSWiaRvrUSYoRwco1tQYIVotJpvNkCSwt\nlKb0YkFpJDvBa70lLejFMKWZ2GlUWYCJ4ZDYecuKAF8Xoymt6Hs/g0+pw2kzAet0oLR3JMm4zlAa\nMPNwZxhN08z0fYNHbLqWBMTErGoqYTlk2p+lkgvElOrsZCDoxu2xmwDgjSh2MphSf9BNsEZc24tO\n31PSlWqqTKbzzJQ0ejkbbFxXQ+Yy9dyyprSlts5D9oxIjXs3X47FXlosGppL4CNcI9LsF+tVmomX\nGNZ4Qswh+ZxMJJTGHRSfnUt0T/FhTUWOmtZZ/oZrcHoFKM3PA5QWyu2gnHVzHm/oSpVfElPq/iWA\nUk3TLrnrG1R6VNc1+kqgNJGmoOsknbr22G6A0kJsVrnJLyOMQqfANHZQRrj1+S0rz1Ec+OzTjD+8\njeHvfWdGVk8UN20HVJCsVC16GyAAuxHzTeH3jyb56r2HeO3Er5be8lIjGwpTsFWuN1mbj1zv/Iqd\nMjmZ86ELK0Ys5GUOvto37+N/K0GppqpkTlXqSRtbAhRz48i5IQJBUQiSdgQpDM2sKzWAgs8hwInf\n4TMF3QtV7BSPZk2Q0tBidD5JmBqwptagCaJfDxP9johgUNwhca0kCVZtEMxH7PkdDH3rXzj/z/8P\nTZaRJMkseKrQlL7B6fsnerZzerTb/G+ja86FRHL8ACD0b/GEuBayrOu38hfBlJZNwjP5lDqcNnx2\n8R3Tpe8NltRus3DrVgE6T/VOMJqIUNBBV4NbAIIl/tLEPJAaMpmihUjfa5pmFjr5gy4kSTLZ0jeG\nKdUBcpXL3CRNSd8rhk/pPECpnrbOjw4x+I1/YuAf/w45VtqIlKfuV+uOFOd7oyjyVEBSXuTkz0+g\n5nTZw4aNk75TYvkaMc4mLNVoQOEiQGkilqWrXWSFMlkn9U0lgDjUH8Wt+5VqaqGiVaWmqXrqXvia\nOr2LcHjEb1OKyRk1qEYYcgGbo3raTk6Tw6YztgutKS1nSsufe69e7Pd6pe81TeOpX5zgZ9/ZM6cb\nw1xhjBl/wInLbSegg1LksOkI4fQtBcDmMrTu2uvWjGC+YRQ6TVfkZITJlM6SvtdUlcTu1wBQM+kZ\nWb1svJNcUvj8Bhqvw+4U2nar3YdVb2c732Kn+184R/dQgvueP0uhuHD+xG90xPtLG0qfVzwPOZuX\nXF/PnO9VNY1vPHCUr/zHAbZfQHvSyAWC2N9KUJof6EdJJU1Q6nBaqaqyMnb2p4yd/SmLF4sJN2MP\nkh+cWcdltH/020up7MV6Cn+hQGl5kVNDs59iLsJIx/cYPXMXipzB4bRRWy++f6GLnTRNoyvWAxpU\njQtQs2hZDV6fEzWXJfL0kwDIkQjpU2Lhm6w1hUtL39vsVpN9ulimtDc+gFUW4MPpspmWRfONQmbY\ntMTx1V+JRS/wKioCTF6MV2m6LF012ac0X8aUGhueydX3qqpx4IwApZtW1HKDLp1QVI29XaUJxkjf\ne+we6t1iwRpIDOLWNXXJBUjf53OyuQkJ6JZqBii9EK/ShfKoNNL3gSq3qREXvo6q+T3GYj5X9T2U\n0vf5fsEmqNkskaefMF83PEf9QRcr14k5pVhQGD4/lUE39KQ2uwVLvyiak2w23KvXTDm2RtePy5oF\n2eKgGA6hFuYPokaH4jxyzxFcTnEemlTP73xos6n5HeyP4fK1mcA8Gy+l8LOxM2YGINBwLQAOd5P5\nemEOb1MjTWp3z64nNcJkSuWU2QJ2IcJgSic/98amLJ+Tp908XGok4zkG+6LkczJdHZeWMh7X7aDq\nmgTLbTClLofxuRJOr9iUlrPShq5U0zRe2d7Jy892vi4Sr5nCYEqD09hBGWEUec6Wvs92naM4XmLe\nc71TAZSqFokOPQeA1R4k0HhDxetOPYU/H6Z0JJLmrP7s5goKx7vfeCnEQkVspJTBqWoR4yhv85Dt\n65vzvSd7IvTrrP3Dr3QzMDa/zKwhV5pv/FaC0vTJdgDiepeRhuYA+XS/KcxvqhesWtpRRW6WCnyj\n770BHAAzhT+YGkFdAFF1SLd6crnt+IMusvEzpp9fekL8DsMaanQovqDm06OZEKliGk+yBkdBLJCL\n14rvir34AmqqrO3dvj0A+AIuFpdZRcGlpe+hlHa7GFCaKWaI5CZMUGp3XviQT4aFAbMk2fDVbDFd\nBwpFvShOzaNdoFepwZRaJAsuq7PitVL63lpiSieB0nODMeI6y3P1ukaWNPqo1wFh+1BpF2uADota\nIwAAIABJREFUUoClAVGF2p8cxOsV37kQ6fvylp7GgmkAqrkq8JVMhontz9Dz139J3xf/N0r60pjV\nfE42x0k5U6qqmlmMpZWBnrl8SqGUvpfTJdu1+K5XKIyJTYFhB1Vd66F5cRUOpxjvfeempvCN9qJ1\nDT6yp8VGzrVyFRanc8qxxrUEyNp9oGkURua32e06HeKJ+4+Tz+bx+8Q1bVm2CqvVQutS8XyOnI+h\nahZcfqFZLfcrTYSFDZTVEcRdtRYAh6cBQyhSzJbkOZND0zTTo3S2Tk7lUV6BryygrtTIrkzWkbtf\nZwP98s3Y6NDFkwWKohIJi8+q1zcT/qAY0zXVYjw63E1Y9DlENCLQN826V2l/zwQdx0Y4fXykQlb1\nekZBKZob78CsTKmYJ9KzpO8Te15Dqnfg/MQSnB9fQpIDxIZfJBPtoJgT3asSY7tRdG1/9aK3TXmu\nHXoKv5gLm77SmqYx0DMx5f6/cqzyGdt36lfLXP5SIhkWY8ZuLzJk34UkaSBZSIxFZ62fAdh5qETQ\nKarGj5/qoDiPDd34fzOlc0f6ZDsqEkk9tdnYEiCX6jNfd9rH8PtSyFYnqZGxGYGe0fe+nClt1ZnS\nglJgPHvpO6yQvjNpaPEjSRL5VAkkpyNH0TTN7OyUy8oVfomXGueiYkdarbOkirVI2N+Pks0y8dyz\n4iCjEOfYUZSM+G4jhW/EpaTv4dJajRqMtVUWi5DkuLCNgiJnSEcF+PfUbMJic5uMiwFK4cIr8M1u\nTja3WdxiRKWmdHpQuv+0YEmcDiubVtQiSRJXrhUAYCQlAIHf7qvommJU4I+lQzg9AjgtRKFTefek\nQJW+YJYXO01TgV+MRAj/4n56//dfMP7QNuRIhGI4TPrE8Us8lxJADlS5TKYUSil8QycJ82NKDVso\nySohOZ1gtYKiEHn8EaD0+6prPVitFhYvE2nDvq6p7R6NCbqmxmnquCan7o0oB6U5m26yP4+ChL3H\nT7Hz8Q4UWaWqKoPFIs7BKFRa1KanyosqoeGEWYUv5yco5iIVZvn++quR9Mppi8WOS/dino0pVYoJ\n8xrPVnn/TO9O/tdLf8O/HfkhJ+KljdRCVuCb3Zwm6ci9vtcXlJbPw6NDiYtuUhEdT5uOJwZTKrIR\nGtVVAoQZ1eUgpCYG6yzr/d73HimNmYN7+y/qPC40EvnSBm42ptRI32eLUxtcAKj5PKnDB7HfWo/k\ntSH5bGiBPImx1xjve4iR099n8MQ/kRgV6X2nbxnu4Nopn+P0lOlK02JNOLJ3gKe3nWDnY6fM14qy\nwu523dNXn+dPdEdMV5Nf9zDmxyu2nOIdi1NcseUUkqSSs3jID8yckh8aT3OqV4ynxXqR81A4zaOv\nzp32/+/0PfDE7l6+/eBx4tNMNko6Ta67i5SzBpWSaX4+2Vdx3LKl4kFOFu0V+jEjyvveT8eUwqX7\nlSqKyrgBSpv8aJpWYQhczIUoZEfMYidg2pThxUZXrAdJsRCMit8Urxnl8PgxYi/sRNUZrbrf+wAA\nWrFI6ohgFJetqjPZIotVmuIYcKFxKa1GB/TuWlZFt5yxXdhnpCNHQa+69tddCWCm7/OFEmiYqwJf\nyWbJnDnNxPZnCD1wH/ZTXTiK6pQiJyhpSp1OG/5pQKmsqBw6I0Dp1lV1OHQm+so1OivlFJNAOUsK\nJVCqoVGwCyCZSuYvmV039KQWi4TXLxb7mSrwcwP9jPz4Lnr/9q+I7nzO1FQam5tsz/TWRPM+l1gl\nQA5Ul+5R3ASlpTEwV5tRwHABA6uE//obCNz0ZgCSB/YTO9ttOjsYv7ltpZBJpBL5itRVNlMgndQL\nh+Q4Rkm1Z/2Gab/W63eaevG8RwDd+RQ7HTomGE/FWuS620oslcMjnuPmRUFzYzXUH8MVLLeGOmea\n5UsWB77ayys+2xMQnzEbUzqfyvtQJsyzfS+gairnYj38V9dz5mv9kdPIC1SkY/a9n8SUVnZ1eh2Y\n0nDpvhcLSsV/X0iUa5DrTKbURcCfxm7X5wldT2pEyRZqnGSmQE9vyQkiE8tNaVn6ekSsDJTOxpS6\n9flP1hTTt7k8UkcPI61wYKkTTLDSl0EdySFJpedWPM8qYKFm0R1TNvkAdk+Tae2WzwyhKConD4tn\naWQwbsqPDp0Jk87JgMbNNzjBWkRRNQ51/mZU7aezKnZ7kdoacX8aGybYuvk0OcfsutIXdA9sm1Xi\nLz6wmQ1tYuPz3P4BU+owXaiqdsFj/zcSlO48eJ7j3REeeaV7ymuZ0x2gaRVFTvUNNlOYL1nFItbS\nHMJhL5BxBClM0260vO99OVNa567BqQv7L7UCfyKcRtF3yQ0tAeT8uCkxMCIdOYbX7zS1fMMDCwNK\nDT1pINqERRGgJ1Y3yGhkgIjOkrrXrqP6bXdgb9K7Oe0VKXyb3crK9UJberGeoOVxSUxp0mBKdQmA\nZf5+eJqmktR7Jzu9S8xCD2NBz+dLgLKcKdU0jWxPN9EXdjLykx/R9+W/pftz/5PBf/k64w9tI/b8\nDlY8cYhPPTTOW549T3Tnc2YqGCYxpfqGJ1PMmnKQcj/SN60raXjbmvzUBV1ILsHSGJX3Riz2t5it\ncFMWMSkVC0pFUdrFhFF57/U7zQ3I5Ap8TVUZufsuBv7+KyT37wVVBUnCd8WVLP7i/8G7WXSdynVP\nfWZni9jLLxLf9YoJrA1QKknifGw2K/6AWNBiegV+uWbRIs09PpWYvsBaJX7oP8V9rWOCMQX6n9xp\nHmfYyS1ZUWuCyf6yKvxygOoO94mP9PlxLi4xXeVhtVrw+sX3FII6QzkHUzqenSCfFOMkHYiQVfTv\n0Ts5AdgdNrNocrA/is3ux66b6qcjR02zfF/t5WZa2DxvPRNUzI3PqP0smpX3klkNPjme6tmBqqlY\nJStNngYUIKlrfjvGDvLF3f/ItrOPkZMvjcmfqbXwLzN9Dxefwg+PCgDp8TrM4iyny0ZdXUnPZ5jD\nG1FuC/X03n4ck1jag/tKbKmmKUT6Hycy8OSCannjF8iUwvTFTvGDr2G7WgAgq6WK4jOjFB4ZpsZ1\nJ83rP0td2+8RaLwRT9V6ape+Z0YNs8ViNzXR+fQgA90R875rGkTC4jq/fEw8X8EV/ezJPYZ//XFA\nY9/J1zeFX5QV2nsiZBew2Ug0mefV48NmoZYmy2RlK7U1lRihqTFC7U02stNodQFS2SJ79N9/9bpG\ngj4nf/TO9XicNjTg7qc6ZjzveDRT0XJ8PvEbCUqvWeRkXbKX0X0HGTnaTn5okOKEqHRNnzwBQFJn\nNIM1bpBLE33NorcDYLVqLFk8MmOxUzlzVc6UWiQLrb6FKXYy/ElBFDmVp+6dvjYA0tF2VLVopvAX\nqtgpnB0nXkhSG1rCopZRVq4cxxdMsPVsFrJi8qh7z3uRJInANdcBkO08QzEiJAtvurGN1RsbueEt\nKy/5XOajKdVkmdTRwyiZysXgvM6U2nRQmtbmb5uVTZwzdUq++qvMvxuFV4oqYbWLxd04Ti0WGf7O\ntzj/tX8gfP9/kdy7h8LoiMmKIUlYPGK8WDWoH0oS/sX99H3pr+n78t8SenBbBSg1NKUammkjdUCv\nuve6bGzQU8XioyWuWFOH5NTTyY7SawAum8tshRvVSmApfYlMkcGUGhsj41yqa/UK/Eia9InjJPft\nFa85HFTdehttX/06LZ/5LO7lK3AvXwFAfvD8nNomI7LnzhL6+T2M3fNTAXQp+aX6Ai5T+xvUU/jx\n6dL3czClaqGAPCHSyQWfnbBXpVsNc/YywUJPDJVYKKOxhcttN5/H8u5O5a0ibeeEYb5n/QakWTIJ\nvoBejOASKfe5DPQPjh7FkRfnUXBmKGandnICaF0qPm9sKEGxqODW2VIBKIVZvr/+6imf7/EbmSBt\nRs9Hs/LeWVvRptWI88lhDoeETOOG1qv58tV/yV9f9Tk0mwAvQYuFdDHDK4N7uL/zkVl/71xhsNiT\nWwvb7VYzm2P0kF+oUFVtimTlQkBpKnKU+OguNFUpK3IqER+SJNFQL/6eL/qx2r0V7zc2AqqSZe+J\nXgzYp+mdn/o6x805Jhs/S3riOOnIUSb6n1iwmoR4oTTPBmbzKS3LFKULGbpOh8x1rzgxQbE6hOQS\n96lm8TtKbGdfL3ZnDZ7q9VS13ELdst/DW3PZrOfk0FP4hcwQHccr1+bx0RRD4RTnBuNgUdBqhbRG\ndo9j8Uc5OxhnfJpOcQsRsqLyLw8c41vbjvPlu/dzbAY7uQuJeCrPP95ziJ8+e4YHXhTZp2I4RM7m\nNUFpRtUYm9AlIUtlCg0j0zYX2HV8mIIOLN9ypdgAVfudfOx2YSc3Hs/xixenb1V8oUVO8BsISjVN\n4037f8F7xl7lfcMvkvz+v9L/lS/T+7//gq7PfprEa68CkPCKXZPQk4qdo8XqxlO9EZd/GQBLl4yQ\ncQbIT8OUlve999krjeTNYqdZmFJNVZgY3E50aOeME0FI9yf1B124PQ4zdW91VBFsulF8jpInGztj\nFjsl4rmKwpOLjXOxHlzpAGurcmy+7CxrVnTwh0E3N11bj+N9LbjeswqlJkMhO4b/6mvM9xngwO1x\ncNvvrGPF2vkVOswWczGlmqYx8uMfMvz97zL4zX9B0xmXvFJgTDeRtymCZUiSpKDMDcI0VSE+8goA\nVpsPT1VJp2SwgaqiYtOtRoQvoMro3XeRbj9hHmtvbMR/9TXUf/DDLP7rL7Hyez9kxb99lxd/dw37\nNnpINZRSW4XREcZ37DDxq8NVKnQCUYFflBWO6Ab5V6xpwGatfIRXLXcg6RrCdGyqXtIw0R9TSjv/\nS12Uk7GScX4iXWBMt8CprtdBaThN/JWXALAGgyz/52/S8JHfx9FQGhuuFfrmRVXJ9c3PMy/dUdKC\nhR+4HyWVMlnbcj2m6VWqn1dF+n4OTWly/140fQFPeEtpweeX5Sm67aR1KyO3117hg9m2UoDW0EiS\ntH59DW1VMOBAiwjg5tkwfereCMP+J2vR05yRCGpu+udb0zQODB/FXhTvkV0ZPKq4Hoae1IhFerGT\nqmqMDsYrujuBMMsXRTOV4faX5EnFGXSlBbO96PSs1ZM928U5Wezc0Xab2XGsuUqMgeXeGlbpDQOO\nhE4QyV68xtRkSl1TNx/lXqXpUycZf+zheW+IjOhPDLKrb39FUWsynjUr+o1swehgYtr3T45cqp+J\ngSeJj7xMdOh5U4Nc31gCdpqmEfCLa5JIVk/5jJItFNS5M1gNF2Nd742qcaZd3LtcmWwtEztFfOSl\neZ3nXGEwpT67F9s0GxMjyu3wujrC7Hy8g4f/8wg7H+9gZO8LWNeL3+1yr8RdsxJnqwCW01XgzxWG\nX6kqZxifVDAYHkuaBU722hGKlMaBrUnMR+WNShYyfvFClwDDCHbzOw+d4EdPnCI5S1e42aIoq3z/\n0ZNE9SLW3e0jJDMF8qOj5Gxe6nRQel5W2HWuhfGIWMMsS21Eeh6twCOyovLCYbERXr24iqVNpXF4\n9bpGrtLX913HRzg2TWGnMX6NFuTzid84UCpJErStYcLdzEx7voLVRVoVE1JTa4C8XuTk9C1FkkoM\ngctZwNemTgtKJ/e9L49FfrEAxAsJYtnpOy0lQntJhQ+QDO01vdWMiOXjPNr1ND0DYuJobNENr3VQ\n6vQuxulrM7uxpCLHKnSlA73Td5O5kOiK9VITWkprSyUbItksWJpcsEhhYuAJRs/cRSy+A9dqsWtK\n7NuzoA4AAI45NKXJvXtIHRZp9nxfL7GXXgBgKDUi2AENLLL4DMVWYCQ99+QSH33FXHT9jdebXpUg\ndLIAqqKZ90DOxxi792fmeXg3bWbFt7/Psq9+neb/8Wmq33o77lWiylqyWBiugv2bfHR/4jaWfeNb\nNPzBJ/Bu2oxcBpIK7UfxWktMQqqY4UT3BFldc3r1+qn2Ww5fCbAMDEy9D4auNKSWAMWlMKWaVqpq\nn8gW+cK/7+HLd++no2/CrMBPJvLET4mUcPDGm7D6pnYDc7UtAx3s57rnpyvNdp4x/62kkoS3PVBm\nB1UGSvUK/GQijywr5JIl0DubT6mmaUSf3wm6hEZ2WKhyBllfu4aC3cKedU7S+qYk4KiUQLStKgGD\nfp0tNSbooLWUkvasn77IyQgDXKcLpak6Pzz9Zrc/eZ54rMTQ+X1prLqOYDIobWwJYLOJzxzqj+Lw\ntJh900GY5U8XdocPq13MR4VpdKWapiLr6XvHNJX3XbFeTkXEfbt18Y0VLJrhVWqTM3x07fuRkFA1\nlZcHX5v2XOYKVdXK0vdTgZFXB6XJsQmGvvMtJp56kvHH5s/MZooZvnnwB3xv/894okwTW66hW6P7\n1ibjOdJzOF1omkZ8uAQKU+P7qakS17K8da+cn8BuE581Pj6VhSy3hWrylOaDrW9aTEZfFY8cOC9q\nFMoKfAESY6+Rihyb9TznEwYoDc5inA+VTOnwuRK72nV6jAn3oGjSIkPN8t8BwLVMbFYuBpQ6yoqd\nqgLiu+p1kBUeTeopag3fkkqJjLU6jORKse91AKW720d44YgAfctbAlTpWud9HWN86cf72d8xc6H1\ndKFpGj/f0UlXGTNflFVeOTZMajiE3aXg09eImMVLzp7n0NGNxCK6TCxxiuj5Z8zvPHI2bILbt165\nqOK7JEni929fQ1A/5589e5rEJCBtbMRrGyox0mzxGwdKNU1jn7SJo6238/CyD/GzRe+g880fpvkz\nf0rjx/+Quvd/EMu7PmYe39BoNTVQLn+b+P/AKhRNDNbW5RNkx8amdJGY3Pe+PAym1CLbeOQnx81e\n07IsFi65ECcx9qp5vGHFUlRldvS9xN/t+wYv9r5GPq7rSZsDKMWUWU3p9C1GkiR8tUKHl0/14vPm\nzYn31T19lwwMu0L9NKVqTdsRX/VVFHdEkA9ESY1kKUilST6X7MFznVhcC8PD5AcWtsLTYEoLeWVK\nFWtxPEzovnsr/hZ59GGK0aiZujf0pCBA6dAcBWj51ACJsd3iu31L8de/qeJ1Iy2sqKq5kBbTYRKv\n7gLAvXoNzZ/+U6zemR9Ewy7FY/dgr66m6qabaf3c56n52CfMY7L7d6PcdQ/ejBg3qUKKA3qv+6DX\nwZrFU5mscNbwJoSz3cUpWp+lemcn2VYw20BdioF+JlUwdc97z4WRFRVF1bj/+XMmQwmiOxqSRPDG\nm6f9HIvTiXORSA1le+bWlaqFAjn9OItLALf4ntcqPEqNKK/AHz+/h8SYADl2V0OFFdGU33bmNIWh\nQROUWiV41/Lb+eMNH6XV10z7KjcpnU10hPrQlBIwrarxmL+/ryuCLJf6l3tSYkPgaGnFXj3z9wP4\n9EYeRVmjqG9YCjOk8A+MHsGRK/3WBn+ZcbynpeJYq81iZlcG+2JIkoSnWrC2Tt8S0/dyunAa7Uan\nYUqFZ68Yc5Mr7zVN44luoUf32NzctuTNFa8bVeOaJlNjd7KlQaRj9wwfIHsRvdHLrchc0zClRrFT\nfGAE9HsX3/XyvG3J9o8eIaeIZ+e5vpcYSIj7YnQxs1gls5kCzJ3CzyW7yxoYiIdz88ZOXM58BSgt\nb3IwPOKd4rNqsXko6IWdjb5SEeIVlzWR1lPh2USe0fOj5toXaLzelCJNnH+qgkGdKVS1OGPXqHhe\ngL7Z9KRQ0pRaZBvxYaNg0ENrS4iaavEZ3f3L6DmbQdM0XG26fVksRV/7AId39/HMg+38/Af72PPi\n7POGzVmDRd/kV1UlWdRWzbLVugwnnCabl7H4YuSsgoV+e9tt2HQywtbUx1A4fcHdjGaL/tEk9zwn\n2qbWB2Wua+3krz66mps2i+crlS1y1xOn+O7D7SYwnCteODzIq3oXqk0ralm7RMxPLx4ZJDoyQW1t\naQyubLqWojOLolg5cHgj6qhe/Bo5THToOTRN43ndBqou6OLyVVMzHz63nT98+zoAEpki927vrMAe\nJVA6lYiYKX7jQKnQsomJudrqQnPV8dSYE3XNJoI3vpma299OQk9B2ewW3M6SKa+h05QkCYtbAL6q\nYIpic5DCSCWQmdz3vjyavU1YJAv+eD35lEIhr7Dv5R7u/9EBzp4aEyn7shRiNn6Wk+EOvrb/mzze\n8ywFpYArHTSLUuqb/RVV94aw3VuzuXQ+E8fJ6AU453si3LvtBJ0nRzl7cpSzp8Y4e2qMcx1j80rt\nR7ITSEMBWupLaTP5RBTlXBz5YJSHUjnuTso0rvtsKf3ZXESyCfBoFDxdTAiPw0jFZFeeeitfaDRV\nZfQnPxYV3BYLDR/5GEgSai5H+Bf3MaiD0lpb6WGSbcVZQamq5BnvfwzQkKxOapfeOaWa0yh0UhXN\nTN9jVcFhwblkKS2f/TMsjpnTwoqqkNO98iZ3c7ItL5mo29QC8rkuPvLsBEuH80RzSY7reqOr1jZM\n2wQgpLcX1QouZFnixCTj51ZfCxbJAhYNYy91IQb3k2NwuJSWzANuvWvO0Hias2UTeMpRjfeyTdhr\npy98AXCtELrSXHfXnJuqXE+3uVFs/MQfY/X5yVs9GF0dp2NKF7WMUojpMgJHkPoVH562UteIyA7B\nfhkjzmW186amrbhsLj6z6Q/xO6opWMXGwx0bNrvOGGGk8Af7ooRGkqYswzUoTOo9M1hBlUegTIZQ\nDApmfDqmVFEVDo8dx15WfLcyIM4tqZYKOMvD8CsdH0uSzxWparmN2rb3Ub/sg7Oek1HwV8yOTdGg\nFbNl7UXdDcR2vUz35z9H9xf+nLNf+gJXbDvCnS/G+MhBSPzX/Yw/8pDpblK+QZDzUW5bfBMAOSXP\n7uEDs57TdFGeWZmOKXXpAK1A6VnV8nlTajJbaJrGa8P7zf9WNZV7T29DVmXzeaqq8VDb4DU7SY3M\n0nFP0zTiIy8DYLF5CS59L5oGDofM1i1n8AVK52j0u89kneRyrikNMM70Rwkl9YLdasFcBWvc2O1W\nLru8FUVnS7s7Soyop3qjeB4sDtBUxnu3mT6nk0POx4gMPMXg8a8zcuYu1Gk2DIl5MqUumwsJCX+s\nAWMo3fqOFWxeK7IlqbSbc92tvPDUGR659wj7R7zsXfJedi3/CM8+3cOBV/vo746QjOc4fuC8mZWY\nLiRJQpXEWlAVTLB+SzP1ulZX08ANeBeLNcNldfGWJTdzVdNWAKx1w2DLL5hnaTJT4PuPtlOUVex2\njZuSz7Do/p30fv+f+Pgda/nCh7ZQpz/7x7rG+fLd+3nh8CDyLM0POvomeOAFcd2aajx86l0beNtV\noogylioQHomZetKUorGm6Up8ehFoUXOSfCYKKd0qMHyA/u5dJuN669ZFMzad2bSilpu3CEx1+GyY\n7QfE+Cx3G6mrn+rDPFMsOCgtFAp88Ytf5KqrruLGG2/kpz/96YzHdnR08IEPfIAtW7bw/ve/n1On\nTs147IXEbe9aZy5Ei5HwySrPHRCg7qFzT3BI7zfd0BygoO86LTZPxc6+qnErxaK4QfbLfFNS+JP7\n3peHw2qn0VOPL165s0gl8hzbvYdsrAMoTcJKIca2U/9JKCsmgRXBNlYiNIwaGq6a0kQkWZ2mIbXN\nEcTlFwt5ePgww2kxObmQiJ+L8OJTZ3jhqTO88ORpXnjyNM8/cZoHf3qowldyujgX7aEmtITmJl0b\n5mwk/pxgAZW1yxmrs5MspuhKh/FWi4U1m+zEs3WTuDYH9lWwRpMjni7w9N4+uocrJ2lVLRLpf4yR\n099nuOO7pCLH0TRtUqvREiiN7thO9pxY4Gve+S6qbn0LVbfcKq71oYMU9JRxs72UulSss4PS6OBz\nZiebmkXvKIHOsjDT96pG7kyJFbYva6T183+J1eOZ8p7yKK8ynanvPUDNDaKAzJPXeO+RNN69LyDp\nGsHpUvcgrHYAbEXBUEy2MnFY7TR7xXsdeTHeIiMX59hwqm+Ce5/qMP975dJqvv7pa1mka0mf2teP\nQ791aUeQ4M23zPhZ8XwCdbGY2JRkkmI4POOxAJnOUjck76bN1H/ow8JgXo9yptQfdNHcFGbTRjFW\nLDYfDSt/f9p7a0R2ZJTUMbFoR3ximgzYPQLQA9WuKj646APm8d5CnNDjj1R0XDKsoRRZ5fiB0vzh\nTYuFzTuHntQ4dyOK9XpXmmmY0o6JTlLFtFnk5PU7abSLcx2WZfoTpfekskU0TTOLnTRNuHZYLHa8\n1RuwTOqNDaApCpmznaiybIJSTS2a2RvzHPUiJyQrWkYi/MB9KMkESiyGFIrQHJFZOlrAfXqAU+0h\nXjqa4cyP70XTNJMpBeFVuiy4hOXBNgBeOv8aiirmlFxfH+OPPYIcm11rmsvOzJRqmobaKfyH8zY3\nNe9+L+41Ys6NvrATtTh7JXp3vI9RXQa0rl7ocYfTo2zve5Gonr6vqRdrQ9MiAczGhmbWlWbjnRQy\nYrOxO5vnH05uYzgsWMHqqsrMmrEWRKNi/JbP56qmse3lbsbT4h76nOJcavVn8qYtrRiwTSuIMSFJ\nLtRIEYe7kbplvwdIqEqOcPf9KGWm9nI+SmTgSYY7vkc6cgRQkfMRYtPoUOebvrdIFlw2F4GomJN8\nASc2+RCSbnel9AfxV4lzDw0n6e5NkSl7bi0WiYZmv+ny8uqOs7O6iYTC4rOCgRRLV1RRV6bV9ViL\nKH5xD27wrUfpPMctdaLAVbKo2BoH2H96jHxmlFD3/WTinbP+tsmRS/Yx0vmfxMKd/OCxk4zr923T\ntSGW9Iq1sK5vgvCLO1jfVsM//PHVvOXKRfiAhrzCwzvP8v/95ABHz4WnbNpDsSw/eOwkqqbhdtr4\n3O9twuOysWllLQ36XJhOFUxQOqbZ8Ng9LK4vMfk51UvxmXETXyjxPXjsRZx2q8nezhQfuHUljTrm\nevClLnbsa2f8/GE2rjvHDdcexsc9875OCw5Kv/71r9PR0cG9997LV77yFb73ve+xY8eOKcdls1k+\n9alPcdVVV/HII4+wZcsW/uRP/oRc7tIsQEAU2bzzA5twe+xISCxHYv/hQUbiUV4aeA1ZdoTcAAAg\nAElEQVTiArWXm+a7fG0V4NJfFWBwWNwIz1IL2bHK4ovpPErLo9Xbgi8uFqXVGxu5/b0bqKpxsmGd\nSDHkC3Z2nVhusicr7DaCDj8fX/8hPr/1MzTJgg3NuZMcGj9aoSctP0+vnsJ3WTMEamOoc7TQLOQV\ndj13dlYm6szZIYLYzNS9Nqyi5cV9WfK+j5js3iv9B3jprPiNmibjvEo32U8kyHRMv8HoHIjyf//j\nAA+/0sM//fyI6bcpFxKEzv0nGd2oXikmmRh4nNHOH2O3lECkwX7kzw8w/ujD4pq0LaP2ne8CoPbO\n92ENiklr42v92GSNOltJY6XYigynRqf9/ZnYadITelV01QY81dMzWWab0XSG6KPPmH+v+9Dvori8\nPPZqD1/7+WHTbHjK95SDUttkUFqaUJve9U5a//wvKDS7cLy/labVGn95wwGuXzHBsubp02LGxqbR\nKzZE7d0R8pMm6aX+xbSECtSPClZgYiyJcgEFHpqm8fTePr75i2NoRl9oi8SffmATNnmIj12f5Zql\nQ2xq6mXV4k7WrOyl7iooVI+QCO2fkvKL5mJ89cA3+WHiefNvc+lKDT2pa/kKLA4H/quvRW1bZ77u\nTJeufSHVxZbLziBJoKgOGlZ+zOyLPVOMPP0saBqqBGNBgaztkzafzmwJBHsLMbR4nNDO0nhoWhQw\nN1R95wQUcNlUnEpOtBZdNbW16OTw+adjSqfaQh0YPQKApyBAQLDajl0W6c9RReF4WBQ+/Puj7Xzu\n26/yj/ccIkupH/xQ/+wbk9AD99H3ta9y5v/9Mw53aUNUyI4RTeZ55dgQ0WS+1F7UWcfEY4+iFQog\nSeSv3UL7ShedS5yMrNzCgRXv52z9NYx7l3Am7id97CgWm9ds6Wr0bb9tiWBLY/k4R0InUFIphr79\nr0w89QQDX/2HWX1bZ2NKozu2Q68YQ5pkxXvbHVTfLpxXlHjc7FA3U7w2JFhSl9XJ39z4P1ldLQDk\nc30vmZX39fUFsvFzNLWKezI+lqI4TR/1cpY0L9nZnYqRLeY4erKRiah4b2J0F7lkL3IhYTYXiEwD\nSg+dCdE/miSSEfOKy5kGNLOZRW3QRUAHybXV4p7L58YZ+L9fpv8f/47C8SGqmt4q/l6IMt7zC4q5\ncR2Mfl/4NqMCkkmqpMYPmYAaQFZllEQSR0ElOEvlvRFeyYtfJ3BWrXWQGhesuNKbZvmW6/jgJ6/i\n2ltW4A8I68MWwqwO7+cGWwd//Bc38L6PX8FNt4uNQTKR5/Cevmm/J5Mu0N8rxoHFoqEUwni8DiR9\n89amRHjrniifeHycDT/YztC3/gXlx/eyvkbUS9gaBoim0gx1PkwucY5wz8MUc/NrkKMUU4z3Pkg2\n0UvHkW2c7BHvu2qrjdj5AziLpfUo+tCDFMZGcTqs3LG5lY12Gw1ILEJidCLDdx9u5xv3HzVbfmbz\nMt996ATpnIwkwWfes4EmXbJkkSRuu3IRNlXG6rXg9YixUtAdGta0tJnfm7N5UcJRAlVCVmO3FLll\nZT/XX9aEZxr5S3m4HDbuvDXBR284wBdu2c9a56NomZ0sXTJCMCDG4Hxj5rK4i4hsNstDDz3ET37y\nE9auXcvatWv55Cc/yc9//nPe9ra3VRz79NNP43a7+au/+isAvvSlL7Fr1y62b9/OnXfeecnnEqx2\n8473X8Zj/3UMZJU2RePZ3Z24VD9WVfzsxmYrckYMDqevjbFohnRWZnlLAItFIpZcgaYNIlkgL1V2\nO5iu7315NGjNGHNiVeo8y1atoSZ4jsSImLA6z7YRHfISa/JTXZVki1LPCvkd1CeqyfoKJEKCccn6\nYuwfOsVat26UPMmT7myoFnfBhschc9WyCNf+wXtQNfg/d+0hlZWxWSz86Xs3sKI1yJG9A5w4OMhA\nzwTnTo1V6J3KI3pWZW1TialK7xRA0bvlcrzLVrIxvZH9oQOcjHRw6GgjzVf5WFSVIm0dxuLzoaZS\nJPbtwXvZJvMzVE3j2X39PLKrxwTiiqrxg8dP8ulCLS3SCyiyuKYu/wrkQhw5Py6KjbKPcsXltZzp\nXEY+J6MWC4zc/SNAxbLYh/9DVzM+8DByPkqg8ToaPvgRRn70A4IphatOpam6toYxxE5UsRUoyEXi\nhQRVztKOWymmmBh4CgCr3U/N4nfMmNo1On0U4wm0pGCdJEnifDzBT5/cR0TXaH734RN84UOXs7Ks\nCC0ZPkhubDfrHTY6CjLeSX3vy5lSh9MGqxbhuLPFcELB4Ya3ruwgdC5G9aI7KrR/RaVINCcWmlUN\nLfQABVnlRE/ErJIEWOJvZdHRFJJuYyVLNvrvuZ9ln/w4kiQRS+V55dgwfaMJFEVDVlRkRaOoqCiK\nSjavENFThl6rBa8zw4qVE4yd/i5KMYELuGNqUxVS4wcBSE8cp67tfabJ98uDu0kXM6TdGorHhTWT\nI9vTTeDa66a9/mqxpCc12C1JkpAuuwqOjmNVi8QfvIfg33yZfLqfcO+DWCwaxaKVrvNXs+yKBnNT\nMt09VrJZQi+8CEDXYic5mzhG0yoBhQE+LHYYr5FpDUP4qSd43DeAv7GVBk8dgVYH4e7SPfUXxf2Z\nqbXo5LDaLHh9DtKpAjndFkqJxchHh0injuPyL0fyLeXEuGCs/UoVClBXV8DIh47JKicHj7HzSQ/Z\nvPhb70iSf7jnMNdUuSEvM9g/M+tYnIgQ3/Wy+M2HDuO6fCuSy4GmFuju6+Kul8fJ5hVcji4+f8sw\nTsCieojvFdfQf/0N3LdmnMREM0uGNuOcqDL1zABJZy3hB3+B97JN2JzVFHNh0/d3U9166ly1jOci\nbO95mcCx/UhJsRjL0QkG/umrtP6vP8OzeirAL2dKnS478XyCwdQIrcMZxh/aVmGTlc3KVF+2CUdL\nK4XhIaLPbSdw/Y3T2nWlimmOhoXDxtXNW3HbXfzBhg/w93v+FdIOVFXDalWodj1HuCdPQ9UmIIiq\nirbRrUur0TRh0GSRJDLRUybD/FIqhQLYC26kop2jJ9Zy65uPIVEg0v8YgcbrS+eRERsrw5JNVlQe\neUUUABU0ATwtFg2PO0dNfYk8uemKFo6N7DMLXpQh8f58Xy9jfb1YXC7c71mLUpcgnz7PyOl/L/v1\nEt6azcL9xWJjpOP7aGqBifPP0Lj6j5AkC6GXdvJHj42jSUDPbrK3N+JavmLG+TSQrMei2rBaFVob\n2tGKGpqsorXLeO5cj2SxsOXqxWy5Wqx94Qf7iHadxlJwm3Px8jX1LFlew0DPBMcPDLJqQyO19ZVr\nc2f7KBPR0t+ih3ZQPBqjKt5A1NNKMGdj3WDl5jzX081bQuvpsIFkL7Jx5TlsOtcsITN05iGWbv4f\nZtez6ULTNCbOP216jDulBM2BNO5gAyO+l1l1Snynon+EtSgz+h93U/fZL/DMQ+0oRfHM1tqsRFwW\noqkCZwZi/P3PDnLtxibS2SJDumTk/TevZOPySonUDZc1s2vHIZzNpXN0B8Qmal3rCvYwjISFnI5l\n1JEMEbmNWnsfVywexdEyVfozOfrDR2lI7qPZW3mP83k7qUw1KzbMbtdVHgsKSs+cOYOiKGzZssX8\n2xVXXMFdd9015dgTJ05wxRVXVPxt69atHD16dEFAKYj0/B2/u4GntrVjQyJ1Mk2gqTQRBQMTpPTs\nxKudVh7ZvR9V03j39W2854ZluP11jIVqaWqMoDXmUZUCFt0Y3yh0mokpdUwEQQdCjpceIVKdIdsk\nduZRzc4RNU2tpBAK11JdlaTKl+DgS/20H6jUi2W9cfxyAnS3Oad3Mbm+PuRYlJDq4N6dA1yzup5r\n2kZYVRvG65Spq6/n8x++nK/de5h8UeUHT53mbz+6lTfdtIz+rgjxaJbXnu9i0bIaPN5K7eNgKIRz\nooqWlSItrUVVNH3xrXrnu9l58Dz7j9pgJUhWBWtViMODTSyq6kJSokTXLSd48ASpo0dQc1ksLjep\nbJEfP9lBu747dDttvOu6Np7e28eK6mFqC7tRrAIkBJpuItj0ZkAlNX6E+OgrqHKGpoYIDXUTyMkM\nI68Ow7Uqzro2JKtEKlnSm0WHdtBy5Z9TeHEJjq4Brjid4VRDqapTsYmFaig1YoJSTdOIDDxhThq1\nS99jpjCLsoLNaqmYUNWUziBLFiwOF5LkAbK0n+slkhAPu4QAhN9+6Dh/89GttNb7BCMyugtJTvMu\nr4tqS76iDShAXgelFouEpKUJdf0XLn0uSR+L417ixlLjoJAZZuzsf+Ct2UxVy21Y7T7C2YjpRbi+\neTH7fRFiqQIHz4QqQOmivgTFiEzSUWLHxtrPoj31HC+ymAO9PViXtmOpSqBlvagZP2o+gJYJoKYD\noNpw24vcuCrJptphfB7xOcqkjKeqiGZYsmZH1SS8PgeqnKKYHWW080fULH4n1sAadhvaPEliotFL\nfW9uVqY0163rSSVgucbEwFNCfuNI0dKcw5rOURgYZPCFbWj1vaApqJqVg0c2kstaGPnxXaSOHUWy\nSLhXrca9eg3u1WtxLVmCZLMRf+1Vs2XusTUebvQ1gxKZwvDG9IKWujo/qa3Xot63C2dRZc32dh66\n7TyaRSJAE0vYar7HExPM3kytRacLX9AlQKmkLw5eK+H+B1C1NKnxQyS8K0QHJA20jA3QCAZKet5R\nRSGrxchJCSTNy211OfbFnKQUC13RDEuxEB3PkEnl8fimAuXojufMQiCAsfvuw/nJzaCOEg4PkM3r\n1fjFIjY1BhbItPeBpiE5nZzbugzbYSsrx5Yg6ck5j89BY3OA3nPj5Ox+MuejxF58HtsKAUqHRof5\n52f3kMgUkasacLRFkM4PIB0R4HnUWUNDPoolm6HvG//MiU13YNl4Oa11XhbV+1jc6KtgSh1OK/92\n5CekRs7z4ediODUNl63E3mRSBWrqvFTffgdjP/0JhdER0ieO49tS2dEK4MDIYbPj1I2LrwWg3lPH\nu1e8nR37xVxUVxNF0m2FtPwJ1q1ZxOnOZby8p5/xAwP0jCRIZoq4HBb+5JqDVLshJku0F4pImpWa\nlNAC5nIuMt6r8aZfRSkmiQ6KrKPF5sFqrwHSpg3aK8eGCek1A1dsWANFnUzwZk1QmjnbSc3997Cl\ntnSfczVX0PqhZuK7XqYwPCz8vLcdw/72RqzLxPtUTSJvW0PdojdTW1NiyoPNNxMb2kEhM0xq/AiF\n/cOkHntE9ErUgCMdnD/SgdrQwvjKyzkVWI4sh1hRn+OypXYcljRvqxrHfcsIDoeMpt8y5Vgc/8br\npt0UGBX4ajZLMTSGo6kZSZK48W2reODugyiyyq7tZ7nzY5cLHWmxSK63h5N7hpBlO5mkA4+/QHa0\ng+LJMMGaLUQ9raQcNUR9NgKr19Ky8SqiO7ZTGB3BtuNV2t67mP78GDcvHgckVFXCYtGwaGP0tj/P\n8k1vm3Ke5tiKniQ7KdV/5ZIIibY8B0ITvGVEJ6AW13OiKsN1x9Nkunt45me7SaZLri+qrPKX793M\n4f4oz+ztJ19UTFN7gGs3NHH7mypJKxDr7XXNNry14hlO52y06r7ETpsdyaVAzkLWIUBppqebh8ab\n+aMrB7BbVazJXWiNH5txU1EsZkmef4qAJFHUNNrzMsOKgvXU5ajROuw1LrbcMr2bx3SxoKA0HA5T\nVVWFzVb62NraWvL5PNFolOqyStNQKMRq3Uao/NiurktrMzg5liyv5bLrl3Jydz921UrDsPDCKzoz\naAUBLjJFJw+9NoGxfX9idx8FWaWtxkPv6VaaGiNITgupkQMEFt0AlDSlMzGlGX2s+PITOJUcyege\nrA0+NA2eSMYZWxylfoOdZZ4rId+HJEFTY4zzg5MqVqtytOrWLUgWlMEkQ9/8pmnG/mlAm3BCWyug\ncP7R76GuuoXlW67iT997Gd956ATZvMy3HjzOFz92BTe/fQ2P33eMfE7m5e2dVK+tp707wun+KHab\nhSZbkmqXRrWeupc7xCIgX30zX3t+jJFIBvDjzLuwOHNs2JpjrXoLuWIvLrtColkiCGiFAsnDhwm3\nXcYPHz/JhM4etjX5+cydG6kLOllfcxJSQudXVCyMqjdyfbNRkWvFX38V3prLiA6/SiK0D6tFA6UD\npRoslO/eJGzOauT8BKqcIZ/s5dzNa1jTM4BNBeVUJwRWIZelEIZSI2yoFSxbavwwuYQYd/76q3H5\nl5PJFfnP7Z0c6gzhcdpoaw6wrNnPMmeB9OGD4FuLKlnouvH9+GPtLK7KUuXOURtw8sFbV6FJMnc9\n1kk6J/PNbeLaB905VLlUVHSD2wlju9Da3otksZLKFunXdWdWh0zn0Z/id4iNzfOZPOctbj6wbRjH\nBh+2a2qR7BLpieNkYqcJNt1ESCqNxUZPPVessfLC4UFOdI+TzhXxOG0CXDwrGCzFlsQwSk87qsg/\nvo3+yy7Hvn4IySp255I3icWbBMRmyStJ3Or2ssYhqtHNcapJuIMr8dVsxhVchSarnPnzPyNpreJo\n6x0A/O4fXI7beorY8Itoun446WxGlnNIqgVNUukJFqmnZKI/HZuYPSsmeNvN9WTkkxgiufoq8T8A\nrl2ExlnQxE9u311NNBsENKIdB7FpYjSkTxwnfUIYuUtOJ+6VqyjoHoZjNTbCDS7W1K6hENpjVpUb\nEY2Ie1ld5+WmN3+cA90p6vYdoSVc5E3HCuy73EkqOI4qqVg08Qz787o7wvK5U/dG+IMuxoYSpIsW\ncFlwvLsZVSuNo0C6m9/xODmar0GVxRh3OcVGIZZzkBHNs6hZHOVTsQm0vS9zTdsKnlrzbs6UFcL9\n7OF2Pvy7l1HtL11zJZUyWVLX0qXk+vtR02nC7SPUrZNoCqRorvXwzmuXsu94h3hGAaVLSG4KN/wO\nJ3Yo1MptgGg8sfnqxWy9ZgnjoTS9urdhylFN6PHHGHrP1aysB4saJ2y0jB1vRWo5x60HxbnmLHa2\nNd9GU36CO0dfwaHJXH78aZ4fCrG9Skg4agNONvjFhs/usDKWCxGKDvGBXXGcBRVVgleusOLUpb47\n9vaTODhAU6Cezd4A1nSCyPZnpoDS8gKnRmcL/b3Q09tFKpWnKLcSzIrsU31DZVp3edsgsmzhYDec\nK5uH1tUPU+0WQPLVfBYVKA4upzgmQKlikbkvdIjPLdlKVtdxgugwF6hyMz6WJh7NsuPgeZ7cLSRm\nSxv9XL5uJYPHxX0P+LO4tTwjd99rNrCoXl0P+Mnl7fS6trDxLZupuu2t5LrOEXvlJRIHD1LcEUK7\nrgZU6Dnr4kmPm6TtFNX+Lla0BlnREqDKu5RaanAwQaT3WQrPiXNIeiz0tThY0yPjUGUsoWEaQsM0\n3lCHc7PecCQJWSA4ScKsxovIh2MEv3I904UBSkFYQzl0oilQ5ebK65ey/5VeRocSnD4+gjs7Ru6e\nH5KwVZPS5yElVAA/SI0uot56xqwiW6VabDz3zo18+S2fwyJZsFYFGf7Ov6HEYtzet5o9S23U6lmT\n9lOrWLpkhKpgEqmwn65TS1m5YeoznUpFCfc/jRWYyLiIpN2sqo+yeVGYb4ZO48qpNE6IecW/cTOH\n/MdpG8wTs76JsA5I11zWRKfuKzs+kuRd17Vx06b/n7v3jpLrKtO9f+ecyrm6qnPO6m5JrSzLSsiS\nczbGcsKyMXmGYeAyMx/MfAPMzAUueS7DACYahmQb45xlbEtWsHKWutU5V87xhPvHKVVLlmx872Kt\n71v3XavXclmnqk7ts/d+n/2G56nljztG2HF0Gk2D1loX91/b/Y7Asc8tk/Prh+iZtIm1rnl6LKvT\nRDanEbfq/iNwYoAZ8+W8OVLP+zomyKdGyCYGsLkvvWedGngYj6DP6YCtnazNyqnJfSyI+RARiGhH\neeSn+/nrz3/hku9/u/3F0/emt3Udn3tdKFzIX5XL5S557duv+3MmSX++LHbTpnYOnZzDGJ2vvUk7\nooRDs1hEGAq5AIGeZi+JdIGpUJoX9o6zobWCbNRNPGHH7UqTDO3D27wOQRDLNaUui6PM93fOFFkl\nMKlH5yoyUwi1ZqRu/YEfzxaYVVRW1y5jW99WREFk/MjLKMUEa9ZJrHOuYnYqTmAmib/awRlnCm9Y\nP31LlirCf3h8Xh2oZEI4jxrII1aZke1RBr/7Pdq/+CWWdrXx4A09PPTUSaLJPN959AgPXLcAe62T\n9EySscEwrwwGORcvE4BGUaK2cf70pQylOV63lGdCjSDok7q11k1z3TL2hncxlDzLxzfeQ3S0n2L8\nIK31KUIOF55UguNPvsgv/Lp2MMCWFQ3ctaULSSgSGPo9pHQqrGTezK8P9DCbVAgWRnj/xrb5xWWw\nUdVyFc8+odDVPqI3X+UVtKCMp/992Cs7MdvrEQQDY0e+hSpnyMaOM2yMEV9o5/KjaWxqkQh6F7Wa\ntSPaUownpjEYRArZELFpPfpgtFbia9rCyEyS7z9+rFyIns7JnBiJMDI4xQenXkAoNZcVRDOPjMBt\nDjONHmj2a3zt6st5cvhZto+9wfs2X8Wrr4hEk3m+/chh/u6W8/TgFRWvJFKInyQwlOZ0aj2Pvj6J\nP6dQK6osW3wMp0kHqDuCVg4YUqhVFqKrrsG/+zmUwRS2m3pQ/Vk0tUBs+hUsBhcOQSCDQLXDx2V9\nRrYfmKRQVPnUd3dgkARWps+ysSRpurffghrLYypaSJq8GFC5ZfgQv+mqoGgwsqHhMpKFJBPJaYKZ\nEEvNRjZYTZjP2/fiCTtT09XUd6ymvXt+04rtfxNjIYddmm9mi0ez1Pevw+ZuITD8GHI+hjM/w/1O\nO4cO95FMOJms3s5qEqCqFCfGsC+4uA4gO3AGaYUHQ4lYO10wIAA208X0NJqqobw4R9Vslqn6Xn3s\nzX4mTC5kQaIpN6dH3NDQ8nkyJ46X33uo28bm5g04zS4d92oqkgSCIKIoKvHSfjKXyvOPD71FKNrL\n3ZZJGnMBVp+OM5zcwoTXRd6sYM3pe4QjHyEtWfjuM5PcGDNx9epGTIZ3J5Z2lxoVstkM5lsaECr0\nbdtdczmp2FmUXIA+s5Fmk8AuY5Fi0UgiNYXfATNxJxQ0cERpdc6ilSho5NEhHrgiweCSRbz5+AkM\nGoQjc/zTm09RrfbSZ19JpcdK1ZHXEUt7su2OD3Lm90/TPH4E90wIeipxmot86f4+rFY3C+tDxEZL\n4x4pkDAb2REAS4mSrbLNwnXXLS03oVWfl05MmSvwxucQR6egElyWApf3+qnxu3DYjGT2H8Yf0w8L\nlpuu5aubr2ImlGbuRCcVT/8SYz7DlaF9OOUMr/mWEU7kGYnnqRFEivkcJ7/3n9wzG8Gd1kHdziUO\nhmsKrIgkcdjzyNZTaAULfzrSQNzSwab0QfJnB/nmN5/A3NqGy24iHM8xk5sg06iXNk2cquCh0Hyj\nH0C7WAloVFbqNc2DQQ9ua4EqR4aujnFkVUTJ9dBW76baa6ZZOARASNY4VZAxKU5azMtQVH3t52wJ\nIoUIPx8OcW91NXJOX7tWVzNSqV55ejbJc7Pz6+zOLZ2YzRaKig2TIYPXm2fiX/5flJQeSJHsdgzd\nlUCOSMTD5EiUXKaIw2XG2LOAfRkHjwab6I0PsWzXabxyiibgQfEpXvWv4KjWwf5kvtwP0Oyu5YHL\nIohGDcMaH7P7ozx5hZuk0crL2lp6E2MsjZ+hfo2EYaEOSDVVQ0srZDMGYkol2ZyFpD3C0tEEhaOT\nWJpasTVempZMqqpEcrlQEgnyoyMY1q8v/9vyy5t1hptQhtdeGqRt+kXainmmKvTIoKgWmQ6b6G4v\nILqN/KppHYqYY3Epa7/IvASTsbS+li4l3tdH+sQJrLsPs6FbB3LJlI3J6WpWbFxFPvRrJEkjGXyO\n0UEvHT36oWQykGL7gQlqeZkOfwFNgyeOdeKxKXRWRjFoORoNEt7QfCVL8+qNOIdH2N3djCegB+wq\nlRBXXLOO4EySSCjN7GScZZc14fNY+fCNvVxzWRMD4zFW91VjfZe6T0MuiMWqh6En0iYMorGMW6p8\nbsaCMTLnAmzT49CyhqFEN5uNcZRigtjUyzi9nRcptE1O78RT0OfBpGpiidpPz9QUvQNt7CodxNed\nmMCfeXclugvu9T1f+R7MbDZfBCrPvbZare/pWovlz9cvnG8u18Wdopeyu+5exg8ffhp/Sq+3ENxh\nLKIOLCfiXj5yy0JuWNtGMlPgn3+0m+HpOPtHIvQhMjpWT/+iARQtST72Ft6mdWXd+2qPD6/3whT+\nyNkQ8rk6kOw06rV66lTLKQg7wqy/9Wo+vOpOrCZ9EiWrewlN7iGXHKJ/uZ/OBfPpkfa4k/E9BwBI\nRLNII/pJdEdFPxOWaq5d6GFJjYlEYYgsc4iVZgS/icAjv2PRV/+NGzd2klfg4WdPMh1K899/eQAR\nWISACYFmBEwuE0t7a8gHUqSHo+Wue3U2x+vGRey26fUgXqeZbdf3sml5I1PJGfa+sAtVUzmZOMWG\n3k2c3H0Qg6iRWdqIZ8cJ/JEJbK4Ust3Np+5YwppOD8mBASann6NgLNHAFOzUyotpyERR8kVefF3f\nHW5d4iVw9BTxM4MUxkYoGldx6GgP0R1F2oMHaf7bv6VhxfxmBJCq7Sc4sZt07DRTsSRjPTa6z6oU\nS3Q4VrOEmnUi2lIcnRohtxhSs6+gqTKCINHefw8vHwrxi2dOloH0+5Y34LKbGBkJsGL3s3iLSWKl\nWj1VEAANi60CCOI057A4NV4b16mBRtRDbLvuXh5+7hQz4Qxv7R9gQQ0UixLPDlSzrnuWFoNAPjWG\nIxXAJPRhEMwsX3ISfylSPZpsY9JgBIKYLArX/rf7Gf5OlPCbu8n8/gSNf3UXGfcM6fg4NjnB/S4r\nuzQrfp+LCq+TOv9ppkv1RkKxwPIZvSEm6LXh6XbRkD5Dcq6aOYsbAuBKq9z8Vo5lX/4Cbb5mANLx\nCUZPPkaupFCmAUfzRY4kRXwH9BKcZRuqL1gHEzt0NSzRaUfWNAyCwOBwlLXv66IBZwwAACAASURB\nVARvN/7qz/Cn1/4TH3NUGATet+wUp8+08aZYjSYEETQNpsbwrrmwxEctFMgbZzCu1uvp5pI23phe\nz4KWGiZeGsZoLNKyyE1D+CDSyHG0WBEtXMBinY/+Ba/bhtELR0aGeC3WiknN05CO0JSM0JKJ4U/G\nCXgNTLd7+bvF15EPHSt3LHvcFhRN4tU3R8p1qW+NhPVCHUHk2dr1fGjiGUxynruT++n5568zOpri\nmUePYlCy2IpJTjqayRVVHv3TWV4/PMW263tZv6T+HaMcNXUuRFFhUc/xMiAVJwy0X3kLT554jtzo\nNJ0mAw4hweWrD3PgUC9eW0nS1FTNbQv7+ePAU3TsGKLMmQWE/vAYm3/wPeKDEU4fncGlCcyacsxx\nkIkBGTFYySdH/4QVGLbV8c2nJhANPTxoGMQTnK+9m4gf5DeH9tGuxFhrMaEVVbSEzK41XsyhUue0\nf5ITM0288dO3dMo9Ua/nbQQswIS9icb4KermpgHdsX/mzk4s9irywSAHfjyEBsz4DET6JNY2VdDW\nVAHLGsluWcTJL/0rudlZLoudYFUVhJMFptU6Qs5WnPkEzZMTCH4T0nInGZ+LVRUmrjQXEdYdumCs\na30pnt7TxeWRY5i1Il0TB3lCnu8gN7adxQBosgElot+nKOgqb6IoYJNFnM4UNrPuH4ZUA87cRtzW\n7ZilFL1do1xe1037wuUExt9k4rS+NnfkcmjAf9t0H0tq+vjGP79ILlMkI+mfM6ae5IcHlvFAXwwR\nhUf3wJnj0zQjYkQHNl3NXrZu6WJlr35fmYwNkyuDXQzrgFQQqL5qC7UfuJHTh74LQDjiBg2GTgVY\nd2UXP37iGM/tGgXBzImaxVz76XvxH3iV6SefxqIWuS6wm7VSgD81rOVMDIxKgTUn9yG7FQw9Tgw9\nTnZVi6QEDX94NX1rumivX0GduAM5oR/41GCBwlPTkFMZrLyMKfcCJKXAhpEd5EqR4LorN1/kV883\nV3cn0X0HKI6Pla/LFWT+dGCSQVnBDwiqRtbWRjETYq7EQT4jCYzLvXSjN7TWu5OMO2eQJ7oxyCbq\nhIYLvtf80Qc5/JnPIXZacJRSQ2cGW0hLCu19vUyd2UQy8Coed5Izh17g0OAKYqND7ImZ6G2IsH6R\nfjg5GW7hhi0bWN9fxYmdX8aASq/JQE+hCpUARq+XusU9LBldQTig+yt7Pkrv1IukX5Bo7VxCJJRm\nZjKOx2Mr7xVer51FXZdmYjnfBoRYGeyNJKwcHopwzRp9TBrr/YydjqEI+u82KwW8xSRbr1pBY20l\no8d+i5yPUEweprplnls4mw6QntqOEUgVVaqfmmNy9lsAxJztUK0Da0f+0g2/72R/UVBaXV1NLBZD\nVdWyFGMoFMJiseByuS66Nvg22pdQKERl5aWl6d7JEonsJRWT3m61XgvJ1mkIxjHl7HhqAlDip7v1\nyg3U19QQj+uRwL+7awnf/N0hRkqp1OmZKhY0DmD2wPTZF4ik5runJdlINJpG0zQmAimOD0c4vX8S\nIyCqMp7ODFa3DoTlvVE6zmZ57uFZ7vjjczhtRvpaKrhrfTOwB0XOMjN5GmtpAQEYMlnMpQlY3DuE\nBMQNdvZ4F7J2SSOX39CDIAhY5Czjh7+JpilIC10k9w8y8sqLOBf3s6HXQSjo57XD02QKRhBEZL8N\nUzCLCYFrW/1csbmD3/xgJ6olh9dT0lWmGd8NV7I8nKa52snVq5uwmg3E4xkcuGlw1jGZnOaPJ18g\nk8nTZq9HTk/RsdRIZoe+Ud6QPExnZRX86AX2zsxgWOXBsKJEhTWQIrd9mJR6jC3nPStlROQM88/U\nABia+ilIVgqY2evp5bsvxdkYPMTVKxvxlyIvRnsPsBtNLdJuhpMFgYMLl2Of1bvv6+UQOUc1g8wg\nG5L860PP8OAKvc7X6lvN//jNKIdK6USzUeKB6xZw+aJaNFlm/K0/kC51WioNLZAFCYG/uX0RnRXj\nhMfOoMhZnj++HaUEWmdTQVp7Za5eXs/ZA9NUmvRSiFjciT3QyBPVc6zN1LCyaZZKR5aPrTlKPufB\nU5IQtFcsZNOK25Am9/CbUweQtSLReBL/vfeTPDtMYW6OyR89RvM//iPG2hFiMzuwiyJbyDN0/Bm8\ndRv5wgeXc2osSjpbxLjrFRzjOaRlbqpX+mk0aGCPQ1UcTYPkonqsJ1PUjaSRn95J6Ho70alXSQT2\nlZ+FyVZDRdVm4uk4ew++Vv7/T44+j7f+VqwGC7mJCZKn9HGtuXIz8lERg6Jx+kyQQDBJOJHjJ0+f\nZNQe4TKbkY0VCpKk0tczREXKRKzehncyTfj4Seybr75gHYePb8ewrtT1m5F4LJPB3ryD3ua7GNcE\nCgUTXR2dNF+xjJlfPoxWUcC1dRX2xYt56zt7UBQV0RBje+5J1BoVc6nXb6r0txszolqJKgoURpq5\n95+2s7o1zDWlSqOvP7yboyMpDJkiHaX6yBzQ2+Jlw5J6lndVkj9ax+R/fA8SMSZ+8AOaPvVpupaL\neP/4IgIadRs76cp4GJiIEYhm+cZ/HeAnTx6no95NR4Objno3zbXOcgRVNGgs6z+Fr6LUmHYygbY/\nT/TWNC+e3UMkn2NTzsVKl4rDnmXtmkPlNPrGVUvJmn0cfO1RWkq1a/a+haRPHKcYjzP48K/xd62F\no2Aq2DDmrRTNWUytx1k44cOq6u/Z41mIrGiIBjOJTbfifvU3aIqGIAm8eeZlZvIF1pSAvxYpMOsz\nEPC3UB/Uxyga85GRL45k+xCwIJBx1aIFDIiJ+TrQcGAKm8fOxPcfQsvn0QR4dZWT2Nherm7agusc\nMbvFSdMX/onx73yL3MgI4sAJKoGpWj0FblDzJK0i7htrMNgM6J7o0pRPCyuidG1zoL60Dnb9ie70\nOEsqNGax4/XAmG8ODehxL+SmbWuorrDRUOsmmcxRKMj88H+8TpVfd8KqpjFkmeDOPqg1fZDJEz/D\nZs0Tm36REUEjHtA7/GdllYGiQn9lHy2WViYn9MglwIaFS3g8fxxFzJN0HCP6cBSzKjPhGSR/niDC\nZ29dSH+fPpmj0bQu1hA143GB2ZpFAaru2Irv2usIh46U3zcacSMCu3eM8PyZOU6O68GCaq+Vv926\nhHq/HRpvx7Swn+mf/ITC7AzumSFui03juelWkrt2UczOIu8SETsciEaBTW4LHd6VfGTrXcRjSWYG\nHyUd1en5zI5GqvtuJ98+Q+bsEDsO6RDEn5lALO35siDxxV05MnueR1Y1VFVFUTQUVcNsknBYjKwM\nGlgEJIaG+fdf7QWDgT0n5khli2DMIbhT+OJVzLo6kEUDUOKkXXSIRf5VKJqEJCj01KeZMc+QC9fi\nSPiZm0gRjZ7H2+z24964nlyLHgyKxR3MBXwkvTN867/2U5AdrPG7qHEn6GwfY+cuL92De6m1i7Qt\nKK0Hyct1V96NZDCxb/IYo/k8i81Ges1mhDOjqICtt4+hgQDx3TYENGRDgUWcwaAWmXriKRx36yUL\nmVSB4bPBMpvCe7WiLYcBnfc1krHzxGtnWdXtRxAEjGZ9bATNhCwYMWhF7u41s7jVi6Z5MNsbyKcn\nmRp6Gcm2AMnoQFNlTh/5EWY0VFXD8NQsSol8H0EgU6HXtpokjfqPPchPzgxy6WKMi0360pe+9KX/\nrV/3Lub1evnZz37G6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W2YXp+Rv+q/af5ZlIr68zmdR/YTtywkGMvy8r4JdhydIV9UyOYV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\nKBQKhUKhUKac/x9sTeEKyIbN5wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e270a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"change.plot()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x10e3c65f8>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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YJifbqrnTh2rD5gJV8RQhgChGwAJgqJxsq26+cmiwuwEAQcUSIQAAgMEIWAAA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\nbLCIiIiIFPsfHb+pRmENdy8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e3c6668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot('BTC', 'ETH', change)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x10e754b38>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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H4/E5XlVVpWeffVb5+fl69tlndfLJJ+vaa6/Vnj172qxeAACQ+GJ+Cs9ut/sF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\nIiIi0hMbKCIiIiI9/Q92svst5/s6oQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e754b70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot('BTC', 'XMR', change)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x10ea4cc18>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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z02lznKPN8d/mRGuvlNhtDtY772yR05kjSXI6naxG7kevXpldOi8meqAAAMDR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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ea4ccf8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot('BTC', 'ETC', change)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x10ed4b198>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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a2lplZmbWb8vOztaSJUuc9p0wYYKqq6udtpeWlvq0RgAAEFz8vgcqLy9PCQkJ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\nJxF4Ml3sJccAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ed4b0b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot('BTC', 'XRP', change)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x10efc26d8>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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1S/ZZk8rKSsXExHhsa9MmRtXVR3zuW/d4G/e2+uceOVLtsa/L5dLDD89SRUWF+703JSYm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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10edb8908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot('ETH', 'XRP', change)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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