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Example_FX_MR_Trend.ipynb
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"mimetype": "text/x-python",
"name": "python",
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"version": 3,
"colab": {
"name": "Example_FX_MR_Trend.ipynb",
"provenance": [],
"include_colab_link": true
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"kernelspec": {
"name": "python3",
"display_name": "Python 3"
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"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/davetromp/8445d0c5991de2382876eedd839469a4/example_fx_mr_trend.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6HsH6z50h_lW",
"colab_type": "text"
},
"source": [
"# Which Forex Pairs are Generally Trending and Which Ones Tend to Revert to the Mean?\n",
"\n",
"This notebook backtests a simple trend-following strategy on forex pairs in order to see which ones are generally trending and which ones tend to revert to the mean.\n",
"\n",
"A positive and stable equity curve suggest that the pair is a trending pair in general.\n",
"\n",
"This notebook is research for a study explained in this blogpost:\n",
"\n",
"https://davetromp.blogspot.com/2019/12/which-forex-pairs-are-generally.html"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "iBgLqhdKlfSB",
"colab_type": "text"
},
"source": [
"## Dependencies\n",
"We will be using [**Investing.com**](https://www.Investing.com) to get historical data for Forex pairs. We will be using the library [**investpy**](https://github.com/alvarob96/investpy) to easily pull in the data. **Pandas** will be used for manipulating the data and **Matplotlib** for plotting."
]
},
{
"cell_type": "code",
"metadata": {
"id": "Ueay8vM6kA74",
"colab_type": "code",
"colab": {}
},
"source": [
"!pip install investpy"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "PTqAhfzYh_la",
"colab_type": "code",
"colab": {}
},
"source": [
"import investpy\n",
"import datetime\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from pandas.plotting import register_matplotlib_converters\n",
"register_matplotlib_converters()"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "6gIEOHXHl5pQ",
"colab_type": "text"
},
"source": [
"## Implementation of the trend-following strategy\n",
"The Strategy class will be used to test if a currency pair is a trending pair or a mean reverting pair.\n",
"\n",
"We will be doing this by buying as closing prices break above the previous day highs\n",
"and selling as closing prices break below the previous day lows.\n",
"\n",
"If we get a positive equity curve then the pair is generally trending,\n",
"else it has a mean reverting nature over the tested period."
]
},
{
"cell_type": "code",
"metadata": {
"id": "BXtZTk4CkSwf",
"colab_type": "code",
"colab": {}
},
"source": [
"pd.set_option('mode.chained_assignment',None)\n",
"\n",
"class Strategy(object):\n",
" def __init__(self, ticker):\n",
" self.ticker = ticker\n",
" self._df = self.get_data() \n",
"\n",
" def get_data(self):\n",
" # Get 15 years of data up until today\n",
" start_date = datetime.date.today() - datetime.timedelta(365 * 15)\n",
" end_date = datetime.date.today()\n",
" df = investpy.get_currency_cross_historical_data(self.ticker,\n",
" from_date=start_date.strftime(\"%d/%m/%Y\"),\n",
" to_date=end_date.strftime(\"%d/%m/%Y\"))\n",
" return df\n",
"\n",
" @property\n",
" def df(self):\n",
" return self._df\n",
"\n",
" @df.setter\n",
" def df(self, value):\n",
" self._df = value\n",
"\n",
" @df.deleter\n",
" def df(self):\n",
" del self._df\n",
"\n",
" def run(self):\n",
" df = self.df\n",
" df['BrokeHigher'] = False\n",
" df['BrokeHigher'][ df['High'].shift() < df[\"Close\"] ] = True\n",
" df['BrokeLower'] = False\n",
" df['BrokeLower'][ df['Low'].shift() > df[\"Close\"] ] = True\n",
"\n",
" # Assume we are never long\n",
" df['Long'] = False\n",
" # Assume we are long this day when previous day had a break higher\n",
" df['Long'][df['BrokeHigher'].shift()==True] = True\n",
" # Except when previous day also had a break lower\n",
" df['Long'][df['BrokeLower'].shift()==True] = False\n",
" # We are long if previous day was long\n",
" df['Long'][df['Long'].shift()==True] = True\n",
" # Except if previous day saw a break lower\n",
" df['Long'][df['BrokeLower'].shift()==True] = False\n",
"\n",
" # Assume we are never short\n",
" df['Short'] = False\n",
" # Assume we are short this day when previous day had a break lower\n",
" df['Short'][df['BrokeLower'].shift()==True] = True\n",
" # Except when previous day also had a break higher\n",
" df['Short'][df['BrokeHigher'].shift()==True] = False\n",
" # We are short if previous day was short\n",
" df['Short'][df['Short'].shift()==True] = True\n",
" # Except if previous day saw a break higher\n",
" df['Short'][df['BrokeHigher'].shift()==True] = False\n",
"\n",
" df['dd'] = df['Close'].pct_change()\n",
" df['pl'] = 0.0\n",
" df['pl'][df['Long']] = df['dd']\n",
" df['pl'][df['Short']] = df['dd'] * - 1.0\n",
" self.df = df\n",
"\n",
" def plot(self):\n",
" df = self.df\n",
" if 'pl' not in df.columns:\n",
" raise Exception(\"There is no pl column yet; first run the strategy.\")\n",
" plt.close()\n",
" df['pl'].cumsum().plot()\n",
" plt.title(self.ticker)\n",
" plt.legend()\n",
" plt.show()"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Zvqh4Mrbh_le",
"colab_type": "code",
"colab": {}
},
"source": [
"majors = ['EUR/USD',\n",
" 'GBP/USD',\n",
" 'AUD/USD',\n",
" 'NZD/USD',\n",
" 'USD/CAD',\n",
" 'USD/JPY',\n",
" 'USD/CHF']"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "N_Mjniayh_lh",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 553
},
"outputId": "d36030d6-a75a-4fdc-93f3-7b75526c2c90"
},
"source": [
"plt.figure(figsize=(16,9))\n",
"for ticker in majors:\n",
" strat = Strategy(ticker)\n",
" strat.run()\n",
" plt.plot(strat.df['pl'].cumsum(), label=ticker)\n",
"plt.legend()\n",
"plt.title(\"Performance of a simple trend following-strategy on the major Forex pairs\")\n",
"plt.show()"
],
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
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ypeqNlq97WzgyM4l9ydUyeurhhwEIX72KrEOHSP3fNzR943X8W7UiL+6sGZ/q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\nv/JRVJ2TIg6LlcyeXvCsWd1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Y8M64lwb3FvzGHFlZhdYQFgSh+mBPTeX043q4SmD37uZq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\nx+knIaX15eIEJzbCUBW0CNmlG6rBNg5fPZ4J1y9Nu+IKqj78EFNi4iE9v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wAAIABJREFU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5QgpumSKOyfqarb6nSNIApYypQqmcFiAFFph3flJL7jkz1ow7XKd5XoMncZgBpN2s9Tur+P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\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BPNP+JS4dPczvb/+fdq7riMdwR05mBgAzXhoHwM4l8+kzfgLZ6Q6FZaPJjG9QMG0GDkEy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\n",
"text/plain": [
"<Figure size 1152x648 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "4wmRR971h_lm",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "e92d773d-b5b6-4597-a2e6-56b1c4186e95"
},
"source": [
"for ticker in majors:\n",
" strat = Strategy(ticker)\n",
" strat.run()\n",
" strat.plot()"
],
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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2sTJ9dPKG86rolTbFym2R6htuRZAKp931Nm9+VsHLK74Mj7mt979ddhx3XnAMvgQLisWF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\nAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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r26LqBKSplsvJ/j80k7koL4dSl52GQvlo2XZKrPj2ltYX2rMz/fHfl4zuwRqH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\nqtAVRVEyhP8HqX74hK2w0CAAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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94HbZtgNVHldKeQuphS8irYC3gCwgF7jMGLPfp8wA4GkgHSgHHjbGvBXKdVXk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\nHGRkAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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hePbX+ggYw8BupVzy8Ic89t664P/n4QO6MiBGM5Rc51FXG8JofGNcv4jGLw3+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\nWcAsEbkIuAW4LHyOiFwJXAk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DnzdXbk3JtcLxqkJXFKWVySiF3mBHsJTZC5XhNc4BfH4T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\nd+MAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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XUaXqelb4Ct4hcVpqvX4Y2+Sm66arG41R3VthQp82HtNd7cKrSwipD6rGgPfO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\nYIXPMAyTIvw/QQlbFbAafLIAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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fW1jMrJ+f53ftglNELXzVOIi/Lh1Nq6NiiCsnTkpS7dugCQnS4OlDjDEYYxjd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\ngg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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2r6GTxhC9s0/ohHMHd8ZDk08Ij6ARIi3Fhp1lNV4/h+tP7eXWw3ttSQVKVGdk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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "XypcDY77h_lq",
"colab_type": "code",
"colab": {}
},
"source": [
"minors = ['EUR/GBP',\n",
" 'EUR/JPY',\n",
" 'EUR/CHF',\n",
" 'EUR/CAD',\n",
" 'EUR/AUD',\n",
" 'EUR/NZD',\n",
" 'GBP/JPY',\n",
" 'GBP/CHF',\n",
" 'GBP/AUD',\n",
" 'GBP/NZD',\n",
" 'GBP/CAD',\n",
" 'AUD/NZD',\n",
" 'AUD/CAD',\n",
" 'AUD/JPY',\n",
" 'AUD/CHF',\n",
" 'NZD/CAD',\n",
" 'NZD/JPY',\n",
" 'NZD/CHF',\n",
" 'CHF/JPY']"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "mK0qboeAh_lt",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "0b715f24-e003-45ab-9c88-1da71431d548"
},
"source": [
"for ticker in minors:\n",
" strat = Strategy(ticker)\n",
" strat.run()\n",
" strat.plot()"
],
"execution_count": 17,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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CRLa1atKFUx8vs2dzJbs1VlSNTU4G0vGylfkFkZIq5zfuxdWmUOD3Vu5I6bic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\nYUHAMAxT4Px/s6r+dImhXCoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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r9eGD/R3498eHjfcOtGsVdjNJumLlfgAXENF2AOfr2yCi+UT0WwAQQrQBuAfA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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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OiRx6WOsYLbRjf+OlFz9Zs4t/fda8rKsPzlnL1f/+gvdW7GTm8h0cqKrlL298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\nSUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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ZM/XrP55i+KJtUWMMhJaj15cGk0smHqmqacAd76/2uAu2ZtDQxgfParVnRYtL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\ngOEEAcBwO+rPn0chYNyvAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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LS727GDGhs7+yAX//egea/fjHm1TugxONVmwqq4m6wk8zuyz8bI96PP93Wm/n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\nfIZhmCSBFT7DMEySwAqfYRgmSfh/eU0TjteRzMgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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2Q44m2OFHAOoMFfXiYWqiEVcX9NR6iVcW33cezuvfCYBzM2pXTtVLoZsOcphI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\nQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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IYrHkuhmaPFShK/iMiVh8y82Jg7vwnx8f7y+wta+6If587nWT/cdO9b3hrvBF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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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lRc1YkugKN+BfBEy1t6cCF/ufYIxZb4zZYG/vAvYBnfzPU/HltAGd+eTn472p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\nlVIqQWjAV0qpBPH/mBc1HwAAAARJREFUBWS4q/87KhkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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gmo0GZGluXuF2981efRAAsGL3MYzq1iqstkQTgY7wc4UQR+XtIgC53hoT0QgA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\nnMCCzzAMEyew4DMMw8QJ/w+GwIxyIEvK9AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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lT0D6ezC+zSluqS826gO3RkXPQGgfLj/Jef4Hi6t5BS7T7MRs1WSf/K0AFgDY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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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pyXe7jjKoUwteX5YDwF3vruGud9fwyrThjO8TefmGlHLwt0tnDjDV3p4KfOTn\n9ZTy21k9WnNGN++Lv79x4xm8Om04p3dJdXvACzB/w/6GqJ5SIeNvwJ8OTBKRbGCivY+IZIrITEch\nEVkCvA9MEJFcETnPz/sq5VN0lPDuLSO9nmsWH8O4Pm2IihIGd2rpds7XBDalIoVfAd8Yk2+MmWCM\n6WWMmWiMOWwfzzLG3ORSbowxJt0Yk2iM6WSMme/7qkoFxwtXD3Pbv3VcD7f9t1bscs5OVioS6Uxb\n1WQcKix224+NjuLFa4Zxjsc6AdNeWcm1M1c0ZNWUahAa8FXE+ttVQ932HWkXXF04sD3/vn6427Ev\ntuTx9bZD7Dl6qkp5pRozTZ6mItbFgztQVFpOXEwUbVISaNM8wWfZTY+dz9R/r2RlzmHnsa0HCjSx\nmooo2sJXEe2KzM5MGdKRkT2qn3iVGBfNe7e6P+htSknnVNOgAV8pF51SK1v0r3yTE7qKKBUEGvCV\ncvHK9cOZ6rIOcKGujqUiiAZ8pVz0apvC76ecxlOXW+v3rss9yv5jRWzPKwxxzZTynz60VcqLXvYs\n3OLSCmea5c/vGUv3JpaXSEUWbeEr5UVstPWnsXl/ZVbvWUtzQlQbpQJDA75SXsTFWH8af5q32Xns\nq+xDoaqOUgGhAV8pL9q3qDpm/7wBVSduKdWYaMBXyouUhMoUy7eN60FKfIzmzFeNngZ8pXxonWwt\niP7TzM7Ex0ZRXFZewyuUCm8a8JXyYUwva0WspPho4mOiKdYWvmrkdFimUj48celArhvZlTYpCRQW\nlzF7dS7DM1IZ16cNbavJy6NUuNIWvlI+JMZFM7RLKgDHTpUC8Jv/rOeMJxaxaNOBUFZNqXrRgK9U\nLfxocAe3/RtnZWGMCVFtlKof7dJRqhb+etVQWifHs3HvMVbstFIo5x45RedWSSGumVK1pwFfqVp6\n+OL+AHy0Zg+/emcNpeX6EFc1Ln516YhIKxFZICLZ9r+pXsoMEZFlIrJRRNaJyE/9uadSoRZnp13I\nKyiuoaRS4cXfPvwHgEXGmF7AInvf00ngOmPMAOB84DkRaennfZUKmWFdrXbNT2cs16CvGhV/A/4U\nYJa9PQu4xLOAMWarMSbb3t4LHATS/byvUiHjOiRz+OMLQ1gTperG34Df1hizz97eD7StrrCIjADi\ngO0+zt8sIlkikpWXp8vLqfB13oBqf9WVCks1BnwRWSgiG7x8TXEtZ6wxaj7HqYlIe+B1YJoxxuvT\nLmPMDGNMpjEmMz1dPwSo8DWwY4tQV0GpOqtxlI4xZqKvcyJyQETaG2P22QH9oI9yzYFPgAeNMcvr\nXVulwsRt43oyd/1+Dmofvh2YeJ4AAB4USURBVGpE/O3SmQNMtbenAh95FhCROOC/wGvGmNl+3k+p\nsBAdJYztk87RkyU6AUs1Gv4G/OnAJBHJBiba+4hIpojMtMv8BDgbuF5E1thfQ/y8r1Ihl5oUS1mF\nqbLQ+ZdbDrIq53CIaqWUb35NvDLG5AMTvBzPAm6yt98A3vDnPkqFo9QkK31yVs4RRvZIIz4mChHh\n+ldWAZAzfXIoq6dUFTrTVql6Gp7RCoBpr1oBPi46ilUPVj7yKiuvICZa01Wp8KG/jUrVU0brZm77\nJeUVPDF3k3P/8MmShq6SUtXSgK9UAL2btdu5XVSiuXZUeNGAr1SQnCrVJRFVeNGAr5QfzujWigtO\na8eS+8c7j00blQHAt7uOhKhWSnkn4TqGODMz02RlZYW6GkrV2tGTJcRER/H55oPc+fZ3gI7UUQ1P\nRFYbYzK9ndMWvlIB0jIpjuT4GC4a2N55LFwbVKpp0oCvVIBFRYlzu8BjUpZSoaQBX6kgOmTn2ikq\nLefg8aKg3GPehv30f3gep0r0IbGqngZ8pYLg9RtHAHCosISvsw/R96F5jHhiETO+2s6976+lLIDL\nI/5p3mZOlpSz5+ipgF1TRSYN+EoFQXpKPAD//S6Xa19e4Tz+xNzNzF6dy6Z9BQG/53MLt7L78MmA\nX1dFDg34SgVB59QkAN5eudvr+Zz8EwG/58fr9nH1TM0+rnzTgK9UEDSLj+Ef1wzzeX57XmEA7xXt\n3N59WLt1lG+aPE2pILlgYHvuntSbCmM4o1sa3+46wtPztwDw3MJs7prYOyD3aZkY59zu1755QK6p\nIpMGfKWC6M4JvZzbnVITnQEfIOOBTzhvQFte+pnXOTK11jIp1rndsWWiX9dSkU27dJRqIJ1SE7lh\nVDdO61jZCp+/8YDf1/143T7n9sJN/l9PRS4N+Eo1EBHh4Yv7M75PG7fjg3//GQVFpZSUVXDsZGmd\nrrnzUNWHv0WatE35oAFfqQYW7TITF+DYqVKufXklP38ti8GPfVanay3JznNu/+7CvgA6Hl/5pAFf\nqQYW62UVrLW7j7J4a56X0rW/luOB7YRnF9e/ciqi6UNbpRpYenK8236vNslkH6wcplnbpREveH4J\nm/YdB+Dy0zsxtEtqYCuqIo5fLXwRaSUiC0Qk2/63ym+ciHQVkW9FZI2IbBSRW/25p1KN3aherUlN\niuXec3szolsrPr5ztNuD3J4Pfloly6Yxhg++zaXUTslQXmGcwR7gl+f0JDk+hoEdW9CrTTJZOYcb\n5ptRjYq/XToPAIuMMb2ARfa+p33ASGPMEOAM4AER6eDnfZVqtDq2TOTbhyZxxzm9eO+WkcTHRPPG\njWcwtne6s8wOj4exn27Yz93vreWFL7YBMGftHrfzzROsoZmndWxB9sFCLv/nMn14q6rwN+BPAWbZ\n27OASzwLGGNKjDHF9m58AO6pVKMn4v7gtmVSHLNuGOHcv3/2Oud2UWk52QesLh/HqBzXXDxpzeJI\nbWZNvrpxdIbzeN+H5nHh80sCXnfVePkbfNsaYxyDgPcDbb0VEpHOIrIO2A38yRiz10e5m0UkS0Sy\n8vLq/gBLqcYuKc5Kk7D6hyPc+OoqPlqzh/tmr+MvC7cC1sNdgG9/qFw+8U+XDXJu92yT4kzcBvC9\nS7fPieIyZq/OZdKfFwctVbMKbzUucSgiC4F2Xk49CMwyxrR0KXvEGOPzyZHdlfMhcLExptoZIrrE\noWqKsnIOc/k/l1VbJmf6ZEb/6XOGZ7TiyR8PJCE22u18RYWh++/mAtAsLpqNj50PWDN7Pa+jIk91\nSxzWOErHGDOxmgsfEJH2xph9ItIeOFjDtfaKyAZgDDC7pnsr1dRkZrSqscyiTQfIPXKKERlUCfZg\nrbi16bHzeW7RVl5avKNKoFdNl79dOnOAqfb2VOAjzwIi0klEEu3tVGA0sMWznFKqdm6cZX3y3XvM\n9wSrxLho2jVPqPY6//pqB7e/uZr8wuJqy4WzF7/cxrwN+0NdjUbD34A/HZgkItnARHsfEckUkZl2\nmX7AChFZCywGnjHGrPfzvkpFrA9uP4vZt4507l82rJPXcneM7+X1uMOPvbxu5e8m8PTlVp//43M3\nMXf9fl74YrsftQ2tp+Zt4dY3Voe6Go2GXwHfGJNvjJlgjOlljJlojDlsH88yxtxkby8wxgwyxgy2\n/50RiIorFamGdUmlf4fKcflndm/F3DvHVAn8yQnV98i2SIxl8X3jnPsL7x5Lm+YJXJHZmYcv6u88\nvq+aTwrhrLHWO5R0pq1SYSgprvJPs0urJPp3aE6XVkluZY6dqjnRWte0Zsy5YxSdU5OcQzcBerZJ\ndm6f1rFFAGrc8P7xZXA+mby0eDsfr9vH/345OijXDyUN+EqFOUdLPia6cuz+gA7NGd2zda1eP6hT\nyyrHWiRW5tCvzRtHOCourboQfHmFYf/xonqvC/B19iGe/HSz13PHi0ppFhdDdJTwzbZDFJeVc05f\nryPRw5ZOglIqzDmyaxaXWQHuVxN68cmdY6pk3ayL5i4B/8iJEv8qGCKnvMwk/sWb3zJq+uccLKj7\nPIMf8k+4LTj/0Zo93PJ6FiVlFZSWVzDo0c946KMNAFwzcwU3vJpFRUX1w9rDjQZ8pcLU2ofP5YlL\nB9KnbQqAc9RNx1T/V7VyHcFzpJoc/H9blM1976+t1TWPnSqlsLiMjAc+YfwzX/pbRaejJ0v4fLP7\ntJ2tBwqYs7Zy/uYXmw/y0Zo9zNtojdh5PyvX67X6/N+nZDzwCde/stIt9URFhWHs0+51/tU7a5i/\n8QDr9xx15jB6Z+UutzKrGlnOIg34SoWpFkmxXH1GF2cahisyO3l9eFsfiXHRXH1GF8CagevLswu2\n8v5q78HT1Yff7WHw7z9jdtZuwPvCLHW179gp3l65iyGPLeCGV7Pcho+e+5ev3MquzDlMQVHl9/HZ\nRu9DNR2fkr7ckseyHfmAlbpiQTUrhUWJUGa35D0b9J9937hWGNM+fKUaidjoKLfRO/564tKB7Dly\niqMn/e/SWWOnfFjlkvLBGFMlZ1BdXPbiUvYeq+yaOVFcTlqy97KFRWXExVS2X3vbn4qqk2hPWnti\n7iZeW/aDz3LHi8qY7zLW3/Xn9fLXO3nIZcRTuNMWvlJNWHJ8DIXVtPBrq8JO0fKJy/q6R+u4XKMn\n12AP3vvsATq0SKCgqNSthV9Wi771K2csp8IjzfQfLjmtSrmp/15Jvstzjm+25budP3aqlLLyqg+Q\nw5EGfKWasKS46CoBv7C4jG+2HWLZ9srAVt3DyZKyCrJyjlQ5vuVAgZfS9eftk0iblHhSEmL5cM1e\nlm0/5Dzu2U1VXmF426P/HeBESRmu6cTiooWvfzO+Srm/f77Nuf39vmNu50ZN/5wH/7uh1t9HKGnA\nV6oJW7w1jwPHi3ltWY7z2K/fXcM1M1dw1b+WO495tq6NMTwzfws7D52g9/996paV0+HKGcurHPOH\n63OBlHirN/qr+8c731gWbqpM5eXZt/7driP89oOqE/wPFhS7fTKIiYqiwktjvbC4jN5trf4kz5nJ\nhcVlvGs/uwh3GvCVasIcDfeHP9rI0ZMl/P3zbBZ4eRB5osS9xZx9sJC/f7GtxtE4T8+vHNN+sqSM\n5TvyqyldvdLyCrYdLMQYQ3S0cN3IriTERrvNKfDFW7AHa/1f108isTFRtEjyfj1vaxE3No3/O1BK\n1dt/bz/LuT3ksQU889lWr+XW7Drqtv+LN7/1Wm7nkxeSM30yPx7WEbBaw47ulUc+2siVM5aTc+gE\nx4tK67wi1+Kth5j458V0++1cjp4sJd5+SHvp0I5u5cb1sVYOc0397lgz+JM7R/PQRf25e1Jvr/eI\nixZaJMa6zUR22LzfvYvqsSkD3PYbQz++BnylmrBOqYmM6plWY7mbX19NxgOfMOOr7Tw1z/tMVKhc\nySuvoHII5ckSK7DvOnwSgD1HTzHo0c+qDK2syZYD7t1G8THWKJtHLu7P5j+cz/NXDuGln53OGd2s\n76fIZSbuxH5tiRIY0KEFN47uRo9078N9HJ94Tnp5kJ2aFOe2P3lge7f99zzG/m/ZX0BBUXjNYtZh\nmUo1YSLCmzedWeuc+U/MtYL9tWd2cbaavSl1ae0WlZZzoriMFTutSUqOIOh4A6hJ33YpbN5fQJTH\nEE9HC19ESIiNZsoQq6U/a2kOAEuy8zh3gLV2U3FZuVuKCdchnK6Ky6w3pxP2m9TrN45g7e6jtElJ\nIDMjlSMnS/hicx5ndG9FWnI8/739LC59cSkArZpVdgUZYzjvOesNLZwWmtEWvlKqzk6VVNC+ReVs\n3Yn92nLbuB7OfdcW9MGCYq5/ZaVz3zH5qbYcffQ/5Lu/QTSL995edbwv3Pz6avt+5SzJPkRCbGW4\nG9OrMg9RUlw0P8m0JrM5PhUM6mQllOucmsQd5/TiJ8M70z09mdO7tuLe8/owppfVbTS0Sypf3DsO\nqPwkAwRkqGswaAtfKVXFBae144Wrh7Fk2yGm/ntllfOnSsuc6+8CzJzqvqLeryf15s0V1jDIy/6x\n1O3cB9/uqVNdfOUMahZfdbUvgJHdK7uoTpaUUWiPwunQojIlhetKYWN6tXZ2DxXbzxWevnwwG/Yc\nI6N1sxrr18z+ObgG/HdXVY7a+X7v8YBOmPOHtvCVUiy6Z6zb/j+uPZ2oKGFs73Sv5eeu3++WwtlT\n6+R4HrnY+wzUxVvzaqzPbpfunqXbvY/sSfRx/14us2x/8tIyRjyxCIAzu3t/VvHcT4dy27genNGt\nlbNbqF2LBCb2r10mzCT7k4br2P8TxZXB/8K/LqnVdRqCBnylFD3Sk8mZPpk1D09i7SPnup3z1d+9\nfs8xrj6ji88RL74CrCtfXR8zvtrh3B7fp/JN595zK+/VLM57Cx9g+o8HArBhT+WDXtf00gBThnQg\nrVkciXHRdGiZyLu3jHRbM6C2msVFIwIHjlsPqsvKK/jLQvfRTq4jhkJJA75SyqllUlyVce3v3nwm\nt43rQc70yVVSDzxx6UDunOB9qcUOtchJvzPPe5K1HumVXSk3n135bOC2cT0ZnpFq19X3+Ps+7arm\n0onxGEf//JVDWf3QpBrrWBMRwRj49zc72Z5XyB1vfVelzDI/5h8EkgZ8pVS1hnZJ5Tfn9wXq1lJt\nkRjLyt9NqLaM54QuB9c+9liXlnl0lPC3q4bx2JQBDO2c6vO6iV5a/3HR9U/kVlsTnl3sTNHsmtX0\nuQXZQb93bfgV8EWklYgsEJFs+1+f/wMi0lxEckXk7/7cUykVOmf1qOymWfvwudWUtLRxybvvja/U\nzK6zXz1b5u1aJHDdyAyiqlkApm+75kzs594HHxPVcO3be8/tzTNXDGL5b603vPSU+Aa7d3X8/Qk8\nACwyxvQCFtn7vvwBqNtMC6VUWOnZJoXWyfHcd14fnykIPD1wQV+uG9nVuZ8zfTK3jO0OuE+OcvWx\nS9bNmHqu7DVzaiYL7658GO3Zhx9IrvcBuOOcXogI7eyhq5+s3+ftZQ3O32GZU4Bx9vYs4EvgN56F\nROR0oC0wD8j0PK+Uajyy/m9incrfOtbqg582qptzKOXPzuzKS4t3eG3hZx8oIM6lVe9PoHZNkRDM\nXDjeUjGEI38DfltjjOOtaz9WUHcjIlHAs8C1QLW/KSJyM3AzQJcuXfysmlIqnHRzGdPueDB8/3/W\n0blVEiNduoomeaRciI2OYuZ1mc7Wcn0FO/nZzicv5MoZy7lrovdRS/4uCBMINf4ERGShiGzw8jXF\ntZyxnuZ4e6JzOzDXGFPjOmnGmBnGmExjTGZ6uvfxv0qpxq+Zyxj6q/613GfOmUuGdCAjrRkT+7fl\ntI4t/Lqn68ifYBAR3r1lpNubF8B5A6x2cEkYJFersYVvjPHZKheRAyLS3hizT0TaAwe9FBsJjBGR\n24FkIE5ECo0x1fX3K6UimOcD1+KyCjwHUibERvHclUP9vtdt43owc8kO0pJD8+B0RLc05m88QFFJ\nhXNGb6j4+xlnDjDV3p4KfORZwBhzjTGmizEmA7gXeE2DvVLKVYlLfp1U+2Gwrwe6dfWb8/uS/fiF\nAblWfTjWzvW1RGND8jfgTwcmiUg2Vv/8dAARyRSRmf5WTinVNLjmxu/cKimENQm8xDgrzIZDwPfr\noa0xJh+oMrPCGJMF3OTl+KvAq/7cUykVeVwzaDoe6L52w4hQVSegnC38ktAHfJ1pq5QKuSXZVkK1\nlxZvZ0n2IVLiYzjbR+K2xiYhgrp0lFKqXlxz8BSXVnD4RAlPfmotsDJ5UHtfL2t0HC38ui7pGAwa\n8JVSIXGrPdsWrORi989e69x/0s52GQkceX20S0cp1WS5zqZduj2fhZsqR3WHeoJSIDnSS8+3k6qF\nkgZ8pVRIeCZFa9s8PBKMBZpjeOn7q2ucexp0GvCVUmHhwPFiRODFa4aFuioBNdBlhnCo17rVgK+U\nCplPfzXGbT89OZ4LB0bOA1twX5P3tEfmh7AmGvCVUiHUr31z2rnkzHdk1oxkoVzuUAO+UiqkXFv5\nQ7q0DGFNGsaHa/aE7N4a8JVSIeW6cPiwLr6XLYwUH63ZG7J7a8BXSqkg2/TY+Sy5fzwAGWnBTdNc\nHX8XQFFKKb+9cv1wth0sDHU1giYxLprOrZJonRwX0rz42sJXSoXc+L5t+PnZ3Wsu2MgdKizhrRW7\nyCsoDuh1/7d2L3e89W2N5bSFr5RSDWz5jnwuHtwhYNf75dvfAbAjb0m15bSFr5RSDcw1HXQgfb/v\neLXnNeArpVQDKwlSwK+JBnyllGogF5zWDoCSssBlzswvrP3zAA34SinVQJ6+YjBAQEfqfPBt7Sdy\n6UNbpZRqII6U0P526ezIKyQuJopOqUks+P4AAF/dN55jp0oZ9Cffr9OAr5RSDSQ22kqk5m/AP+fZ\nxQDMumEEK3MOA9AlrebF3/3q0hGRViKyQESy7X+9zosWkXIRWWN/zfHnnkop1ViJCHExURSXV3Cw\noIjv91qjalb/cKRWffHlFYb/ra1MzfDnz7bU6f7+9uE/ACwyxvQCFtn73pwyxgyxv37k5z2VUqrR\nio+Oori0gnOeWcyFf7XGzV/2j6Vc8dKyGl/72rIc55h7qFxNq7b8DfhTgFn29izgEj+vp5RSES02\nJopXl+Y4F0Mpr7DSJe/IO8FFf1tCzqETbuWPnizhzwu2UlJWwZy17onXVuUcqdO9/e3Db2uM2Wdv\n7wfa+iiXICJZQBkw3RjzobdCInIzcDNAly5d/KyaUkqFn8MnStz2d+RV5hDasOc4G/ceJ6O1lWAt\nr6CYC57/ikOFJfx1Ubbf964x4IvIQqCdl1MPuu4YY4yI+Mrs39UYs0dEugOfi8h6Y8x2z0LGmBnA\nDIDMzMzQrRKglFJBkpIQQ0FR5VKHuw6fdDt/wmUZxOtfWcmhQvc3CH/U2KVjjJlojDnNy9dHwAER\naQ9g/3vQxzX22P/uAL4EhgbsO1BKqUbkq/vGu+2v2HnYbb/AJeBv8pEqYf2j57rtN0+oXWeNv334\nc4Cp9vZU4CPPAiKSKiLx9nZrYBTwvZ/3VUqpRsl1wReAGV/tcNv/w8ffk3vEavX3SE/2eo2kuBi+\neeAcJg9sz6J7xrLk/nNqdW9/+/CnA++JyI3AD8BPAEQkE7jVGHMT0A94SUQqsN5gphtjNOArpZQP\n+44V0Sk1ibIKw6ieaZSVG1bsPMzjl55GzqETREcJHVsm8sI1w+p0Xb8CvjEmH5jg5XgWcJO9vRQY\n6M99lFIq0r0ybTjTXlkFwNJt+QzPaMXJkjI6tUzi3vP68PG6vVw9ogsiUu97aC4dpZRqYF/dN55X\npg13Oza+Txvn9l8WbgXgZHE5iXHRpKfEM21UN7+CPWjAV0qpBtclLYkRGa2c++f2t0a0z71zjPPY\nXxdlU1BcRnxs4MK05tJRSqkQaBYfw5L7x5NXWMyADs0B6NsuxXn+zwusVv7SbfkBu6e28JVSKkQ6\nt0piWJdU4mOiAYiKEn7ksfThzQFc61cDvlJKhZHHLz2Ny4Z1cu6ff5q3ea/1o106SikVRlISYpl+\n2UAS46I4p28bYqO1D18ppSJWbHQUf7wk8KPZtUtHKaWaCA34SinVRGjAV0qpJkIDvlJKNREa8JVS\nqonQgK+UUk2EBnyllGoiNOArpVQTIcaE59KxIpKHtahKsLQGDgXx+sGgdQ6+xlZf0Do3hMZU367G\nmHRvJ8I24AebiGQZYzJDXY+60DoHX2OrL2idG0Jjq68v2qWjlFJNhAZ8pZRqIppywJ8R6grUg9Y5\n+BpbfUHr3BAaW329arJ9+Eop1dQ05Ra+Uko1KRrwlVKqiYiYgC8inUXkCxH5XkQ2isiv7OOtRGSB\niGTb/6bax0VE/ioi20RknYgMc7lWFxH5TEQ22dfLaAR1fsq+xia7jIRJnfuKyDIRKRaRez2udb6I\nbLG/nwfCub6+rhPOdXa5XrSIfCciHzeGOotISxGZLSKb7d/nkWFe31/b19ggIm+LSEKg6xswxpiI\n+ALaA8Ps7RRgK9AfeAp4wD7+APAne/tC4FNAgDOBFS7X+hKYZG8nA0nhXGfgLOAbINr+WgaMC5M6\ntwGGA48D97pcJxrYDnQH4oC1QP8wrq/X64Tzz9jlencDbwEfB6O+ga4zMAu4yd6OA1qGa32BjsBO\nINHefw+4Plg/Z3+/IqaFb4zZZ4z51t4uADZh/WdMwfoFwv73Ent7CvCasSwHWopIexHpD8QYYxbY\n1yo0xpwM5zoDBkjA+uOIB2KBA+FQZ2PMQWPMKqDU41IjgG3GmB3GmBLgHfsaYVnfaq4TcAH8GSMi\nnYDJwMxg1DXQdRaRFsDZwMt2uRJjzNFwra8tBkgUkRggCdgb6PoGSsQEfFd2F8xQYAXQ1hizzz61\nH2hrb3cEdru8LNc+1hs4KiIf2B+DnxaR6HCuszFmGfAFsM/+mm+M2RQmdfbF188/aPysr6/rBFUA\n6vwccD9QEYz6eeNnnbsBecAr9t/fTBFpFqy6gn/1NcbsAZ4BdmH97R0zxnwWtMr6KeICvogkA/8B\n7jLGHHc9Z6zPXDWNQ40BxgD3Yn2E6w5cH/iaVvK3ziLSE+gHdMIKmueIyJggVddxT39/zg0qUPWt\n7jqBFoDfi4uAg8aY1cGrZZV7BuLvbxjwD2PMUOAEVtdKUATgZ5yK9amgG9ABaCYi1wapun6LqIAv\nIrFY/3lvGmM+sA8fsLs9sP89aB/fA3R2eXkn+1gusMbuaigDPsT6BQznOl8KLLe7nwqx+vkD/qCr\nnnX2xdf3EnABqq+v6wRFgOo8CviRiORgdZmdIyJvBKnKgapzLpBrjHF8eppNkP7+AlTficBOY0ye\nMaYU+ADrmVpYipiALyKC1e+3yRjzZ5dTc4Cp9vZU4COX49eJ5Uysj2L7gFVYfeOObHPnAN+HeZ13\nAWNFJMb+JR6L1ScZDnX2ZRXQS0S6iUgccKV9jbCsbzXXCbhA1dkY81tjTCdjTAbWz/dzY0xQWp8B\nrPN+YLeI9LEPTSAIf38B/D3eBZwpIkn2NScQpL+9gKjLE95w/gJGY338Wgessb8uBNKARUA2sBBo\nZZcX4AWskSLrgUyXa02yr7MeeBWIC+c6Y414eQnrF+174M9h9HNuh9VqOw4ctbeb2+cuxBodsR14\nMJzr6+s64Vxnj2uOI7ijdAL5ezEEyLKv9SGQGub1/T2wGdgAvA7EB+vn7O+XplZQSqkmImK6dJRS\nSlVPA75SSjURGvCVUqqJ0ICvlFJNhAZ8pZRqIjTgK2UTkXIRWWNnPlwrIveISLV/IyKSISJXN1Qd\nlfKHBnylKp0yxgwxxgzAmotxAfBIDa/JADTgq0ZBx+ErZRORQmNMsst+d6wZwa2BrliTahyJvO4w\nxiwVkeVYeYx2YmVX/CswHWuiUzzwgjHmpQb7JpSqhgZ8pWyeAd8+dhToAxQAFcaYIhHpBbxtjMkU\nkXFY+dEvssvfDLQxxvxRROKx1im4whizs0G/GaW8iAl1BZRqJGKBv4vIEKAcK422N+cCg0Tkcnu/\nBdAL6xOAUiGlAV8pH+wunXKsjImPYC0qMxjr2VeRr5cBvzTGzG+QSipVB/rQVikv7Gyp/wT+bqx+\nzxbAPmNMBfAzrIR1YHX1pLi8dD5wm521FBHpHewFPJSqLW3hK1UpUUTWYHXflGE9pHWkzn0R+I+I\nXAfMw1qYA6xsi+UishYrs+rzWCN3vrXT5eZRuUSlUiGlD22VUqqJ0C4dpZRqIjTgK6VUE6EBXyml\nmggN+Eop1URowFdKqSZCA75SSjURGvCVUqqJ+H8rM5cbaMtNAQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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EAVb279yCUvrePYf+98xhRW6hT/ndhxteXEapcNGArxrkL4FdZloiU4d1ZVSv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\nKRUnNOArpVSc+P+P4E/r5P5BFAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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jjz+Gu88+zruvcWLoYYgiwhvXDuSHO08Lauv25cky6kkhnJLo4l+X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\nQ2jAV0oph9CAr5RSDqEBXymlHOL/AXD9HEOPcVUdAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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FuH6cMbQHZw1ruIF7+Ul9fQF98d1nxuXCEaplNKCrhOft0fayqYzYHvp0yeTi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\nN4Kl7CYMyvc9TrYMo2zujcz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f33ZNvdNvu1+elslVSnVscTEkpM7h4p8Ltvvtu2Jcv3Zq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\nGtCVUipBaEBXSqkEoQFdKaUSxP8DJ0scqYybkA0AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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BmSXjz99/Ppj/LLYGkQFSm9XOezm2P3TQgK9UZGoQAd+hf/tkn3PkHR68sC/PLNjON3ed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\nCskF8o5GPAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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AReQs3EboNqcL1XLap9bhbz18MqxzKfx6kkdV84EPtwEA9hxr1J0jcPgpAtNiMXm+0maT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\nzzAMkyb8fyp9zZ1ULXYuAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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J0ymtrPZZPBdu6X63ti2827ed3Z9ND57Pol+cxYd3nh6VtuiQSzPwrNbcXlQ7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\nAAAASUVORK5CYII=\n",
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