{ "cells": [ { "cell_type": "markdown", "id": "42d6db34", "metadata": {}, "source": [ "# Chapter 8 - Python for Finance\n", "In this notebook I am working through chapter 8 of the book Python for Finance, see https://home.tpq.io/books/py4fi/.\n", "\n", "I provide additionnal comments with further interesting thoughts I had about the exercises and possible relations to other stuff I've learned in the past.\n" ] }, { "cell_type": "markdown", "id": "29d91556", "metadata": {}, "source": [ "# Fundamentals" ] }, { "cell_type": "code", "execution_count": 201, "id": "f5b5763a", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "\n", "plt.style.use('seaborn-v0_8-darkgrid')\n", "\n", "mpl.rcParams['font.family'] = 'serif'\n", "%matplotlib inline\n" ] }, { "cell_type": "markdown", "id": "6b8749a5", "metadata": {}, "source": [ "Load data from five S%P 500 companies, the S&P 500 index itself, as well as gold price, volatility and exchange rate indicators from 01st January 2010 to 29th of June 2018." ] }, { "cell_type": "code", "execution_count": 202, "id": "6933e3d0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 2216 entries, 2010-01-01 to 2018-06-29\n", "Data columns (total 12 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 AAPL.O 2138 non-null float64\n", " 1 MSFT.O 2138 non-null float64\n", " 2 INTC.O 2138 non-null float64\n", " 3 AMZN.O 2138 non-null float64\n", " 4 GS.N 2138 non-null float64\n", " 5 SPY 2138 non-null float64\n", " 6 .SPX 2138 non-null float64\n", " 7 .VIX 2138 non-null float64\n", " 8 EUR= 2216 non-null float64\n", " 9 XAU= 2211 non-null float64\n", " 10 GDX 2138 non-null float64\n", " 11 GLD 2138 non-null float64\n", "dtypes: float64(12)\n", "memory usage: 225.1 KB\n" ] } ], "source": [ "filename = \"./data/tr_eikon_eod_data.csv\"\n", "f = open(filename,\"r\")\n", "lines = f.readlines()\n", "header = lines[0].strip().split(\",\")\n", "df = pd.read_csv(filename,\n", " index_col=0, #first column are indeces\n", " parse_dates=True) #interpret indeces as dates\n", "df.info()\n" ] }, { "cell_type": "code", "execution_count": 203, "id": "6cf15ddf", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Date
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" ], "text/plain": [ " AAPL.O MSFT.O INTC.O AMZN.O GS.N SPY .SPX .VIX \\\n", "Date \n", "2018-06-25 182.17 98.39 50.71 1663.15 221.54 271.00 2717.07 17.33 \n", "2018-06-26 184.43 99.08 49.67 1691.09 221.58 271.60 2723.06 15.92 \n", "2018-06-27 184.16 97.54 48.76 1660.51 220.18 269.35 2699.63 17.91 \n", "2018-06-28 185.50 98.63 49.25 1701.45 223.42 270.89 2716.31 16.85 \n", "2018-06-29 185.11 98.61 49.71 1699.80 220.57 271.28 2718.37 16.09 \n", "\n", " EUR= XAU= GDX GLD \n", "Date \n", "2018-06-25 1.1702 1265.00 22.01 119.89 \n", "2018-06-26 1.1645 1258.64 21.95 119.26 \n", "2018-06-27 1.1552 1251.62 21.81 118.58 \n", "2018-06-28 1.1567 1247.88 21.93 118.22 \n", "2018-06-29 1.1683 1252.25 22.31 118.65 " ] }, "execution_count": 204, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.tail()" ] }, { "cell_type": "code", "execution_count": 205, "id": "e2ecd8f6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 205, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mean0.000.000.000.000.00-0.00-0.000.000.00-0.000.000.00
std1.001.001.001.001.001.001.001.001.001.001.001.00
min-1.63-1.10-1.43-1.00-1.94-1.62-1.61-1.34-1.85-1.58-1.39-1.58
25%-0.82-0.82-0.84-0.72-0.56-0.96-0.96-0.67-1.03-0.68-0.75-0.68
50%-0.07-0.25-0.25-0.43-0.140.120.12-0.250.19-0.30-0.52-0.32
75%0.590.500.650.590.520.640.630.350.850.420.970.47
max2.482.973.393.412.432.202.215.262.062.912.182.90
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" ], "text/plain": [ " AAPL.O MSFT.O INTC.O AMZN.O GS.N SPY .SPX .VIX \\\n", "count 2138.00 2138.00 2138.00 2138.00 2138.00 2138.00 2138.00 2138.00 \n", "mean 0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 \n", "std 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 \n", "min -1.63 -1.10 -1.43 -1.00 -1.94 -1.62 -1.61 -1.34 \n", "25% -0.82 -0.82 -0.84 -0.72 -0.56 -0.96 -0.96 -0.67 \n", "50% -0.07 -0.25 -0.25 -0.43 -0.14 0.12 0.12 -0.25 \n", "75% 0.59 0.50 0.65 0.59 0.52 0.64 0.63 0.35 \n", "max 2.48 2.97 3.39 3.41 2.43 2.20 2.21 5.26 \n", "\n", " EUR= XAU= GDX GLD \n", "count 2216.00 2211.00 2138.00 2138.00 \n", "mean 0.00 -0.00 0.00 0.00 \n", "std 1.00 1.00 1.00 1.00 \n", "min -1.85 -1.58 -1.39 -1.58 \n", "25% -1.03 -0.68 -0.75 -0.68 \n", "50% 0.19 -0.30 -0.52 -0.32 \n", "75% 0.85 0.42 0.97 0.47 \n", "max 2.06 2.91 2.18 2.90 " ] }, "execution_count": 206, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_mean_normalized = (df-df.mean())/df.std()\n", "df_mean_normalized.describe().round(2)" ] }, { "cell_type": "code", "execution_count": 207, "id": "74ecbca7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AAPL.OMSFT.OINTC.OAMZN.OGS.NSPY.SPX.VIXEUR=XAU=GDXGLD
mean93.45597344.56111529.364192480.461251170.216221180.3230291802.71310617.0271331.2485871349.0141333.566525130.08659
median90.55062439.66000027.330000322.065000164.430000186.3200001863.08000015.5850001.2702501292.6100025.625000124.00500
min27.43568723.01000017.665000108.61000087.700000102.2000001022.5800009.1400001.0385001051.3600012.470000100.50000
max193.980000102.49000057.0800001750.080000273.380000286.5800002872.87000048.0000001.4826001898.9900066.630000184.59000
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" ], "text/plain": [ " AAPL.O MSFT.O INTC.O AMZN.O GS.N \\\n", "mean 93.455973 44.561115 29.364192 480.461251 170.216221 \n", "median 90.550624 39.660000 27.330000 322.065000 164.430000 \n", "min 27.435687 23.010000 17.665000 108.610000 87.700000 \n", "max 193.980000 102.490000 57.080000 1750.080000 273.380000 \n", "\n", " SPY .SPX .VIX EUR= XAU= GDX \\\n", "mean 180.323029 1802.713106 17.027133 1.248587 1349.01413 33.566525 \n", "median 186.320000 1863.080000 15.585000 1.270250 1292.61000 25.625000 \n", "min 102.200000 1022.580000 9.140000 1.038500 1051.36000 12.470000 \n", "max 286.580000 2872.870000 48.000000 1.482600 1898.99000 66.630000 \n", "\n", " GLD \n", "mean 130.08659 \n", "median 124.00500 \n", "min 100.50000 \n", "max 184.59000 " ] }, "execution_count": 207, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.median()\n", "df.aggregate(['mean','median','min','max'],0)" ] }, { "cell_type": "markdown", "id": "45c06c34", "metadata": {}, "source": [ "We now plot the absolute returns, that is to say $P_i-P_{i-1}$, units in Dollars. Then we plot the dimensionless relative returns, so $\\frac{P_i-P_{i-1}}{P_{i-1}}$.\n", "\n", "Interestingly to note, absolute returns are like numeric differentiation (Backwards Euler method) with a constant timestep (that we ignore). Because we are working with noisy data this leads to a very noisy result in the absolute returns. " ] }, { "cell_type": "code", "execution_count": 208, "id": "3d35fe3a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\meneu\\AppData\\Local\\Temp\\ipykernel_24100\\4127603591.py:4: FutureWarning: The default fill_method='pad' in DataFrame.pct_change is deprecated and will be removed in a future version. Either fill in any non-leading NA values prior to calling pct_change or specify 'fill_method=None' to not fill NA values.\n", " df.pct_change().plot(subplots=True,figsize=(10,15),title=\"Relative returns\")\n", "C:\\Users\\meneu\\AppData\\Local\\Temp\\ipykernel_24100\\4127603591.py:5: FutureWarning: The default fill_method='pad' in DataFrame.pct_change is deprecated and will be removed in a future version. Either fill in any non-leading NA values prior to calling pct_change or specify 'fill_method=None' to not fill NA values.\n", " df.pct_change().mean()\n" ] }, { "data": { "text/plain": [ "AAPL.O 0.000936\n", "MSFT.O 0.000621\n", "INTC.O 0.000499\n", "AMZN.O 0.001332\n", "GS.N 0.000242\n", "SPY 0.000436\n", ".SPX 0.000438\n", ".VIX 0.002888\n", "EUR= -0.000075\n", "XAU= 0.000109\n", "GDX -0.000072\n", "GLD 0.000085\n", "dtype: float64" ] }, "execution_count": 208, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Absolute returns, numeric differentiation!\n", "df.diff().plot(subplots=True,figsize=(10,15),title=\"Absolute returns\")\n", "# Relative returns with builtin function, in percent\n", "df.pct_change().plot(subplots=True,figsize=(10,15),title=\"Relative returns\")\n", "df.pct_change().mean()" ] }, { "cell_type": "code", "execution_count": 209, "id": "c96e530a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\meneu\\AppData\\Local\\Temp\\ipykernel_24100\\2312778771.py:2: FutureWarning: The default fill_method='pad' in DataFrame.pct_change is deprecated and will be removed in a future version. Either fill in any non-leading NA values prior to calling pct_change or specify 'fill_method=None' to not fill NA values.\n", " df.pct_change().round(2).mean().plot(kind='bar')\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 209, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tqquusosvvrjS9s2bN7bi4tzXWbdokVo7FEf0sbD6SR8Lr5/VKSnx+3vky+OYD/2kjzkIOIcOHXJf69Wrl3K9Lke3Zdv+4MGDlbaJbsuECphPPPFEu/fee11YWrdund1www1udOjaa69N+z1lZfszToKZ0H3pj7h7915LJCyW6GNh9ZM+Fl4/M1VautfLz82XxzEf+lnIfSzJIKBnFXCiGpnDhw+nXK/L0W3ZttdIS2Vtotsy0bJlS5s8eXL5ZU15aQRHhcqVBRw5Gk8K3Wdcn2wR+lhY/aSPhdfP6vj+HfLlccyHftLH9LKan2nWrJlbur179+6U60tLS61NmzY1ah991XXJ9D2tW7e2L+Okk06yP/3pT2lHlwAAQLiyLkDp0aOHrV+/PmUPmw0bNlivXr1q1L5Tp05uZVRym02bNtmBAwcqvc90fvnLX9obb7yRct3OnTvdfacbXQIAAOHKOuCMGDHCVqxYYVu3bnWXFy5c6FZG9e/f310eNGhQylRRde21sZ/azJ49u3ykZcaMGda3b1/r2LFjxv3asmWLW0b+6aefussffPCBPf300275OQAAKCxZb/QX7SI8atQoNzKisDJ9+vTyTfsUUpLraaprL0OHDrX9+/e7cKTA07ZtW5s0aVLKz50zZ44999xz9uabb7rVUkOGDHH75WiPHdFqKd2v6m3q1q3rCpR1v/oHAAAKS52E5owK1K5de3NeLa7Kbq1OiOujSh8Lq5/0MZx+nvXwypze3yt39rZCfBxD6mch97Fly+pXUXGyTQAAEBwCDgAACA4BBwAABIeAAwAAgkPAAQAAwSHgAACA4BBwAABAcAg4AAAgOAQcAAAQnKxP1QCELtc7xvrcNRYAChUjOAAAIDgEHAAAEBwCDgAACA4BBwAABIeAAwAAgkPAAQAAwSHgAACA4BBwAABAcAg4AAAgOAQcAAAQHAIOAAAIDgEHAAAEh4ADAACCQ8ABAADBIeAAAIDgEHAAAEBwCDgAACA4BBwAABAcAg4AAAgOAQcAAASHgAMAAIJDwAEAAMEh4AAAgOAQcAAAQHAIOAAAIDgEHAAAEBwCDgAACA4BBwAABIeAAwAAgkPAAQAAwSHgAACA4BBwAABAcAg4AAAgOAQcAAAQnLo1+aalS5fa1KlTrX79+lZUVGTjx4+3Dh061Lh9IpGwKVOm2LJly6y4uNjatWvn2jRt2jTlftasWWP33HOPde/e3SZOnPiFn7Nz504bN26c/fnPf7aPP/7YrrnmGhs0aFBNfkUAAFBIAUchY8yYMTZv3jwXRBYsWGDDhg2zxYsXW5MmTWrUftasWbZkyRKbO3euNWjQwMaOHWujR492oSgybdo0W7VqldWpUydtvz777DP7zne+YxdddJHdcsstVlZWZpdeeqm1aNHCLrzwwmx/TQAAUEhTVAoaffr0cWFF+vXrZ0eOHLH58+fXqL3+rzaDBw924UYUgJYvX24bN24sv5/27dvbzJkzrXnz5ml/jtq/++67dt1117nLanfZZZelhCQAAFAYsg44q1evtq5du35+B0VF1qVLFze6UpP2CjEabUluozDTqFEj972R888/v9LRm+jnnHzyyda4cePy67p162br1693U1aV0V3m8t/RuE/6WPs/O9cK9bEMqY+++8lzkn7SR0u5z5xOUe3Zs8f27dvnpn2SlZSU2Nq1a2vUftu2beXXRRRk9D3bt2/PuG9qW/HntGzZsvy2Y4455gvf07x5Yysuzn2ddYsWqbVDcUQfa1dJid/fJR8ey3zoYz71szo8J8PpJ33MQcA5dOiQ+1qvXr2U63U5ui3b9gcPHqy0TXRbJtRWRcwV7yP5Z1RUVrY/oyT4Nw+ttFz73V29zQf9vnqi7d691xIJi6V86GO2Skv3evm5+fBY5kMf86mfmeI5mf/9LOQ+lmQQ0LMKOFGNzOHDh1Ou1+XotmzbN2zYsNI20W2ZUNuKISu6z6rux9eTwveTUT/fdx9C6GOmfP8e+fBY5kMf86mf1fH9O+TL45gP/aSP6WU1P9OsWTO3dHv37t0p15eWllqbNm1q1D76quuS6Xtat26dcd/UtuLP2bVrV/ltAACgcGRdgNKjRw9XuJu8h82GDRusV69eNWrfqVMnt+Ipuc2mTZvswIEDld5nOj179rTNmzfb/v37y69bt26dK2hOV38DAADClXXAGTFihK1YscK2bt3qLi9cuNCtjOrfv7+7rI31Jk+enHF7beynNrNnzy6fYpoxY4b17dvXOnbsmHG/tBT91FNPtSeffNJd1sqsZ5991m6++eZsf0UAAFBoG/1FuwiPGjXK1dEorEyfPr180z6FlOR6muray9ChQ93Ii8KRAk/btm1t0qRJKT93zpw59txzz9mbb75p7733ng0ZMsTtl6NgI/o+7XmjHZAHDhzodjK+9dZb2eQPAIACVCehOaMCtWtXZqsIzno496uoXrnT3yoqVZ9rBUVc//K++8jfu3blQx9DfF7ynMz/fhZyH1u2rH4VFSfbBAAAwSHgAACA4BBwAABAcAg4AAAgOAQcAAAQHAIOAAAIDgEHAAAEh4ADAACCQ8ABAADBIeAAAIDgEHAAAEBwCDgAACA4BBwAABAcAg4AAAgOAQcAAASHgAMAAIJDwAEAAMEh4AAAgOAQcAAAQHAIOAAAIDgEHAAAEBwCDgAACA4BBwAABIeAAwAAgkPAAQAAwSHgAACA4BBwAABAcAg4AAAgOAQcAAAQHAIOAAAIDgEHAAAEh4ADAACCQ8ABAADBIeAAAIDgEHAAAEBwCDgAACA4dX13ALlz1sMrc3p/r9zZO6f3BwBAbWEEBwAABIeAAwAAgkPAAQAAwSHgAACA4BBwAABAcAg4AAAgODVaJr506VKbOnWq1a9f34qKimz8+PHWoUOHGrdPJBI2ZcoUW7ZsmRUXF1u7du1cm6ZNm5a32bt3r02YMME2b95sR44csfPPP99uu+02q1Onjrv95ZdftrFjx9qJJ56Y8rMffPBBO+GEE2ryawIAgEIJOGvWrLExY8bYvHnzXBBZsGCBDRs2zBYvXmxNmjSpUftZs2bZkiVLbO7cudagQQMXVEaPHu1CUUSXS0pK7Omnn7aDBw/a1VdfbY0bN7YbbrihvM3ll19uI0eOrPmjAQAACjPgTJs2zfr06ePCivTr189++MMf2vz5823IkCFZt9dojNp897vfdeFGFIAuueQS27hxo3Xq1MneeustW758uf3qV79ytzds2NAGDRpkjz76qF133XVu1AeFuRmhsCEhAOBL1+CsXr3aunbt+vkdFBVZly5dbNWqVTVqrxBTVlaW0qZ9+/bWqFEj973y0ksvucunnHJKeZtu3bq579P3AwAA1HgEZ8+ePbZv3z5r0aJFyvWaOlq7dm2N2m/btq38uojqavQ927dvL2+TfLu0bNnSfVWbzp07u/+//vrrbvTnwIEDdswxx9j1119vPXv2rPJ3+v8lPLXO188NrY/50k/fz7M4P0b50Md86memeE7mfz/pYw4DzqFDh9zXevXqpVyvy9Ft2bZXPU1lbaLb9DXd7cnfr4JkFRjffffdrrbnxRdftOHDh9sjjzxiffv2Tfv7NG/e2IqL/SwkKyn5vIA6rvKhj/nST999bNEi/o9RPvQxn/pZHZ6T4fSTPuYg4EQ1MocPH065Xpej27Jtr3qaytpEt+lrutuTv1+jOFplFTnnnHPsvPPOs8cee6zSgFNWtt9b8i0t3evnBwfWx3zpp68+6vmtN5bdu/daImGxlA99zKd+ZornZP73s5D7WJJBQM8q4DRr1syNlOzevTvl+tLSUmvTpk2N2kdfdV2rVq3K2+h7WrduXd5GtyfbtWtXyvenc9JJJ9mrr75a5e/k60kR1ydjvvUxX/rpu4/6+b77EEIf86mf1fH9O+TL45gP/aSP6WU9P9OjRw9bv359yh42GzZssF69etWovVZJNW/ePKXNpk2bXB1N1Eb3ocvaAyeybt06V6ej74+Wmkf1PJGdO3fa8ccfn+2vCAAA8lzWAWfEiBG2YsUK27p1q7u8cOFCtzKqf//+7rKWb0+ePDnj9lrirTazZ88ur8uZMWOGm1bq2LGju3zaaae5yzNnznSX1e6pp55yNTa6L9FSct2HAlR0WXvrDB48+Ms9QgAAIPx9cLp3724TJ060UaNGuToaBYzp06eXb9qn8JFcL1Ndexk6dKjt37/fhSMFnrZt29qkSZNSfq4uq8ZGG/x98skndtFFF7nviwwcONAFIN2HfsbHH39s48aNsyuuuKKmjw2AL4l9jwDk1akaLrjgAvcvHW3gl037aFn47bff7v5V5itf+Yo99NBDld5++umn209+8pNq+w4AAMLHyTYBAEBwCDgAACA4BBwAABCcGtXgAEAoKIQGwsQIDgAACA4BBwAABIeAAwAAgkPAAQAAwSHgAACA4BBwAABAcAg4AAAgOAQcAAAQHAIOAAAIDgEHAAAEh4ADAACCQ8ABAADBIeAAAIDgEHAAAEBwCDgAACA4dX13AEDNnPXwypze3yt39s7p/QGAT4zgAACA4BBwAABAcAg4AAAgOAQcAAAQHAIOAAAIDgEHAAAEh4ADAACCQ8ABAADBIeAAAIDgEHAAAEBwCDgAACA4BBwAABAcAg4AAAgOAQcAAASHgAMAAIJDwAEAAMEh4AAAgOAQcAAAQHAIOAAAIDgEHAAAEBwCDgAACA4BBwAABKeu7w4AAFBbznp4Zc7v85U7e+f8PvHlMYIDAACCU6MRnKVLl9rUqVOtfv36VlRUZOPHj7cOHTrUuH0ikbApU6bYsmXLrLi42Nq1a+faNG3atLzN3r17bcKECbZ582Y7cuSInX/++XbbbbdZnTp1ytu8++67dt9999lnn31mBw8etJtvvtkuvPDCmvyKAACgkALOmjVrbMyYMTZv3jwXRBYsWGDDhg2zxYsXW5MmTWrUftasWbZkyRKbO3euNWjQwMaOHWujR492oSiiyyUlJfb000+78HL11Vdb48aN7YYbbnC379u3z2688Ua76667rF+/fi4IXXHFFdaqVSvr3r37l3uUAABAXk33ZT1FNW3aNOvTp48LK6IwoRGV+fPn16i9/q82gwcPduFGFICWL19uGzdudJffeustd1kBRho2bGiDBg1y36fvFwUojdxceuml7vLJJ59svXv3tscff7wmjwsAAMhjWQec1atXW9euXT+/g6Ii69Kli61atapG7RViysrKUtq0b9/eGjVq5L5XXnrpJXf5lFNOKW/TrVs3931RCIp+TvKUldpE9wEAAApHVlNUe/bscVNBLVq0SLleU0dr166tUftt27aVXxdRSNH3bN++vbxN8u3SsmVL91VtOnfu7L5WnIrS96h258MPP7Rjjz027e+UlIdqla+fG1of86Wf9LGw+kkfq/+5+fAYZYrHMndy+btkFXAOHTrkvtarVy/lel2Obsu2veppKmsT3aav6W5P/v6q2qTrmzRv3tiKi6sfxNoy8RLLB/nQT/pYWP2kj4XVz3b3LIr9750Pj+PReCy3HIXfO+6PZVYBJ6qROXz4cMr1uhzdlm171dNU1ia6TV/T3Z78/VW1Sdc3KSvbn9O0qPtq0aKp7d691xIJiyX6WFj9pI+F1c986GO2Skv3evm5oT2WpYE9jiUln6+yzknAadasmVu6vXv37pTrS0tLrU2bNjVqH33VdVrxFNH3tG7duryNbk+2a9eulO9X23Q/Rz+/sukpORpPXN1n3F8Q9LGw+kkfC6uf+dDHTPn+PUJ5LAvxccy6yLhHjx62fv36lD1sNmzYYL169apR+06dOlnz5s1T2mzatMkOHDhQ3kb3octa+h1Zt26dq9PR90vPnj3dfej+k9tU1i8AABCurAPOiBEjbMWKFbZ161Z3eeHChW5lVP/+/d1lLd+ePHlyxu21sZ/azJ49u7xWZsaMGda3b1/r2LGju3zaaae5yzNnznSX1e6pp56y4cOHu/sS7Xmj4uRFi/4yb7llyxZbuXKl3XTTTV/uEQIAAOFv9KeVShMnTrRRo0a52hYFjOnTp5dv2qfwkVwLU117GTp0qO3fv9+FIwWetm3b2qRJk1J+ri5rJ2Nt8PfJJ5/YRRdd5L4vovvT/Won4ygs6eeyyR8AAIWnTiJ5TqfA7Nq1N+fFVCp8UjFXXB9V+lhY/aSPhdVP332M+862hfxYvhLY49iyZfVFxpxsEwAABIeAAwAAgkPAAQAAwcm6yBgAABxdmdTM+K4TijtGcAAAQHAIOAAAIDgEHAAAEBwCDgAACA4BBwAABIeAAwAAgkPAAQAAwSHgAACA4LDRHwAgJ9icDnHCCA4AAAgOAQcAAASHgAMAAIJDwAEAAMEh4AAAgOAQcAAAQHAIOAAAIDgEHAAAEBwCDgAACA4BBwAABIeAAwAAgkPAAQAAwSHgAACA4BBwAABAcAg4AAAgOAQcAAAQnDqJRCLhuxMAAAC5xAgOAAAIDgEHAAAEh4ADAACCQ8ABAADBIeAAAIDg1PXdgXz22Wef2ebNm+2jjz6yY445xk4++WSrU6eO724BAFDwCDg1cOjQIfvJT35iv/jFL2z//v3l13/lK1+xwYMH2y233GL16tWzuCCIfXm7d++2BQsW2Lp168ofx9NPP90uu+wy938AOFoWLVpkl1xySbXtbr75Zps6dWqt9CkfsA9Olg4ePGjf/va37ciRI/b3f//31r59e2vUqJEdOHDANm3aZL/61a+sYcOGNmvWLO8hJ1+C2OHDh+1///d/vxAe+vTpY8XFxb67Z88995z98z//s/t/u3btyv/eW7dutaKiIps4caL93d/9ndc+jh492n74wx9anF133XX2H//xHxZ3L7/8sv3t3/5tte30nPjBD35gcbZkyRK78MILLQ5efPFFO+ecc77w/zh566237LTTTvvC/327/PLL7emnn67y/XDu3Lk2adIk+93vfmc+ffLJJ+79fO3ateXv51/72tfc+3ndurU7pkLAyZICgz7cxo4dW2mbBx980Jo0aWK33Xab+ZIvQey3v/2t3XXXXfanP/3JBa+oj3phnHjiiTZ58mTr3r27t/7pzULh4Z/+6Z/svPPOS3mD0WO7fPly+7d/+zf78Y9/bN26dfPWT/XtiiuuyKjt7bffbj6cccYZ7ij0H//xH62kpMTiauDAgfbf//3fVbZZtWqVe1785je/MR+GDRtm06dPr/bA4eqrr7Znn33W4hZw4xp249pHhcG2bdvaqFGj7G/+5m9SblMQ+5d/+Rd7/fXXXYDQgaIvb7zxhnt9//GPf7TGjRu7z8G9e/e693S9n+vzs2vXrrXWH4qMs7R69Wq7++67q2yjD+wXXnjBfJo2bZp7IWhaZcSIEXb++edbz5493Vddnj9/vkvVjz/+uLc+vv322+4Fe+ONN7ojOoWdFStWuK+6PGTIEBs5cqRt2bLF6+OoId8LLrjgC0dPuqyRm5/97Gc2ZcoU86l+/fruDSTdv1atWtmvf/1re/TRR91RlS8aFbnqqqtcMNBjqg/gyt4kfXrvvffsO9/5jr3//vtfuG3Xrl32ve99zz1ny8rKzJc1a9bYwoULK71d7z//8A//4F5jcZF8LB3X4+q49vHss892r99nnnnGxo0bVx4adHCl19Qf/vAH+9GPfuQOInz54x//6D5bNFLz/PPP26uvvmr/93//Z6+99pqbYtPvcNNNN9nOnTtrr1MawUHmhgwZktN2R8uAAQMSn376aZVtdLva+TJy5MjESy+9VGWbl19+OTFq1KiEL4MGDcqo3eDBgxM+Pfzww2mv37x5c+Kaa65JfO1rX0s8+eSTibhYuHBh4tprr00sWrQodq+dG2+8MfHee+8lhg0blvj5z3/uXiefffZZ4oknnkiceeaZidNPPz0xbdq0xMCBA731Ua/bn/70p4kRI0Yk3n///fLrd+zYkbjjjjsSp512WuLSSy9NXHDBBYm4SP67+v4b53MfV69enfjWt76V6N27d6Jz586JCRMmJPbu3etui7768IMf/CDxyCOPVNlGt6tdbaHIOEuVHXWmm4f0SdNO1dWv6Haf01Oalqqu1uEb3/iGm6byJdM5Y9+1QhpVqOi//uu/7KGHHrJTTjnF5s2b577GxaWXXuqmJDVCd+edd1qcRFM///7v/+6OmDXV+/HHH9ubb75p3/zmN13tjUbGfNZdaRqgR48ebrr5vvvuc68TvZYfeeQRt6hAo8hDhw51z4G4iNOISL71ccOGDda5c2c3mq1RZS0a0XPwzDPPtDvuuMNNBUn01YfXXnut2qldjfBoCri2EHCypFoWDb9961vfqrKwT+18yocglmm4+qu/+ivzRXU2f/7zn6tcKfXhhx/G6o1RQ8CqGdJ0qoaE9QZY28V9lb0Bfv3rX3dTP6pTUyHiV7/6VRs0aFB5//Q4+pw2jYL3cccd5/7u6rNqGxo0aODCuKYJor5qNaIvCjei9xmtnNGCgX379rkpiocfftiOP/748joS5L8JEya4v7nCt2pb7r//fjc1tXLlShcaNJ2vKUkFjNoMEMlUP1nde7puV7va4v9dL8+oQHPAgAGuTuDiiy92bzB6wiUX7yoAPfXUU177mQ9BTOFKK7304VEZ3e4zhOlNREfL+tBo3rz5F25XHYZqSq655hqLg1/+8pfuzU/PSRVIVixI9Olf//VfXX80qtCsWTN74IEHrH///l/YskD1BD5pRKlfv36upkGrDxUe9CGiUTCN5qgGT0Htf/7nf7yN4uhvfOutt7qVc6qzO+mkk1yoVW2d/qm/CmI60InDSkl8OQrZqru68sor3fPz2GOPddf37t3bjd4peGu1p147vgJOUVFRTtvlAgEnSzoyeuKJJ+yee+6xmTNnfuHNWYW7uv6v//qvzad8CGIXXXSRff/733eFculGaRRsxo8fn9H+D0dzeeb69evdKiW9kSSvRlMxqgqi9YaiKRefNIqklRQqJlZfVIiYbrhaq+Y0deGDHkc9ZvrwHT58uFvFl46mrXx65ZVX3Oq5Xr16uekobQ0g2lpBxebaFkArk7RaxVfA0WtXYVYHAFqtqcdUQUbPV72mdUSvIKbp3bisBMqHvbfi2seWLVu6EKPPl4p0gKgpyY0bN7rRPF/efPPNjEYMteqrthBwakBD03PmzHErUpSqVdHetGlTt5zZ51LhfAtiejHow0wru/QvCg9a4q4QtmzZMrcfzrXXXms+KYTpSGn27NnuaDn5761lj7rNNw1PazNChVoFQr3ZVKTpH30w+wo4Wuaq56RWdcWZpiMVrLW9QroPGo3maWpg6dKl5ktpaamde+65Lsi2adMm5TZN+SmI6cDB55LhfFmhlA991EFqunCTrFOnTu454XslZ3V0kFNb2AenAMQ5iImOOBUe3nnnnfLrTj31VBds9GaNzPbJyOTNTcuHtQTfh8WLF7s3ar3BacRO0ypxpIJtTU9VR1NE2iIgrnv1iF5DcSk0jusmehVfH9HrKPn/caJpcQVXvZ+rUF/7ymjK17eRI0e6IvdctcsFAs5RoLX/n376qRuVQOY07ROFsNosRAuBRmU0/ZSrdkfDBx984IbQoyCrehwFBP2942b79u3uA051LJqebNGihcVJpgFBtRsaBY0zn4Wx+UTT0Foxp2lorZRLXsGpAweN5inw4HMEnKNAGx1pWalWscQZQSw3omXEOiUGKqfVXKqrUqGkvqo2RB++Y8aMsThR/Y1qhDRVKjo61gijz1VT6R7Ln/70pzlr54seY9U2qTDaB71mtdtz3Olx0kIGFehqVE6jNtEuwRqd1yi4blNYrGrRhu+RUQVuTaXX1maeBJyjtExXCTtaqumDakVER3mVHenlQxBToaRWguhUCHGlmgx9YKveKc70OOrlrrlyH1T8rOdltGeQlmFrx+BMplpqk6ZFNWqjUQX9XbVLtfqqPYXiIh+mJKMAoZ+vGkCtSIzOP6Uaov/8z/90f3s9L3//+9976Z+KsrX6rCL1VwFCBeZxCAyPPfaYKzXQ+2C6LR90oKrVnio/UMF5nA0YMMDVsNYGioxzTOlUe6f4pqM2nZuoqqIvPcmShzrjSI+lz8dT0ykdOnSosk3cNqqrjJZkK9CqeNtX8W7yhoi6nO7NWiv8NOTuix4jjeBE7r333thNoaiPmkbL1X5YR4OC4c9//nPr2LGj+wDW9KTec7ScWXVB+vvfcMMNXh9bnXpDy/8r0oGARke0oZ5GS7QPjc+goz2j9FhWtp+VrtcqStWFxT3g1KnFlWoEnKOQtLWCRf98ntVVwaa6kyr6Xsqe6eiITzpbdFyW2eZiKs3nnkLp9r9Id52G230GHG2nULGP6Ua9tARb51LzQaOyGgGpjpaL+6Igo/CggCMaydFyZoUz1ZJo5Z/PTTxFIx5abVYV1azpfUhB1xcdGKTbhyuZTmDre0f1uCHg5Fg03KlhuHxIydrnQx/iPujoMpqL1RLxii9g1Qhpa3yfNGecrkZJR3jJj7H+r43f4ky1DnF7LHUEXfE6TV/4pBCoEwcmz96nu+7ll1/2ugFlJmbMmGG+qOA1Cjei6SnVkuj0F3Ep2s5kFZwK832/n2e6E7nPwDh+/HgXXOOEgBPohlEavtbGUNVZtWqV+aJAoMIznWNFu9xWDDiqadHeD5pu87Ubq35+ZUfKGqVTjZC29tfwsE/a8E11InojTP7w0Iewhre1Kk0bK/pcmqsjTNU8VEUBIqof80VBTDU4FfuVfF3FgOvjg1lFzxqBiOsHXrpRL+3ZUzHcaC+p7373uxZnvkdGMn0/97kL+AsvvJBRH3fs2GG1hYATKB0Fp5tbTlcz5IuWO6rItLJh/hUrVrgRJp30UHPLPmgVSkX6cNNUpGoMtNRZ/fM93acQqKk0fQhHq2YUILXnhIKj+qehdn0w9uzZ00sfNRpX3bRptM+HTwqB6QpPKz4HqpvaOJoUrjSVp2Ctx1UF3HE6maqohkXT9MmjXjpfVsXr9Dr3FXAyOZWF+urzfTJf3s9LM+xjrb6+a+285YG49dZbM2o3YMCAhE/f/va3c9ruaNBj9Omnn1bZZv/+/YlrrrkmERdbtmxx/e7WrVtixowZibjQY/TSSy+lXHfJJZckLr744sSBAwfc5d/85jde/96V2bx5c+KJJ55I/OIXv0js2LHDd3cSc+bMyWm7o2HevHnu68cff5z49a9/nRg5cmRi4MCBienTp8fiMZROnTolTjvtNPe1qn9q48uQIUOqvP2TTz5JTJo0KTF8+PCET/nwfv7tDH92bb6fM4KTJdWMjB07ttp2OmOyT5kOn6tQ0hcNn1c39JvJGWpri1Z+aKlw69at3fJXbY0eF3osdbbryIYNG+zdd991qz+icz7p3Eq1tYNoOvrZGvnSLtrROdB0NK+VNDpKVnHvpEmTXN2IVq74kumJU32eYDWa6tNr48ILL3T/NDqi00eoGFYrD3WqCU1L+tr8TdO71e0Irb+7z1WIlZ0/Sf3SiVa3bNniXls6xYhPel3kst3RkOnPrs3PHAJOgMsz5aOPPnInDdRqqhNOOKHKughfMt2Cyfeye+1rpCkL1StpVYpWgsQldFW2GklLrRUedU6iZD77rXognUFcZ+qO6GzYqsmYO3euHXfccW6IW1Ns06ZN8zrUrgMU1ZB06dKl/HptRqcl9grdCg/aRypOtG+Lgo/69eSTT7qCTwVc7Z/ig6afMzk3kdrF7fxJOkBU4I7O6xWdvdsXha0oCGq7h2gPJE1Jq/g96rNeP772X9ufRR+r+kzKJQLOUVqe6bvq/qtf/ap7Iulsx7X1ZMqWiiRVh6OjzMosWbLEa22Bzth8//33uz0wNLJQWf3KsGHDbPr06eazyFhz26q3UbjVShWN2CSfo0bhXKfD8EV7LiWHG52TSiOi2slY4Ua0d5PCjk9Tp051hc4KC1HA0YidtsLXqiCdQ0vF5ap/SXdCTl9/f4UvPV+1HFv7zug9QEuxfdGJSTNRsaA7bsvE40BL7vV3Va1S8uimXt+qs5NXX33VPU9Vt0gf/4KAk6VMl13qCCoO4npCQ7ntttvcML92MdUHhZaK66hJH8KaXtEohAKQz51uR48e7b5+/etft4ULF7p/6WzcuNF8UjDQUdOZZ57ptm7XiqpbbrmlfARs/fr1rhjaZ1isuNRVf1sd0VUMCb5Hx/R81HNOJ3yNRhq1yZretLVRnUbLdC4onwFHS3L1Tx8oCjUKN3rd6PWuTQoVbPR68kmjc3HfQyrTk6X6PqWDRo8ff/zxL6ya02hiNF2poKjpXl9WxbCPBJwsaT5WH7waWdAbtj5Y0h3V+97ASnPLmovXkbGmqpKdddZZFgetWrWymTNnuiN4rfCpWDekOXzNfUdH93FeUaPH2yftBqvhdi0J1+OmvY0UykQjOqp5UXjUeaB80R4o+qeaIE3h6kPjjDPOSFmBpjCm0Qif9IYchRt57bXX3IlCtdovmgrU8yLdJoW15fnnn3er5LRqRtPM2hdHoaa6ZeNx2EMqote1no+Z7unji05lo9oxnwFHz7V0f9vk+iXtDO1z64KiGPaRgJMlDZ9rblvb92sYWFMTSq1nn322xYnO0BwFmWjpnvYp0LxoXAKO6Cjz6aefdqMOqhWIziauD2mfhaYRLb/9xje+kVE733SUlG6fGQ0Rx2EYXh92qmnQhm8K3QoNyUPV+rDWSInPc7hJxTfgxYsXuwOWilMpPg9iFBA1/axQ06NHD+/7bmW7h5SoLkOFqZo61Qkk42TdunVuZEx/e21G6fvxrez8cRXPFF9xF+5C7yMBJ0uaetKLNjo61gtAow9xCzjJL8jow00FsnH4oItEq9H0Rq0PvzgdfUYUYKvbtGrbtm3e+64pPYWDqgr8dISl2hxfm/3pHDk6KNAok8KBNnfs27dveWFvtB/SjTfeaD5p12Kdg0g1YgphqsfR8zP5jVmjYiqq9KV3797u8Yuz6t5rFGTVRlMWcQg4WjGlOhL927p1qyvSV32g6sY0guOTXjd6XlYVqhUU9c+XT2PYRwJOljS8HoUb0Ry87yWEma5QSncUorDm63w1mtbR9E8mKy180SZqGrGrbMWMam80XaBpSw3J+1JdgZ+eD5pq8VmEqICljf7SbfanaZZMivdrg7bm19SJpqlUCK1pM9WLRSMnmhpSX5NXWNU27f6bybnH9GGiv7kP2k6hOire9znVp13IdZCq0RptraBQoxFGbSyqad3oXHg+dwCP3oc02lXV+bC0QtHnyr5vxrCPBJwcDMOlu05Hqz6XumY6pKp9M3wFHE1FZTL9E9Vt+FoirmJdBdnvf//7KauSohe1/mn6z6dMCvw0CuGzCDFf6KhdtQLaYVd7C1122WXlNTkKDAo9GrHVyGOcqb7J58lVM6WCeF/0Yav3Su1IrgOZ6G8vmjqP+N6pXKH7+uuvdzWfl1xyiVssoPdEvTe+88477gBHr3WfJwQdGsM+EnCypPnYiufK0fB6xesy2SvnaPrtb3/rlokm01F8xet8yjSEaZ8MX6sx9ManDzIdMavYUC9OvXjjJo4FfvlMdS36ly6UZ3K6iTjwuYFepidf1GiYRnF80Uq4RYsWlU+v+N5zqzJaWahSiB//+MduKlqbOibvf6QCaI3e+lyBWC+Gfayj7Yxr7acFINOhSn2Q+FxZc/HFF7tRpKroT6+jfk2v+KBi50wCl5bkKrD5oF1OFa5UZ6OpHW1Wp6M+vXEnr+7SsLamiHzRkVMmU6XR74Mvx/f0Tz5Q/ZeO5tNR/dLbb7/tXk+aBqpqL6zaGqnVVJWmm7Xzsw5itKBk9uzZ5VNZPldzJlMIU42Y6sDUV9WK+T4ZaFz7yAhODT6UM6kV8DXtE9HqiurO3CxRAWqcdhGtSFMCvuksyDo60bC15pn1BqjN3nwuHY17gV/I8mX6x6fKTr6o0UYVbGslqvZmSjdSVts0BaXpW/2Lio21olO7lmuFpMoNdKqWOFBQSN7GII6K49LHWjvrVSDeeOONjNq98sorR70v+S7Tk7ONGjUqEac+7tq1K3H77be7EwVef/31iffffz9x9tlnJ3x67LHHEvfff3+VbcaNG5f42c9+Vmt9QmGL44ldK6p4gtqK1q1bl5g4cWKic+fOtdYn5A5TVEdx4zWfO/BqszQV72kzQp3rJ6IhYS3TVbGXTtDnsyYnH6ZLquqjhrN1GgcNt2tIVnv5+KLVPZqm0ghNVQV++l187xSMwvCHP/wh1iskM32fVgG/tjDQeyfyCwEnh1Qrog8SzeVq6sdnDY6mUfRhpnlwnbwwKujTkmGdr0hDspoj1VbllZ1fqbbm6LVSJU6bDybTma81965lwunqCTTHrKWPKjLX398nhRsV+KkupLICP58FnSgsen2rFvHBBx90xfoV6X3yoYcechs86pxkPmgVp6YbtXig4mlttKBE+/Son75rKlEzBJwcHKVEm0NpszUdHWvzMr0YdK4dX3Syz+9973suPCTX5eiEh9rsTUf3OjJRtbuv/Ud0dmbRKJLvfSa+LO2H06lTJ4uDuBT4obCpDjF6b3n00UdTbkteiab3Kp3jy9dGntr+QZsmKoTpPF6qEVK/dWCo15L2xNGot/bFQX6hyLgGdNZmrTzS5lA68tALQkcCejGo8l5HzMl7KPigYtPkcKNNrBTAJkyYUL6njM42/cgjj3jrowKWTsgXZ1pCmsmycK2yikvAiU2BHwpa8pYE0VSVVm1WXN3pc+uC6dOnu68qdtaBX7Q6Tgeo2t9KKyfV97jveYT0CDg1SPyai1WY0blWNLSpJdmqc1G9hsKN+D6BXMXdQRXI9MF3wQUXpFzvsx7j1Vdf/cKRXWV87T0SnZajuoFOvUHyJgikF63o1KoqnUokLqLl36pX1E7f2o1c07g6ONR7k2oYRaOgyD8EnCxF55/RUYjCjqYA4khFxhppUr2Npip0dKIRm+SdeHWkcuDAgVguE1eA1L4uKpDVkZQvesOreJLFihR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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Mean relative returns \n", "df.pct_change().round(2).mean().plot(kind='bar')" ] }, { "cell_type": "markdown", "id": "4a3b495f", "metadata": {}, "source": [ "More commonly used in Finance than absolute or relative returns are logarithimic (short: \"log\") returns. Their main advantage is being additive over time, so: $R_i = \\sum_k^i R_k $ where $R_i = ln(\\frac{P_i}{P_0})$ are the returns accumulated at time $t_i$. This is a lot more convenient vis-à-vis relative returns, those have to be multiplied together to get the final return. \n", "\n", "Another advantage is being dimensionless and revealing the uniform distributions of the securities in multiple orders of magnitude.\n", "\n", "Nice analogy: the difference between log returns and relative returns is the same as between strain and true strain in elasto-mechanics! Another way to say this is that relative returns are the first order Taylor approximation of log returns, so they are equivalent over small timescales." ] }, { "cell_type": "code", "execution_count": 210, "id": "8ed69551", "metadata": {}, "outputs": [], "source": [ "# Log returns\n", "log_returns = np.log(df / df.shift(1))" ] }, { "cell_type": "markdown", "id": "809c1536", "metadata": {}, "source": [ "Below we check whether the formula $R_{log} = ln(1+R_{rel})$ holds true by comparing it to the definition of the logarithmic returns." ] }, { "cell_type": "code", "execution_count": 211, "id": "481b43dc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AAPL.OMSFT.OINTC.OAMZN.OGS.NSPY.SPX.VIXEUR=XAU=GDXGLD
Date
2010-01-04FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
2010-01-05TrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
2010-01-06TrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
2010-01-07TrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
2010-01-08TrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
.......................................
2018-06-25TrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
2018-06-26TrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
2018-06-27TrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
2018-06-28TrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
2018-06-29TrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
\n", "

2138 rows × 12 columns

\n", "
" ], "text/plain": [ " AAPL.O MSFT.O INTC.O AMZN.O GS.N SPY .SPX .VIX EUR= \\\n", "Date \n", "2010-01-04 False False False False False False False False False \n", "2010-01-05 True True True True True True True True True \n", "2010-01-06 True True True True True True True True True \n", "2010-01-07 True True True True True True True True True \n", "2010-01-08 True True True True True True True True True \n", "... ... ... ... ... ... ... ... ... ... \n", "2018-06-25 True True True True True True True True True \n", "2018-06-26 True True True True True True True True True \n", "2018-06-27 True True True True True True True True True \n", "2018-06-28 True True True True True True True True True \n", "2018-06-29 True True True True True True True True True \n", "\n", " XAU= GDX GLD \n", "Date \n", "2010-01-04 False False False \n", "2010-01-05 True True True \n", "2010-01-06 True True True \n", "2010-01-07 True True True \n", "2010-01-08 True True True \n", "... ... ... ... \n", "2018-06-25 True True True \n", "2018-06-26 True True True \n", "2018-06-27 True True True \n", "2018-06-28 True True True \n", "2018-06-29 True True True \n", "\n", "[2138 rows x 12 columns]" ] }, "execution_count": 211, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.dropna(inplace=True) \n", "np.log(1 + df.pct_change()) == np.log(df / df.shift(1))" ] }, { "cell_type": "markdown", "id": "70acdeeb", "metadata": {}, "source": [ "Now we use the addivity over time property to easily visualize the performances of the securities by performing a cumulative sum." ] }, { "cell_type": "code", "execution_count": 212, "id": "64f89888", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 212, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cum_returns = log_returns.cumsum().apply(np.exp)\n", "cum_returns.plot(figsize=(10,7))" ] }, { "cell_type": "markdown", "id": "de4e238a", "metadata": {}, "source": [ "Here you can see the great advantage of log returns, all the graphs start out at the same place and you can easily see how much gains you would have had if you had put in 1 \\$ in 2010, specifically for Apple you would have made over 10 \\$, so a > 1000% return." ] }, { "cell_type": "code", "execution_count": 213, "id": "49fe6de0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 213, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Resampled at each months end\n", "cum_ret_resampled = cum_returns.resample('1ME')\n", "cum_ret_resampled.mean().plot()" ] }, { "cell_type": "code", "execution_count": 214, "id": "86b54c87", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Date\n", "2010-01-04 30.572827\n", "2010-01-05 30.625684\n", "2010-01-06 30.138541\n", "2010-01-07 30.082827\n", "2010-01-08 30.282827\n", " ... \n", "2018-06-25 182.170000\n", "2018-06-26 184.430000\n", "2018-06-27 184.160000\n", "2018-06-28 185.500000\n", "2018-06-29 185.110000\n", "Name: AAPL.O, Length: 2138, dtype: float64" ] }, "execution_count": 214, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apple = df['AAPL.O']\n", "apple = apple.dropna()\n", "apple" ] }, { "cell_type": "markdown", "id": "08dd249e", "metadata": {}, "source": [ "Because the current data is too finely distributed in time we perform moving averages, in pandas so-called rolling averages. The syntax is really simply here, you just call the method `.rolling()` and it automatically adjusts all methods appended after itself." ] }, { "cell_type": "code", "execution_count": 215, "id": "876ab2f7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 215, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Rolling statistics\n", "window = 20\n", "\n", "fig, ax1 = plt.subplots(figsize=(10, 10))\n", "\n", "# Plot max, min, and mean on the primary y-axis\n", "apple.rolling(window=window).max().plot(ax=ax1, label='Max')\n", "apple.rolling(window=window).min().plot(ax=ax1, label='Min')\n", "apple.rolling(window=window).mean().plot(ax=ax1, label='Mean')\n", "\n", "# Create a secondary y-axis for the standard deviation\n", "ax2 = ax1.twinx()\n", "apple.rolling(window=5*window).std().plot(ax=ax2, color='purple', label='Std', linestyle='--')\n" ] }, { "cell_type": "markdown", "id": "8fdaa915", "metadata": {}, "source": [ "Now we compute the exponentially moving average EWMA. It's very useful because it takes into account the entire history, just with lower and lower weights (exponentially decreasing). One can decide by the parameter `alpha` whether to favor current or past data. \n", "\n", "It is computed like this: $EWMA_i = \\alpha x_i + (1-\\alpha) EWMA_{i-1}$\n", "\n", "We see that it is basically a linear interpolation but recursively applied which means that the past values do never \"fall out the window\" like in the rolling average." ] }, { "cell_type": "code", "execution_count": 216, "id": "03be7a88", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 216, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Exponentially weighted moving average\n", "apple.iloc[1:100].ewm(alpha=0.1).mean().plot()\n", "apple.iloc[1:100].plot()" ] }, { "cell_type": "markdown", "id": "2c02ad49", "metadata": {}, "source": [ "If you are wondering: the rolling average applies its computed value to the last index inside of its window. It is only looking backward, this eliminates any \"foresight-bias\" that we want to avoid when performing financial calculations.\n", "\n" ] }, { "cell_type": "markdown", "id": "6985d978", "metadata": {}, "source": [ "Below we look at the standard rolling averages. Look at the high local maxima and notice that they are \"forgotten\" after a certain amount of time (the window size). Also interesting: the min and max hug the graph from the left to the right. " ] }, { "cell_type": "code", "execution_count": 217, "id": "44cfbaad", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 217, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "apple.rolling(window=10*window).max().plot()\n", "apple.rolling(window=10*window).min().plot()\n", "apple.plot()" ] }, { "cell_type": "markdown", "id": "c6a0fbfe", "metadata": {}, "source": [ "Here we do the same thing but just for the last 200 days of the dataset. We also include the rolling mean and median. The median might be more appropiate here because it is less sensitive to outliers." ] }, { "cell_type": "code", "execution_count": 218, "id": "3109b010", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 218, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "apple_last = apple.iloc[-200:]\n", "apple_last.plot(figsize=(10,6))\n", "apple_last_rolling = apple_last.rolling(window=window)\n", "apple_last_rolling.mean().plot(style='r--',lw=2)\n", "apple_last_rolling.median().plot(style='y--',lw=2)\n", "\n", "apple_last_rolling.min().plot(style='b--',lw=1)\n", "apple_last_rolling.max().plot(style='g--',lw=1)" ] }, { "cell_type": "markdown", "id": "2c4cd6cb", "metadata": {}, "source": [ "# Testing trading strategies" ] }, { "cell_type": "markdown", "id": "d66ca7cb", "metadata": {}, "source": [ "Now we actually want to apply what we learned before in order to develop trading strategies that can be used to turn a profit. At least that's we aim for.\n", "\n", "The first and simplest one is the Two-Rolling-Window strategy. It consists of one short and one long rolling mean of the stock price. The very simple theory behind this is that if the shorter one exceeds the longer one then this means that we are in an uncharacteriscally high upswing and should \"go long\" on the stock. The reverse means that we should \"go short\".\n", "\n", "Going long and short refers to actions that benefit us if the stock price rises or falls respectively. This could be simply buying the stock, buying an inverse fund or using derivatives." ] }, { "cell_type": "code", "execution_count": 219, "id": "089cabb7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 219, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Two SMA strategy\n", "df['SMA1'] = apple.rolling(window=42).mean()\n", "df['SMA2'] = apple.rolling(window=252).mean()\n", "df[['AAPL.O','SMA1','SMA2']].plot(figsize=(10,6))" ] }, { "cell_type": "markdown", "id": "5c3d82f2", "metadata": {}, "source": [ "Now we want to visualize the strategy we expressed in words above. We do this by creating a \"trading signal\" that is defined by a boolean statement." ] }, { "cell_type": "code", "execution_count": 220, "id": "eca1346c", "metadata": {}, "outputs": [], "source": [ "# Create a NumPy array with ones, this is going to be the initial data \n", "# for the trading signal column.\n", "\n", "df.dropna(inplace=True)\n", "ones_column = np.ones((len(df), 1))\n", "negative_ones_column=-1*ones_column\n" ] }, { "cell_type": "code", "execution_count": 221, "id": "41714106", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 1887\n", "unique 2\n", "top False\n", "freq 1434\n", "dtype: object" ] }, "execution_count": 221, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(df['SMA1']df['SMA2']),1,-1)\n", "\n", "df['positions'].value_counts()" ] }, { "cell_type": "markdown", "id": "18d7d6ca", "metadata": {}, "source": [ "Below you can see the visualization of the trading signal as a square wave above the stock price and the rolling means." ] }, { "cell_type": "code", "execution_count": 224, "id": "0222b84b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = df[['AAPL.O','SMA1','SMA2','positions']].plot(secondary_y='positions',figsize=(10,7))\n", "plot.get_legend().set_bbox_to_anchor((0.25,0.9))" ] }, { "cell_type": "markdown", "id": "fcbaa69b", "metadata": {}, "source": [ "We see that this strategy is not particulary efficient because we only perform four trades in the span of more than seven years." ] }, { "cell_type": "markdown", "id": "b180db61", "metadata": {}, "source": [ "# Volatility" ] }, { "cell_type": "markdown", "id": "3cb41ee3", "metadata": {}, "source": [ "In this section we will further explore the measure of volatility which is defined as the standard deviation of logarithmic returns." ] }, { "cell_type": "code", "execution_count": 225, "id": "b9176a41", "metadata": {}, "outputs": [], "source": [ "# .SPX is the S&P 500 index, SPY is an ETF on this index.\n", "# Names preceded by a period are not tradeable, such as .SPX and .VIX.\n", "data = df[['.SPX','.VIX']].dropna()" ] }, { "cell_type": "code", "execution_count": 226, "id": "de284cd7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([, ], dtype=object)" ] }, "execution_count": 226, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plot(subplots=True,figsize=(10,5))" ] }, { "cell_type": "code", "execution_count": 227, "id": "cad6f756", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 1887 entries, 2010-12-31 to 2018-06-29\n", "Data columns (total 2 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 .SPX 1887 non-null float64\n", " 1 .VIX 1887 non-null float64\n", "dtypes: float64(2)\n", "memory usage: 44.2 KB\n" ] } ], "source": [ "data.info()" ] }, { "cell_type": "markdown", "id": "4178003c", "metadata": {}, "source": [ "We want to investigate the hypothesis whether or not the S&P 500 is negatively correlated with its volatility. The reasoning behind it is that when the price falls, trading volume increases due to panic which decreases the price further and thus volatility increases also. It's important to note that this is not a causal effect.\n", "\n", "We first compute the correlation between the rolling S&P 500 and the volatility for each one-year time period, the rolling window is also automatically applied to the volatility." ] }, { "cell_type": "code", "execution_count": 228, "id": "be19d2b2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 228, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "correlations = data['.SPX'].rolling(window=252).corr(data['.VIX'])\n", "\n", "# Plot the rolling correlation\n", "ax = correlations.plot(figsize=(10, 6), title=\"Rolling One-Year Correlation between .SPX and .VIX\",\n", " ylabel='Correlation')\n", "# We plot the mean also, the 252 index is because the rolling mean lags \n", "# behind the price with a one year delay.\n", "ax.hlines(y=correlations.mean(),xmin=correlations.index[252],\n", " xmax=correlations.index[-1],colors='r')" ] }, { "cell_type": "code", "execution_count": 229, "id": "80704428", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(-0.5789986044404959)" ] }, "execution_count": 229, "metadata": {}, "output_type": "execute_result" } ], "source": [ "correlations.mean()" ] }, { "cell_type": "markdown", "id": "c87374ff", "metadata": {}, "source": [ "We see that the values of the correlation vary wildly throughout time, sometimes even becoming positive. In general though the observation holds true, with a mean correlation of $-58\\%$.\n", "\n", "Below you can see the chart for the one-year period with the strongest correlation right at the beginning. The relationship is striking." ] }, { "cell_type": "code", "execution_count": 230, "id": "608458d6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 230, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.loc['2011-12-31':'2012-12-31', :].plot(secondary_y='.VIX', figsize=(10, 6))\n" ] }, { "cell_type": "markdown", "id": "7f5fadb9", "metadata": {}, "source": [ "We now investigate the relationship when we use log returns instead of the stock price." ] }, { "cell_type": "code", "execution_count": 231, "id": "3ed173c1", "metadata": {}, "outputs": [], "source": [ "spx = '.SPX'\n", "df[['.SPXlog','.VIXlog']] = np.log(data[['.SPX','.VIX']]/data[['.SPX','.VIX']].shift(1))" ] }, { "cell_type": "code", "execution_count": 232, "id": "87181c2b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 232, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr = df['.SPXlog'].rolling(window=252).corr(df['.VIXlog'])\n", "corr.plot()" ] }, { "cell_type": "markdown", "id": "fa4a5af9", "metadata": {}, "source": [ "Log returns give same correlation as relative returns." ] }, { "cell_type": "markdown", "id": "5403155c", "metadata": {}, "source": [ "We now have a look at the covariance between the two." ] }, { "cell_type": "code", "execution_count": 233, "id": "e3c9d0d5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\n", " ],\n", " [,\n", " ]], dtype=object)" ] }, "execution_count": 233, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Correlation in 2D, covariance\n", "df.dropna(inplace=True)\n", "pd.plotting.scatter_matrix(df[['.SPXlog','.VIXlog']],\n", " diagonal='kde', # kernel density estimator instead of histogram\n", " hist_kwds={'bins':35})" ] }, { "cell_type": "markdown", "id": "f72095d1", "metadata": {}, "source": [ "Log returns are used here because they have the big advantage of transforming both indicators to the same dimensionless scale, making comparison very easy." ] }, { "cell_type": "markdown", "id": "fcad41a3", "metadata": {}, "source": [ "We perform a linear regression to quantify their covariance." ] }, { "cell_type": "code", "execution_count": 234, "id": "b1f2f8cd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 234, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1Xpdtq/r60hbiGgQ6nizrftsGlFqipS3nNVOpbegDdccdd5hxss1+6es54ogjTBCn2RBPfD022rBCsyv6nrEGuPoFgO17yBMtl1Na4mod3+eee868DwKl87F0X/UxlT6uNmewPr43WtKnAaP1/o60PFHfn9pC37o+lT90zpXOg7IdX80oacZKAzX9HHraV+tnVY+3NvSwvkZtf67B0sSJEz0eCx3DYGQDAYRfkrb6i8DzAoBLeuKh5W1a+qIZES210i50tjSoOeyww8xJqHUdKi3F0/k82qlO56ZYTzZ1krdmcvR2ekKmJ/l77bWX6d5mnbOiTRh0uzYb0LIdLbnRTIx+o2ybAdDMgj6unqzqj35briVg+ng6P0izRXpSbH0OfW6dd+OJnuC+9NJLZh0qPcnWEzjt1ufYxMKXfdQySF1zR0vvdK6MHjvtuqeNFHRtLmszCP0GXtdr0pNE3U+d0O/YKEKDMT3Z1fI3DYD0RFXX5dHbWddmmjZtmgkANMOj37rrt+1awqYlfXpiqN+262v57bff6tap0m/7dV80YLNdh8o6VtrZUEu3rGstacdBfW79ll/3U09ErfN1NDixPd66b7rOk15vfU9okKEnqu7oSa4GoPparOWc1k562uDAOgdI33M65to10nb+l5586+vUfdD9133Tk2Q99rb0JF+zdcuXLzfZRF0PyrpOlr6vtOmFBnV6f30cXejY+r7Q6/S9offX4+rLsXFch0pfmx5X3X/9fGgmRjM6nujY6mvRIEozL4MHDzZzyPSyZiT1feb4XtLgQdeEsq7Bpq9Fb6OfN6XHVd9X+v7SfdIgSK/zZe0lDXh0/p0GLe669+lx0/HTskpXjWAcx0u/kNBSXm04osdfP1c6PtbPrX6RoR0Zddz0vaCvUR9DS1b1dWvTDe2iqIG5djZU+jfB+lnVUyy9jz6HNqawZT0W+t6yrsllzegG8kUIgMghoAKAOKYlZprV0MBBMyNIbNrKXoMYDTI104XootlhDV69fREDILpQ8gcAcUInzjuWIVrnUGmLZiQWzfY4zlXj/RAdNOOt2VtbmuXTLBljA8QeAioAiBPaOU5LjbScSmmjA52gr/OVtAsaEot2XtQSSmuDCS1z0xI+LU1jvaPI0s+mjoWWDSoth3300UdNefNpp50W6d0D4CdK/gAgTuhcJZ13oxPrtS2zzs3QrnC6LpTjekSIf1999ZWZi6NNQXSulc6p0jI/nWtlnQeHyNi4caPJIOo8PR0LDbB0LtY111xjFtAGEFsIqAAAAAAgQJT8AQAAAECACKgAAAAAIEAEVAAAAAAQIPvVMiGFhRWR3oWEkJvbVIqLt0d6NxBijHNiYJwTA+OcOBjrxMA4+6agIMPrbchQIeySkkRSUpLNb8QvxjkxMM6JgXFOHIx1YmCcg4uACgAAAAACREAFAAAAAAEioAIAAACARGlKMXPmTHn++efNyuK68vttt90mXbp0cXnb3bt3y8MPPyw///yzZGZmmlXiL7jgAhk6dGjY9xsAAABA/ImpgGrBggUyceJEmTZtmnTo0EE++ugjGT9+vMyYMUPS09Odbv/ss8/KV199JR9//LFkZGTIkiVL5NRTT5X3339funfvHpHXAAAAACB+xFTJ3+TJk+XQQw81wZQaPny41NTUyIcffujy9kuXLpXevXubYErtvffe5t+asQIAAACAhAqo5syZI7169aq7rCV/PXv2lNmzZ7u8/VFHHSW///67bNy40Vz+8ccfpbi4WPLy8sK2zwAAAADiV8yU/JWUlMi2bducgqH8/HxZuHChy/ucfPLJsnPnTpPJKigokNWrV8vRRx8txx57rMfnoid/aFmPL8c5vjHOiYFxTgyMc+JgrBMD45ygAVVlZaX53bBhQ7vr9bJ1m6P33ntPpkyZYuZctWvXzpQAajZLM1ueVo3Whc4Qenl53leeRuxjnBMD45wYGOfEwVgnBsY5wQKqRo0a1XXus6WXrdtsWSwWeeihh+Tcc881wZTSRhT33XefCcAuueQSl89TXLydaD3E9PjqB3jr1gqxWCK9NwgVxjkxMM6JgXFOHIx1YmCcfZefnxE/AVVOTo5pKLF161a764uKiqRt27ZOt9e5UmVlZdK6dWu769u0aSNffvml24BK8cYKDz3OHOv4xzgnBsY5MTDOiYOxTgyMc3DEVG3bAQccIIsXL7bLQmkr9EGDBrkMwLQcsLCw0O56vewqowUAAAAAcR1Q6aK83333naxZs8Zc/uSTT8x8qBEjRpjLp59+ujz22GPm33r9SSedZOZRaaZKaTCmc6i8NaUAAAAAAF/ETMmf6tOnj9x///1y1VVXmSyTBk0vvfRS3aK+OjfKdo7VjTfeKE899ZSMHTvW3H779u1yzTXXyNlnnx3BVwEAAAAgXiRZtG4OdQoLKyK9CwkxEVIn+BUVMREynjHOiYFxTgyMc+JgrBMD4+y7goKM+Cr5AwAAAIBoQkAFAAAAAAEioAIAAACARGhKASCy1hTvkPVlldI2u7G0y2kc6d0BAACIOAIqAF6V7aySm2cslZ9Xl9Rdd0CHHLnn+O6S2ahBRPcNAAAgkij5A+CVBlO/rvlfMKX08qTPlkZsnwAAAKIBARUAr2V+mpmqdWirqpf1+rUlOyO1awAAABFHQAXAI50z5cm6UgIqAACQuAioAHjUJquRx+3aoAIAACBREVAB8Kh9bhPTgCI5yf56vazX0+0PAAAkMgIqAF5pN7/92+fYXaeX9XoAAIBERtt0AF5pa/SnRvY2DSh0zhTrUAEAAOxBQAXAZxpEEUgBAAD8DyV/AAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABCgVIkxM2fOlOeff17S0tIkOTlZbrvtNunSpYvb269bt04efPBBKS0tleLiYmnatKnccsst0rt377DuNwAAAID4E1MZqgULFsjEiRPlkUcekTfffFNGjRol48ePl23btrm8vQZQ55xzjpx99tny2muvyccffyyNGjWStWvXhn3fAQAAAMSfmAqoJk+eLIceeqh06NDBXB4+fLjU1NTIhx9+6PL2U6ZMkb59+8qAAQPM5dTUVLnrrrukf//+Yd1vAAAAAPEppgKqOXPmSK9eveoua8lfz549Zfbs2S5v/+WXXzoFT+3bt5fmzZuHfF8BAAAAxL+YmUNVUlJiSvvy8vLsrs/Pz5eFCxc63X7Hjh2yfv16qa2tlWuuuUY2bNhg5k9p+d8hhxzi8bmSkoK++3BxfDnO8Y1xTgyMc2JgnBMHY50YGOcEDagqKyvN74YNG9pdr5et22xVVFSY30888YS8+uqr0r17d5Ph0jlXWgo4ePBgl8+Tm9tUUlJiKnEXs/LyMiK9CwgDxjkxMM6JgXFOHIx1YmCcEyyg0mYSavfu3XbX62XrNltaDqgOO+wwE0ypAw88UA444AATYLkLqIqLtxOth5geX/0Ab91aIRZLpPcGocI4JwbGOTEwzomDsU4MjLPv8vMz4iegysnJkYwMHfitdtcXFRVJ27ZtnW6fm5trsleO86VatWol8+fP9/hcvLHCQ48zxzr+Mc6JgXFODIxz4mCsEwPjHBwxVdum2aXFixfXXbZYLLJkyRIZNGiQ021TUlKkX79+UlhY6BSAtWzZMiz7CwAAACC+xVRAdcEFF8h3330na9asMZc/+eQTU9o3YsQIc/n000+Xxx57rO72559/vnz99deyceNGc3nFihUya9YsOfPMMyP0CgAAAADEk5gp+VN9+vSR+++/X6666iozb0qDqZdeeknS09PNdm1OYTvHasiQITJp0iS55JJLpEmTJmbNqgceeMDMqwIAAACA+kqyaN0c6hQW7ukOiNBOhNQJfkVFTISMZ4xzYmCcEwPjnDgY68TAOPuuoCAjvkr+AAAAACCaEFABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAqGtXWSuOnn5CskcMl9ec5kd4bAAAAAG6kutuAyGkwZ5ak33mL+XfDH78zv0u++Faq++4X4T0DAAAAYIsMVRSq6dzF6bqcow+TgmaZkrJoYUT2CQAAAIAzAqooVNu8hWz95Q+X23IPH7wnsPp7Wdj3CwAAAIA9AqooVduxkxRuKZfiWXNdbs8dMsAEVskr/wn7vgEAAADYg4AqytV06bonsPp2tsvteQf03RNYrVsb9n0DAAAAEh0BVYyo6dnLBFYlX+5pUuEob79ekt++uST/uyns+wYAAAAkKgKqGFO9b789gdX0L522Je3cKXl9uklej46SVFQUkf0DAAAAEgkBVYyqHniACaxK3//EaVvy1q2Sv3cnyd2vlySVlkRk/wAAAIBEQEAV46oOPtQEVmVvvue0LWXdWsnv2l5yhgyQpIryiOwfAAAAEM8IqOLE7iOP3hNYTX3daVvq38skf682kj30EJHt2yOyfwAAAEA8IqCKM7uHDTeBVflzLzpta/DnfCno2FKyhh8jUlkZkf0DAAAA4gkBVZzaNfJUE1hVPPa007aGP8+WgnbNJGv0SSK7d0dk/wAAAIB4QEAV5yrPPHtPYHXfQ07bGn77tRS0yZfMc8eIVFdHZP8AAACAWEZAlSAqx19oAqttt97ltC3ts0+koFWuZFxyvkhtbUT2DwAAAIhFBFQJZudlV5rAavu1Nzhta/T+O1LQIlvSr7lSxGKJyP4BAAAAsYSAKkHtuP4mKdxcJjsum+C0rfFrL0tB8yxpessNBFYAAACABwRUiSwpSbbfeqcJrHaOO99pc5MXnjWBVZP7ncsEAQAAABBQQSUlybb7H5HCf0tl5+ljnDY3ffQhKWiWKU0efzgiuwcAAABEKwIq/E9ysmx74lkp3FQilSNOdtrc9N47TWDV+IVnIrJ7AAAAQLQhoIKzlBSpmPx/Urhhq+w66hinzem33GgCq0avTI3I7gEAAADRgoAK7jVoIOWvvyuF6wpl90GHOG3OuG6CCazS3nkzIrsHAAAARBoBFbxLS5OyD6ZL4ep/pWq/AU6bMy+/aE9g9fG0iOweAAAAECkEVPBdkyZS+vnXUrhyo1Tv3ctpc+b5Y01g1fCLzyOyewAAAEC4EVDBf+npUvLdbClavlaqO3Zy2px11mgTWDX49uuI7B4AAAAQLgRUCJglK1tKfvlDiv5aJTXNmjttzx590p7Aas6siOwfAAAAEGoEVKg3S16eFC9aLkULl0ttRqbT9uwTjzWBVervv0Vk/wAAAIBQIaBC0FiaN5et/6yXrX/8JZbUVKftOcceYQKrlAV/RmT/AAAAgGAjoELQ1bZqLUUbi2Xrbwtcbs854iCRpCRJWbY07PsGAAAABBMBFUKmtn0HKdxSLsWzf3e5PWfI/nsyVitXhH3fAAAAgGAgoELI1XTusiew+v5nl9tzD+hnAqvktWvCvm8AAABAfRBQRak1xTtk1qpiWVuyU+JFTY+9TWBV8tX3Lrfn9e8t+W3yJXnTxrDvGwAAABAI584BiKiynVVy84yl8vPqkrrrDuiQI/cc310yGzWQeFCzT18Ri0VKP/9Kso8barctafduydunu9RmZUvxrLliadYsYvsJAAAAxF2GaubMmTJy5Eg544wzZMyYMbJ8+XKf7vf6669Lt27d5JdffpFopsHUr2v+F0wpvTzps/hr4FA9YKDJWJV++JnTtuSyUsnv1Vly9+kuScVbI7J/iD7xmLkFAACxLaYyVAsWLJCJEyfKtGnTpEOHDvLRRx/J+PHjZcaMGZKenu72fps3b5aXXnpJYuFk0TYzZVVrEXO9nkS2y2ks8aZq8EEmsGrwzUzJPm2k3baUTRslv3tHqe60l5R++Z1YMrMitp+InETI3AIAgNgUUxmqyZMny6GHHmqCKTV8+HCpqamRDz/80OP97r77brnwwgsl2q0vq/S4fV1pfH8rX3X4UBNYlb3yltO21JX/SH7ntpJz2GCRbdsisn+InETK3AIAgNgSUxmqOXPmyKWXXlp3OTk5WXr27CmzZ8+Ws846y+V9vvnmG0lNTZUhQ4b4/DxJSRIRbbMbedyu2alI7VswWV+Du9dSddzxUlRYLg0/fF8yLxhnty118UIp6NRKqgYMlLIPPhFpHH8Zu3jhbZyDlbnVLxriMXObaOOM6MY4Jw7GOjEwzgkaUJWUlMi2bdskLy/P7vr8/HxZuHChy/vs2LFDHnvsMVPut3v3bp+eJze3qaSkRCZxl5+fIQd3KZBZK4qkxmKpuz4lKUkGd86Xfl3iq0FDXl6G5xucf+6en5dfFhlnH1g1+O0XyW/XXOTII0U++0ykYcPQ7ixCN85eLNzqOTNbVrvns4PYHmfEBsY5cTDWiYFxTrCAqrJyTzlcQ4cTZ71s3eboiSeekNNOO02aNWsm69ev9+l5iou3RzRav/3ozjKpqlrm2Hwjv3/7bHN9UVGFxAM9vvoB3rq1Qpv9eXfCKJHCUdJo6hRJn3iN/bavvhJJS5Ndxx4vFVNfE0mNmbd03PN7nN3ITPJ856xkiZvPRiKPM6Ib45w4GOvEwDj7zpcvbWPm7LNRoz3lcI6ZJr1s3WZr8eLF8ueff5omFv6K5BsrI62BPDmyt2lAoaVMbbMb15UzxdsbXl+PP69p57nnm5/Gzz4l6bdPstuW9vlnktYyVypPHiUVz0wRSUkJ/g4jLOPsqF1OE9OAQudMaZmfVXKSftmQYz4j8fbZSMRxRmxgnBMHY50YGOcEa0qRk5MjGRkaSdu30C4qKpK2bds63f67776TXbt2yTnnnGPmV1199dXm+nvvvddcXrNmjUQzDaIGd8xlbogLOy+53DSv2D7RPqhSjaa9LwUtcyT9qstEamsjsn8IPu3mp8GTLb2s1wMAAERSksUSO3HpZZddJmlpafLII4+Yy7rrBx10kFx00UVmTSpPtOTviCOOkFdffVUGDhzo9naFhZQOhSPNrOlTLdOq97vPYpGm994pTZ7Y855wtOO8C2X7PQ8y6zLWx/m/XGVuEX/jjOjDOCcOxjoxMM6+KyjIiJ8MlbrgggtM5smaXfrkk09Mp78RI0aYy6effrppQoEEkpQk2yfdJoWby2THBRc7bW7y4gtS0DxLmt51GzntOBCuzC0LCAcfxxQAEK9iZg6V6tOnj9x///1y1VVXmXlTGkxpBz/ror7anMJVN7977rnHzKeylvx16tSJwCseA6u7H5Dtd94n6ddeKY1ff8Vuc5OnHjM/Wia44xr/59UhMbCAcPBxTAEA8S6mSv7CgZK/OEkz19RIxqUXSKNp77ncvO32e8xcLIROLJYTXP7BQrfNL54a2TuSuxaz48wxjQ+x+HlGYBjrxMA4J3DJH+CzlBSpeP4lKdxYLLuOHea0WbsEFjTLNK3YEaLyrpXFsqpou8QK6wLCtif+tgsIU6rmP44pACAREFAhvqWmSvkrb0rhukLZfchhTpszbrjGBFZpb78Rkd2Lx/IuzUiMenmuXDltkRz28Hdy+fsLpbyySqLd+jLX69lZaTMM+IdjCgBIBARUSAxpaVL23sdSuGazVO1/gNPmzCsu3hNYffh+RHYvXuhcGS3vsvXLmhKZ9NlSiXZtspzXs7OlnQXhH44pACAREFAhsTRuLKWffimFKzdKVe99nDZnXjjOBFYNZ3wakd2LZbFe3tU+d88Cwjq/x5Ze1utp0x69x5QOggCASCKgQmJKT5fSr3+UohXrpLpzF6fNWWPPMIFVg29mRmT3YlE8lHexgHBsHVPbEtMJ0xbJyKm/mcuxUGIKAIgfMdU2HQg2S2aWlMz+XZJKiiXn8CGSsmG93fbs00aa36XTPpWqIQdHaC9jQzyUd2kbb+08xwLCsXFMXZWY/vrfElM6CAIAwoUMFaCBVU6uFM9fIkWL/5HaHPtv01X2ycNMxir1t18isn+xIJ5K5sK1gHAiCfYxjfUSUwBA/CCgAmxYCgpk67I1svXPpWJJS3PannP80D2B1Z/zI7J/sVjeNZCSuagSL/ON4qHEFAAQHyj5A1yobdlKitYVSvLaNZLX37l0KGfoIeZ38XdzpGbvnhHYw+gv71pfulP6dMqXDKll0cAooPONtEROszdWmjnUYFfHLdbEQ4kpACA+kKECPKht114Kt5RL8c/zXG7PPfRAk7FKWbE87PsW9eVdnXKlY37TSO8KfJhvFIviqcQUABDbCKgAH9R06rwnsPrB9Ryq3EH7mcAqec3qsO8bkKjzjejKCACIBpT8AX6o6d7DBFapC/+UnCMOctqeN6CPWFJSpHjuQqlt3SYi+wgEMt8oFjM6dGUEAEQDMlRAAKp772MCq5LPv3ballRTI3l995a8Tq0lafPmiOwfkEjzjejKCACIJAIqoB6q9xtgAqvSjz932pa8rULye3eR3F5dJGnr1ojsH6CYbwQAQOgQUAFBUHXg4D2B1bsfOW1L2bJZ8nt0lNwBfSSprDQi+wcw3wgAgNBgDhUQRFWHHm4Cq4ZffC5ZZ42225ayZrXkd2kn1T32ltLPZoolPSNi+4nEw3wjAABCgwwVEAK7jz7WBFZlL77itC31ryWS36m1ZB9zmMiOHRHZPyQu5hsBABBcBFRACO0efpIJrMqfet5pW4N5v0tBhxaSddLxIrt2RWT/EH/t0WetKo7ZNugAAMQiAiogDHaNPsMEVhUPP+G0reGsH6WgbYFknnmKSFVVRPYPsa1sZ5Vc/sFCGfXyXJkwbZGMnPqbuVxeyfsJAIBQI6ACwqjy7HNNYLXtrvuctqXN/EIKWudJxvljRWpqIrJ/iE03z1gqv64psbtOL0/6bGnE9gkAgERBQAVEwM4LL90TWE26zWlbo4+nSUHLHMm44mKR2tqI7B9iq8zv59UlUmuxv14v6/WU/wEAEFoEVEAE7bzyGhNYbb/6Oqdtjd5+QwpaZEv6xKtFLA5ny8B/rS+r9LhdO/oBAIDQIaACosCOG26Rws1lsuOiy5y2NX75RSloniVNb7+ZwApO2mQ18rhd26MDAIDQIaACokVSkmy/814TWO08Z7zT5ibPPmkCqyYP3BOR3UN0ap/bRA7okCPJSfbX62W9nvboAACEFgEVEG2SkmTbQ49J4b+lUnnKaU6bmz7ygBQ0y5TGTz0ekd1D9Lnn+O6yf/scu+v0sl4PAABCK8lioYbIVmFhRaR3Ie4lJYnk52dIUVEFFWy+qK6WzAvOlbRPP3a5ueLeB6XyvIsk2jDO4acNKHTOlJb5hSszxTgnBsY5cTDWiYFx9l1BQYbX25ChAqJdaqqUT31NCtcXye7Dj3TanHHT9SZj1ej1VyKye4geGkQN7phLmR8AAGFEQAXEioYNpeztaVK4dovsPnCw0+aMqy83gVXa++9EZPcAAAASEQEVEGsaNZKyjz+XwlWbpGrfvk6bMy853wRWDae7LhEEAABA8BBQAbGqaVMp/fJ7KfpnvVR3c24+kDX+rD2B1VdfRGT3AAAAEgEBFRDjLBmZUvLjr1L09xqpadfeaXvWGaeYwKrBD99FZP8AAADiGQEVECcs2TlSPHehFC1ZKbX5+U7bs0cNN4FV6s9zIrJ/AAAA8YiACoigNcU7ZNaqYtPuOlgs+fmydclK2brwb7E0aeK0PWf40XsCq/m/B+05AQAAElVqpHcASERlO6vk5hlL5efVJXXXHdBhz0KsmY0a1DtIW19WKW2zs6R29b+SvH6d5PXr6XS7nKMPM7+Lv5klNb161+s5AQAAEhUBFRABGkz9uuZ/wZTSy5M+WypPjewd9CCtdku5JK9aKXkD93W6X+7he1qwF//0m9R07RbQcwMAACQqSv6AMNMMkgY9tQ4rk+tlvT7Q8j9PQZp5/I6dpHBLuQmcXMkdMsCUAmrgBYSjPBUAgHhAhgoIMy3H82Rd6U5pl9M4oCDNkW2QZn1MzUJpYJWyaGFddsqWNYu1dd5iqW3T1q/9QPwJZXkqAADxgAwVEGZtshp53N42279gytcgzZHOm9LAquSLb13eR+dd5bdvLsn/bvJ7fxA/vGU+fUWGCwAQr8hQAWHWPreJ+YZfT0pty/6Sk0T2b5/jd3aqvkFadd/9TGCl7dS1A6CtpJ07Ja9PN6nNy5PiH38zHQSROHzJfLbP9fx+JcMFAIh3ZKiACNCTSQ2ebOllvb4+QZoGZbb0sl7vS5BWfcCBJrAqff8Tp23JW7dK/t6dJHe/XpJU6nyCjfgUSOYzVBkuAACiFRkqIAL0m3nt5qff8OtJqWaQAslM2dJgTE9SbTMBgQRpVQcfagKrhl99IVlnnGK3LWXdWsnv2l6qu3aT0s+/FktGZr32GfFdnurP3D4AAGIVARUQQXoyGawTymAHabuPPHpPYPXpJ5I1bozdttS/l0n+Xm2kap++UvrRDJGmTYPwChBv5amhaMACAEC0oeQPiDN6gjq4Y27QTlR3DxtuAqvyZ6c4bWvw53wp6NhSsoYfI1Lp+eQZiVeeGuwGLDS2AABEIzJUAHyya9RoKRw1Whq9/opkXH253baGP8+WgnbNZPdhR0jZa++INGwYsf1EcNUn8xmsBizhaGyhwZpm1IJRfgsASCxkqAD4pXLMOSZjVXHvg07bGn77tRS0yZfMc8eIVFdHZP8QGhaLw0rUYWzAEsrGFhqsXf7BQhn18lyZMG2RjJz6m7lcXllV78cGACSGJEug/0vGqcLCikjvQtxLShLJz8+QoqIK4d0X+xo/+Zik332b641jxkjRI0+LJcn/727IGEQHb9khXz/Pgc7t0/eBBjvufDBuQL3eHxo8ucugaWYOe/B3O3Ew1omBcfZdQUGG19uQoQJQLzuvuMpkrLZfe4Pzxtdfl/zm2ZJ+zZWa4vDp8cgYRJdgZYcCndsXjNbt3roQ2gZTjl0IAQDwhoAKQFDsuP4mKdxcJjsuvdJpW+PXXpaC5lnS9JYbvQZWrFsUPaIh4Ah2Y4twBWsAgMRBQAUgeJKSZPttd5nAaue48502N3nhGRNYNbn/rqg9gY8loe56Fw0BRzAWrY5EsAYASBwEVABCE1g98IhITY1Unm6/hpVq+uhDUtAsU5o8/nDUncDHgnCVRUZLwBGMxhbhDtYAAIkjoIDqoosuCv6eAIg/ycmy7clnpXBTiVSeeLLT5qb33mkCq8YvPBNVJ/DRLlxlkdEScFhbt2sDisdP7mV+6+VgtEwPVbAGAEgcAXX5GzBggPTo0cPltgYNGkjr1q1l+PDh0r9/f4k1dPkLPTrLJPA4V1VJ5rlnStqX/3F5n4qHn5Dzm/an61oEu9450qyXBmr17fIX7QLtQpgo4mWc4R1jnRgY5yjo8nfiiSfK0qVLpUWLFtK3b1/p16+ftGzZUlatWiVdu3Y1t7nyyivls88+C+ThAcSrBg2k/PV3pXBdoewecrDT5oxrr5S3Lx4s12z62e56MgaRK4sMZXYomgTahRAAgNRA7lRWViYffPCBtG3b1u76devWyeTJk+Wuu+6SSy+91ARVxx9/fLD2FUC8SEuTsmmfiuzYIdkjh0mD3+0zLpe+crdcqmVs9z4jKSNHcZJrI1JlkToGjAMAAEHKUG3YsMEpmFJ63cqVK82/mzdvbsr/AMCtJk2k9PNvpGjlBqnu0dNp8/43XSr7dWsuDb/4PCK7F42iZV4TAACoR0C1ZcsWWbRokdP1CxculM2bN5t/19bWSmWl59IUAFCW9Awp+X6OFC1fKzUdOjptzzprtGle0eC7byKyf9GGRgqx2YYeABCfAir5u+CCC2T06NFm7pQ1U6XlfvPnz5fbb79dtm3bJpdffrm0a9cu2PsLII5ZsrKl+Nc/JWnrVsk55ABJ2bLnCxqr7FNHmN+lH38uVQcOlkRlndcU6kYKGmDonK14b9Sgbei1c6K7xhsAAAS9y5/S4On111+vK/Hr1KmTnHXWWbLvvvtKdXW1aVBRUFAg2dnZEkvo8hd6dJZJDMEY56TNmyV30H6SXFHucnvJ519L9X4D6rejqFeAEQ+fZ13Di86SnsXDOMM3jHViYJyD2+UvoAyV0u5++uPyQVNTpUuXLoE+NAAYlubNZes/6yV54wbJ7d9bkqqr7bbnHHuE+V3y9Y9S3XufCO1lYq1zFW8BhmbhbANHKw2u9HrNAsZzdg4AUH8BB1Ra1vfee+/J33//bS5369ZNRo0aJenp6UHYLQD4n9pWraVoY7Ekr14lefs7B045Rxxkfhf/+KvUdGMeUX0kWoDhSxv6eHq9AIAoaUqha1AdddRR8sILL5iASn+ef/55Ofroo2XZsmXB30sA0JP6Dh2lcEu5FM/+3eX23IP2N80rUlauCPu+JeI6V6aJw8piWVW0XWJVpNrQAwASPEN13333yYQJE0xGKjk5ua6rn65Ndc8998irr74a7P0EgDo1nbuYwCplyWLJPfRAp+25B/Qzv7fOXSi17dpHYA8lrgMMV3OsDuyQI3fHYBMHaxt6d3OoyE4BAEKSodqxY4eceuqpdcGUeaDkZDnllFNk507azQIIj5q9e5rAqmTm9y635/XvLflt8iV508aw71u8rnOlfYwue39PEwdbv/x3jlUsog09ACDsGSpdX0p/GjWy/yZTgynWngIQbtX79DWBVeqvv0jOsKF225J275a8fbpLrbZknzVXLM2aRWw/Y4UGEhoc2Wag+rXJkuqaWhn18lyX94nlOVbhakMPAIhPAQVUhxxyiJxxxhkyZsyYurWm1qxZI2+++aYcdthhwd5HAPBJ9f4DTWDVYNaPkn3S8XbbkstKJb9XZ6lp2UpKvpstlpzciO1nLAYYD32zwikr5coXS7fI0d2bxWRAovsci/sNAIjBdahqamrkiSeekFdeeUV2795tSkDS0tJk7NixcsUVV0hKSorEKtahCj3WPkgM0TDODb6ZKdmnjXS5rbrTXlL65XdiycwK+37FGm0+4S4z5U6kF8ZNlEWJE+nzjPBgrBMD4xzcdagCXthX7dq1y2SmVPv27U1QFesIqEKPD3FiiKZxbvj5Z5J1zukut1X16iOl078Qado07PsVCzQw+XJZoUyevedvva8itTCuP4sSIzY/zwgtxjoxMM7BDagCakphpQFU165dzY81mHr77bfr85AAEHS7jz3elAKWvzDVaVuDRQukoGNLyT5+qE4Ejcj+RSMNTC7/YKHJTPkbTDnOqYqWRYkBAIjoHKqPPvrIp9tpy/TTTjutPvsEACGx66RRUnjSKEl763XJvPISu20NfvtFCto3l90HHyZlb74n0rChJDJXgYkjbQTYOquRx7WrwrkwbqItSgwAiLGA6tZbb5X8/Hyvt9u6dWt99wkAQmrX6WOk8PQx0mjqFMm44Rq7bQ1/+FYK2uTLrmOOl/Kpr4mkBtS7J6a5C0wcDeyQIxcPbi/nvPFHVCyM68uixNEYUDHfCwBim89nCvvss4+89tprXm931lln1XefACAsKsedb34aP/uUpN8+yW5b2n8+k4JWuVJ58iipeGaKSAw32wl2YHLBoPZ1nfy0Dv/gLgXy04rCoC6MG0iQ4cuixNGE+V4AEB98nkP13HPP+XS7kSNdd9QCgGi185LLzRyr7dff5LSt0bT3paBljqRfdZlIba0kAm+BSe+WmXZBzlOn95WBQVoY13bu1oRpi2Tk1N/M5fLKqnovShxt2R/mewFAggVUV155pdfbaAv1l19+ub77BAARsePaG6Rwc5nsuOJqp22N33hVClpkS9ObrpN4b4nkLjCx0gDHNsjJatJAnhrVWz4YN0AeP7mX+a3d/VxlWTTzNGtVsdtmFfUNMjSI02AuGMFdOMoqbbN6kWzmAQAIQ0C1YMEC+eSTT9xu//HHH2XYsGHy999/12N3ACDCkpJk+8237wmszr/IaXOTF1+QguZZ0vSu2+I6sHIVmHgLcjQDNLhjrstMkC+Zp2AEGdZFiX0J7iLJl/leAIA4C6j22msvs+bUhRdeKOvWrau7fvPmzSZ7dcEFF0ijRo2kbdu2odpXAAhvYHXPg1L4b6nsHHOO0+YmTz1mAqsmjzwg8cgamDx1ci+X2/3NpPiSeQpmkOEpuIsGsTbfCwAQhIBqwoQJcvnll8v1118vd9xxh0yePFn+7//+T4477jj54Ycf5Nprr5UPP/xQxowZ4+tDAkD0S06WbY8+JYWbSqTy5FOcNjd94B4paJZpGltEgrcSuvqq8bJ9nQ/P62vmKV6DDFdjFGvzvQAAQejyd8ABB9Rlqi666CK5+OKLZdu2bdK3b1955JFHpGXLlmb72Wef7etDAkDsSEmRiudfkoqnX5DM8WdL2uef2m3WLoH6U/HAo1J57nlx0yHOa5Djw4m/r+3MrUGGZq6C2TEwUryNkf7WDJ3t9mic7wUACFKG6u6775bi4mK58cYbTWv03NxcuffeeyU1NdVkpqqrq+saUwCIvFBnLhJWaqqUv/KmFK4rNIsAO8qYeLXJWKW9/UZcdIgLRibFn8xTrDSVCMYYxcp8LwCAZ0kWi2+zqocMGSJVVVVSWVkp559/vpkz1bBhQ7PtrbfeMg0rtBzwsccek1dffVVCZebMmfL8889LWlqaJCcny2233SZdunRxedsZM2bI+++/LzU1NSab1rp1a7OPbdq0cfv4hYUVIdt37KHr1uTnZ0hRUUU8z+mXRF/bJmHGeedOyR41XBr89ovLzeUvTJVdJ40KerCszR3c0RPzYGZztHGEYybF+p7KatzAp3HWBhTuMk8aRDiuP5WSlCQ1FkvMLnYb7jEKtYT5PIOxThCMs+8KCjKCV/JXVFQkBx10kNx6661OjSdOP/10GTp0qNx3332yaNEiCRXtNDhx4kSZNm2adOjQQT766CMZP368CZzS09Odbq/Bk66fpftdW1srN9xwg5x33nkm+LMGg0C88fStuO2JK4KkcWMp/WymyLZtkj38GGmwaIHd5swLx4lcOE7KXnlLdh97fFCe0tcSumCxZlI026mPHUiQ4628zdMXAbEo3GMEAIiBkr99991XpkyZ4raLX35+vplL1aNHDwkVbYRx6KGHmmBKDR8+3GSftOTQlcMPP9wEU0qzWVqquGrVKlm8eHHI9hGIJNa2iaD0dCn95icpWrFOqvfq7LQ565zTTSlgg29m1vupvJXQ5TT2+bsyv9Snc5638rZ4W+Q2XhtsAADqEVDdfvvtPt3uuuuuk1CZM2eO9Or1vxa+GiT17NlTZs+e7fL2Tz75pN1lLRNUzPNCvGJtm8izZGZJyZx5UrRstdS0au20Pfu0kXsCq1k/1ntekzvPzVoTtXPpXAVl8fhFAF38ACBx+Pw15rPPPusUoLgydepUn27nr5KSEjMPKi8vzykztnDhQp8e448//pBmzZpJv379vNaVInSsx5fjHHxtsz1/K64nceE67gk/zrm5UvLnX5K0ZYvkDO4vyaWldpuzT9pT/lc6Y6ZUDxjo98NfPLi9XXmcLb1+yeYKef6n1TLH5jYHagndsODOpQvGOG/w8kXA+tKd0j439gKQe4d1l0mfLrUbg4Fa5jise8x9LhL+85xAGOvEwDhHKKCaN2+e6fDny+1CQZthKMe5T3rZus0TzUq99NJLZg5YgwbuTyZyc5tKSorPiTvUQ16e90l+8I9OMD24S4HMWlFkJvRb6QT/wZ3zpV+XZmHfp4Qf5/wM/UZIZMMGXXdCZNcuu83Zxw3d84+5c0X228/nh63d6jlr89C3/8hfG+2b7Py6plRu/2KFvDp+fwm2stokk2nqkNdUOuY39eu+vS2e/0fv0ylf8v18zGiQr02bLhokq4q2y+qt2wM6NtEm4T/PCYSxTgyMc5gDql27dsn69eu93i5U5XSNGjVy+fh62brNEw2kjj32WNM8w5Pi4u1E6yGmx1c/wFu30lkmFG4/urNMqqq2+1Z8//bZ5nrt5hON42w6u5VWmjWN4rYUKi1TZH2hJK9dI7n7uWgO0r+/+VXy/Ryp2bun14fLTPJ8UBdtKHe6ToPsH5YXyrzlW4J2nLUDoAZp+riBZsIyk/bc5xcXXQA1o5MhtWF97wb7faqnK73z9Pa18vvfm2Pyvc7f7cTBWCcGxtm/L6uDFlB1795dXnvtNa+308YPoZCTkyMZGTrwW526D7prlGH18MMPm6BrwoQJPj0Xb6zw0OPMsQ6+jLQG8qSbjmyRON6exjlaWryHU03b9lK4pVxSVq6Q3AOcy49zDjnQ/C6e/bvUdHa9JIRql+N+EdwuBemybMs2t/fV90awmiJoSZtmvmxpYHTTp/51lbzbTRdAvd7X96215XqwW60H430aL+91/m4nDsY6MTDOweFzbduoUb6to6JzqELlgAMOsOvQp0toLVmyRAYNGuSxM+CmTZtMhkppW/dQtnYHokV9OrKFS7x1dvNHTafOJrAq/sH1+lW5g/YzzSuS16x2+xjuFsG9cahzl0FbwQqmNIDRTKhteWmgzSTqs8itBiu6zpWu+zRh2iIZOfU3c1mzZ9HyPnX3GNd8RNdZAEiYgEqbUug6UN54mp9UX7qY8HfffSdr1uzpYKXrSWmnvxEjRtSth6ULC1tZFxzWrJkGYtq84ttvv5W///47ZPsIwDfx2NktEDXde5jAquRr113/8gb0kfyWOZK8cYPPQUjPFplh6TAXiq6SgXwREMrAPBjvU0+P8ceGcjnv7T+CFvwBAMLP55K/pKQkE6Bo+/RDDjlETjjhBOnUqZOEU58+feT++++Xq666ypTwaTCljSasi/pqcwrrHCvtCHjnnXeaBX1Hjx5t9zi6ADGAyGLhU3vVvfcxgVXq3F8l57gj7bYl1dRI3r49pDY9Q4rnzBNL8+Z22/U4OR4rbwvpxstaS9ZgxZFtwFOf91Ew3qfeHmPBhnIW3gaARAioLrzwQjnppJNMwKJZoscff1wKCwtNk4fjjz9emjv8Bx8q+nzuGkvYLvCrQdZff/0Vln0CEJsn49Gouv/+JrBqMPsnyR5xnN225G0Vkt+7i9Q0ay4l3/8sFodlJFxlr1zNpQvmWkvaTELnUNmW/WkmTIO3cATEgQY8vs63Csb71Ntj6JELRvAHAIjygEqDKWub8qOOOsr8aBZo5syZMmnSJKmpqZHjjjtOjj76aMnMzAzlPgOIA9aFT101VQjXyXg0qxo0ZE9g9e3Xkj16z99fq5QtmyW/R0epad9BSr76QSxZ2W4fx1X2Kpi0m59jl79gZ8I88Tfg8bc5RDDep+4eI9GzsgAQL5Is2tkhCIvuvv766/LCCy+Y0kBfF9qNRoWFkW/NmwitOrUFpbZBprNMYo+zzhtxLEuLxc5n4dDwi88l6yz78mWr6h57S+lnM8WSnhGxcdZW7NbugeEOCrQBhbuAx7GMzp/bBvN9qo+hDSh0zpQ7OgcuWgMq/m4nDsY6MTDOvisoyAhdQKXzlb7++muZPn26/PTTT1JdXS09evSQYcOGyfjx4yVWEVCFHh/ixODPOIeyLC3eNPzkQ8k67xyX26r67Sel0z4TadIkoT7P7gKeiwa1l9LK6rr3lZb5aSfAQAOaYLxPtQGFzpmyPVTeArpoEA3jjPBgrBMD4xyhgOq2224zPxo8aRClwdSOHTukXbt2Zg6VBlJ77bWXxDoCqtDjQ5wYGOfQSnvnTcm8/CKX23YPPkjK3p4mkpbm9v7WOUQpSUlm/lOgQYLtOK/eGpp1oHyhr2f+hjIzIalLQVN5fvYapwBreK8WctOn7ufWaqdE7TAYSoFku0K1vpY/+DwnDsY6MTDOEQqoBg4cKKmpqWZh3fz8fDNfSoMo7bwXTwioQo8PcWJgnMOj0asvS8a1V7rctmvo0VL+f2/qehYe5xDVp9xSxzm1SZpc/OpcsyZVfR4rEK5eT1ajVKnYVe1U1tenVWbYSu68BUG+ZLuiaTFgPs+Jg7FODIxzhAKqvn371gVRusCuzpWKRwRUoceHODEwzuHV+IVnJP2WG11uqzzxZKl4/iWRlBSXc4jqU3qm43z1x3/JTysK/ZqXFIygRLdrtufvLdvsSug82ad1pizcWB70fQ1FEBTIfK9Q4fOcOBjrxMA4Bzeg8nlh34MPPljuueceOfDAA+M2mAKAWLXzwktNV8DtN93qtK3Rx9OkoGWOJF14vvyyaqvbTnOBLKqsQY12+AvmAs0alGgwofOdJkxbJCOn/mYuWxe/td2+zI9gSh3RJV+6FOxZuzAUXQmDtcgwC18DQOzwOaB64oknvN5mzJgxcsopp9R3nwAAAdox4Vop3Fwm26+61mlb/ofvyKoHh8udXz4nnr6S1FI0X60v9b4OVLCDElfbffXodytNEKa6N0uXV87sa7I9wSihC2YQ5Mv6WgCAGAuofC0L3G+//YL5kAAAh5P2WauKPZ+cJyXJjhtvNYHVjgsvddp89vzPZPWDJ8iN3051GVj5s6hym+zgLtDsLSix/nhaz8lXfxduk+dmrZZgCWYQxMLXAJCgAdU111wjN9xwQzAfEgDgQxmcS0lJsv2u+0xgtfPscU6bL/x1mgmsJvz0Rt38HJ3v409jBl209uAuBea+tnx5LFfBobegZOEm900lrJL+25jCG2+ZI5+C1xAFQdbFgAM5rgCAGA6oAAChUa+5OUlJsu3hx6Xw31KpOPlUp80TZr0lqx8YJrct+TSguURPnd5XBrbP8Xlekqfg0FtQ0rtlptf9GdghR6aNH2C69mkr9ElDu/iVOQooeA1BEKTHT49jqOZ7AQCCw/tXeACAiLKWwXnKsPhysl62q0YuH3ql/LbXmfLUxw/IcX/Pttt+zifPi3zyvBTecZ/Ixc6lgu5kNWkgT43qLWuKfVv41lNwqPOZNPhw191Ot7nb3rUgXe4Z1qPuuXVelHVBX38yR972z1NHwosHdzCXbcfLXRDkrYuh7r8+HwtfA0B0I6ACgDDzd6FWX+bm+PI41kChNjlFLjnpJmlQUyVTPrhbDl31u93tCm67UeS2G6Xi0aekcsw54ivdB2/74UtweNHg9lKyo6queYRjUKK/HRfHtW531VzCmjlyF6TZ7rO3/ftowSbp1za77j7u2qTfP6yHrCzeYTJqerk+rdV9Oa4AgMjxeR2qRME6VKHH2geJgXEO3hpFepKv5Wf1WZDW02OkVe+WV9+5RQauX+xye/mzU2TXqNFBGWedk6RldO5o572lNoGUXr5xaBfZu0WGUzCqfM3caLmeYxDm6th72z/H++pjulvXy93zRNP6Ur7i85w4GOvEwDgHdx0qMlQAECaBlJL5m2EJJMu1K7WhjD7zAWm8u1LeeesG6fPvCrvtmZecL3LJ+VL20muy+4QTpT68zZHSznuuOvHdfVz3ei2Y62v5nLf9s9KxuPqjxfLnBu9NMmzHOFjlmwCA6EFTCgAIg/quUVTfBgW+BAo7GzaS4ec8Lr0mvCs79+rqtD1r/FlS0CxTGn71hQTCml3ap3WmU+MG60V3x+eajxcHZcFcDVYGd8x1G7S4ayzhSPfLl2DKeltru3fWlwKA+EOGCgDCoL7zoOrboMBdlsuRBhK9urWWbTfNle0lxZJz5MGSsm6t3W2yztizgHvpB9Ol+uBDAip11LbmZZXVdZe7Nku3mzPlyFXwEoqsju5rdU1tUNa5cqSlfvu29tylkPWlACD2EFABQBgEa42i+jQocNXMwTGwsc16lTbKkMtuekv+XrJaZr54seTttA9qskeesOcfP/0k0q2PX6WOFbuqTXAxdmA789p1Oq+neWKeaICp9/en0YftXCzb+z70zQqZt75MQmXBxnJzzPX1B1q+GeymJwCA+iGgAoAwCMY8qPpyl+Vyl/Wq6wrYJEv2u+JNaVaxVb6bcoE0qdpl/8BDhki+iJR88a1U993PbpOnOUN/bCi3e053x6dPq0xzW3f+75e1dtu7NUuXm4Z2lr1bZPqULQsnfW0awGrZo23WzRrI1icYCqTpCcEXANQfXf4c0OUv9OgskxgY58A7zUUDT10BW5VvkdnPjXN73+JvZklNr94+dc3ThXd1TpO749O/bZb5PXedc9ZIg62MNOdsj6dj66rDXrA0z2gomyt2+3TbCwa1Ny3VaywWE8xo1qq+wZA/3QP9Db74PCcOxjoxMM6+o8sfAESRWFqo1dOcr42ZzeSjX1bLQVIqeQP3ddqee/hg87v4p9+kTX5bn0sdXR0fLcFzLBe06t3KPsvjyLGDortsma9uOaqr3PXl3263b/ExmFKTZ69x2X7d0/57CoYcM17e5pkF2nESAOCMLn8AEER60q5ZGU9d+7x1mouFOV+F23bJ6uyWUlRYLrJkicvb5A4ZIP27t5ATm2536pqnlzWYcHUMrMdHCyhcdUa0GrZ3c4/76NhB0VtjEHes+zq8dwuXHQCtlwP5ktfaft2fDpCugqEFXjoO2nYPrG/HSQCAPTJUABDBRXujiW0JmbeugPd8udz8PrBDjjx/9gCpKiyX5IUL67JTtp64dbQ8ISKDLp5qslueWr7b7oO3AOiteRt8el3WDoq+rjHlyHZfXTX26FpgvxixP3xpvz5vXWld4Okuy+YtmLPNBNa34yQAwB4BFQAEQSyXULkLBm84orPc//UKj2Vyv6wpkcvfmi+PntjDzJsq3FIuqfPmSs4xhzvdVuddVTdqLItn/iKtunXwug/eWoyvKt7h0+srrNhlsi4aJDp2NfTE2hDDdvxclSXOX1cqd8/cE2CGwj0zl8v7f24yjTZKdlZ73WdvTU+C1XESALAHARUA1JOnTnbBXicpnMHg7f9ZJlNO29fs/+/rSuVeF0GDvsYflhfK2pIOdSfi1f367wmsfp4jOcOPtrt9auVO2eegPlKbny/FP/wqlvx892Vs/20xXl5Z7TID4+tEag1IrAGar8GU9bVp90BX46eXk8Qi574536/HDJSu0XXOG394DTIdOyK6ygRGQ8dJAIgnzKECgHrypYQqWnmaT6Mn5ue9/YdkN06VZhlpHh9nnYt5N9UHHGgCq9L3P3HallxUJPl7d5Lc/XrJ+lUb3e6DBisd8oJzgq8BWiDcjd+5b/4RlmDKVZDpbk6aBsAfjBtguifqb82muSo51SBLgydb7sowAQCekaECgHqK5RIqb8GgNjvQssVrD9vL4+3aeshqVB18qAmsGs78j2SdeardtpR1a6XvwO4yM6+tnHTWI7ItrYnT/Qe0y5FVW+sflAbaKn1XVY3TdXNWFYc9mPJlHStfF3+OpY6TABDtCKgAoJ6CXULlz2Kr9V2Y1VswqC9Hs0dJSUluX+OQzgXmub2V4O0eesyewGr6x5I1/iy7bV22rpNFj58qC1p0ltGn3y87G/5vv96dv1GCSZM7Fg+XHU39ZZ0c3rXA7rpF/9ZvzcLRfVvJO/V4XecObGfGvL7BkC/BFwDAM0r+ACAIglFCpY0ZdHFWXVBXF8MdOfU3c1kXvK3PbX0JBh1LyBzpibur1zhQF409va9f7eR3n3CiCazKn5nsdLs+/66Qvx4bJe+8MVHSqj2v65SRliKB6OMwD6lni3Sv85ccW4l3yq1fEPLrmtJ63d8aREV7+30ASARJFl3oA3UKC+v3rSO8Y3XuxJCo41yfEioNiNxluRw7BfpzW280CLvmo8V2zQwc6Xwc6+uxfY3tcxt7HGdf2sk3ev0Vybj6cpfP+33HfnLeyFukKuV/84CuPrSTDO6UZ+Z2HfXsHKnx8f2lx0dbnN8zrIe5bLt4sLcFf3VOkgYvtse/PosEa/ya2ShVKnZV+1WKaB1jLcGsT2bSX4n6eU5EjHViYJx9V1CQ4fU2ZKgAIIgCzRr4s9hqsBdm1cBGmxnovBzHRJWrBXj9eY2e2slbVY45x2SsKu590On+h6yaJ8sfPkme+/BeSandM5dpxpIt5rlLdlR5DKYcM1h6fHS9KM3maRClAZl2L/QlMErRs4//WrypvF7BlNLd1rlQ/s7r6tcmS6prauudmYy3xbIBIJIIqAAgxjoFhqqr4KMjesrADsHr/OZv4Fd53kUmsFp/zSSnxzr279nyz0MnyqOfPiLLNpfLRws2yfwNZR6f/8ahXU1mrVuzdKdAUZ9/7Bt/uGwF74oGLWe9Nk+W/Fsh9321QiJh0lFdJDUlWeatL/MYoMaLYJW1AkCo0ZQCAGKsU2CougoGu/ObL4Gfq8dPmzhRjm41VI774AW5cvZbdttOXvyt+Xnjy2Nk0lGX7qlbcaN1ViPZULrTzIEKBs1unfPGfK+3c1xcN1hapKd5XO9Mg8x+bbPjZk5VLC+WDSCxkKECgCgoL3LXHMJVyZ2n2+rCr/U9oQ5WswN/Aj/H437j0M7y2EFnSofrp8sL+5/sdN8z//iPrH7wBLn56yluV/i94oOFcsW0RRJOXfKbOjXuqC/re8C5ebvzAsbxksUJdlkrAIQSARUABKm8qL7BmD+dAice3lky0lJdLsYbLSfUvgSJ7o67BlvmvslJct9h40xg9Wrf452e47y5H5vA6uofXnPaFol1os47sJ3Jntx8VJegPaY20rh4cAevAaq3EkB9f364YJPJZEV7QBLLi2UDSDx0+XNAl7/Qo7NMYoi1ca5P1zxfOtn5w5eSO1f76+9+15eeoG8oq5Q+nfIlQ2pdjrMGdnpy7+7YeDruehvH+yZZauXBGU/KKYu+crlPDx58tjx7oP3iweGmr++Swe3l7Df+CPrjLtlUIeW7fAsUrZ0Z9f15w/QlMned/dyr/m2z5IHhe/v0Hg3351nfWxpk+9J1Eon9txuBYZyD2+WPgMoBAVXo8SFODLE0zvU9eQtmC/Ng7G+oTzpdBZAHdsiRux0CSNtFh5VjkOjLcdf/olzdJrm2Rp6c/rAMW/qjy/veccT58nL/EyUSdOz1p7o2uI/rbQFid63ez3/7D7ct8TVI8+U9GonPc7g/V4i9v90IHOPsO9qmA0CIy4siMdfD2/6GuizKVbOAX2zKzFyV8Wmb8t4tM+wCPF+Ou7vb1CanyGUnTpTO134k33Qe4LT9tq+nyOoHhsnpf/xHwk3HPtjBlPL3nCe7Uaqc5yGYUtE8HykYi2UDQDgQUAFIePXpmheJuR6+zqUJtNufJ74EkL6sPeXrcfd2m+qUVBk38jbpP+kTmd2uj9P2+7542gRWJy/62uPjdMprIvEkMy1Vnp+9RhZ4CKaifT6SteukZio126a/9XIgZbQAEEoEVAASnj8d9hyFqoV5IPvrz34HylsAaV0o11PAZW3ekZSU5PW4e3utVkXVybL1/eky/fu/ZEt358Dq0c8eM4HVcUt/cnn/lVt3SKzwdiyUzrPS4+1LVivQ92i4OmIGq+skAIQKARUA1KO8qD7BWLD3N9RlUXoCvaVil8fbeDvXv+nTv+xKAatraqVfmyyX+289Yb94cHufWpHXWCxyQI/WsvajL6XnhHdlaX57p9s8+/H9JrA6YsUvEmv0PaWNJILZlj2Q9ygL7gKAPZpSOKApRegxETIxxOo4B7KorbdOduHY35SkJBNQ1HcxXl+bUDiyNgu49rC9PDaacGysYL3fdYd3rjvuWY1SXXZNPKl3C5k4/S+fmnCc9do8sxBvZuU2mf7KBGlf+q/L+4w59S75qWNfiTYpSRog2l+na4zddkxXeeDrfzyOha987fLn2M3xsvdpFhHPYvVvN/zDOPuOLn8BIKAKPT7EiSERxzmQYCzUbDvtBbpPnlq0u+ry5647m6f72wZDnrq77ayqMfOCXAVltifzizeVy9g3/9e2PGdHmXwx9TJptt11IHLqGffLr217SSC6N28qyzZv97tphL8apSZJy6xGsnrrzno/lx4rDVI9vT9cBdIa1HlqckE789iXiH+7ExHjHNyAyn5VSABAwPREMlpOJoO1Npa1CYU7uoDtEX1a261Dpc9xzUeL7U68dXFazRi588XSLXJ092amTbqr57POwXLFtkTQGhz0bJlpXu8v/51HVNIkS/a/7DUp2FYs30y5UDJ228/7effNG8zvEWc9In+06ib+OLB9rlgsSbLMw+sLhspqi6zaGpz5SpsrKk3g6un9cc3Hi52aWvzppcmFfqEQjM9AML4IAIBwIUPlgAxV6PGtSGJgnCMrWGv46BwmnSfjzhMn95IT929fN86uArl9WmfKVYd2krE+LHTbrVm6z4GJvp4+rTLl4RN7ugwebziis9z/9QqXgVjL8kL58fnxkmpx3d/8uLFPypLmncRf+U0bSNH26J9LlN4wRXZU1Ti9P3q3ypRT+7aS139dL38FECDWN0MV7EWy4T/+dicGxtl3lPwFgIAq9PgQJwbGOXYXKvbnsaaNHyD9ujSrG2dPgZzyVjro7+K11oBt4cZyt8GjlmJq98F7Zy53um/b0n/lxxfOc/vYR45/Vlbkt/N5XwLZ/3gQrDlULOYbefztTgyMs+9Y2BcAElAw18byp4uhtzWqLh7cwWuHOosfrcFty9DcPaf+6D6e1KelCbwcrctuIR0mfiqHn/e8y8f+6qVLTFfADsUbfNqXRD0vcezMGEgr9Ugskg0AwcAcKgCIM8FeG0tPlB27GLpqze4tkCvZWVWXMdI5U5Nnr3F72w65TYKyNpRmPKzd7Eb3beV2DtDKvDbyxo8r5NfPfpQn7j/Xaft3Uy40v4dc9JKsz2oe8P40a9pAtsRASaAvJh3VRQrS0+o6M9a306UvXwQwnwpANCJDBQBxJthrY+kJsQZCWir4+Mm9zG+97Hii7Gsgp89/VLcCj7fVYKpjnuf9TPpv1zlv5q4rMyf72hjDk/fmb5TpUmAyVsPOedzlbX56frwse3iENK8okkCU7aqWeNGvTXbdgrs670lL9WzpZT3uvorEItkAEAwEVAAQhwJdqNgTPXG2nkD7E8hZPfTNirrFX7MbNzBZDU+0PbgnfVpnyiMjenp8TivNnCQlJbl9Tl33SbsSWsvNFrXobAKrk898yOm2aTXV8suzY+XPx0dLvps27O7sqo79okDHwDxYpXqRWiQbAOqLgAoAYpC3uSq+ZpV8eZ4PF2ySjxZs8unE2FUg5ypjoRmNCi/ZGnfzqfSyZqZePG1f83r0Ob1ln5Q2piirdP2cjovoWs1r08MEVqefdq/Ttqxd22Xu02fJnGfOkaydidPQyDEwD+acvVB8EQAAocYcKgCIIf62lfZ1bSzHdX/0eW6YvsSUy9myzkdyF5jp9dcetpfLzoC2jSI8rW3lyHENK8cTbH1OXVTYUzdC9U/RdgnUnPZ9TGB1fvlfMum56+y2tdy2Vf588nT5J7e1jDj7UalIayrxSLN4T4/qJf3b5fpVqpfT2PdTDesXAdG4SDYAuENABQAxxNNclUDaSrsL0Kprap2CKdv5SJ6ey1vGYuEmz4vDOrpnWA/z2/YEWwPAhZsq6i5by8U8BWrvzN8o9TUls4c0+3qZzH36FXnhQ/us1V7FG2Th46NlcbNOMurMB2VnQ8+BRqzRJN6rv21wCqi8HfvnZq1x+35xt4BvNC2SDQDeEFABQIywzlVxZDtXxd+TUFcB2i+rSzy2//b2XN4yFr1bem8kYbv+kPV5rJkz7dznGABOPLyzCQLDQdds+aLrIJOxGr7ke3lyuv08q55bVspfj42Sua17yJmj75ZdDdKcXpentbiile7znP+OvS5haRsIDe2a7zagcvV+YQFfAPGEgAoAwsDdN/H+CHZbaXcBmi/n+p6ey5qxcLdAq25ztd2Rq7kz7jJ0Y9+c73VOVrDs1zbbzOHSJhaf7H2I+TllwUx56PMn7G7Xf8NfsuzRkfJj+31l3Cm3SVXKnkAhFoMpW2Ne/V12Vv8veNVGH+7mprl7vwQ70woAkURABQAhFMxv4oPdVtpbgFaf5/K2dpWr7XpcdPFfXa9KH1+zILZlfZ4ydN5O6INBA8J+bbJMt0INpmy912eo+Rkz7zO5e+ZzdtsOWvOHLH/4JPmyywFy8YgbpSY5RWKZbTClfDn2tu+XUGRaw/nFBgA4IqACgBAK5jfx3jI//p4gegvQ3PGlhbW35gKetrsLQof3CnxB3WDQY6xlhVoS6c7r/Y43P+f/Mk0mfTfVbttRy3+Wfx46UT7ucYhcNexqqY3xwMpX3Zql2419JBbwpcQQQCjRNh0AQiRY6/OEqq20p3V/tJuf/jjS6/x5Lm9rV7na7i4IDUZTCevr0zI1b2tX2QYEr5y5r1w4qL1pyuFLxd6UgSebOVaPDjnTaduJf30vKx86Ue7//ElJsoRn3lckXXlwx4gv4BuMhYcBwB0yVAAQIqH4Jr5kR5Wc1q+1nLlfG6mxWOpduuSpNE+/udegb976UjOxql/b7JCXSXkqB/tzQ7mZu7Rg4/8W4FUaGDVtmCIVu2p8eg59fTcc0Vlu+88y85ieaBZNg07NcJz44q9+v54nB58uTw46TSZ+/4pc/Mv7dttOW/Cl+Xl5vxPkjiMuEEnyMcKLMfd+tVwmHtHFHMdQZFq9iWSJIYDEQEAFACESzG/iPZUs1Ye30rxwt6/2FoSe2re1NGqQ4hQAape5u75c7vZ+k47qIgXpaeb1VVRWycTpf8kym7WtHNk20FDXfLxYtu/2LWBzkpQkDxw6Vh445By57evJcu7v0+0262X9efaAUfLgwefEXWC1vrTSdGbUrOArZ/aV1tmNvc6xC+rzR6DEEEBiIaACgBAJ5jfxoe6KFi3r/nirQ89IS3UZAGoWwpN+bbLNCb1jUOqO7cm9Pra3TJZPkpLkjiMvlDuPOF/u+8/TJjtl65Kf3zc/jww5U54afLrEG21ecc4b8+WrSweFdQHfSJQYAkgszKECgBAKxpynUMzFilbeZhRpmaOruVee5oNZm2i4Ckrdue7wznXNCurTDdEVS1Ky3HDsFdLpuo9NgwpH1/z0hqx+YJic9+s0icegyjagtR1HfZ/PWlUc9PezL+8NAKgPAioACCHrN/EfjBsgj5/cy/zWy/50FvOlZCle1Ceb4Cl4dReU+nJMA+2G6I12+bty+HXS+dqPZGbngU7bb/52qgmsxsyfIfHkp5Vb7S5bF2se9fJcmTBtkYyc+pu5XF5ZFbTnDGYzFwBwRMkfAIRBfUrqEqlkqT5lkp7KyHQ9K3/YHlPrPmm79FCsyVudkirnj7xFGlZXyUvv32HWrbJ195fPmp9rj5sg7/c+UmKddmtcU7KzrvFJfctZfVlbKpwlhoHuI4DYlWTRlRNRp7DQv/904T+db52fnyFFRRXCuy9+Mc7Bpd/YuwsygjGHKprGWTMTrhb9rc+aQXpCqxkQb9wdU1f71Cg1WSodFrkNhrSqXfLGOzdL/w1/udx++QnXyfS9nUsFY4n1OF972F4ex0Uzuu4CkFhYWyoW9tERf7sTA+Psu4KCDK+3IaByQEAVenyIEwPjHFyhCDKifZyDnU1wFZQ68nZMrfv08i9rZcGG8pBkrKya7N4p770xUXpuWely+/kn3ywzuxwgsUy7L97joTujlsnqHKtY+pIh1vbREX+7EwPjHNyAipI/AIgBkS5ZCkeZk+Ptg9150FWr7u7N0uXcge0krUGyy/3UfZq3vky0n4F1HS5tux6Urn9e7GjYWI4/90nJ2LVdPn7lKulUYr+w8ZRpd5vf55xyh3zfaT+JRd5O5NyVs3pbW0p/rC3vI4X1r4DEQUAFADEkWtqbB7PMKVxlUZ6CUj35tTai0Ot0n26YvkTmriuze4z+bbPMtnCqSGsqh18wWbJ3lsvnUy+Xltvsmzq88t5t5vdpp98rP7frI7Fk6s9rA7qft0YtmhmKdAaX9a+AxEFABQAIKn+bDIR6jS1PmS9Xwdy+rTOlbGe1rHKxtpVjgBVOpY0z5cBLX5H87SXy9ZSLJGvXdrvtb791k/l98piHZF7rHhIL/q3YFVDQ4UvnxWC+hwKRSM1kgERHQAUAiFiZUyjLonzJfLkK5v4IQzlffRQ1zZF9JrwjzSuK5IcXzpO0mmq77dNev878HnbO47KoRWeJZe6CDnfdIOv7HgpmN75gLuwNILqxDhUAIGj8XTMrlGtsecp8KX/XpvLFyb1bSLhszsiXbtd+JEMuesnl9k9fmWDWsepauFpikZZXat8sXexXx8lx0d9LBrd3Wqw30PdQqNbCYv0rIDGQoQIARKzMKVRlUb5kvrwFc57oebzF4fLADjly41FdZWPFrpCtWeXK+qzm0mHip9KheIN8N+VCp+1fTr3M/D7s/BdkVW5riRV/b9nusqW6NhK5cWgXueKDReJL13pf3kPugu9rPlosYwe2CzhjFYvNZAD4jwwVACBorGVOjpkDvazXO55M+nt7X/mS+fJlHo4rvVqkm+DJll62Zh30t+P2cFid29oEVkPHPeNy+7dTLjQZqzal/0osKN9lX8potXTLNjnnjflSVul6u7/vIXeZSr2s5Z/ByFjpPmj7d4IpID6RoQIABJWr9uSeypz8vb0vfMl86cmtt3k4jjLTUuWJkb1N5sFd1sExK5HTOFXum7lclm6xbyIRKssL2pvAque/K+SzVyY4bf/phfOkOilZhlw0Vf7NzJd45et7yNdMZaSbXACIXizs64CFfUOPxeQSA+OcGDyNs79lTuFYyNdxUVVXCya7o93/HhnRM+A23Ic/PUsqdtVIuPXdsFQ+fP1al9sqGjaWw8+fLIXpkV2zKdguGdxBzj2gnU+31QyVq9JCdz4YNyCuM0387U4MjHNwF/YloHJAQBV6fIgTA+OcGCI1zr50Y3MVLLlbm0iDuWVbKuSd+RvtFu3dp3WmjO7bSro1y3D7PL52httQutOnUrVQGbh2obzz1o0ut21pmiNHj3taSppkSTx4/ORepsTO17FxFXy7c++w7jK0WzOJV/ztTgyMs+8IqAJAQBV6fIgTA+OcGMI9zoEsAuwt8+V40u1rpizQBYn19nPXlcq78zfIziofuioE2UGr5slr797qctua7BZywjmPS3mjdIll5+7fVr5bsdVuLTFPY6PB96XvLTTzs7zRIPvF0/aVeMXf7sTAOPuOgCoABFShx4c4MTDOiSHc4+xLGZ+vAg2IgrEv/paZhcKRy3+RF6fd5XLbXwUdZOSYh2RHw/gpbfM2Nv6MSTyX/fG3OzEwzsENqGKuy9/MmTNl5MiRcsYZZ8iYMWNk+fLlQb09ACA6eerGZm2Fbr2d45pFgaxTFYx9cac+LduD5asuA03zisuGX++0rUfhalny2Cny4avXSKOqyO9rMHgbG+04qWtf+aI+66MBiD8x1eVvwYIFMnHiRJk2bZp06NBBPvroIxk/frzMmDFD0tPT6317AED08haELN1SIQ99s8KnjJMv61R5ykD40pbd0/0DbdkeCp/2ONj8jFz4tTwy4zG7bX03LZOlj46S2e36yNhT7pDdqYE15Igmv68rrXfzk5SkJBO0s64UgJjLUE2ePFkOPfRQExyp4cOHS01NjXz44YdBuT0AIHp5C0Lem7/R54yTLwFRffbFupisu2zZtl3V0qRhitP9HNfjCqcPeh9hMlaTjrrEadugtQvk70dOkpfev0NSayLTVCNY7p253OXaUjpWc9eVebyvDk9Wo1Rzv2CsTwUgPsRUQDVnzhzp1atX3eXk5GTp2bOnzJ49Oyi3BwBEL0+LAGujAF2E1dcSPF8DokD2Ra+3nnTrnBzbE+/1pTvM77Fv/iE7dju3UG/UwDnICrc3+h5nAqu7Dj/PadsR//wmKx4eIU9//IAk14a/BXyw2QbcvpRhpiSLVDgsOOxrmSiA+BUzJX8lJSWybds2ycvLs7s+Pz9fFi5cWO/bO07UQ+hYjy/HOb4xzokh3OOsLasnfbpU5tiU6w1snyPDeze3a3fuaH3pTmmf+78gqUNeEzmwQ4784qKphD6e7W3duXhweyndUWXXGU7ve89/99FVtmzsG384nZDbchVkRcpLA0aYn0tnvyPX/fia3bZhS380P0uadZRh5zwutcmRDwQDYQ2495QAei/DrK51/xh/bS6Xpg1TZX1ppbTNid1SQP52JwbGOUEDqsrKPd8cNWzY0O56vWzdVp/bW+XmNpUU/QoKIZeX571rCmIf45wYwjXO+SLy1kWDZFXRdlm9dbt0yGsqHfObyspCDWrcZwn6dMqX/Pymdtc9f/YAufyt+fLD8sK664Z0LpCnTu8rWU3czxUq3bFbrnjrD7v79WqVKfee1Fv6tM02+2Ib8NmeeEdqDar6eGbQaHnmwFPlmh9fl8vnvGO3be8tq2TlQyfKuqzmctCFL0bt2dn+HXLkVw+LN/+4tlSG79NaDu5SILNWFElNAG3PLnlvoWyzWbhZH8vbeyma8bc7MTDOCRZQNWq055uj3bt3212vl63b6nN7q+Li7dH6/0Hc0OOrH+CtW2nVGc8Y58QQqXHWU4DeeZoBqDVtfzOTxGPGKeO/t3P06Ik9ZG1JB1lXsrMuq1C1o1KKdrj/4u3y9xea57G1ZFO53PfZEnlqVG/5esEmiTtJSfLIwWfJIweNkVu+eVHGz/3YbnPbss2y+sETTMbquLFPRl1g1b91pseA6rGZy83PgLZZ0q9tpvy21vNcKldsgyn104pCuejV38x7Ys6qYlm0qUJ6t8o0JaHRjL/diYFx9p22l4+bgConJ0cyMnTgt9pdX1RUJG3btq337W3xxgoPPc4c6/jHOCeGaBjnu4/vbuay2Hbv03WH9HpP+6bzpaxzpry9Bm1c4C77pNef99YfZi5X3EpKkruOON/Mr/pmyoXSqWSjU8ZKA6uf2/aS0864X6LFs7PW+HQ7bUrRp3WmWatK57rVh/U9ceiTs2SbTSlnesMUuerQTrJvm+yoLguMhs80Qo9xDo6YCajUAQccIIsXL667rGsSL1myRC666KKg3B4AELu0NbqeCGsDivq2xXbHW+OCBRvdB1OaLctISzVzqBybZ8ScpCQ5/ILJklJbIwseHy1NHdaqOmDdIln9wDD5sssBcsHJN0us0GHRuXg3fbokaI9pG0xZL9/15XK/F5IGEL1iarLQBRdcIN99952sWbPnm6ZPPvnEdO4bMWKEuXz66afLY4895vPtAQDxR4OowR1zQ/Ltv7fugJ4CJc2WvXJmX/PbVqe8JhKrapJTpOfV70uXa10vR3LU8p9NYPXIp49ILKlwKN+z6t4suGtYeusQ6Osi1QAiK6YyVH369JH7779frrrqKjMPSoOjl156qW6RXm02YTtnytvtAQDwh7Vdup4I2wZPOmPIU9Jp0tAuMqJPS/Nvxyzass0VclMAbbe9PWc4VaU0MK3W06p2ybJHRzptH7n4W/PzSr/j5bahF0usunRIB7l82qKgjY+7haTLdlbJzTPsy1fJZgHRK8midXCoU1joPGkZwZ8IqRP8dII47774xTgnhkQcZ13E1XGuVse8xrJqq/sswgfjBrjNmJ339h8eW767o2tvBXK/cGiye6cseewUt9ufPWCUPHjIWIk1j5/cS96et8FlQJ3ZKNWui6Nms2xb6nt7XM2qWun8Lcfn0JJRzW5qQB5KifiZTkSMs+8KCjLiq+QPAIBomav1f2f2rSsBcxdMWRf6dRdMaUmXP0GRPp4+pwZoL562r8vFhaPBjoaNTcaqz5Vvu9x+yc/vm1JAXeMqlqQkJZkskWPZ5sAOOTJt/AAzLhoc6e/XzupnFnj2he1C0vqe0GDd10WqAUReTJX8AQBge+KpTSJC0XzCF8/PWi1/m/Wv3NMTbz0BD7TJhbvHs5Z96b8ds2XRpLxRugmscneUybynznTargsG688dR5wvL/c/UaKdZo6spXelO6udmp/ouNi+F3XO3DlvzPe4/lj/tll29/H2ntDnjObugEAiIqACAMSUaJhfYs0iuDPpqC7Sz4e22N6aXFi1zmokNxzZxWkNI3291x62l7z3x0Z5Z759C/NoUtwkywRWzSq2yq/PnuO0/bavp5if64+5Qt7d5yiJZr+s3tNIQrOU3sa3dXZj+erSQea9ct/Mv2Vj+S6vj+/tPWGbzQIQHSj5AwDEFA2mdH6JP93Sgt1BzVsWoSA9zacsgrXJhbeyvQ1llSY7oj86h0v3febSLWb+1aiX50Z1MGVrS0aeCayGXPSSy+0P/udJUwo4fMn3Eq20Es/f0ruWmWlugyld+8r2sdy9J7yVjwKIHAIqAEDMCMb8Es1waWCigciEaYtk5NTf6gIVXwUzi6CZtX5tspyub9Ig2emkWgPHk1/6zey7dgaM1qYU3qzPam4Cq8PPe97l9ienP2QCq6HLf5Zo9cXSLXXvN2/BuS9lfLZczdPyVj4KIHIo+QMAxIxgzC/xlOHytYOau/bp1k5s/mQRtGwvNWVP8GT7WDuqap1uq9s9zceJNSvz2pjAqvuWVfKfly932j5l2t3m95hT75KfOvaVaDJ59hrzo40nbMfEVflpsg/NLsK9SDWA4CFDBQCIGfXNDAWzg1qwsgju9imRLG3W0QRWw89+1OX219+9xWSs+q9fLNHGMcDVOVbnvD5fPln4b13Wyjk0tlfjpm91KBepBhA8ZKgAADGjvpmhYHZQC1YWwd9Of/FsQcuuJrDaf90ieffNG5y2v//GRPP7hLMfk4Utu0g0svx3TO/68m+7NcM8eWHWKtmxu0a6NUsneAJiEBkqAEBMqU9mKBQd1OqbRfC1018i+bVtLxNYnX3KHS63T3/1KpOx6la4WmLBwo3lpjTQXfORvzZvl5s+/Sug+XyhbL4CwDdJFgvrI9sqLKyI9C7EPVbnTgyMc2KI5DgHmhnSE1Z3GS5f51AFm6t90nPvTIf5OYnqqL/nyOQP73G7/dDzX5DVua0l2vVoli5/bfG8dlmw3ouBLi/A3+7EwDj7rqAgw+ttyFABAGJSoJmhaOyg5mqfBnbIkWnjB8gH4wbITUM9l7ddMqS97OulrCyWfdn1QJOxuuKEa11u/27KhSZj1bpsi0Szgzrneb1NIPP5Qrm8AADvmEMFAEgo0dhBzdM+6TbHttqOujbLkHMHtjf3/31dqdw7c7nEo0/2PtT8nPbHf+T+L5522j7r+XHm94BLX5XC9FyJNr1beP+mO5D5fL4uPG0N1vRHG2FEw3sfiAcEVACAhKQnktF2Mulun3yd+6X39RZ8xYO39z3G/Iz77WO59ZspTtt/e+Zs87vv5W9ISRPnNb7CTcv4dK2xN+Zt8Pk+vnSsnLe+zJRu9WuTbfe+8dboREtM/SkDBOAZARUAAHHU3TCRmlxMHXCi+bl81ltyzU9vOG2f/9SZ5nfvCe9IRVpTiRQdo+qaWqcSPHe0gUV241S3c6NumL5E5q4rs7u+f9sseWD43iYw8uc94O8abACcMYcKAIAY4OvcL2vw5a6jXDx6avDpZo7V8wNHuty+8PHRZo5Vk93hy96dN7CtPH5yLzMH7trD9jIBkK9rjVXsqnY710nnRjkGU0qvs97H+h7w5S3gas7WysJtMmtl/ToD0l0QiYQMFQAAcTD3S09gtdRLr9cgS0+ubefRaNOKU/u2loy0VLuSr3hy/6Hnmp+7v3hGxvzxudP2JY+dYn53u2aa7EptGLL96NUiXS4c0rHusgYW/nA318nd3Cgra2CkGS7NiPnTvE3fU3q/W2YslTl+dgYMRndBIJYRUAEAEIVsAyTbwMlxnpWnE9jSndWmSYVmKvq1/d88G1flg/Hk5qMvNT+PTX9YTlryndP2ZY+cbH53vvYjqU4J/qnQGf3b2F3WQCUQjnOdBnWwz1C6C4wemrfBzK+ype8BT8Ot7zNPnQF9LQkMxmMAsYaACgCAKOLvN/zuTmAnfrJEUlOSXT6OqwyWrcy0FCnfVSOx7qoTrjU/Uz64U4au+NVp+4qHR8i2ho2lz5VvS21yStCeNyPNfpxemL2m3o9pzVh5o6/C1e2swZSWgrqah6fLknrqDKiZL29NXLx1F/TlMYBYREAFAEAU8ecbfk8nsDqnxnEele3j6M/Pq4pl4b8V0jw9TWp1dc//doyrqKySsW/+IfHi/JG3mt/vvDFRBq5fbLctffdOWfnQibIpPU8GXfKyWJLqP738sW//kfMGtZNuzTLcBiqhoI0pvIXBXQvSZanN4sLWeXgLN1XUu427t+6C9WkFD0QzAioAAKKEP9/waybL2yKtjiV91sdZvKlcnp+9xm0WbNaq+GwkMPrMB0QsFpnxf1fI3ltW2W1ruW2rrHpwuCzLbydHj3tGTD/yAK0s3iE3fbpnbLo3S5dw8tbh755hPcxvx3l4vrbmr89z+/IYQCyiyx8AAFHCl2/4bTNZf9tkGvxx31cr3GbB4r71elKSHHfuU9Lx+k9kfWYzp83ditbK6gdPkPdevz4oT2ebDQo1zUomJSW57PKoF/V66xy8wR1z7bJF7rpD6mXr/bwJxmMAsYiACgCAKOHrN/zWTJa7JgPecivLtmxzm73SLFgitF7X0r4hF0+VTtd9LGUu1qgasGGJabU+9b3bw7pfesy1iUWgx16Dbs006kLCtnS4t+2qlpnLCt22Mtf7DfShNX8w2vuHm20bd1q6I9go+QMAIMYW8PWWyerWLF3S01JMpzfHx3GcQ+No3vpS8zyuGlcc2CFHRvRuLhOney41jCXajGKfCe9Iak21/P3wSZLsEKYevnKuCaw+7nGIXDn8upDvj47zDUd0lvu/XhHQ3CsNurVsUxuSODagWLSpQm769C+XjU6sXSWvO6Kz5OQ0lQUri6SNQ4fJYLT3j4YmL7Zo6Y5gSLLobEnUKSz0PCkT9adl6fn5GVJUVKGl7IhTjHNiYJyD1w7dqrxyz9woT13+9DFGvTzX7XPoYrJagjL2zflSVlldd71mPu4d1l0ufX+Rx320Pt/iTRXmm/y8Jg3klAM7SobUyk8ri2XCNM/390VaSpJU1VqirnV7WvXuurbqrry5zzFy0zGXheS50xumyMfn7183ztagJKdxqjw3y37OmyNr0K3BjLf3h+3t7z6uu1PAcXCXArn96M5O3Qpjkbae97REgO1xSyT87fZdQUGG19sQUDkgoAo9PsSJgXFODP6Ms7dAIt752w7d1Tf8tsfwoW9WuM1k6cmhqxNJ63bl6SRTq81SkkWqa/93XWajVLnwwHYyffFmWbple72Pxxn9WsmSzdvkjw3lEo0a766Uvx4b5Xb7C/ufLPcdNi7oz7tP60x58bR9XW6zvid2VdXKy7+stcs02jcV8T3o1QWfF2wst3svpCQlyf7ts+XJGA8yfAksbb+ESKS/S/wf7TsCqgAQUIUeH+LEwDgnBl/G2d9AIl55CnC8fTvu6hhqi2xrIwLH41qyo8rjieQrZ/aV52atDls7b29ZmW27o3fNq4xd22Xh46Pdbr/2uAnyfu8jg/qc7k7uXb0PtLzzpqGdpWnDVBNsZzduII9994/8GYRANdaDDH8Cy8dP7mUadSQK/o8ObkDFHCoAQNSsqxSv6rvgqatjqPOjNBjTk17HTJa3NYVKdlaZY//Rgk1yz8zlEknRHEypirSm0mHip5K9s1z+ePIMp+0Pz3jc/Iwbeat803n/oDynu/WaXL0Plhdukys+WGRX2hkssb5ulD/dKmnpjvqgyx8AIOSBhKeOconAn3bo/h5D5dgC29dugX0dOsHBvdLGmSawGnDpay63T/3gTtO8Ysiq+fV+Llcn957eB4EEU5od1fJCf/cjlvjSrZKW7ggGAioAQFQGEvGkPgueBnIMfVkPyDofS0+q46E9upZAdm/m3P482ArTc0xgtd9lr8u2hs7j9vq7t5jAasA6/xt32K4V5e/7wF+a3Xx0RE+X7xOdQ3VgnAQZrtq4R1tLd8Q+Sv4AAFEZSCRiO/RgHkNXbc/1uSYesZeZz2V7vXb/s81ypDo0pIh2vVqkm9/BaJbhq61Ns6XXVe9JwbZi+WbKhZKx2z6wfe/NG8zvE896RP5s1c2nxxz43zlwrmQ3qv8pm5Z51lgsdeWhGlQP79VCKqtq7JqDDO6cb7r8xQNXbdxVNLR0R/wgoAIARGUgEW/cBTjevh0P9Bi6Ww/I2hzDVsWuatPtbezAduZ2KUki57xh33I9mhXv2C0by3dH5LkL03Ol91XvScvyQvnx+fGSarGPRD9+7Rrz+7ixT8qS5p1cPsakoV2kX9tsj5+H52evCXgfre8VfR+pxZvKZcxrf5kFnq00Uzm6byvp3jxD+nVpFnfNCvTY2h7fcPztSfTOpomELn8O6PIXenSWSQyMc2LwZZx9WVcpkQSy4GmwjqEv61fZ7pM+330z/5aN5bt8fo5E17b0X/nxhfPcbj9y/LOyIr+dXx3m/Gn/7Yr1vaKfUXeL3FqDrqdH9eZvdz3FQmdT/o/2HV3+AAAR5y5TkqgcvykP5zH0ZT6W7eO2zEwjmPLTuuwWZo5Vp63r5ZsXL3La/tVLl5jfh1wwWdbktDL/zmns+SS7PvOn9H1jzUy5yk66ahSjJ9oIHJ1NEw9NKQAAYaEn6o7d6BDeY+jvfKxgN0JIJCvz2pjA6uhxT7vc/v3kC0zzitZlW8yaYMFq/+3YgMQaTLnrEuhoXYx33tTXqetPRaqDaCJ0Ng3GMV4T4XEKNjJUAAAkCH/nYwVyIu+OPu/Z/VvLA1+vkDUliROoLSvoYAKr3puWy/RXr3LaPuv5cbIrpYEs6zlXWnbv6HLejY5bx9wmsqp4h9vn0dvanpw6zs/zNThuG6NfeERLmZ2/WeBEO8ZlUTJOwUaGCgCABOKqjbS75hje1vHR6zvlNfH4fBcMam/mZl172F6yu1bk0ZN6m8vH9WgmiWRhyy4msDr5zIectqXVVEmfg/eRxh1ay4VPfyUTpi2SkVN/MyV6On9O3XZsV4+Pn9ukgTmuOh9Lf2tpme0Jqi/BcSyvx+SqzO6X1SVy9UeLw7of8dzZ1FMpYzgfIxqRoQIAIIH4Ox9LA62bP1sqc1w0MtBA7KJB7WXsm3+4vf+gjrny0DcrPLZpD6XGDZJlZ1X09ICf16aHCawOXLNA3nr7Jrtt6Tsq5Penx8jGjHw59tyn5Nc1UjfvpmeLTOnZMkMWb3LdPEvbnm/bVeW2uYUGx9rJccHGcrdlf9U1tSaAy5fwCFYXPGuZnSN9mX9uKJfz3/5DHhnRMywZkHjtbOruGNuWMrbz8tqC8RjRioAKAIAE5GtzDBOAjeotFZIsC1YWSXJSUt1aRtoo2Lo48EKHE3XrCeTzs1Y7fSMdznbs4QimLhncXmavLrFby8mVzLRU2ba72hynOe37mMDqsJVz5eX3bre7XauKIvnzydPln9w2cuLZj8raks5mrM7cr7Xc9Kn7b/J125MjezuNq7XMytv+zVtfJpM+XSpvXTRIQhkYBbvsy1uZnQaR4WwIEegSCdEsGKWM6+O4HJKACgAAeGVdZaVVViOTYXI8IXbMOpns1eD2MvYN99mreDFvQ7ncfFRXmb+hzKRFujZrKo9+t9JkR2wDhrP6t5anflgtS23Wf9p5+FB584qz5PtHX5IXPrzX7nH3Kl4vix4/VUo/7ylV//lKuhbsWcDYnQ1llaZU0DE4cVVm5YoJ9FaXyKqi7eJLnz93gZGOe+nOarcBVrC74Hkrswt3BiQeO5sGo5SxTRyXQxJQAQAAjyfNt8ywL/nT4EkXA/a0OLCeQGoXr2DTzFdGWvhKBn2hJ+u260RpUPHoiJ4mqNAT6uxGqWZh3kvfX1R3m27N0uWmoZ1l7xaZJsNzU9dBJmM1fMn38uR0+3lW2csWi3RsKY367S+dTrxNVu7w3KrPNjhxV2blyeqt26V3nveTW1eBkT6Xp8xTKMq+rGV2OmfKEkUZkECWSIhWwShlbB+n5ZCKphQAAMDjSfMvLkr2XLWF1pIy22/jg9kl0EpPvO4dFt2lU9ZmCNbshAZTjoHH8sJt8tysNU7NPz7Z+xATWF137JVOj5sx71f55rbj5dV3bpEGNXuaVbhiG5wE0vq+Q15Tr7fxtQ27Y8MBb/tz06d/1TXi8IcGbX1aZ8ZtBiTWGtqE8jGiERkqAADgUiDZDdssgLtvpB1Zv6FWrr697t0qU879b+ZLSw+/XFYo0czaDEG79fkS9OhrGt6rhSzeVC4Vu2rM9vf6DDU/Z837VO6a+bzdfQ9ePV+WP3ySfNHlALlkxI1Sk5zidiz8CWr1WA9snyMd85tKUZHr5hdWvgZqjpknb/vz95ZtAZX+aQbsxdP2NQ0oHBtvxEMGJBoEo5QxMw7LIRUZKgAA4FIg2Q3HLICrb6S1ZNDVN9Q696aLwzwh3ablc71aZJhugVpaN3n2nsxOPJj06V/mNWlmxhpM2Xqt3zCTsbrn0HFO245e/rP889CJ8vj0hyS5tsblWHhrfe80Dj5m//zNPurJs/K2PxoH1WcBXO3mF48ZkHhbpL1dnC30nmSxzjKFUVjo+RsZ1F9Skkh+fob59ot3X/xinBMD4xz/GSrbuUGeWLMA7jILjt9I21521eSie7N0uXFoF9m7xZ72CLomk7dMV7C46loYKnrc/HmeK2a9JVf/9IbLbW/1OUpuOuYySUpOthsLLaFz7DpnpXFN12bpcu+wHmZc/PlM+zMmujaW9eRZ9+fS9xbaNedwpOtpuWsB74t4y4AEG3+7fVdQ4L1FCxkqAADgkrtsQpKHLJOv30jbXnbV3OBvM8dotV/zdepLX6e1oYRjlsOdtNT6nUr5+5qeHHy6dLh+ujw3cJTTttMXfCmrHhwuj896We45rptdmZUurOyKPv0yD4GNJ66yj+6OqW1Qo/tzt5eMUX3nO8VbBgTRjTlUAIC4FKxFQxOdq4V9B/63c5u1i119jrEvXd8CKT0MhHYP1IWKF26qkOsO72yu+31dqdw7c7nb+9xwRGe544u//X6uJg2SZUega2QlJckDh46VBw45R277erKc+/t0u83Df/xApP0HUnLpBKm+9Q5z+1CsAeQ4HyancQMTBPuy/lI8d3xD4qHkzwElf6FHmjkxMM6JIRrHOdiLhmLPOFsX9m0T5ABVW6t7at6gpV86X8fX0sNgsr5vTn7pN5dt2jVL99Wlg0Jejtg2u5GsK3UfECVZauW+/zwtpy340uX27TfcLH+NvczjMbSW5AXjM+1ruZ2rUkQ+q4n7tzuWS/4IqBwQUIUeH+LEwDgnhmgcZ1cnt97m9yBy4+xtnpb1RD+cc6gcOwzaLtDrav+yG6e6naMUDL1aZsiiTd7PT7QxxWOfPion/vW9y+2vjrxcbu9ytMfPho51uSVJFq7aGvTg2R3mO4VfNP7tjlYEVAEgoAo9PsSJgXFODNE2zr6enCO6xtmXINhTY4VIsm2eYBsYqC+XbpEXItCRMLWmWp776D4ZuuIXl9tvPuoSeb3vcU4ZIVeLOLvKGFFOG/ui7W93NCOgCgABVejxIU4MjHNiiLZx9qV8rD6dwxJVqMfZn9IvDVqWbamQd+Zv9Jg5ChdXQbqrstNIaFhdJS+9f4cctOYPl9tX3f+kpI8b63NgSzlt/Ii2v93RjIAqAARUoceHODEwzokh2saZDFVsj7O/pV8fLdgk93hoGBEs+7bOdLtYrKsy0nCWJ3bKaywrt3pesymtape8+fYk2W/jUpfbyye/LH8ffKzXz46uA0Y5bXyItr/d0Yy26QCAhOKuzber1s2IPq5aXWuQrJlHVwu99m2TVe9ASddfeurkXh5vd9Whe0k/h+fSoKK6ptZk12yFq8W71dHdmnm9za4GaTLyrIdl/ryVUt3TOfDJvOBc6d+9hRy53HWJoLXboavXZduNEUhUtE0HAMQVLT9yLB/ztkYSoo8v5WXuWm97M2loF+nXNrsucNOAzZP1ZTtleeF2p+t/X1dm3mu22ZlAW7xrx0BXnQS9yWna0OttrFmkNm3ypeTbWZJUXibZRx0qqSv/sbvdi9PuMr/PPuUO+aHTfk4ZjWC3XQfiBQEVACCuOK6Nw8T58Ah2owJXi/3qZccAxlUA3a1ZujRIFlmyeZtdoKUxQddm6XbBlNK27J68/tt6l8GOPrQ1O2N9vEBLf54c2UvS0xrIV8sK5f9+WSs7q31bo2q/ttleg0rHLxQsmVlS8vN8SSreKjmHDpKUfzfZ3f7V924zv0effp/81r63uX/f1lkhXYgXiGUEVACAuKQnuARSoReKRgW+LPZrHVt3AbSrRhcabyzbsk1GTv3Nbh89LTLrrW26Y3YmwKV6ZUNppbz7x0r5w8dGG9bg0F1QuU/rTBndt5V0a5bh9nNgyc2T+d/Nl8KV62ToaUdKanmZ3fZ33rrR/F7/4X8kLUQL8dIxEPGAphQOaEoRekyETAyMc2JgnBODp3EOxbpfwezWqIHWpE//kr8Lt/ndll0DiOG9mstNn7pu5uCq2Ym3xijupDdMkW27a/y+n3U/Nagq3Vntc1bWVSB8bHa1PHvbqZK0e7fL+6z77Bu5bm1awMGzbfCkJY50DIwc/nYHtykFGSoAABDyTJI/vJXg+VNept8bL92yzes+ust06Wv0RDNB1teoQcrD39rPS/JGA7umDVOkYleNT3O/Pvhzk1NwqAHtNR8tlimn7evz8XZVUvlFWaqc8cS38tYxrUQ6dnS6T9vjD5e3RWTx9O9kebMOPmeV9Lhc8/Fiu0yfBlTlDmWUrko6gVhAlz8AABAQbw0YNDAJRbdGDZLcdf6r7z5aOw1anyMpKcnlvliDgkdH9Ky7fMP0JR7XntKugv3b2s9F6tMq06dgSrXIbGSCQ1ed9rRU8Ly3/3DqOuiKu06EelkX9V2VXiBFheVS/PM8l/fvecKhMmJgB+lYvN6nYEpLLB3LJnVOmmNihI6BiFUEVAAAICDBzCQ50tIvLcmzpa3LtVW5ltRpSaCeqGvJoacgwt991ABAH9P2OfQ5Hduma3A0bfyAuvI0DVLmrrOfg2RLsy4Pn9hTUlPsT712VnmfdaWxnAZ1NV5qsxZsKDcZnvoGmau37uloWNOpsxRuKZfiH1y3U889cD8paJYpyWtWu32saz9e7Hf3wkADcSBSKPkDAAABaR+iRgXKVQmedWFZf8rE/N1HV6Vw89aXmdvqXCl3c5T0Np78W1Epb/y+3umx/3ZRjuho4H/nFpXs8Jx9ctV1MJAgs0NeU7v2GjXde5jAKnXBH5Jz5MFOt88b0EcsqalSPHeh1LZqXXe9Bpm+NtmwRcdAxBoyVAAAIKiZpGCu+2VbghfowrK+7qOnUjhrKZ/jwsO+2rptt8vHtl50tcyTzq165cy+Jli07UboqvzQnwyPp5LKAzvkSMd8DaicVffZ1wRWJTO+ctqWVF0tefv2kLy92kjSli0BrckVjwtwe1qYGvGDDBUAAIj6db98mQvl7nk9NZxYuKmi7nJ9nsOxJNBRXrrnBXg75jWRlVt32DW70PlZjh3vNAjUBhSeMj++ZHjcLoA9zHsgXN1/fxNYNZj9k2SPOM5uW3JFueT36iw1zVtI+4++EX/E0wLcoVhOANGLgAoAAET9ul/BmK9l3UfrPCnHk92LBrcP+Dk066MNJ1zNo9LrvS2M60swpfQ67eZ31uu/y9LNe+Y6BVJq6S7I1HbavqoaNGRPYPXt15I9+iS7bSmb/5W+B+4tcwrayDFnPiJlaa6zXmrSUV2kXxv7xZZjnTYocXwv6Ptt4idL5LlT94nYfiE0KPkDAABRz1vnP39Oxl3Nk9LLz89aU6/neGD43uZ2tvTypKFd/WqnvnCj++YS1mDQMZgKNMNjLamsTzBTddgRJrAqe1WbqttrWbhe/nx8tHw+9TJpsnuny+M6onfLuAqmPDUo0esp/4s/ZKgAAEBMcFum5kcQ4W3tLJ2zpAJ5DndZH+vix77ytI6Xq2BQAxNtvx7p9Zt2H3OcCazSPvpAMi84125bj8LVsuSxU2Req25y+mn3yq4GaXFV4udPg5J560vjKoAEARUAAEig+Vre5kmV7Kyq93PYlj+6C+B84Thny1MwqHOqAl1IOdh2jRgphSNGStrbb0jmFRfbbeu3cZkse3SklB8wRHZd9qFImv/zifQ46DiGar5eyHnufo8YREAFAAASZr6Wt7lY//fLWundMiPg53A82fe3052nOVv1aZoRCbtOO1MKTztTGv3fS5Jx/VV22zJ//kmkbYHsOuoYKX/5DZEGDeKm0YO3BiX92maHbV8QHsyhAgAACcNb6/EFHuYveeJqQWC9nN3I83fXukCwu33RdbdsFy0O5ULKoWwFXjl2vCkF3HbnvU7b0r78jxS0zpOMC8aK1NQENPctkPEKJWuDElf0+lAGvbRpjwwCKgAAkFA0o9G7VabLbb6sa+VXo4vZnhtdPDKip9MaWe6ChWA25giEu6DRNujzZOdFl5nAavuNtzhta/TRNClomSPpV14iUvu/RYV9XSMs2gIIdw1K9PpoHBvUDwEVAABIKFoedu7AdvVaHNefk/2LB7d3u7Cw7su1h+3l8nFdBQuhXkhZX8u3y7a4DFCClSHacdV1Uri5TLZPuNZpW+O3XpeCFtmSfsM1IhaLX+WO0Tjf74NxA+Txk3uZ39YFmkMhVrJ38Yo5VAAAIOEEWj7nqiGC90YX1R4bXfgzNypUCyl7m5/krTui3w0xkpJkx023yo4bb5Gmt94oTV541m5z46lTzM+OyybI9lvuiJpyx2hbn00FfWzgNzJUAAAg4fhbPueppMrXk313az4FEiwEY/0ofzIcIcsQJSXJ9rvuNxmrnWfZt1pXTZ5+XAqaZ0mPqU9GtNwxmsVa9i4eEVABAICE5E/5nKeAo75zmyI9N8qX+Unegr6UJDedNXyVlCTbHnlCCjeVSOWo0U6bmz54r7x98WC58+/P7a6P17Ws/BGr2bt4QkAFAAASki/zXDTY+HDBJq8BR33nNoVqbpQvXd98yXB4646o2bqgNEFISZGKZ6dI4cZi2XX8cKfNY6Y9I6sfGCYf18wL+bykWBHpgBwiSRaLzYw/SGFhRaR3Ie7pl1j5+RlSVFRhO98UcYZxTgyMc2JIxHF2NafIHQ3GtPxO1XduU7DmRvmzZpMGXVrK6I4GLrovGixpRs7dMdETeA0CNcgJmt27Jeus0dLw269dbq54/BmpPOMsSXSuxsbTGl2J+JkOVEFBhtfbEFA5IKAKPT7EiYFxTgyMc2JIxHHWbIuW9DlmpTwFHNG+/54CHn9uryftevuwHo/KSsk6dYQ0/Hm2y83lz70ou0aeKonO14A8ET/ToQyoKPkDAADwYU6RK1mNUiW7cXQ1TQ5kzSZXJYd9WmW6LDms8XIGHpImCI0aSdkn/5HCVZukqs++TpszLz5PCpplSsPPpksiC3azEviGgAoAAMCPOUW2yiuro26tn0C6vmlZ2N3HdZd9W/9vweM/NpSb1+Y4LyqiTRCaNpXSr36Qon/WS3WXrk6bs849c09g9fWXodsHwEF0faXiwe7du+XBBx+UefPmmcv9+vWT66+/Xho2bOjy9qWlpfLaa6/J7NmzJTU1VSoqKuSYY46R8847z1wGAADxxdUaUYHwFjDY0lxNtK31E2jAo3OuFmwsd9nJ0Lbsz9oEwV2JYDiOgyUjU0pmzZWkkmLJOeIgSVm/zm571umjzO/SD6ZL1UGHhHx/kNhiJkOlwdSqVavkvffeMz///POPuc6d77//Xj7//HOZPHmyCaxeeOEFefXVV+W5554L634DAIDQ8rRGVCC8dbSL9rV+Aun65m+ZYKi6EvrLkpMrxfMWS9Hif6Q2d09jEFvZI08wGavUX38J634hscREQFVSUiJvv/22jB07VlJSUsyP/luv00yUK9nZ2TJu3DjJyNgzkax58+YmQ/Xpp5+Gee8BAEAoeVuUNhCuAoZYWuvH34DH3zJBX1rOh5OloEC2Ll0tWxcsE0tj57HIGTZ0T2D1x55KJyCYYqL2be7cuVJVVSW9evWqu653797mut9++02GDh3qdJ9DDnFO76alpZn7AACA+GDNrDiyzawEUoJmDRhsu6Y99M2KepW5BaskMdD99/Sc3soEcxq7DpT0MYP1WoJxfGpbtJSiNZsled1aydvvf+eNVjlHHWp+F387W2p6Om8H4jagWrdunZn3lJPzv29acnNzTaZq/fr1Pj/O/PnzTZbKm/ou9g3fji/HOb4xzomBcU4M0TzOG7xkVtabRWkDP+HX+1rvf++w7jLp06UyxyaAG6hZn2HdPR4bsybUZ/b3O1DXCBrmeo2gYLLdf0865DUx+2S7j7aen7VanhoVxPWlQnx8LO3aSVFhuSSv/EdyB/Z12p572CDzu2T2XKlx0dwi3kXzZzoWxURAtXPnTmnQwPkDpdfpNl/MmTNHNm/eLJdcconH2+XmNpWUlJiohIx5eXne+/oj9jHOiYFxTgzROM69LZ7PCPt0ypf8/KZBea58EXnrokGyqmi7rN66XTrkNZWOPjz21S/9Kr+usZ+ioJdv/2KFvDp+f4kWNxy/t5z4zCyX2zTYqZBkn16vv0J6fPL3FbPQ0pIlIj17Om3OGdR/zz9WrBDZay9JNNH4mY5FEQ2oHn74YZkyZYrH28yYMUMaN27sslRPr9Nt3mggdccdd8izzz4r6enpHm9bXLydaD3E9PjqB3jrVhaTi2eMc2JgnBNDNI9zZtKebMYvLkrxNHuUIbVm8dJg0lPQ3nl6/uH9sbWM7YflhS7XctLr5y3fEjXdAVdvKvO4fcHKInM8gylsx6dZW5HCcklZtFByDhvsvL1zZ7EkJUnJvEVS26atxLto/kxHG10AOaoDqosuukjGjBnj8Tb5+fnStm1bqa6uNs0prGV/xcXFUlNTY7Z5ovfRrNSdd94pPXr08Gm/eGOFhx5njnX8Y5wTA+OcGKJ1nO8+vrtpQGE7l0rnNen1kd7fdaWeSxLnri0185zCMa/Km9Ze5lG1yW4c9OPp7fhYj02wVPfsLYVbyiV13lzJOeZwu21JFovk9u0pliZNpfiX+VLbvIXEu2j9TMeaiAZUmi3yljFS/fv3N+V9ixcvliFDhpjrFi5caK7Tbe5s27ZNLr74Yrnssstk//33pIzfeecdGT16dBBfBQAAiCR/GzCEk7dmD/fOXF73b21prl34ItUpT9uta7ZPy+00QxSO9aUitUhwdb/+JrBq8PNsyR5uP78+acd2yevdVWrzC6T4x1/FkpcXkn1A/IiJyUKalTrttNPklVdekdraWvOja0rpddoeXWmwddBBB8kSrZEVkV27dplgqm/fvibLpQGY/mhABQAA4o+e8A/umBs1wZS/a1rVt9V7MGgjiMGddbZYeNaXCmTNrGCqOmCQCaxK3/vYaVtyUaHk9+gouf17S1KZ62V6gJhpSqGuv/56s5DvqFF7Vr7WQEmvs9Lyv8rKSlMaqN5//3359ddfzc/UqVMjtt8AACCx3eOiJNGV+rZ6D0bbcc2OaSMInbsUrlJEV8cn3IsEVx1ymAmsGn75uWSNsa9kSlm7RvK7tJPq7j2kdMZXYkmnkQPsJVksVE7aKiwM7sRVuJ4IqRP8dCIv7774xTgnBsY5MTDOwWEtSSzctkvu+fJ/pX6OdKFczbT51XZ8hn1AEmj5YCTHOppKNhtO/0iyxp/tcltV335S+uEMkSZNJFbxmfZdQUFGfJT8AQAAxEtJYt/WWUGdN6TBlJYLRlv5YCyXbO4+YYTJWJU/M9lpW4P586SgQwvJGnGcSKXnphpIDARUAAAAYRTMeUNa5qeZKduW8Y7lgwjcrlNOM4FVxSNPOm1rOPsnKWjXTDLPGKVr+URk/xAdCKgAAADCTMvxdJ6QrUDmDemcKU+0hA71V3nWWBNYbbvnAadtaV99KQWt8yRTSwT/O5cfiSVmmlIAAACEUzCaPIS61Xuk2o4nqp3nX2x+Gj/5mKTffZvdtrTpH0nB9I+k8tTTpeLJ50SSyVskCkYaAADAocnD5R8slFEvz5UJ0xbJyKm/mcvllVVROW+oe7P0iLUdT1Q7r7jKZKy2X/2/jtNWjd59SwpaZEv6dVexam6CIKACAACIsSYPtkHf0i3bnOZQhbvteKLaccPNUri5THZcfLnTtsavvCQFzbOk6a03EVjFOQIqAACAMDZ50OeYtaq4Xo/lKujTJFW3ZunywbgBppzQ35bpCFBSkmy/4x4TWO0cO95pc5PnnzaBVZMH7onI7iH0CKgAAADC0OQhWKWE7oI+vbhsy7aA9w/1lJQk2x58TAr/LZXK0Wc4bW76yANS0CxTGj/5aER2D6FDQAUAABCGJg/BKiX0FvT9vq603hkw1ENyslQ89bwUbiyWyuEnOW1Ov/v2PYHVlOcisnsIPgIqAACAEKwRFapSQm9B370zl4e8mQZ8kJoqFS++IoUbtsquI49y2pw+aaIJrBq99n8R2T0EDwEVAABACNaIClUpobugz5Voa6aRkBo0kPI335fCtVtk9+CDnDZnXHOFCazS3ns7IruH+iOgAgAAcLFGlDZ3ePzkXkFp8hDsUkJXQZ8rwWymgXpq1EjKPvxMClf/K1X99nPanHnpBSawajj9o4jsHgLHwr4AAAAuaHlfsNZxsmaVNGNkW/anWSYNjPx9HseFgQsrdsk9M5e7vb3ehjWpokSTJlL6n28laVuFZB8/VFL/WmK3OWv82eZ32evvyO6jjo3QTsIfZKgAAABitJTQujBw3zZZIWumgdCwpGdIyfc/S9HytVLTvoPT9qwxo03GqsH330Zk/+A7MlQAAABh4JhV0iAnWjNgCB9LVrYU/7ZAkrZuldyDB0py4Ra77dmnnGh+l37yH6k6YFCE9hKekKECAAAII2tWKdhBTigyYAgfS16ebF28QrYu/Ftqm6Y7bc8efozJWKXOmxuR/YN7ZKgAAADCQFuna7e/YGamwpUBQ/jUNm8hW1dtlOQN6yV3v16SVFtrtz3nmMPN7+Kvf5Ka3n0itJewRUAFAAAQQmU7q8yivtptz0rL8zRzVJ/OgeFopoHIqW3dRor+LZXk1askb/99nLbnHjHE/C7+6Tep6dotAnsIK0r+AAAAQkiDKZ3bZIv1oeCr2g4dpXBLuRTPcl3qlztkgCkFTF75T9j3DXsQUAEAAPhZujdrVbFPazvpbTUzZdsoQrE+FPxV06XrnsDq29kut+cd0HdPYLVubdj3LdFR8gcAABCi0j2dM+UJ60PBXzU9e5nAKvWPeZJz1KFO2/P26yWWRo2k+Nc/pbZFy4jsY6IhQwUAABCi0r02WY08PibrQyFQ1fv2M4FVyfQvnbYlVVZKXp9uktetvSQVFkZk/xIJARUAAECISves60PpelC29LJeT3YK9VU98AATWJV+MN1pW3JJieT33Ety++4tSSXFEdm/REBABQAA4IUvpXvusD4UwqHqoENMYFX21vtO21I2rJf8bh0kZ3B/Saooj8j+xTPmUAEAAHhRn9I91odCOO0+4igTWDX89BPJGjfGblvq8r8lf682Ut1nX5HZP0VsH+MNGSoAAAAvglG6p7cZ3DGXYAphsXvYcBNYlT/3otO21AV/iKSnS9awo0UqPWdf4R0BFQAAgA8o3UMs2jXyVBNYVTz+jNO2Br/MkYJ2zSTr1BEiu3dHZP/iQZLFYnGYXpnYCgsrIr0LcS8pSSQ/P0OKiiqEd1/8YpwTA+OcGBhne/FcusdYx79GL02WjBuvdblt13EnSPmLr4ikMivIqqAgQ7whQwUAAOAHSvcQyyrHXyBFheUiDz7otC1txnQpaJUrGRefJ1JTE5H9i0UEVAAAAECiue46E1htv/4mp02NPnhXClrmSPo1V4jU1kZk92IJARUAAACQoHZce4MUbi6THZdf5bSt8Wv/JwUtsqXpzROFGlD3CKgAAACARJaUJNtvuWNPYHXehU6bm0x+TgqaZ0mTe+8ksHKBgAoAAADAnsDq3oek8N9S2XnGWU6bmz7+8J7A6vGHI7J70YqACgAAAMD/JCfLtsefkcJNJVJ50kinzU3vvVMKmmVK4+efjsjuRRsCKgAAAB+sKd4hs1YVm7bpQEJISZGKF16Wwg1bZdcxxzltTr/1JhNYNXplqiQyAioAAAAPynZWyeUfLJRRL8+VCdMWycipv5nL5ZVVkd41IDwaNJDyV9+WwnWFsvugQ502Z1w3wQRWaW+/IYmIgAoAAMCDm2cslV/XlNhdp5cnfbY0YvsERERampR98IkUrtksVf33d9qcecXFewKrj6dJIiGgAgAA8FDm9/PqEql1aGyml/V6yv+QkBo3ltIZX0nhyo1S3bO30+bM88eawKrhf2ZIIiCgAgAAcGN9WaXH7etKCaiQwNLTpeTbWVK0Yp1Ud9rLaXPW2aeZwKrBN19JPCOgAgAAcKNNViOP29tmNw7bvgDRypKZJSU/z5eipaukpkVLp+3Zp528J7Ca/ZPEIwIqAAAAN9rnNpEDOuRIcpL99XpZr2+XQ0AFWFly86R4wTIpWrRCarOyxVH2iONMYJU691eJJwRUAAAAHtxzfHfZv32O3XV6Wa8H4MzSrJlsXb5Wtv7xl1gaNHDannPckXsCq4V/xsXyBKmR3gEAAIBoltmogTw1src5wdM5U1rmR2YK8K62VWsp2rBVkteslrwBfZy25xxxkPld/MMvUty+s+moqc1erDQLrF9c6GcwmpGhAgAA8IEGUYM75hJMAX6qbd9BCreUS/Gc311uzz14oHRunyeF8xfF5PIEBFQAAAAAQq5mry57Aqvvf3a5/evJF8rqB4ZJ3vbSmFqegIAKAAAAQNjU9NjbBFYlX/3gcvvDMx6LqeUJCKgAAAAAhF11n31NYPXX25/ZXZ9ZuT2mliegKQUAAACAiMk//CA57blZYvnxR2lb+q9833G/uuUJtKNmtM9bJKACAAAAEFH3HN9dJonI+zZd/mJleQICKgAAAAARlRnDyxMQUAEAAACICu1yYieQsqIpBQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAEVABAAAAQIAIqAAAAAAgQARUAAAAABAgAioAAAAACBABFQAAAAAEiIAKAAAAAAJEQAUAAAAAASKgAgAAAIAAJVksFkugdwYAAACAREaGCgAAAAACREAFAAAAAAEioAIAAACAABFQAQAAAECAUgO9I+DO7t275cEHH5R58+aZy/369ZPrr79eGjZsWK/7VFVVyfPPPy9z5syR2tpa2bp1q5x66qly/vnnh+FVIVzjbLV582Y57rjjZOjQoXL//feH8JUgEmP9zz//yMsvvyyrVq0S7Y2kn+8LLrjAjDfCY+bMmeZvalpamiQnJ8ttt90mXbp0Cfj2Oo7PPPOMfP3115KSkiIdOnQwt8nIyAjTK0Kox3nnzp3y9ttvy1dffWW2bdu2TQ444AC5/PLLpUmTJmF8VQjHZ9rWFVdcIV988YUsW7YshK8ghmmXPyCY7rrrLsu4ceMs1dXV5mfs2LHmuvreZ9KkSZZbb73VUltbay6/99575j6Ir3G2uvzyyy39+/e3TJw4MUSvAJEc65tuusly3XXXmW3qp59+snTv3t0yZ86ckL8eWCx//vmnpW/fvpZVq1aZyx9++KHloIMOslRUVAR8+6lTp1pOOOEEy86dO83lG264wXLhhReG5fUgPOP822+/WQ488EDLpk2bzOWysjLLcccdx9/pOP1MW33zzTfm/+OuXbuG+FXELkr+EFQlJSXm26uxY8eabyj1R/+t15WWlgZ8H/1G5JNPPpHrrrtOkpKSzHXDhw+XK6+8MqyvD6EdZ6tvvvlGUlNTpXv37mF6RQj3WLdu3VrGjRtntqnBgwfLXnvtJTNmzAjr60tUkydPlkMPPdRkkax/T2tqauTDDz8M6Pb6b73NGWecIY0aNTLXjR8/Xr799lu+0Y6jcU5PT5ezzjpLWrRoYS5nZmbKySefLJ9//rm5HeJnrK127Nghjz32GNVAXhBQIajmzp1rSnd69epVd13v3r3Ndb/99lvA99G0tJ5c6x9zKy0d6tOnT0hfD8I7zrZ/vG+88cYQvwpEcqwvueQSp4BZP9NaKojQ09Jp2/HRcp+ePXvK7NmzA7q9Bk3FxcV2t9EAWcvA9L6Ij3HWz+zFF19sdx8tF9MTcS3FR/yMtdUTTzwhp59+uuTn54dw72MfARWCat26dSazkJOTU3ddbm6u+RZ6/fr1Ad9n+fLl5sOs36iMGTNGTjvtNPMh5+QrvsbZ9o93QUFBiF8FIj3WtnQuxooVK+TYY48NwauAYwZRj3deXp7d9fo31tX4+HJ7HXPrdVZaTaD3cTfmiL1xdmX+/PlyxBFHSIMGDYK494iGsV6yZIksWLBARo8eHcK9jw80pUBQ6YRVV39U9TrdFuh9ysvLzTfb3bp1k9dee03Kysrk3HPPlbVr18ojjzwSgleCSIyz9Y/3xIkTQ7DXiKaxdvTSSy+Zsr9DDjkkCHsNTyorK81vx6Yietm6zd/bW8fV1W3cjTlib5wdaXOZWbNmyQcffBDEPUc0jLVmHO+44w7zo9kreEZABZ88/PDDMmXKFI+30bkPjRs3NmU9jvQ63eaKL/exfpi11EC/9czOzjbzL6699lqZNGmS+fYbsT3O/PFOrM+0LT0h03lzr7/+ul+vAYGxznFyzPDrZes2f29vHVdXt3H3PkHsjbMtzXDo/8HazVPnRCK+xlq/vNburMxl9g0BFXxy0UUXmVI7TzRV3LZtW6murjbpZGu5j9bVa321bnPFl/voBFgNomy/TWnVqpX5relpAqrYH2dtn60NC+655566+/z111+ycuVKMwn66KOP9rpviJ3PtJVmJPWETIM72muHh46JHmtdesJWUVGRyzH15fbW33qdtWGB0vu0adMmRK8E4R5nq127dsmll15qGo8cfPDBIXoFiORY6xddWh2k//+qwsJC81sv69zIF154IYSvKPYQUMEn2gzCtiGEO/379zdlPYsXL5YhQ4aY6xYuXGiu022B3mfAgAHy8ccfm2+4raVE1j8E1sAKsT3OGjDrGhe29A+3fvPJOlTx95m2zo3UDPOzzz4rzZo1M9e988471OuHga4dpONju4aUltxqoB3I7bUcW7/Y0ttYJ7prOZg2mRk0aFDIXw/CM85KvyzRDrs633HYsGHmOu3yp+OclZUV0teD8I21zlm3NW3aNNMsSjNXcEZdDYJKv/XQhhGvvPKKKeHSn1dffdVcpyfMSj/ABx10kPng+nof/cOt33q+9dZbdWnpN99802Qt6DwTP+OMxBlrbWJw4YUXmm+4NTOpAZf+fPrppxF9vYlCF1H+7rvvZM2aNeayLkuhpbYjRowwl7UxjHbb9PX22nBEb6N/l61zMKZOnSqHHXaYdO3aNQKvEKEYZ/0s6xzXpk2bmo5w1s+tfuFZUVERkdeI0Iw1/EOGCkF3/fXXmxKeUaNGmct9+/Y111lp2Y/+h6vfcvl6H23LqpPW77zzTvOh13lU++yzj0yYMCGsrw2hHWerH374wZSA2Zb83XTTTdKjR4+wvDaEfqwfeugh2bBhg1MDkv333z8Mrwi65IRmfq+66iozZ0JPpPRvrDVrqeNpO7/C2+2VrjW2fft2c+KmAVb79u3NewDxM876t9n6pYfjlx8333xzWF8bQv+ZttL/g21L/vQLNA3I8D9JurqvzWUAAAAAgI8o+QMAAACAABFQAQAAAECACKgAAAAAIEAEVAAAAAAQIAIqAAAAAAgQARUAAAAABIiACgAAAAACREAFAAAAAAFKDfSOAABE2hdffCEvv/yyNGjQQHSd+h07dkjfvn3lwgsvlGbNmsk777wjb775pixdulT22WcfSUtLk23btpnf11xzjQwYMECuuuoqmTVrlpSVlZnLjzzyiDRv3lzGjRsnCxculI4dO5rbzJ49Wz777DNp3bq1vPbaa5F+6QCAKEFABQCIST///LPccMMN8v7778tee+1lrlu+fLmcdtppcuyxx5qAavTo0dKhQwc5++yz5dFHH5U2bdqY202ePFnOP/98mT59ujz22GMyY8YMEzQNHz7cBFPq5ptvlvvuu0+mTJliLh944IHSsGFD+fXXXyP4qgEA0YaSPwBATPr2229NIGUNplSXLl3kpJNOMhkoTzTo2rlzp/zwww/m8nHHHSeDBw822amSkhJz3T333COTJk0K8asAAMQ6AioAQEzSMr+VK1fKhg0b7K7XzFLv3r093re6urruMaxuueUWUzL40EMPmazXfvvtZ7Jb3mhQNmrUKDnllFPkhBNOkNdff91uu+6jBnC6TcsI3333XenWrZuceuqpMnfuXD9fNQAg2lDyBwCISSeeeKKZy6SByogRI0yWqV+/fpKc7Pm7wpqaGnnmmWckOztbDjvssLrrda7U+PHj5fnnnzdBkC/zpFasWCGXXHKJ/N///Z/0799f/v33X5Mh08ceNmyY1NbWymWXXWbKBTVg0+e+8sorzX1tSxABALGLDBUAICZpeZ9me4YMGWJ+n3nmmXLkkUeaf7ty9dVXy1lnnWXmVZWWlppmFQUFBXa30WYWjRo1ksrKSq+BmdL5VX369DHBlGrRooUJpDQoU9rI4p9//pGxY8eayykpKWY/AQDxgwwVACBmaenck08+aTr3ff311/Lqq6+aTJAGLiNHjrS7rS8ZoQ8//NAESL/88ovJUFkDIXe0CYbug6327dubYK2qqsoEU7ov2hnQqmXLlgG9VgBAdCJDBQCISeXl5bJr1y7z7/T0dFMCaJ2fpMGVvwoLC+Xjjz+WF198UQ499FATqG3evDno+52UlBT0xwQARA4BFQAgJr3yyivy1Vdf2V2n2aB27dpJkyZN/H48bZF+3XXXmdbomuXS+U96nbeywzVr1thdt3btWjMfSxteaAdCnTdl2zhj48aNfu8bACB6EVABAGKGtjW3nYOkZXm6IK+VLuCr61PpOlT+0E59muWyzoXS0kBtNvH555+bRX/d0bWsFixYIPPmzTOXNaP16aefykUXXWQuDxo0yARV2rRCaXClHQQBAPGDOVQAgJixe/dus36UGjp0qCnTO/fcc6Vp06amFboGLLfffrscccQR5jbvvPOOmc9kbUoxcOBAueaaa+we8+KLL5b58+dLq1atZObMmeZxtcvfN998Y7Zfe+21cvjhh0tubq589tlnptRQ7/Pcc89J586dTcdAXbNKm1hoMwsNxLQxhdLrnn76abnppptMN0JtWqGLB2vQZduyHQAQu5IsFosl0jsBAEC8Ki4uNsGYlWazzjnnHPnzzz996iQIAIhu/CUHACCENGNlnWel87Leeustk8EimAKA+EDJHwAAIXT00UfLhAkTzBwt7UrYo0cP0/wCABAfKPkDAAAAgABRbwAAAID/b7+OCQAAABAG2T+1HXZDC4BIqAAAACKhAgAAiIQKAAAgEioAAIBIqAAAACKhAgAAiIQKAABgzQGZsaq+dMzxOwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Least squares for correlation\n", "# Ax = b with x the parameters, b=VIX, x = (m,c)^T, A = [(SPX1, 1),(SPX2, 1),...]\n", "reg = np.polyfit(df['.SPXlog'],df['.VIXlog'],deg=1)\n", "log_returns = df[['.SPXlog','.VIXlog']]\n", "ax = log_returns.plot(kind='scatter',x='.SPXlog',y='.VIXlog',\n", " figsize=(10,7),title=\"Linear regression .SPXlog and .VIXlog\")\n", "ax.plot(log_returns['.SPXlog'], np.polyval(p=reg,x=log_returns['.SPXlog']),\n", " 'r',lw=2)" ] }, { "cell_type": "code", "execution_count": 235, "id": "5676283a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.8232484979756886\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 235, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_corr = df['.SPXlog'].rolling(window=252).corr(df['.VIXlog']).mean()\n", "print(mean_corr)\n", "ax = df['.SPXlog'].rolling(window=252).corr(df['.VIXlog']).plot(\n", " title=\"Log correlation through time\",figsize=(10,6))\n", "ax.hlines(y=mean_corr,xmin=df.index[252],xmax=df.index[-1],color='r',lw=2,\n", " label='Mean')" ] }, { "cell_type": "markdown", "id": "8d4cae2d", "metadata": {}, "source": [ "We want to prove that using the data directly without performing the log transformation is not useful. We see in the plot below that there is a bias for certain values in the S&P 500 price, it is not uniformly distributed. This means that the correlation values would be misleading.\n", "\n", "This reminds me of Benford's law, should be further investigated." ] }, { "cell_type": "code", "execution_count": 236, "id": "cc9c64e1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\n", " ],\n", " [,\n", " ]], dtype=object)" ] }, "execution_count": 236, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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.VIXlog-0.8024291.000000
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" ], "text/plain": [ " .SPXlog .VIXlog\n", ".SPXlog 1.000000 -0.802429\n", ".VIXlog -0.802429 1.000000" ] }, "execution_count": 237, "metadata": {}, "output_type": "execute_result" } ], "source": [ "log_returns.corr()" ] }, { "cell_type": "markdown", "id": "f78db81b", "metadata": {}, "source": [ "# High Frequency Data" ] }, { "cell_type": "markdown", "id": "1f13396e", "metadata": {}, "source": [ "Next we are going to take a look at \"tick\" data. This means raw data from the financial trading day with no resampling applied. It essentially contains every transaction done on the market. Each transaction comes with its timestamp and the bid and ask prices at that moment.\n", "\n", "The bid price is the highest price that a buyer is willing to buy the security for at this moment. The ask price is the lowest price that a seller is willing to sell for." ] }, { "cell_type": "code", "execution_count": 238, "id": "d7acb83a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TimedeltaIndex([ NaT, '0 days 00:00:00.024000',\n", " '0 days 00:00:00.008000', '0 days 00:00:00.007000',\n", " '0 days 00:00:00.030000', '0 days 00:00:00.007000',\n", " '0 days 00:00:00.012000', '0 days 00:00:00.006000',\n", " '0 days 00:00:00.065000', '0 days 00:00:00.222000',\n", " ...\n", " '0 days 00:00:00.002000', '0 days 00:00:01.709000',\n", " '0 days 00:00:00.005000', '0 days 00:00:00.335000',\n", " '0 days 00:00:01.629000', '0 days 00:00:05.520000',\n", " '0 days 00:00:00.268000', '0 days 00:00:00.232000',\n", " '0 days 00:00:00.073000', '0 days 00:00:00.023000'],\n", " dtype='timedelta64[ns]', length=461357, freq=None)" ] }, "execution_count": 238, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# High tick frequency data\n", "tick = pd.read_csv('./data/fxcm_eur_usd_tick_data.csv',\n", " index_col=0,parse_dates=True)\n", "tick.index.diff() # as you can see the sampling time is not constant" ] }, { "cell_type": "code", "execution_count": 239, "id": "69d97744", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BidAsk
count461357.000000461357.000000
mean1.1645131.164524
std0.0024410.002440
min1.1563201.156330
25%1.1635101.163530
50%1.1647201.164730
75%1.1658501.165860
max1.1690401.169070
\n", "
" ], "text/plain": [ " Bid Ask\n", "count 461357.000000 461357.000000\n", "mean 1.164513 1.164524\n", "std 0.002441 0.002440\n", "min 1.156320 1.156330\n", "25% 1.163510 1.163530\n", "50% 1.164720 1.164730\n", "75% 1.165850 1.165860\n", "max 1.169040 1.169070" ] }, "execution_count": 239, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tick.describe()" ] }, { "cell_type": "markdown", "id": "ce206eec", "metadata": {}, "source": [ "We add a third column called \"mid\" which contains the mean between the bid and ask prices." ] }, { "cell_type": "code", "execution_count": 240, "id": "2a2cb149", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2018-06-29 00:00:00.082 1.156355\n", "2018-06-29 00:00:00.106 1.156350\n", "2018-06-29 00:00:00.114 1.156345\n", "2018-06-29 00:00:00.121 1.156340\n", "2018-06-29 00:00:00.151 1.156330\n", " ... \n", "2018-06-29 20:59:00.011 1.168370\n", "2018-06-29 20:59:00.279 1.168375\n", "2018-06-29 20:59:00.511 1.168385\n", "2018-06-29 20:59:00.584 1.168395\n", "2018-06-29 20:59:00.607 1.168385\n", "Name: Mid, Length: 461357, dtype: float64" ] }, "execution_count": 240, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tick.dropna(inplace=True)\n", "tick['Mid'] = tick.mean(axis=1)\n", "tick['Mid']" ] }, { "cell_type": "code", "execution_count": 241, "id": "b39e5b16", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 241, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tick.plot()" ] }, { "cell_type": "markdown", "id": "7f904490", "metadata": {}, "source": [ "We resample to 5 minutes, this makes the interval i.e. the sampling time constant, which is quite useful for further development or analysis." ] }, { "cell_type": "code", "execution_count": 242, "id": "4899222e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 242, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "resampled = tick.resample(rule='5min').last()\n", "resampled.describe()\n", "resampled.plot()" ] }, { "cell_type": "markdown", "id": "e898d6f5", "metadata": {}, "source": [ "# Conclusion" ] }, { "cell_type": "markdown", "id": "85b47bd3", "metadata": {}, "source": [ "We explored the fundamentals of technical analysis, focusing on how to apply the Python `pandas` package for this task.\n", "\n", "We learned about the different types of returns, rolling averages, the connection between volatility and returns and finally tick data.\n", "\n", "Next time we will dive deeper into how one could evaluate the performance of trading strategies using backtests and permutation testing of the price history to detect overfitting.\n", "\n", "Thanks for reading! Best, Marius" ] } ], "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": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 5 }