diff --git a/Exploratory Data Analysis of the Market Simulation.ipynb b/Exploratory Data Analysis of the Market Simulation.ipynb index 8a4ab5e..ec6b298 100644 --- a/Exploratory Data Analysis of the Market Simulation.ipynb +++ b/Exploratory Data Analysis of the Market Simulation.ipynb @@ -2,7 +2,6 @@ "cells": [ { "cell_type": "markdown", - "id": "707af1bd", "metadata": {}, "source": [ "# EDA - Market Simulation under Rikiddo Scoring Rule\n", @@ -13,7 +12,6 @@ { "cell_type": "code", "execution_count": 137, - "id": "5aa3663a", "metadata": {}, "outputs": [], "source": [ @@ -24,7 +22,6 @@ { "cell_type": "code", "execution_count": 138, - "id": "749623c7", "metadata": {}, "outputs": [ { @@ -227,7 +224,6 @@ { "cell_type": "code", "execution_count": 168, - "id": "21bf55f4", "metadata": {}, "outputs": [ { @@ -244,7 +240,6 @@ }, { "cell_type": "markdown", - "id": "afff83b3", "metadata": {}, "source": [ "An important thing to clarify is that there were a lot of transactions that weren't successful because different factors established into the simulation (for example, traders not accepting the fee). After getting a general overview of the dataset, we will analyze the behaviour of the market. First, we'll start with descriptive statistics" @@ -253,7 +248,6 @@ { "cell_type": "code", "execution_count": 140, - "id": "322fb8e2", "metadata": {}, "outputs": [ { @@ -406,7 +400,6 @@ { "cell_type": "code", "execution_count": 143, - "id": "8db9e68b", "metadata": {}, "outputs": [ { @@ -433,7 +426,6 @@ }, { "cell_type": "markdown", - "id": "7f656a95", "metadata": {}, "source": [ "For most cases (except for deltaQ, which corresponds to the amount willing to buy or sell per iteration), we find an interquartile range considerably lower than the total range of each field. This indicates that, although there are outliers, **the model has managed to keep the results within a limited range**." @@ -442,12 +434,11 @@ { "cell_type": "code", "execution_count": 144, - "id": "b30ae1c8", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -470,12 +461,11 @@ { "cell_type": "code", "execution_count": 145, - "id": "4fcb55df", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZkAAAEWCAYAAAC0Q+rDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAA/rklEQVR4nO2de5hcVZXof6s7BekGoRMIAk1CUDAZYiQxLeJw71xAJYwItCIPB6+o3GFkVAQ112RAAYVLNKMwjqMO6ggIShCwCSIGeTkzkYCJSYjBRMMrpIMQTZpH0oTq7nX/OLs6p6vPqTpVdU6dU9Xr9331ddU+r71PVe911mOvJaqKYRiGYSRBS9odMAzDMJoXEzKGYRhGYpiQMQzDMBLDhIxhGIaRGCZkDMMwjMQwIWMYhmEkhgkZo6kQkVdE5A1p98OIDxFZJyLHpd0PozpMyIxx3KRceA2JSL/v8zlp968UIvKQiPwff5uq7q2qTyZ0vb8TkRXu3jwnIveIyP+o8ZxPi8i74upjxGtOFRH1fc/Pi8jPROTd9exHVFR1hqo+VMkxAWN8RUTWJNRFowQmZMY4blLeW1X3BjYBp/jabi7sJyLj0utl+ojIZ4Brgf8HvB6YAnwLOC3FbtVKh/vejwJ+CfxURD6Sbpdip8P3ez4q7c6MSVTVXvZCVQGeBt7l3h8HbAY+D/wJ+CEwAfgZsBXY7t4f4jv+IeDLwDLgZeBeYH+3bTxwE/AXoA/4DfB6t+2jwO/dMU8C/1DUr9OA1cBLwBPAScBVwCDwKvAK8E23rwKHu/f7Aje6/j4DXAq0uG0fAf4b+Gc3lqeAvw25L/u6a5xR4t7tiSeEtrjXtcCebtv+7l71AduA/8J7wPshMAT0u/P/34Dz/h54r+/zOODPwFtL3dMy3/NUd5/GFbV/Dnje9W0ecHvR9n8Fri33XbvtP3G/mxeB/wRm+LZdjyeg73HjXgYc6O7ZdmA9MDvkd9kK/JP7HbwMrAQmRx2j2zYdT6huAzYAZxZ9j/+M98D1PPAdoC3t/81GfqXeAXtl58VoITMAfMX947UB+wGnA+3A69xE0uM7/iH3z/8mt/9DwEK37R+Au9yxrcAcYB+37WTgjYAA/wvYCbzVbTvaTVTvdpNfJzDdd73/UzQGv5C5EbjT9XUq8AfgPLftI0Ae+HvXnwvwhIME3JeT3L0YNWH59vkSsBw4AJgE/Br4stt2tZuscu71PwvX8d/zkPN+EbjZ9/lkYH25e1rmew6cgIE3uPa/Ag4CduBpAuAJtxeAOeW+a7f9Y+6+F4Tvat+26/EE5Rw8QfkAnpD/sBvHlcCDIb/LecBaYJr7vRwF7FfBGPcCnsV7sBmHJ6z/jBOCrq9LgImu/3cBV6f9v9nIr9Q7YK/svBgtZF4DxpfYfxaw3ff5IeBS3+d/BH7h3n/MTbxvidCPHuDT7v2/A9eE7PcQIULGTVa7gCN92/4BeMi9/wiw0bet3R17YMB1zgH+VKbPTwDv8X2eCzzt3n8JT9gdXuqeh5z3cLwn9nb3+Wbgi5Xe06Jzhk3A4137se7zPcDfu/fvBR6P8l0HXK/DnXdf9/l64Lu+7Z8Cfu/7PBPoC/ldbgBOq2CMfb7X54CzgP8q2vffgcvwhNYO4I2+be8Anqr1f2ssv8wnY5Riq6q+WvggIu0i8u8i8oyIvIRnBukQkVbfMX/yvd8J7O3e/xBYCtwiIltE5KsiknPn/VsRWS4i20SkD3gPnokJYDLeBF4p+wN74JnJCjyDpwmN6quq7nRv92Y0fwH2L+OXOjjgWge794uAjcC9IvKkiMyPNAKvXxvxTGaniEg7cCrwI7c59J5WSeHebHN/bwA+5N5/yF3PT+B3LSKtIrJQRJ5wv5On3T77+/Z/3ve+P+Bz0PcAlf8e9lfVDvf6Z+BQ4O0i0ld44T1EHIingbYDK33bfuHajSoxIWOUojhF92fxzBRvV9V9gL9x7VL2RKp5Vb1CVY8E/hrvyfjDIrIncDueHfz1qtoB/Nx3zmfxTGlR+ufnz3jmsEN9bVOA3nJ9DeBhPN9Pd4l9tgRcawuAqr6sqp9V1TcApwCfEZF3uv2ipEH/MfBBPN/U407whN7TyKMazfvwTGIb3Oce4C0i8mZ37ptDjivm71xf34Xnz5rq2sv+TiJQ6vcQ9fhf+QRPh3pBARfg/Wb68UxnhW37qhccYVSJCRmjEl6H90/YJyIT8UwMkRCR40VkptN6XsITAIN42saeeM75ARH5W+BE36HfBz4qIu8UkRYR6RSR6W7b83h+hFGo6iBwK3CViLxORA4FPoPnKK8IVX0RzzfybyLS7TS6nNPAvup2+zFwqYhMEpH93f43ubG/V0QOFxFxYx90r5Jj8HEL3j25gN1aTKl7WhEi8noR+STe97lAVYfcuF8FbnPXfFRVN0U85evwTJV/wdMM/l+lfSrB94Avi8gR4vEWEdmvguN/BrxJRP63+w5zIvI2EfkrN+7vAteIyAEA7vc2N8b+jzlMyBiVcC2ek/fPeE7uX1Rw7IF4E9ZLeOafXwE3qerLwIV4AmE73lPwksJBqvoonpP2GrwAgF+xW2P4F+ADIrJdRL4RcM1P4dnYn8SLJPsR8B8V9HkYVf06npC6FE8gPgt8Eu9pHzxn9QrgMTzH9G9dG8ARwH14kVQPA9/S3es+rsYTTn0i8rmQaz/njvtrYLFvU+A9BRCR74jId8oMq09Edrj+vgcveq74/tyA5yMpNpWV4kY8c2Ev8DjebyUuvo73W7kXb9zfx/tNRsL93k4EzsbTNP/E7uAW8KIpNwLLnanvPjzt3aiSQoSLYRjGKERkCl5I8YGq+lLa/TEaD9NkDMMIRERa8LS3W0zAGNUypldxG4YRjIjshecvegZvnZBhVIWZywzDMIzEMHOZYRiGkRhj1ly2//7769SpU9PuhmE0PhvcspppFoQ1Fli5cuWfVTXyAtUxK2SmTp3KihUr0u6GYTQ+xx3n/X3ooTR7YdQJEXmm/F67MXOZYRiGkRgmZAzDMIzEMCFjGIZhJIYJGcMwDCMxTMgYhmEYiZGakBGR8SLyqIisEZF1InKFa58oIr8UkT+6vxN8xywQkY0issGfGVVE5ojIWrftGy7brWEYCdKzqpdjFz7A8if/wm839dGzqpoqCkazk2YI8y7gBFV9xRVa+m8RuQd4P3C/qi50xZ3mA58XkSPxMqfOwCsGdZ+IvMmldP82cD5ettef46XBuKf+QzKM5qVnVS+Llm5gS18/41ogP7R722sDgyy4Yy0A3bM7R+x7cEcb8+ZOo3t2Z8iZjWYmNSGjXj6bV9zHQu1zxSt2dJxrvwGvzOvnXfstqroLeEpENgJHi8jTeHXNHwYQkRvxikuZkDGMmOhZ1cuCO9bSn/fK1fgFTIH+/CAXLV7NT1Zs4tGntpMf8lJW9fb1M+8nawATQGORVBdjumJLK/HqmP+bqj4iIq939TNQ1ecKxYPwSsP661Jsdm159764Peh65+NpPEyZMiXOoRhGKtRrwl60dMOwgCnHsie2jWrLDykXLV7NFXet45VXB0YIoAV3rGXFM9t4cP1WEzxNSKpCxpm6ZolIB/BTV+Y1jCA/i5ZoD7redcB1AF1dXZYZ1IhEVp+8i7WLwoQNxN6/LX39sZxn+878qLb+/CA3L980/E+b5DiM+pOJ6DJV7cMzi50EPC8iBwG4vy+43TYDk32HHYJX2W6ze1/cbhg1U5jIe/v6UXZPgFlwcgdpF/35QRYt3RD7tQ7uiFx8siqKn/iSGodRf9KMLpvkNBhEpA14F14FviXAuW63c4E73fslwNkisqeIHIZX0vZRZ1p7WUSOcVFlH/YdYxg1Uc+JvFLCtIu4tA4/U/dLVsgEkcQ4jPqTprnsIOAG55dpAW5V1Z+JyMPArSJyHrAJOANAVdeJyK14NcMHgE84cxvABcD1eLW+78Gc/kZM1HMir5SDO9roDehHJVpHFFNgz6pefh3gZ4kLIdi+nbT2ZNSHNKPLHgNmB7T/BXhnyDFXAVcFtK8ASvlzDKMq4pjIk2Le3GkjfDIAbblW5s0NTrlfLFCOnz6J21f2jvDpXLx4NSue2caV3TOHj7virnXBTs4a6GjL8WJ/PrAf5cZhNBZjNtW/YUSh0om8nhQ0jihBCUFBAn5newEFbl6+ia5DJw6HGwc562thQnuOVV88cURb16ETMxlcYdSOCRnDKEElE3kadM/ujNSXIN9SmHaibv/u2Z1V+57acq2cPqczUEO57JQZo/aPOg6j8TAhYxhlaIYJsFIfUmH/an1P/flBfrbmOU6f0zm8/mXfthwicPHi1SxauiE1YZ3VkPRmxYSMYYwBwnxLpfav5jg/ff15blq+CfB8MDteGyA/OHIRZoF6Tfr1XFtkeGRinYxhGMkyb+402nKtI9racq0c+8aJo1YzC3D89En0rOpl52sDsVy/rz8/LGAK9OcHuXzJurquQ8pySHqzYkLGMJqQQobkw+bfzbELHwDg6vfPpLOjDQE6O9q4+v0zufnv38E5x0wZIWgUWPzos8y7bU3sTv9i+vrzdZ30sxyS3qyYucwwmowwk9DV75/JsvknjNr/wfVbRwUBFHKLpUVSk36WQ9KbFdNkDCODFGsilZiPKjUJZfEpPqlJP8xsmIWQ9GbFNBnDyBi1OqdLmYSCIqtqce5XS6sIgxqsLSU56Wc9JL0ZMSFjGBmjlCYSZTIMExod7Tnm3bZmRITXRYtX05ZrIdcqoxzzSSHAUIiAAc93VOmkX0lYcjOEpDcSZi4zjIxRq3M6yCSUaxW27xwd4QXQnx8KX5mZAAd3tIWawzo72qoSMFnNlG2YkDGMzBE2AUf1U3TP7hwRSTahPVdWiOSHlFYJKs0UL7lWYd7cabH6RiwsOduYkDGMjBHHBNw9u5Nl80/gqYUn077HuEjRYmE+kjjZe0/PQt89u5PT53QOC7ZWEU6fU50Zy8KSs435ZAwjY8TtnI462Yal3I+T7TvzXLR4NRctXj2ifVCV21f2DifmrAQLS842JmQMI4PE6ZyOEj1WDwFTjqjBDeVKFoCFJWcJM5cZRkapZa2MnyDzGzC8yr9VJHUBU6Cc1hXk5L99ZS+nz+kclc3AIsiygWkyhpFB4kzkGGR+O376JO5+7Dm278zXxRcTlXImrjAn/4PrtwZmMzDSx4SMYWSQWtfKFOM3vxULsKwQxcRlTv7Gw8xlhpFBkpxMgwRY2kQ1cdUa3m3UH9NkDCODJBkxlaWn/g8dM4Uru2dG3j/L5bCNYEyTMYwMkmQixyw99d++sreigIbihabm5M8+pskYRgXUq3Rvkokcg7SBtOjPD/LZW9cA3pij3F/LPdZYmJAxjIjUu3RvUpNpkACrdxZmP4OqLLhjLSue2TZivYuVRm4OTMgYRkTijvhKk2IBduzCB1IVNP35QX78yLOjwqkb9f4au0lNyIjIZOBG4EBgCLhOVf9FRCYCi4GpwNPAmaq63R2zADgPGAQuVNWlrn0OcD3QBvwc+LRqhoL/jaagkcNn/WaofdtyiEDfzvywSSoLJrSw9Tpx3d96mTqNkaTp+B8APquqfwUcA3xCRI4E5gP3q+oRwP3uM27b2cAM4CTgWyJS8Ix+GzgfOMK9TqrnQIyxQaOGzxavku/rz7N9Z35EWnzw6rgkmYm5s6ONDx0zpeJrxHF/rRxAeqQmZFT1OVX9rXv/MvB7oBM4DbjB7XYD0O3enwbcoqq7VPUpYCNwtIgcBOyjqg877eVG3zGGERuNWrq33LoYv0nqa2ceFZiCJg527Brg7seeY1CVYjETJnYEYrm/Vg4gPTIRwiwiU4HZwCPA61X1OfAEEXCA260TeNZ32GbX1uneF7cHXed8EVkhIiu2bt0a6xiM5qdRw2ej+FoKJqnCGKvRaPbao7RwKmhQ4CXjLFyhs6MtNHeaEo/Tv5FNnY1O6o5/EdkbuB24SFVfkvAfd9AGLdE+ulH1OuA6gK6uLvPZGBXTiOGzrSJl85P5TVKF8X3m1tVEKEPDuJYWpu7fzrovncSRX7iHnfmhSP1SPAEzb+40PnvrmsA+dsZkiiy1uNV8NcmSqiYjIjk8AXOzqt7hmp93JjDc3xdc+2Zgsu/wQ4Atrv2QgHbDMChfjCzXIoEmqajaTNfUCey/9570rOqNLGAKFHwjQX2M0xQZZuo8fvok89UkTGpCRjyV5fvA71X1675NS4Bz3ftzgTt97WeLyJ4ichieg/9RZ1J7WUSOcef8sO8YwxjzlNMG9h4/btST+6KlGyJV0yw+plJaRQL9RSIwPtfCxYtX11TmoECYqfPB9VvNV5MwaZrLjgX+N7BWRFa7tn8CFgK3ish5wCbgDABVXScitwKP40WmfUJVC7+OC9gdwnyPexmGQfkV/n3OT+KnEl/F8if/AkTz/RQTpmWpMuy/iWtRZpCp8+KiCp0FzFcTH6kJGVX9b8KDSt4ZcsxVwFUB7SuAN8fXO8NoHgoTa5jfIyhEOO0sAMXEtSiz2P/S0Z4bFmZ+sh6W3khkIrrMMIxk6Z7dyQffPnnUU12uVdixa2BU9c2waprV0BLT0ptatYugtTKvvDpArnVkByv1BcVVwbRZMSFjGGOAnlW93L6yd1TY5cCg0tefH+X0LvZhVBPS3CrCtWfNIkrujQntuWFfSUdbLnCfWrWLoLUy+SFlrz3GVR2Wbos8y5N6CLNhGMkTtiCzeP73m6WKq2leFOK/CGNIle7ZnVxx17pAk5SfV/NDXHPWrOFMzEnUjAnThF7sz7P6shOrOmcz5bNLChMyhjEGqMTUtKWvf5Tv4vjpkyq+Zke7p5FE0WSKhRvEX+YgiUJwtsizPCZkDCMDJL0gsBJH/vhcywitpbevn5uWb6r4mgXh8mJ/aS2mgH9iTmLRaxJVNZOsYNosmE/GMFKmHnb9eXOnhYZyFtNf4YLKMPr687xxwc9DU8YUU+3EHNXxnkRaoEbNZ1dPTJMxjJSph12/e3YnK57Zxs3LN42Y9Fvw6mwkRblsA36qmZgrLSQXt4aUZAXTZsGEjGGkTBJ2/SDz25XdM+k6dOKI9p2vDZR1yteDjrZcVRNzFhzvjZjPrp6YkDGMlInbrl/u6d4/IR42/+6qrhEnbblWLj91RlXHmuM9+5hPxjBSJm67fiW1U9J0UMfhF6m1kJwtpEwe02QMI2XitutHfbrvWdXLjl0DVV2jVvbao5V1XzppuB/HLnygqrHXEjFWqT/HqA4TMoaRAeK060cxvwUteIzCsW+cyLInttXUv9YW4ar3zQzsR29fPxcvXs1Fi1cP15opdV9qEdBZ8OeMBUzIGEbMpF0EK8rTfbmSzGGc0TWFh5/cFqmYWRAT2nNcdsqMEcKhuB+FU0fVLKoV0ObPqQ8mZAwjRrJggonydF/NRNqWa2HR0g01CZhVXxyZvqVcP5LULMbaQsq0Hn5MyBhGjGTFBFPu6T4sxX0pBoa0pvT/23fmubRnLQ+u31o21b6fpDSLJDIAJEWtAiLNhx8TMoYRgaj/5I1ggulZ1csrr1bu8M8PKq0iFS2wLMafnqa3r59ci5BrFfKD4edMSrNolIWUcQiINB9+TMgYdSNtX0W1VPJPnhUTTKl7XU1p5QK1CJgg8kNKR1uOvfYcF6olVZOcMyqNsJAyDgGR5sOPrZMx6kIj192oZN1JFnJZlbvXtUwsE9pzTGgPrvdSLS/251k2/wQ6QwTxg+u3xnq9RiMOAVHreqJaMCFj1IVKJuqsUck/eRJJGCul3L2uZWJRhctOqW51fhgtIlzaszZUk8mSqTEN4hAQaT78mLnMqAuN4KsIo1ITWNommHL3OszhLSg7y2RgfrE/T/fszooLmJViULVkKYF6PG1n2ZQbR4BCmv6nskJGRPZU1V3l2gyjFFnxVVRDI0UhQfl7HTbhAGUXaLaIcM53H06g18HU4z5nIey8FHEJiLQefqJoMg8Db43QZhihNNpE7adRopAKRLnXQRNOz6pexudaSgqZQdWaV/xXQj1MjVkJOy9F2tpxLYQKGRE5EOgE2kRkNgzXPNoHaK9D34wmotEm6mIa6Z+8mnsdlGYm1+KFK1e7+LJWOjva6nLPG9mU2wiU0mTmAh8BDgG+xm4h8zLwT8l2y2hGGmmibnQqvddBT/PVhjnHQT213FpNuaX8OVn29dSLUCGjqjcAN4jI6ap6exIXF5H/AN4LvKCqb3ZtE4HFwFTgaeBMVd3uti0AzgMGgQtVdalrnwNcD7QBPwc+rRpzQL9hNBHFk18tK/njRKDuk3FSmZyBTPt66kWUEOZDRGQf8fieiPxWRE4sf1gkrgdOKmqbD9yvqkcA97vPiMiRwNnADHfMt0SkEJP3beB84Aj3Kj6nYRiOoHU0WUCAa86axbL5J9Q9BU+1Yeel/DmNHLYfJ1Ec/x9T1X8RkbnAAcBHgR8A99Z6cVX9TxGZWtR8GnCce38D8BDwedd+i4tqe0pENgJHi8jTwD6q+jCAiNwIdAP31No/w8gq5cww5Vb8V5OBOWkUUnO21zOT81jz9UQRMgVfzHuAH6jqGhGRUgfUyOtV9TkAVX1ORA5w7Z3Act9+m11b3r0vbh+FiJyPp/EwZcqUmLttGPWhXMhtue1ZnuSy3LcgyvlzgrZ1tOeqLtLWiEQxl60UkXvxhMxSEXkdUHrFVjIECTYt0T66UfU6Ve1S1a5Jk5LLh2QYSVLODBO2/Yq71nHswgeC/zkygkLdyiDHUXq51Er6oG25VuGVVwcaMr1StUTRZM4DZgFPqupOEdkPz2SWFM+LyEFOizkIeMG1bwYm+/Y7BNji2g8JaDeMpqSciSZs+/ad+YrT+6dBPRzkcS3AjBIu7t+2Y9cAff0jv4OsrcmJm7JCRlWHROQQ4O+clexXqnpXgn1aApwLLHR/7/S1/0hEvg4cjOfgf1RVB0XkZRE5BngE+DDwrwn2zzBSpZyJJkvRYgXKpfMvJumJN84FmKX8OcXbDpt/d+B+jWYmrISy5jIRWQh8GnjcvS4UkavjuLiI/Bgve8A0EdksIufhCZd3i8gfgXe7z6jqOuBW14dfAJ9Q1cKv5ALge8BG4AnM6W80MeWSHQZtj0pSztZci9DRVln25iQn3rQWYKaZDTktopjL3gPMUtUhABG5AVgFLKj14qr6wZBN7wzZ/yrgqoD2FcCba+2PYcRFkovwyplogrYHmWmA4VouW/r66WjPsSs/WDZJZjXszA/RX+F5k5x408ql18jplaolahbmDqCQsGjfZLpiGM1BPRIulgu5Ld4elDamLdfK5afOKIpISy6mp5SxTIq2VzvxRhXuaU32jZ5eqRqiCJmrgVUi8iDeb+FviEGLMYxmJSsJF4sn3NPndPLg+q2pr50pFigA7Xu0kmtt4cX+fNUTbyXCPc3JfqylV4ri+P+xiDwEvA3v9/F5Vf1T0h0zjEYlCwkXgybc21f2jlrJXhBE9QwUUDwznd98t+O1Qdpy3or/aifgSoV7vSf7sZrHrFQW5rnA61T1Nrc4colrP0dEXlDVX9ark4bRSFRq749j8ik+x45dA2Un3CATWj3oaMvx8qsDo9pr1fayINzDyHrNmiQpFV12BfCrgPb7gS8l0x3DaHwqKXUblEes0sV5QecIcvLDyAk3iomsoy1Ha4whZ7kWYcdrAwyG5K/196/SxZJZjtway3nMSgmZdlXdWtzoTGV7Jdclw2hsKkm4GGXyKTfZVuJP8U+4UZ7wLz91Bi0t8UiZzo429h4/ruR6mUL/qhG+adaxL0eWtaykKeWTGS8i41R1hF4rIjm8lPqGYYQQ1d5fbvKJYmaJOlEVT7jlFm12drSxaOmGihZRhtEqwry507h48erQfXItws7XBjhs/t20iIzSdsqZ07IcudXI5cdrpZQmcwfwXREZ1lrc+++4bYZh1Eg5E08UTSfsHBPac6HaVM+qXna+NtovUqAgkOJ60h5UZcEda+loD16QKQKIl/pG3f5BlOtP9+xOls0/gacWnlz3kgGlyLKWlTSlNJlLgSuBZ0TkGdc2Bfg+8IWkO2YYY4Fy6zWimFnCznHZKTMCJ9kwh38htLjTpwFc8tO17HgtnsCA/vwge45roS3XOqqve45rCfUj+WnUJ/9qS2JnUSurlFKVMQeA+SJyBXC4a96oqs1vRDSMOlFu8oliZql0Agvz4Rzc0cay+ScMT24XL14de8bmvv48Hzpmyqj1OqXMaH527BqgZ1Vv5Mk2SxN1JSHTzRSNFmWdTD+wttx+hmFUR6nJJ+rK9EomsFLaUT3Cmm9avomOttyINTFha3VaBIZ8kq6vPx95sm3kiTorC3rjIEo9GcMwUqKW0sBhlPID1Wvlf0FY9KzqpWdVLzt2jfYPteVa2Wf8aB9O1NDfRg4bbqZotKi5ywzDSIm4V6aX0o6imq3ioD8/yOVL1rFrYGiUMJjQnuOyU2aE9ifKZNvIE3UzRaNF0mREpFNE/lpE/qbwSrpjhmGMJo5qjqW0o3pPYn39+UDNqX2PcSX7419PE3Y/srw4sxzNFI1WVpMRka8AZ+HVcSn8GhT4zwT7ZRhGEXH6GMK0oyAtJw0K2kYpravc/WjktPpZXvNTKVHMZd3ANFXdlXBfDMMoQZzO4LCoq+7Znax4Zhs3L98Ue2RZMW25VsbnWgJLQhe0jVKT7bELHyh5P+KcqNOIUmuWbM1RhMyTQA4wIWPEQpbCShuJKNkBotzXUhoAwI8feTZxASPA6XM66Tp0YlltI2yyjeJziWOibuQotSwQRcjsBFaLyP34BI2qXphYr4ymxf5hq6eUM7iS+xqmERWc8GGr7eNEgQfXb6Xr0ImMz7UM96ejLTdcSK0c9XKON1M4cRpEcfwvAb4M/BpY6XsZRsU0clhp2pRyBldyX8M0gDAnfFIUBKHfXLZrIHplzno5x+sVpRZHUEcWibIY8wYR2QN4k2vaoKrl8z8YRgCNHFaaNqV8DFFDfXtW9QYmn0yLUhqC3/y3b1sOEejbObpyZtKm13poTM2s4UeJLjsOuAF4Gs+UOllEzlVViy4zKqaZ4v/TIMzHEOW+FiayIAETVBI5LYIyD/jzmhVPwElPwvWIUmtmk1wUc9nXgBNV9X+p6t8Ac4Frku2W0aw0U/x/lohyX8NW87eKZEbAALSIcNHi1SVNd/U0sSaRdaGYZtbwozj+c6o6/G2q6h9cTRnDqJi04/+bNbIt6L4eP33ScKLLUrVjsmI6KxC1P719/UydfzewO0NAUuHJSWtMzazhRxEyK0Tk+8AP3edzMMe/UQNpxP/3rOrlirvWjXAyN5PdG0be1yAbf5ZMYnGzfWeeebetASr7LntW9TLvtjXDhdl6+/qrOk+tNPLC0XJEMZddAKwDLgQ+jbfy/+NJdqoaROQkEdkgIhtFZH7a/TGyQ2HCDVr016yRbUGmsWYVMAXygzrquywXsXXFXetGVf7MDypX3LUu8f76qYdJLi1EM6YqV4OItAJ/AN4NbAZ+A3xQVR8PO6arq0tXrFhR0XWazdTSqOOptN/HLnygZJlh8Mwthcil46dPGlXvJMp9CdKWSq37KDWOc777MMue2DbqmI62HO896iAeXL81M9rJLT/ynunO/ruFKfdkJO25FvJDOkqItOVa6M8P0Vomyu7as2YNlyAo7NtZ9D2FfYfV/m/5j+toz6EKL/aPjqgrdw7/79D/G4zjf15EVqpqV+T9w4SMiNyqqmeKyFoCfseq+paKepYgIvIO4HJVnes+LwBQ1avDjqlUyATV2WjLtTbs00ajjqeafh82/+6aJuIo96XY7OIn1yIsOuOoEceXGsdPVmwKFDBZJatCplaKK3j6269+/0yAwO/w9Dmd3L6yt+L/rXK1fGr5HeZahLOOnlxVv4qpVMiUMpd92v19L3BKwCtLdALP+j5vdm2x0WyLCBt1PNX0u1bnaZT7smjphkABA5AfGm3GKTWORhIwzUzYZF/4nsK+wx8/8mxV/1vlavnU8jvMD2nV/aqVUCGjqs+5t/+oqs/4X8A/JtqrypGAtlF3WkTOF5EVIrJi69atFV2g2UIMG3U81fQ7KLw3rutG3d7b1z/CJ9Co99/w2NLXH/pdhZngav0N1XqOavtVK1Ec/+8OaPvbuDtSI5uByb7PhwBbindS1etUtUtVuyZNmlTRBRq5NkUQjTqeavpd7FRtlaBnkuquG3U77I5m61nV27D3f6xQ7jdycEdb6HcVdmyp77aQiaEctfwOq+lXHIQKGRG5wPljpovIY77XU8DasONS4jfAESJymEuBczZezrXYaLZFhI06nmr73T27k2XzT+CphSfztTOPqkiziXL+eXOnkWstP0kUzBOlxnHsGydG7psRP225Vj749skl95k3d1rod/jBt0+u6DdaKhND1HP4+xX0O8y1SMX9iotSmsyP8HwvdzLSFzNHVc9JtFcVoqoDwCeBpcDvgVtVNdYYxGYLMWzU8cTR7+JzdLTlmNCeGz7fh46ZUvH5u2d3sugDRzGhvfw65S19/SXHcfPfvyNU0HS05Yb7B8F2YsNjQnuOa8+axbVnzRq+zxPac3S0ed9R4cm+0Ob/Hq7snjm8XzEdbbnh38P4XMuI9sKxlfxGw3wxIozqVzW/w462HIvOOKrifsVF2RBmETkGWKeqL7vPrwOOVNVHEu1ZwlQTwmwYlRAWOt3Z0cay+Sekep1aI+78JBVdVgjPLg7T9kdEzbri3hF5zQrEcY9LRQBCcGRZNZN22HchwFMLT66m64kSZ3RZgW8Dr/g+73BthmGUoF4myWqu0wi+H8UTFtf4NJHip+/LT52R2D0upW3GGZ3Z7P65KGllRH3qjqoOiUiU4wxjTFOvPG3VXCcojYmfFoGhtFd5stu0GDaWpO9xLVU5o9LMKWUgYvllEbmQ3drLP+KVZDYMowz1ytNW6XWiTM5vWHB33QRNe66FnfnRBcuiPM2nkQsvLKFlRwSfXDFpJ41NmihC5uPAN4BL8TTY+4Hzk+yUYYw10kjxEzY5F/pSDwEjwDnHTKHr0IkN9TQ/b+60wJX1r7w6QM+q3oq/uzQEZb2IUhnzBbyQYMMwEiBLVRHLpTaJk1YRvnbmyHQ7jfI03z27k8uXrBsVdFDI7pDVfqdBlMqY44HzgBnA+EK7qn4swX4ZxpghS1URy6U2iZNBVS5avJor7lo3XAumkSbnFwOi2sCyNhQTJbrsh8CBeBUxf4W3mv7lJDtlGGOJLKWYSeOahVowxWn4s06zR4XFRRQhc7iqfgHYoao3ACcDM5PtlmGMHbI0WVXjuI6DoFowWadRs2bUmyiO/4JO2Ccibwb+BExNrEeGMcYoF8Jar6CAnlW9vPLqQOznjUqQFpXlmkfNHhUWF1GEzHUiMgEvumwJsDfwxUR7ZRhjiFKTVVJBAcWT9/HTJ/HjR54tmz+rWnKtwqIPHDVcBCyIYs0tSwERYTSaHykNokSXfc+9/U/gDcl2xzDGJmGTVRJBAUGT903LN1V1rihMaM8NO/ZXPLMt8FotwggzU8+qXj5765pRQq/c2LOs+YxVokSXfRr4AZ6z/7vAW4H5qnpvwn0zjDFPEkEB9Ywgu/asWSMm+QfXB9dx2teXdLJcVuKwsTeC5jMWieL4/5iqvgScCBwAfBRorjqrhpFRkggKqFcEWa5l9OQedu2+nbvDgcsJwbCxN2q112YnUu4y9/c9wA9UdY1IFVWfDMOomCTyWoWlRImb/BBc2rOWB9dvZUtfvxe5VpxS2eGPaislBEuNPUuh4MZuomgyK0XkXjwhs9Sl+h+dZMgwjNhJou5PHOWoo3LT8k309vWjeOthwuIKCulYIFxTaRUpOfYshYIbu4miyZwHzAKeVNWdIrIfnsnMMIw6EHcEU1A0Wz00m1L407GEaW/lhGuzZzNuVKJElw2JyPPAkZbi3zDqQ9JRUn7B1bOql4sXr46tiFm1FMxa1a4/sXUr2SRKdNlXgLOAx4HCI4LihTQbhhEz9YySKoQKpy1gYKRZq1rtzdatZI8omkk3ME1VdyXcF8MwqF/CzHKhwvUk1yqRzVq2FqaxiFS0DMgBJmQMow7UK0qqnutlypEfVFY8s62ssAjS8ubdtobLl6zjxf68CZ0MEkXI7ARWi8j9+ASNql6YWK8MYwwT5oiPO0oqa6G9Ny/fRNehE0sKiCDBmB/U4boutgAze0QJYV4CfBn4NbDS9zIMIwHqld23VKhwGgvhFMounIwiGG0BZraIEl12Qz06YhiGR72ipEqFCoflGEuackIkarh11rS0sUyU6LIjgKuBIxlZGdOSZRpGQtQjSsovzHr7+mkVGdYCClpTkpmZg1Dg2IUPhArVIMEYhC3AzA5RzGU/AL4NDADHAzfiVcs0DKPBKSx+bMu1DguTgl+j69CJfO3Mo2ips+2scP2gSpnFGRAmtOfIFXXQFmBmiyhCpk1V7wdEVZ9R1cuBE2q5qIicISLrRGRIRLqKti0QkY0iskFE5vra54jIWrftG4X8aSKyp4gsdu2PiMjUWvpmGGONUiHTi5ZuYCiFCOdSfpXu2Z0sm38CTy08mVVfPJFFZxwVa9odI16iRJe9KiItwB9F5JNAL1425lr4HfB+4N/9jSJyJHA2MAM4GLhPRN6kqoN42tT5wHLg58BJwD14aW+2q+rhInI2UFg8ahhGBLKaWDLq9W0BZraJoslcBLQDFwJzgA8B59ZyUVX9vaoGPaacBtyiqrtU9SlgI3C0iBwE7KOqD6uq4pnsun3HFIITbgPeaVmiDSM6Yf6LtJdoml+lOSgpZESkFThTVV9R1c2q+lFVPV1VlyfUn07gWd/nza6t070vbh9xjKoOAC8C+wWdXETOF5EVIrJi69bg4kmGkSQ9q3o5duEDHDb/bo5d+ECg36HezJs7bZRfo0Bagsb8Ks1DqJARkXHOTDWnGs1ARO4Tkd8FvE4rdVhAm5ZoL3XM6EbV61S1S1W7Jk2aVHoAhhEzhdXqhdT3pRzc9aR7did7j08+922rm0Zay0wnYX6VLApoozylflmP4pVaXgXcKSI/AXYUNqrqHaVOrKrvqqI/m4HJvs+HAFtc+yEB7f5jNrss0fsC26q4tmEkSr1yklWDvzJlUgyp8vTCkwEvTDlovUtnRxvL5o+OK7LSyo1LFJ/MROAveBFl7wVOcX+TYAlwtosYOww4AnhUVZ8DXhaRY5xW9WHgTt8xBR/RB4AHnN/GMDJFVh3sUB//R1tu93RTaVaDOEormyaUDqWEzAEi8hm8SLC17u869/d3tVxURN4nIpuBdwB3i8hSAFVdB9yKV1bgF8AnnMkO4ALge3jBAE/gRZYBfB/YT0Q2Ap8B5tfSN8NIiixXbpw3dxq51mTjZXbmh4Yn9korftYqoLNqqhwLlDKXtQJ7U4HPIyqq+lPgpyHbrgKuCmhfAbw5oP1V4Ixa+mMY9SDLlRsLk/sVd61je4KmsyvuWjd8rUpCj2tNGpplU2WzU0rIPKeqX6pbTwyjycl65cbCpH/Y/LsTiyoLE2DlasTUIqB7VvWG5jvLgqmy2SklZGytiWHETCMsHIyahDIuojj1qxXQhXOHkQVTZbNTSsi8s269MAwjM8ybO42LFq9O5NxBT65RTVnVCOhShdmyYqpsdkKFjKpaGLBhGLGiwGHz7x6hiVTr1I9ShrnUOSzHWX1IfgWWYRiZpniy3rFrINHr+aO7oDqnftR1M2Hn7uxoMwFTJ6KskzEMo0kJCu0tlDJOGn/tmkorgUZdN1OvKqNGOKbJGMYYppTPoh5s6euvyqkf1cSW9Yi+sYAJGcMYw6QdwlswiVXq1K/ExNYIEX3NjJnLDGMMk2YIby1mKzODNQ4mZAxjDDNv7rRUFsS1itQU3VVpWhojPcxcZhhjnHpnk23LtcYiEMwM1hiYkDGMMUq51fBJcfocTzj0rOrl8iXrhqPZJrTnuOyUGSY4mgwTMoYxRkkrsuxna56j69CJzPvJGvJDu/Wo7TvzzLttDWA1YpoJ88kYxhglrciyvv48i5ZuGCFgCuQHtaIaMUb2MSFjGGOUNCPLSgm4tMOqjXgxIWMYY5Tjp09K7dotEh7T1iyZka0Sp4f5ZAxjDNKzqpfFjz6b2vUHQyqk51qlKda6RM2tNhYwTcYwxiBhPpF641doJrTnOOttk1m0dEPDP/1Hza02FjBNxjDGIFH9Hp0u15c/1DhWFJ5eeDLQXE//1ZYvaEZMkzGMJifINxDF71FI09I9u5O99kzmedTfj2Z6+g+7v83ib6oE02QMo4kJ0g4uWryaXJnHy86ibMVJPYH39vUzdf7dTGjPsX1nsKbUiE//8+ZOG3HfYezmVjMhYxhNTNiCy/xQ+DGtImzp6x/WILpnd7JvWy4Wc5kIBPn8wwQMNObTv5UY2I0JGcNImChlgpOiGi2gEPnl94mUiDiuCFXoKCGwhJG51Br56d9yq3mYT8YwEiSo8uSCO9bWLWqqVi2gPz/IRYtXl9Q0KqWURqRgmZWbjFSEjIgsEpH1IvKYiPxURDp82xaIyEYR2SAic33tc0Rkrdv2DRHv2UpE9hSRxa79ERGZWv8RGUYwaTuzg+quZJnOjjaWzT+BpxaezLL5J5iAaQLS0mR+CbxZVd8C/AFYACAiRwJnAzOAk4BviUjhP+TbwPnAEe51kms/D9iuqocD1wBfqdcgDKMcaYeyFuquTGjPjdqWaxH22mO3AEqjroyfZlmIaYwkFZ+Mqt7r+7gc+IB7fxpwi6ruAp4SkY3A0SLyNLCPqj4MICI3At3APe6Yy93xtwHfFBFRDVlSbBh1pJIywUlR8A2U8w0VR6IF0SIQ1xpOv2/G0vw3L1lw/H8MWOzed+IJnQKbXVvevS9uLxzzLICqDojIi8B+wJ+LLyQi5+NpQ0yZMiW+ERhGCFkKZS3niC5su2jx6tB94hIwIrD6shOHPxcE4MWLV4/pSKxmJDEhIyL3AQcGbLpEVe90+1wCDAA3Fw4L2F9LtJc6ZnSj6nXAdQBdXV2m6RiJ02ihrN2zO1nxzDZuWr4p0euc8/bdD3mX9qzl5uWbhv9pi1f6pxmdZ9ROYkJGVd9VaruInAu8F3inz7S1GZjs2+0QYItrPySg3X/MZhEZB+wLbKt5AIYRE40Wynpl90ye2voKy55I5t+oPddC16ETAU+D8QuYAv7giGZJNTNWSSu67CTg88CpqrrTt2kJcLaLGDsMz8H/qKo+B7wsIse4qLIPA3f6jjnXvf8A8ID5YwyjOgopaJISMAA780PDYdyLlm4INjvA8ILQZkk1M1ZJyyfzTWBP4JcuEnm5qn5cVdeJyK3A43hmtE+oauEXdgFwPdCG5/C/x7V/H/ihCxLYhhedZhhGhURx/MdFQVCUirI7uKOt7tF5ZpqLn7Siyw4vse0q4KqA9hXAmwPaXwXOiLWDhjEGCUtBkxSFiTwo+g68omoPrt9at+i8ZsoCnSVsxb9hGED9E1Hu25YruVj09pW9HD990qjtSUXnmWkuGUzIGEaDE1eZ33onohTZvVi0NSA5Wn9+kAfXb+Xq98+sS6qZtBfONitZWCdjGEaVxGniOX76pMBIr6Toc/nQumd3cnHI2pwtff11i87LwsLZZsQ0GcNoYOIy8fSs6uX2lb2BAqazoy0wLU2tdPjOmYUiX0Gmu0bOAp0VTMgYRorUauqKy8QT5vQvJKw88qDXVXS+KGzfmWeqG3eQ7yXXKuzYNVCzGTAqBdOdZYGOFzOXGUZKxGHqqsbEExSmW0pYXdqzNtF1M719/cNmulYRBlWZ0J7jlVcHhnObFSp6XnHXukRznDXawtlGwDQZw0iJOExdlZp4Lu1Zy8WLV4+ob3Px4tW07xEc4XVwRxs/eqS2FDNRTG0FM92g6vB48gGJ0rbvzNe1Ho9ROyZkDCMl4jB1VWLiCUvhosCO1wbJtY6M8CoIq2qTYgpw7VmzKj6uPz9YskiahRU3FmYuM4yUiMvUFdXEUyqFC0B+cPfWjrYcl586o+w5SzE+15JYBgELK24cTJMxjJSo1NRVaynnSibmHa8NANSkMewaGKpawLTlWkpW9LSw4sbBhIxhpESl0Uy1+HB6VvXSErDgMYz8oJbNLVaOWmrPjM+1cvX7Z9LRNtqfU2lYcVyLVY3qMHOZYaRIJdFM1fpwChrQYIXJycvlFquVDx0zJbRuTd/OfOSKnqWwfGTpY0LGMBqEalekV5v4skWE46dP4vaVvbH7VQT42ZrnQrf7x1RLWHEp7c+ETH0wc5lhNAjVrkiv1uQ1qMrtK3s5fU5n7Cv+FYbXwBQT5yp7y0eWPiZkDKNBqHZFei1O8v78ILev3MxL/QMj2ttzyUwdca+yz0K6mrGOmcsMo4GoxnQ0b+60mkKJ+/NDo9pmT+ng109uI+4atMvmnxDr+YLGbvnI6osJGcNocgpCye883/naQMkFj+VIIs1MULr/Wgkau1W7rC8mZAxjDFCsAfWs6mXeT9YEpm5Ji0qj36Ji+cjSxXwyhjEG6Z7dyaIzjgpch5Imto6l+TBNxjCakChrS/zrUC5evDqxYmWFzMpRsHUszYdpMobRZJRLP1O8Ah7gnGOmEL9HBJ5eeDJPXP2eis5tCTCbCxMyhtFklFqAGCaAug6dyDVnzRoOj+5oy9W8NkZgWLBVGjJs61iaBzOXGUaTUWoBYikBtGz+CaNMVFPn3111PxSGV9ZXGkZt61iaB9NkDKPJKLUAsd4r4AtpcAoLSaOEKds6luYiFSEjIl8WkcdEZLWI3CsiB/u2LRCRjSKyQUTm+trniMhat+0bIt6vVUT2FJHFrv0REZmawpAMIzOUSj9T7xXwLT6Z0j27k6ESAQCVZDEwGoe0zGWLVPULACJyIfBF4OMiciRwNjADOBi4T0TepKqDwLeB84HlwM+Bk4B7gPOA7ap6uIicDXwFOKveAzKMrFBuAWIlK+AriQwLongZTliSz86OtthX+xvZIBUho6ov+T7uxe4S36cBt6jqLuApEdkIHC0iTwP7qOrDACJyI9CNJ2ROAy53x98GfFNERDWhlV2G0QCELUCsdAX8B98+OTQdfzVYmpexR2qOfxG5Cvgw8CJwvGvuxNNUCmx2bXn3vri9cMyzAKo6ICIvAvsBfw645vl42hBTpkyJayiG0VBUsgL+yu6ZAPz4kWer0miKF3tampexR2JCRkTuAw4M2HSJqt6pqpcAl4jIAuCTwGUQGE6vJdops21ko+p1wHUAXV1dpukYRgSu7J7Jld0zRxUAK0euRbj81Bmj2i3Ny9giMSGjqu+KuOuPgLvxhMxmYLJv2yHAFtd+SEA7vmM2i8g4YF8g/ux9hjHGKdZCOtpzw1mY9xjXyoeOmcKD67eahmKMIBVzmYgcoap/dB9PBda790uAH4nI1/Ec/0cAj6rqoIi8LCLHAI/gmdn+1XfMucDDwAeAB8wfYxjJEKiFPLgfAG91pjXD8JOWT2ahiEwDhoBngI8DqOo6EbkVeBwYAD7hIssALgCuB9rwHP73uPbvAz90QQLb8KLTDMMwjAyQVnTZ6SW2XQVcFdC+AnhzQPurwBmxdtAwDMOIBVvxbxiGYSSGCRnDMAwjMUzIGIZhGIkhYzUQS0S24gUdVMP+BCz2bGBsPNnGxpNtmmk8UcZyqKpOinrCMStkakFEVqhqV9r9iAsbT7ax8WSbZhpPEmMxc5lhGIaRGCZkDMMwjMQwIVMd16XdgZix8WQbG0+2aabxxD4W88kYhmEYiWGajGEYhpEYJmQMwzCMxDAhA4jISSKyQUQ2isj8gO0iIt9w2x8TkbeWO1ZEJorIL0Xkj+7vhAYeyxkisk5EhkSkrqGaCY1nkYisd/v/VEQ66jScpMbzZbfvahG5V0QObuTx+LZ/TkRURPZPehwV9Kma7+dyEel1389qEXlPI4/HbfuU27ZORL5ashOqOqZfQCvwBPAGYA9gDXBk0T7vwcv6LMAxwCPljgW+Csx37+cDX2ngsfwVMA14COhqgu/mRGCce/+Venw3CY9nH9/xFwLfaeTxuO2TgaV4C6b3b+Tx4JWH/1y9/m/qMJ7jgfuAPd3nA0r1wzQZOBrYqKpPquprwC3AaUX7nAbcqB7LgQ4ROajMsacBN7j3NwDdCY+DMv0pUPFYVPX3qrqhDv0vJqnx3KuqA+745YwsiJckSY3nJd/xexFSGTYBkvrfAbgG+L/UbyxE6BNUP540SGo8FwALVXUXgKq+UKoTJmSgE3jW93mza4uyT6ljX6+qzwG4vwfE2OcwkhpLWtRjPB9jd22ipElsPCJylYg8C5wDfDHGPpcikfGIyKlAr6quibvDZUjy9/ZJZ476D6mT6TxCn0rtU+rYNwH/U0QeEZFficjbSnXChIynJhZT/PQUtk+UY+tJM40FEh6PiFyCVxzv5qp6VzmJjUdVL1HVyXhj+WTVPayM2McjIu3AJdRPUPpJ6vv5NvBGYBbwHPC1KvtXKUmNZxwwAc+8Ng+4VUSC9gdMyIAnoSf7Ph8CbIm4T6ljn3dqJ+5vSZUyJpIaS1okNh4RORd4L3COOsNyHajH9/MjILQoYMwkMZ43AocBa0Tkadf+WxE5MNaeB5PI96Oqz6vqoKoOAd/FM0XVg6R+b5uBO5yJ7VG8CsfhwRn1dkZl7YUnlZ/E+2EXHFwzivY5mZHOsUfLHQssYqTj/6uNOhbfsQ9RX8d/Ut/NSXglvic1yW/tCN/xnwJua+TxFB3/NPVz/Cf1/RzkO/5i4JYGH8/HgS+592/CM6tJaD/qMdisv/AiLP6AF01xie9Gfty9F+Df3Pa1+CbaoGNd+37A/cAf3d+JDTyW9+E9vewCngeWNvh3s9H9Y6x2r7pEYyU4ntuB3wGPAXcBnY08nqLzP02dhEyC388P3b6PAUvwCZ0GHc8ewE3uN/db4IRSfbC0MoZhGEZimE/GMAzDSAwTMoZhGEZimJAxDMMwEsOEjGEYhpEYJmQMwzCMxDAhYxgBiMigy5i7TkTWiMhnRCSV/xcR6RKRb1Sw/0MuQ24h6+8HkuyfYZRiXNodMIyM0q+qswBE5AC8lfT7ApfVuyOqugJYUeFh57jjDCNVTJMxjDKol2X2fLwkhyIi/yUiswrbRWSZiLzF1Q35D6dJPCkiF/r26RGRlU4zOt/X/oqIfMVtu09EjvYdf6rb5zgR+Zl7v7eI/EBE1rqEi5FSyIjIJBG5XUR+417Huva9XJ9/IyKrRCTtzMFGk2FCxjAioKpP4v2/HAB8D/gIgIi8Ca+uxmNu1+nAXLz8VJeJSM61f0xV5wBdwIUisp9r3wt4yG17GbgSeDdeloUvBXTlC8CLqjpTVd8CPBDS5Zt95rL9gH8BrlHVt+HlNvue2+8S4AHXfjywSET2quTeGEYpzFxmGNEpZJr9CfAFEZmHVyrget8+d6tXZ2OXiLwAvB4vJc+FIvI+t89k4AjgL8BrwC9c+1pgl6rmRWQtMDWgD+8Czi58UNXtIX0dYS4TkXcBR/qS5e4jIq/DK+B2qoh8zrWPB6YAvw+7CYZRCSZkDCMCIvIGYBB4QVVVRH6JV8TpTDztpMAu3/tBYJyIHIcnHN6hqjtF5CG8yRwgr7tzOw0VjlfVIREJ+v8UqivB0OKu3180LgFO13SK0hljADOXGUYZRGQS8B3gmz6B8D3gG8BvVHVbmVPsC2x3AmY6XrbbarkXX72YCgpgFR83y71dCnyqUA9ERGbX0DfDGIUJGcMIpq0QwoxXz/xe4IrCRlVdCbwE/CDCuX6Bp9E8BnwZr+RztVwJTBCR34nIGjw/ShQuBLpcsMDjeJl4cf3JAY+JyO/cZ8OIDcvCbBhVICIH49XXma5eMSrDMAIwTcYwKkREPgw8gldjwwSMYZTANBnDMAwjMUyTMQzDMBLDhIxhGIaRGCZkDMMwjMQwIWMYhmEkhgkZwzAMIzH+Pw2k2pZ9mtWxAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -498,12 +488,11 @@ { "cell_type": "code", "execution_count": 146, - "id": "8ee7a010", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -526,12 +515,11 @@ { "cell_type": "code", "execution_count": 166, - "id": "f927b1a5", "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEWCAYAAABxMXBSAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAv20lEQVR4nO3dfZxcZZ3n/c83TQMNKo1jdJImIVEzUQJDoj0hM8zsAjKThBGIOg7iA8rsLsM9sjOMmpkg3CaojLjRURm5RXTcgQUEVMyGBxdYgZsVN0AgDxBJZgMDSTpBo9ARSISk89s/zqlQqVRV16mu01XV9X2/XvVK1XXOqXOd7vT5netZEYGZmVmtxjU7A2Zm1l4cOMzMLBMHDjMzy8SBw8zMMnHgMDOzTBw4zMwsEwcOaymSQtJbK2x7k6T7Jb0g6cujnbfRJunTkr7d7HzUStIXJF1Y57EfknTXCM//JklPSDpkJN9jw3PgsJpIerHotVfSrqLPH6pwzEmStjQwG+cBvwReFxGfbOD35kLS05JOLUn7mKSf1HJ8RPxDRPzH9LgpaVA9aJhz/o6k70n6paQdktZK+oSkrhFcxxJJ1w2zz3jgHOCb6eeT0v8nL6aBfoOkcysdHxHXR8Sf1JvH9Dt+DtxL8v/EcuTAYTWJiNcUXsAm4PSitOtHKRtHAz8Lj1otS9JbgAeBzcBxEXEE8H6gH3htzqf/GHBHROwqStua/n95HfD3wLckHVMm31WDYUbXA3/ZwO+zMhw4bEQkHSLpq5K2pq+vpmmHAz8CJhaVTCZKmi3pf0salLRN0tclHVzDef4F+Cjwd+l3nSppnKRFkp6U9CtJN0t6fdExcyT9ND3XGkknVfjuRZK+X5L2NUlXpO8/Jump9Mn53yqVsLIqKkV8VNKmtJRwcdH24if9+9N/B9Pr//0yX3kp8NOI+EREbAOIiA0R8cGIGEy/8wxJ69KfyX2S3l50vr+XNFBUQniXpHnAp4Gz0vOuqXA584H/v9yGSCwDngeOSX+eD0j6iqTngCWlJTFJMyTdLek5ST+X9Ok0vervnCRwvlnS0RXyaY0QEX75lekFPA2cmr7/LLACeCMwHvgp8Ll020nAlpJj3wnMAQ4CpgBPABcWbQ/grRXO+y/A54s+X5ie+yjgEJJqku+m2/qAXwGnkTwg/XH6eXyZ7z0a2ElSBQbQBWxL83k48GtgerptAjAj68+pKO1jwE/S91PS6/0W0AMcD7wMvD3dvgS4rmTfg6qc71ng3Crbfwd4Kf1ZdAN/B2wEDgamk5RUJhad7y2l+ajy3duB3yv6vO93n/783wPsTs/zMWAP8J/T/wc9JT+X16Y//08Ch6afTxjud1507rXAGc3+OxnLL5c4bKQ+BHw2In4REdtJnno/UmnniHgkIlZExJ6IeJrkD//f13nuvwQujogtEfEyyQ3uz9Kqjw+TVJ3cERF7I+JuYCVJICnN0zPAo8CCNOkUYGdErEg/7wWOldQTEdsiYl2d+a3k0ojYFRFrgDUkAaQev0Vyw63kLOD2iLg7InYDXyK5af8BMERyIz5GUndEPB0RT2Y4dy/wQknaREmDJO1Si4GPRMSGdNvWiPin9P/BrpLj3g08GxFfjojfRMQLEfFguq3a77zghTQ/lhMHDhupicAzRZ+fSdPKShtvb5P0rKRfA/8AvKHOcx8N/DCtdhkkKb0MAW9Kt72/sC3d/ockJYZybgDOTt9/MP1MRLxEcsM9H9gm6XZJb6sxf3tInuyLdZM8eRd7tuj9TuA1NX5/qV9R+fqg5HcVEXtJShl9EbGR5Gl+CfALSTdKqvh7LON5DmxH2RoRvRHx+oiYGRE3Fm3bXOW7JgGVgla133nBa4HBDHm3jBw4bKS2kvwxF0xO0yCpWin1DWA9MC0iXkdSf646z70ZmJ/enAqvQyNiIN3230q2HR4Rl1f4ru8BJ0k6iqRa5YbChoi4MyL+mOSmvJ6kaqkWm0iqfIpNZf9AW6taOgT8T+B9Vbbv97uSJJKb9ABARNwQEX+Y7hPAFzOcey1JVVitqn3nZuAtVbZV+p0XGtrfSlJys5w4cNhIfRe4RNJ4SW8APgMUGnR/DvyWpCOK9n8tSZvBi+mT+/8zgnNfBVxWaAhN83Bmuu064HRJcyV1STo07SJ6VLkvSqvZ7gP+K/BvEfFE+p1vShuUDydpf3iR5Am3FjcBF0p6mxL9wF8ANw5zXDnbSarM3lxln8XAH0haKum30/y/VdJ1knqBm4E/TRu9u0naEF4GfippuqRTlIyB+A2wq+g6fw5MkVTtfnEH9Vc5lroN+G1JFyrpaPFaSSek26r9zgFmA0+n1Y+WEwcOG6nPk7QdrAUeI2kr+DxARKwnCSxPpVULE4FPkVQFvUDy5H7TCM79NWA5cJekF0gaTU9Iz70ZOJOkRLOd5El1IdX/z98AnEpRaSPd/5MkT+vPkdwc/wpA0h9JerHK932LJBDdCuwAriWpn/8fma4yuZ6dwGXAA+nPck6ZfZ4Efp+klLNO0g7gByS/nxfS9oUPA/9E0u5wOkm36ldI2jcuT9OfJens8On0q7+X/vsrSY9WyOK1wGmSerJeW5nreIGkAf/0NC//Bzg53Vzxd576EElwsRwpwl3izWzkJP0D8IuI+GqTzv9Gki7BsyLiN83IQ6dw4DAzs0xcVWVmZpnkGjgkzUtHoG6UtKjMdkm6It2+VtI70vRDJT2kZLTvOkmXFh2zJB3dujp9HdAv38zM8tPIOWL2o2RStStJGrm2AA9LWh4RPyvabT4wLX2dQNJV8wSSnh6nRMSLae+Pn0j6UdGArK9ExJfyyruZmVWWW+Ag6Ra3MSKeApB0I0kvl+LAcSZwbSQNLSsk9UqaEMk8O4XeKt3pq+7GmDe84Q0xZcqUeg83M+tIjzzyyC8jYnxpep6Bo4/9R4duYf9uc5X26SMZodsFPEIymOfKoikHAC6QdA5JN8NPRsTzpSeXdB7p9MqTJ09m5cqVI7wcM7POIqnseJg82zjKjQYuLTVU3CcihiJiJslkZrMlHZtu/wbJqNKZJPPylF3QJyKujoj+iOgfP/6AgGlmZnXKM3BsIZnOoOAoXp2KouZ9IpkO+j5gXvr552lQ2UsywGp2Q3NtZmZV5Rk4HgamSZqqZL2FD5CM+Cy2HDgn7V01B9gREdvSaQR6AdKRqKeSzBGEpOJJ3N4DPJ7jNZiZWYnc2jgiYo+kC4A7SdY3+E5ErJN0frr9KpL5bU4jWRNgJ1BYWnICcE3azjEOuDkibku3/RdJM0mqtJ7Gq32ZmY2qjhg53t/fH24cNzPLRtIjEdFfmp5nryozG4OWrRpg6Z0b2Dq4i4m9PSycO50Fs/qanS0bRQ4cZlazZasGuOiWx9i1O5lxfWBwFxfd8hjAmAseDpCVea4qM6vZ0js37AsaBbt2D7H0zg0VjmhPhQA5MLiL4NUAuWzVQLOz1hIcOMysZlsHS5cHr57erjolQNbLgcPMajaxt/w6TZXS21WnBMh6OXCYWc1Oflv5WRgqpberTgmQ9XLgMLOa3bZmW6b0drVw7nR6urv2S+vp7mLh3OlNylFrca8qM6vZ4K7dmdLbVaH3lHtVlefAYWZWxoJZfQ4UFbiqysxqduRh3ZnSbWxy4DCzmi0+fQbdXfuvhtDdJRafPqNJObJmcFWVmdXMdf8GDhxmllGn1P17ypHKHDjMzEp00pxc9XDgMLNM6nkSb7en92pTjrRyvkeLA4eZ1WzZqgEWfm8Nu/cm6/gMDO5i4ffWAJWfxNvx6d1TjlTnwGFmNVuyfN2+oFGwe2+wZPm6ikFguAkDW7EkMrG3h4EyQcJTjiTcHddsDFi2aoATL7+HqYtu58TL78lt+u96Ro5XekovlDxacepyTzlSnQOHWZtr9bUjKj2ld0ktO3X5gll9fOG9x9HX24OAvt4evvDe41qiNNQKXFVl1uZGsyH3yMO6eX7ngaWLaiPHF86dvl8bByRP76V5LmiVdoRO6XZcD5c4zNrcaDbk1jNyvNLTe1+LT10+WtV/7cglDrM2N5oNufWOHK/09F6uJJKlHSGvbr7t2BNsNDlwmLW5SlVBeTXkNqoKZ6TTl+R5c/c4juocOMzaXDvPHzWSIJTnzd3jOKrLNXBImgd8DegCvh0Rl5dsV7r9NGAn8LGIeFTSocD9wCFpHr8fEYtLjv0UsBQYHxG/zPM6zGrVrBHSndiQm+fN/Yie7rJdjI/o8fTxkGPgkNQFXAn8MbAFeFjS8oj4WdFu84Fp6esE4Bvpvy8Dp0TEi5K6gZ9I+lFErEi/e1L6vZvyyr9ZVp1SL94q04fk2bYjZUvvNHn2qpoNbIyIpyLiFeBG4MySfc4Ero3ECqBX0oT084vpPt3pq3i46leAvytJM2uq4UZIjwWtNGYkz0F6g2W6HFdL7zR5Bo4+YHPR5y1pWk37SOqStBr4BXB3RDyYpp8BDETEmpzybVaXTqgXb6XgmOcgvUqlllbpKtxsebZxlCvUlZYQKu4TEUPATEm9wA8lHQs8BVwM/MmwJ5fOA84DmDx5cu25NqtTJ8xv1GrBsZ62nUJV28DgLrokhiLoK6lyG+2eau0mz8CxBZhU9PkoYGvWfSJiUNJ9wDzgTmAqsCZpV+co4FFJsyPi2ZLjrgauBujv73eVluWuXW82pW0WJ79tPPeu3162DaPdG41L26GG4tVZfovbo9q5p9poyDNwPAxMkzQVGAA+AHywZJ/lwAWSbiRpFN8REdskjQd2p0GjBzgV+GJEPAa8sXCwpKeBfveqslbQjjebcg361614tc9J6Q213RuNy1W1FZR25e3Enmq1yi1wRMQeSReQlBK6gO9ExDpJ56fbrwLuIOmKu5GkO+656eETgGvSnlnjgJsj4ra88mrWKO12s6l2Iy0ovqG2e6PxcFVqY6k9Kk+5juOIiDtIgkNx2lVF7wP4eJnj1gKzavj+KSPPpVnnqvVGWdiv3dtxKuW/eLsNz5McmnWwWm+Uhf0Wzp1edpLDQjtOq08MWK4Lb0E7tEe1CgcOs1HQqjfUajfSgtIb6tDQ/n1NCp9baYxHJcVdeCFZEwS83kZWihj7HY76+/tj5cqVzc6GdajSBmhIbsatcqPK0qtq5qV3le1V1dvTzeGHHFS2Gqivt4cHFp2S+3VY40l6JCL6S9M9yaFZg1SaiqPVZ1rN0qBfbenYHRW2ucF57HHgMGuAavNUtdqguby0e8O51c6Bw6wBqpUqxtINtdrSsY0eANnsyRQvWfYY331wM0MRdEmcfcIkPr/guFE7fytz47hZA1QrVeQ5Gd9oW3z6DLrG7d+rqmtcsnRsI+eOanZD+yXLHuO6FZv2jSwfiuC6FZu4ZNljo3L+VucSh1kDVCtVtOOI8mpib1T83KgBkM1uF7p+RfkVG65fscmlDhw4zBpiuGqadhtRXsmS5evYW5K2N01v5PU1u12oUl/Tsd8HtTauqjJrgAWz+njfO/v2jQvoknjfO8dGsChWrVdVI3la89bmwGHWAMtWDXDTQ5v3qxO/6aHNLTX4rZ2MpXahschVVWYNsGT5OnaX1P3v3hv87U2rgbGzdOw4wd4y9TXjGjw77lhrFxprHDjMGqBSVU3AmFp3vFzQqJY+EmOlXWgsclWVWc7G0rrjXVUW3nC1XOdw4DBrgCMPq74CXi29gVp1IsRiQ1XmthsrwdGG58Bh1gCLT59xwHTjxYbrDdTsAW+1OvzgyjPpjqUpVHorLIVbKb3TOHCYNcCCWX2c9XuTyjYS19IbqNqAt1axbNUAL71SebXAVugq26hS2+6h0tEq1dM7jRvHzRqg0B23tJG4t6ebJWfMGLaRt9kD3oazbNUAC7+3puo+z730MlMW3U6XxFAEfaPcE6raRJNZ81ApQFYLnJ3EgcOsAcp1xy2o5aY1WhMh1jtx4NI7N1S8voJdu5On8UI7yEhu3PUY6TQlxT8bq85VVWYNMNIR1aMx4G0k7Sj13kxHs7ptJKW20p+NVefAYdYCGjmzbCUjaUcZSclntJ7gRzJNSbmfTTnD9Z7rFK6qMmuARoyorjTgrVHrUozkiXzh3Ol84qbVB0xwWIvSG3de62yMZD2QWn4G3V3J9PHmwGHWEHmNqG5kg+9I21G6usTeoewXdPLbxu9738jrKTWSaUoq/WyKzZ5ypEeyp1xVZR2jHQbYlaqneqnSdY6kHWXpnRvYPUzQqDSo/N712/f7njy7HS+Y1ccDi07h3y7/Ux5YdErNN/pyP5tSDzz5nBdySrnEYR0hzyfdWs5d7zmyVi/Vcp31PJHX1E5RIa4UH9tK3Y5Lq8ze984+7l2/na1VGsivf9ALOUHOJQ5J8yRtkLRR0qIy2yXpinT7WknvSNMPlfSQpDWS1km6tOiYz6X7rpZ0l6SJeV6DjQ3NHGA3khHgWRt8h7vOep7Il60aYFyVOaqy5LVV1tko18PsuhWbeOnlPXzlrJkVj6sy40pHyS1wSOoCrgTmA8cAZ0s6pmS3+cC09HUe8I00/WXglIg4HpgJzJM0J922NCJ+NyJmArcBn8nrGmzsaOaT7kgCVNbqpUZfZ+EGW22OqoJa8toq62xU6kU1uGv3vhKaVZZniWM2sDEinoqIV4AbgTNL9jkTuDYSK4BeSRPSzy+m+3SnrwCIiF8XHX84Xs3RatDsJ92BwV11lTqydtNt9HXW2k0V4HsrNw2b19HodlyLaoG01uvtZHm2cfQBm4s+bwFOqGGfPmBbWmJ5BHgrcGVEPFjYSdJlwDnADuDkcieXdB5JKYbJkyeP6EKs/Y2kq2ajXHjTai69dR2LTx9+CpJiWdalaPR1ZimpPPDkc/xs2wsM7tx9QPtJXl1w61VLLyqrLM/AUa5StLR0UHGfiBgCZkrqBX4o6diIeDzddjFwsaSLgAuAxQd8ScTVwNUA/f39LpV0uFZZUe75nbtzbZSv9zor3diz3mCf35mMlC9ulAca2jGhEUGoXICt1dRFt7dE8GsmRU6tPZJ+H1gSEXPTzxcBRMQXivb5JnBfRHw3/bwBOCkitpV812LgpYj4Ukn60cDtEXFstbz09/fHypUrG3BVZuVNWXR7pv37ent4YNEpmY5p9FN74fsGBnch9n+q6+nu4gvvTXoP1XuDheQ6gbLBp96fQbkSVT3VXctWDXDprev2BbuCcVDTQMd6z9tOJD0SEf2l6Xm2cTwMTJM0VdLBwAeA5SX7LAfOSXtXzQF2RMQ2SePTkgaSeoBTgfXp52lFx59RSDdrJ1mrScr1ArrwptXM+uxdw7adlBvXUfx9cGBVwK7dQ1x66zoWzOrjfe/sK1s1UIuBwV0NbbCvpXdcreN1FszqY9Vn/oSvnjVzX5tLb093zaPjW23a+9GUW1VVROyRdAFwJ9AFfCci1kk6P91+FXAHcBqwEdgJnJsePgG4Jm3nGAfcHBG3pdsulzSd5KHgGeD8vK7BLC8i2/iOSo3Uhaqvlc88t28MQnFppNy4jr+9aTWHdo/bN5ttJc/v3M2sz951wBN5FgJ6usexs8y56mmwrxRsBgZ3ceLl9xxQespaLbajxkkph8vPWJdbVVUrcVWV5S1rVRVkq6qZuuj2zN0HC6vV1TpD72j78JzJ9B/9+kzVb4XgUKq0qq1UpZ91uaqvLOqpbmsnlaqqPHLcrEmKb4DF7Q3lFkI6oqc7cwBo1YBRcPvabfzgkYEDGs3LlZ6Aiu0xlPlcqlLVYJbuxqWaMf4kizx7sjlwmDVRof69+Km3dCGklc88x69/09pBoB7lqsB27R7i+hWb9qtquvCm1fs1WAevljB6awyo5aoGl60aqLtL7mivbphV3lPsuKrKrE7FT3Qj+SuqNCV7wXDVMPU6/OAueg87mK2Du+oq0TRbtR5b1Y4plBIWfn/NsBM3ltMl8eQXTmu5sSnFKlXpZa1ac1WVWaoRf/AjrRsvNtzU6yMNGoccNI6X9xzYOP3SK0O89EpSNfbu4ydw+9ptI2oIH231lBYKnQNG8jOd8+YjmzppZi3ynmLH06pbRxlu+dRau3KOpG58NHV3id1lgkaxoYh9E/x1d9Xb8bY56sntSAPx07/a1dRJM2uR9xQ7DhzWUar9wWdZk7sdumF2SRx+8EE1j0t4ZSjabua3StnN88a2tcFjU/KQ92SSDhzWUar9wWd5ihztacCz6unu4st/fnzmcQm7R7pkYYs44rDufW0gjTaxt6fpk2YOJ+/JJB04rKNU+4PP8hRZy4pxzVS4SbTKjWy0Pb9zNye/bTzdWRZ9r9HCudNbZnr4aupdDbEWDhzWUar9wWd5iiw80XXVsMDRaOuS9t0kFs6dnsvNsx1ct2JTLiWowmzFrTA9fLO4V5V1lOFmj80yJfmCWX387U2rc89zVkMRnHj5Pfuua+Uzz3Hdik3NzlZFpd2Ns47RaJYs092PNQ4c1nEq/cHXMyV5q67rUNw99N7125ucm8p6urv2W+u797BuIpI5ow4/5CBmTHwtP33yuXZrsx/zHDjMimR9ihzJug5ZZR0IWGjYb5WePqUEvO+dfXx+QTJ9e7mxEc+99AofmjO57caYjHVu4zAbgUJddxa9PbX3+CnsV+/o8ULJqRUFSWmoMHbmwptWl+3Vdu/67QdMf97X27NvEkcbfQ4cZqNIwLuPn8ADi07hq2fNHHb/BxadQl9vT91VNYXqtlYd2FeoUqtW3VcoMZX2ElpyxoxMPduOPKy7pXvCtRMHDrM6FT8p1yqAHzwysG/CvQ/PmTzsMdWqmqrdCAsN+wtm9XH4wdVrpZvZO2y4ar5KJaZyPZu+etZMvnrWzLI95xafPmPf/jYyNbVxpKvwTY6I1hhPb9ZkI5mrqtD2sGBWUr//w0cHeOmVA7/nyMOSqphKDfCFCfsK7RhH9HQjweDO3Qc07FcbCNjT3dWy06eIVxdpKtdRoVqbVLVODqPVLjVWDRs4JJ0OfAk4GJgqaSbw2Yg4I+e8mbWskc5VVVyKuOw9xx0wU2t3l1h8+gygfAN8cWmilsb8SsGnS+IL7z1u31oXpfoa1GusUhtNYe2RSupdyW+4gFLpd3dYhdUKbX+1VFUtAWYDgwARsRqYkleGWkWtk91ZZxppT6Xi6pcFs/pY+mfH71flsvTPjt9342vEYLNKAx+//OfJefIeCV1YQ6P0+88+YVLN7Q6NmkSw0u9OwM8+N3/E398Jaqmq2hMRO9SCI2Tz0upTJlvzjWT8Rrkb8nAlh5EONhtujEq17Zfeuq4hXWGDJOiVfn/x8rHjhimBNKJrcaXfXav2PmtFtQSOxyV9EOiSNA34a+Cn+WaruapNdufAYZB9/EahqqaZK8fVG5wWnz4j06JHlaqlKi0iVHzeqcOs3d6Im3u1qj+rTS1VVf8ZmAG8DNwA7AAuzDFPTdfqUyZb85VWHw2nEDQaPdncaCiuShtOX28PH5ozue5qr2qBoVE39+Gq/gqdEqyympeOlXR4RLyUc35ykXXp2EYtu2idY8owT8qQPIn/2+V/mn9mclTtOp8uurZ6V1ms1Futt6ebJWfMGJWgu2zVQNUu1k+3+e8wi7qXjpX0B8C3gdcAkyUdD/xlRPxV47PZGlyUtax6usexa5jeOJ1Uh15vm0w984U12oJZfZnG5nSiWto4vgLMBZYDRMQaSf8u11w1WSv857X28pthgkY7P3gUlx5GQyfPOtsuahoAGBGbS3pVjfmRM/7Pa1kcUWUK8GY2iI/USAY62thVS+P45rS6KiQdLOlTwBO1fLmkeZI2SNooaVGZ7ZJ0Rbp9raR3pOmHSnpI0hpJ6yRdWnTMUknr0/1/KKm3tks1y0+l3upHHtbdlg3iBSMd6GhjUy2B43zg40AfsAWYmX6uSlIXcCUwHzgGOFvSMSW7zQempa/zgG+k6S8Dp0TE8en55kmak267Gzg2In4X+FfgohquwSxXgxXGOVRKbxfuSWjlVAwckt4LEBG/BC6IiDdFxBsj4sMR8asavns2sDEinoqIV4AbgTNL9jkTuDYSK4BeSRPSzy+m+3Snr0jzc1dE7Em3rQCOqvFazXKTZdnZdtLu+bd8VCtxXFL0/sd1fHcfsLno85Y0raZ9JHVJWg38Arg7Ih4sc46/AH5U7uSSzpO0UtLK7dtbdwU0GxtOftv4TOntotxUJGbVAocqvK9VuWNKB41U3CcihiJiJkmJYrakY/c7ULoY2ANcX+7kEXF1RPRHRP/48e39x2ut77Y12zKlt4usAx2tM1TrVdUjaRZJcDk0fb/v/05EPDrMd28BJhV9PgrYmnWfiBiUdB8wD3gcQNJHgXcD74paRzCa5ahSj6pK6e2kuIdhLQMdx4JK06Y4eCaqBY5twD+m758teg/Jz3S4IdQPA9MkTQUGgA8AHyzZZzlwgaQbgROAHRGxTdJ4YHcaNHqAU4EvQtJTC/h74N9HxM7hLtDMRkdhcaqxoNLTqJ9SExUDR0ScPJIvjog9ki4A7gS6gO9ExDpJ56fbrwLuAE4DNgI7gXPTwycA16Q9s8YBN0fEbem2rwOHAHenY0tWRMT5I8mr2UgdfnBX2cWYDj+4c9oHxtIkoC5xVFfTAMB6RcQdJMGhOO2qovdBma69EbEWmFXhO9/a4GyajVh31zjKjYtN0ltLvfNIDWcsdd11iaO6XAOHWaeotDRrtSVbm2Gka81UehIHd93tJK33OGTWho7oKT8Vd6X0Zqm21kwtPjRnctn0rnFq27m4LLuKJY7C9B+V1NCryqxjVJpypNUWzhzpWjP9R7+eGx7cxN6SYsfZsyeNmfYNG161qqovV9lWS68qs47RClOO1NJ2MdJlU5feueGAoAFw7/qxNci2q8IStl2t9iTQJLn1qjLrJM1ex7rWtouRrjXTKatjnn3CJK5bsalsutXYxiHpWEl/LumcwivvjJm1k4Vzp9Pdtf/TaHfX6NX719p2MdyyqcMZq3Nylfr8guP48JzJ+0oYXRIfnjOZzy84rsk5aw21rAC4GDiJZIbbO0hmtP0JcG2uOTNrM0NDUfVznrKUBEay1kwnrY75+QXHOVBUUEuJ48+AdwHPRsS5wPEkA/DMLLVk+TpK1wDcm6aPhtEqCYy0xNJOlq0a4MTL72Hqots58fJ7WLZqoNlZahm1BI5dEbEX2CPpdSSz1b4532yZtZdmz1VVbhbbvEoCK595jmd3/IYAnt3xG1Y+81zDz9Fsy1YNsPD7axgY3EWQtBkt/P4aB49ULYFjZbrK3reAR4BHgYfyzJSZZTNaJYFLlj3GdSs27etxNBTBdSs2ccmyxxp6nma79NZ17C6patw9FFx66+iUIFvdsG0cEfFX6durJP0P4HXplCBmljrysG6eL9P19sjDRm8A4EjaLmp1fZmeRoX0sdQeUO53WS290wxb4pC0bxGniHg6ItYWp5kZLD59RtleVYtPn9GkHOXDczgZVB85fihwGPAGSUfy6sSQrwMmjkLezNpG4Uk/j8kDbfT19nSXbZ/qbbEpZJqlWlXVXwIXkgSJ4ulFfg1cmWOezNrSaFQVNVunTB+/5IwZLPzeGnYXDZPvHieWnDG2SpD1qlhVFRFfi4ipwKciYmrR6/iI+Poo5tHMWsRl7zmOrnH7V8l1jROXvWfstG9A8hBw1uxJ+w0APMvzce1Ty7Tq35T018C/Sz/fB3wzItxKZNZhOqVKbtmqAW5YsWnf2JyhCG5YsYn+o18/5q61HhpuyW5J3wa6gWvSpI8AQxHxH3POW8P09/fHypUrm50NM2sTb/9/f8Su3aVDOqGnexxPfG5+E3LUHJIeiYj+0vRqjeMHRcQe4Pci4viiTfdIWpNHJs3MWkG5oFEtvdNUq6p6CHgHMCTpLRHxJICkN1NujUwz6wh5LT1r7aNa4Ci0gH0KuFfSU+nnKcC5eWbKzFrTSJeebRfjRNl1R8Z5OQ6g+gDA8ZI+AcwEvgncA9xKMvXIrPyzZmatZqRLz7aLD55QfoncSumdplqJowt4Da+WPEg/A7w2txyZWcvqlIWcCtOnfPfBzQxF0CVx9gmTxtS0KiNRLXBsi4jPjlpOzKzl9VaYk6t3FOfkGi1ej6OyWto4zMwAqNR7f5he/W3JnQAqq9bG8a6RfrmkeZI2SNooaVGZ7ZJ0Rbp9raR3pOmHSnpI0hpJ6yRdWnTM+9O0vZIO6F9sZvlp9rojo6XQCaB4PY6LbnnM63Gkqk05MqLVWSR1kcxpNZ9k2dmzJR1Tstt8YFr6Og/4Rpr+MnBKOn5kJjBP0px02+PAe4H7R5I/M8uuMAVHrentqlM6AdSrloWc6jUb2BgRT0XEK8CNwJkl+5wJXBuJFUCvpAnp5xfTfbrTVwBExBMR4d+eWRMMVaiTqpTergYqNPZXSu80eQaOPmBz0ectaVpN+0jqkrSaZKnauyPiwfyyama16Kuwhnml9HbVKSWreuUZOMr9hEsfSyruExFDETETOAqYLenYTCeXzpO0UtLK7du3ZznUzCoYzbXNm6lTSlb1yjNwbAEmFX0+CtiadZ+IGCSZkXdelpNHxNUR0R8R/ePHj89yqJlVMFprmzdbp5Ss6lXLtOr1ehiYJmkqMAB8APhgyT7LgQsk3QicAOyIiG2SxgO7I2JQUg9wKvDFHPNqZjXqhAWrFs6dvt/UKjA2S1b1yi1wRMQeSRcAd5KMQv9ORKyTdH66/SrgDuA0YCOwk1fnwJoAXJP2zBoH3BwRtwFIeg/wT8B44HZJqyNibl7XYWadp1PWHanXsOtxjAVej8PMLLvM63GYmZXjEdXmwGFmNeuUadWtujx7VZnZGOMR1QYOHGaWQadMq27VOXCYWc0mVhjHUCndxiYHDjOrWaeMHLfq3DhuZjXz+AYDBw4zy6gTRo5bda6qMjOzTBw4zMwsEwcOMzPLxG0cZmZleGqVyhw4zMxKLFs1wMLvr2H3UDIJ7MDgLhZ+fw3gqVXAVVVmZge49NZ1+4JGwe6h4NJb1zUpR63FgcPMrMTzO3dnSu80DhxmZpaJA4eZWYnenu5M6Z3GgcPMrMSSM2bQPU77pXWPE0vOmNGkHLUW96oyMyvhObmqc+AwMyvDc3JV5qoqMzPLxIHDzMwyceAwM7NMHDjMzCwTBw4zM8sk18AhaZ6kDZI2SlpUZrskXZFuXyvpHWn6oZIekrRG0jpJlxYd83pJd0v6P+m/R+Z5DWZmtr/cAoekLuBKYD5wDHC2pGNKdpsPTEtf5wHfSNNfBk6JiOOBmcA8SXPSbYuAH0fENODH6WczMxsleZY4ZgMbI+KpiHgFuBE4s2SfM4FrI7EC6JU0If38YrpPd/qKomOuSd9fAyzI8RrMzKxEnoGjD9hc9HlLmlbTPpK6JK0GfgHcHREPpvu8KSK2AaT/vrHcySWdJ2mlpJXbt28f6bWYmVkqz8ChMmlR6z4RMRQRM4GjgNmSjs1y8oi4OiL6I6J//PjxWQ41M7Mq8gwcW4BJRZ+PArZm3SciBoH7gHlp0s8lTQBI//1Fw3JsZmbDyjNwPAxMkzRV0sHAB4DlJfssB85Je1fNAXZExDZJ4yX1AkjqAU4F1hcd89H0/UeB/57jNZhZiWWrBjjx8nuYuuh2Trz8HpatGmh2lmyU5TbJYUTskXQBcCfQBXwnItZJOj/dfhVwB3AasBHYCZybHj4BuCbtmTUOuDkibku3XQ7cLOk/AJuA9+d1DWa2v2WrBrjolsfYtXsISNbivuiWxwCvxd1JFFHa7DD29Pf3x8qVK5udDbO2d+Ll9zAwuOuA9L7eHh5YdEoTcmR5kvRIRPSXpnvkuJnVbGuZoFEt3cYmBw4zq9nE3p5M6TY2OXCYWc0Wzp1OT3fXfmk93V0snDu9STmyZvAKgGZWMy+pauDAYWYZeUlVc1WVmZll4sBhZmaZOHCYmVkmDhxmZpaJA4eZmWXiwGFmZpk4cJiZWSYOHGZmlokDh5mZZeLAYWZmmThwmJlZJg4cZmaWiQOHmZll4sBhZmaZOHCYmVkmDhxmZpaJA4eZmWXiwGFmZpk4cJiZWSYOHGZmlkmugUPSPEkbJG2UtKjMdkm6It2+VtI70vRJku6V9ISkdZL+puiY4yX9b0mPSbpV0uvyvAYzM9tfboFDUhdwJTAfOAY4W9IxJbvNB6alr/OAb6Tpe4BPRsTbgTnAx4uO/TawKCKOA34ILMzrGszM7EB5ljhmAxsj4qmIeAW4ETizZJ8zgWsjsQLolTQhIrZFxKMAEfEC8ATQlx4zHbg/fX838L4cr8HMzErkGTj6gM1Fn7fw6s2/5n0kTQFmAQ+mSY8DZ6Tv3w9MKndySedJWilp5fbt2+vJv5mZlZFn4FCZtMiyj6TXAD8ALoyIX6fJf0FSdfUI8FrglXInj4irI6I/IvrHjx+fOfNmZlbeQTl+9xb2Lw0cBWytdR9J3SRB4/qIuKWwQ0SsB/4k3ed3gD9teM7NrKJlqwZYeucGtg7uYmJvDwvnTmfBrNLKBBvL8ixxPAxMkzRV0sHAB4DlJfssB85Je1fNAXZExDZJAv4ZeCIi/rH4AElvTP8dB1wCXJXjNZhZkWWrBrjolscYGNxFAAODu7jolsdYtmqg2VmzUZRb4IiIPcAFwJ0kjds3R8Q6SedLOj/d7Q7gKWAj8C3gr9L0E4GPAKdIWp2+Tku3nS3pX4H1JKWT/5rXNZjZ/pbeuYFdu4f2S9u1e4ild25oUo6sGfKsqiIi7iAJDsVpVxW9D+DjZY77CeXbP4iIrwFfa2xOzawWWwd3ZUq3sckjx82sZhN7ezKl29jkwGFmNVs4dzo93V37pfV0d7Fw7vQm5ciaIdeqKjMbWwq9p9yrqrM5cJhZJgtm9TlQdDhXVZmZWSYOHGZmlokDh5mZZeLAYWZmmThwmJlZJkoGb49tkrYDzzQ7H1W8AfhlszMxCnydY4uvc+wpvdajI+KA6cU7InC0OkkrI6K/2fnIm69zbPF1jj21XqurqszMLBMHDjMzy8SBozVc3ewMjBJf59ji6xx7arpWt3GYmVkmLnGYmVkmDhxmZpaJA0eLkPQ5SWvTZXLvkjSx2XnKg6Slktan1/pDSb3NzlMeJL1f0jpJeyWNua6ckuZJ2iBpo6RFzc5PHiR9R9IvJD3e7LzkSdIkSfdKeiL9P/s3wx3jwNE6lkbE70bETOA24DNNzk9e7gaOjYjfBf4VuKjJ+cnL48B7gfubnZFGk9QFXAnMB44BzpZ0THNzlYt/AeY1OxOjYA/wyYh4OzAH+Phwv08HjhYREb8u+ng4MCZ7LUTEXRGxJ/24AjiqmfnJS0Q8EREbmp2PnMwGNkbEUxHxCnAjcGaT89RwEXE/8Fyz85G3iNgWEY+m718AngCqLrjihZxaiKTLgHOAHcDJTc7OaPgL4KZmZ8Iy6wM2F33eApzQpLxYA0maAswCHqy2nwPHKJL0P4HfLrPp4oj47xFxMXCxpIuAC4DFo5rBBhnuOtN9LiYpIl8/mnlrpFquc4xSmbQxWULuJJJeA/wAuLCkBuQADhyjKCJOrXHXG4DbadPAMdx1Svoo8G7gXdHGA4ky/D7Hmi3ApKLPRwFbm5QXawBJ3SRB4/qIuGW4/d3G0SIkTSv6eAawvll5yZOkecDfA2dExM5m58fq8jAwTdJUSQcDHwCWNzlPVidJAv4ZeCIi/rGmY9r4gW9MkfQDYDqwl2QK+PMjYqC5uWo8SRuBQ4BfpUkrIuL8JmYpF5LeA/wTMB4YBFZHxNymZqqBJJ0GfBXoAr4TEZc1N0eNJ+m7wEkkU43/HFgcEf/c1EzlQNIfAv8LeIzk/gPw6Yi4o+IxDhxmZpaFq6rMzCwTBw4zM8vEgcPMzDJx4DAzs0wcOMzMLBMHDrMaSJpSOkuqpCWSPjXMcf2SrkjfnyTpD6rsO1/SynSW0vWSvlRHPmemXWXNcuPAYZajiFgZEX+dfjwJKBs4JB0LfB34cDpL6bHAU3WccibgwGG5cuAwawBJ90n6oqSHJP2rpD9K00+SdFs6edz5wN+ma678UclX/B1wWUSsB4iIPRHx/6XfcbSkH6drmPxY0uQ0/f2SHpe0RtL96SjuzwJnpec4a5Qu3zqMA4dZ4xwUEbOBCymZZywingauAr4SETMj4n+VHHss8EiF7/06cG26hsn1wBVp+meAuRFxPMkULq+kaTel5/DMw5YLBw6z2lSaYqE4vTA53CPAlAae+/dJJr4E+G/AH6bvHwD+RdJ/Ipn6w2xUOHCY1eZXwJElaa8Hfln0+eX03yGyzzy9DnhnjfsGQDrH1yUkM9WulvRbGc9pVhcHDrMaRMSLwDZJ7wKQ9HqSZUV/kuFrXgBeW2HbUuDTkn4n/f5xkj6RbvspyQy0AB8qnFPSWyLiwYj4DEkAmzTMOcwawoHDrHbnAJdIWg3cA1waEU9mOP5W4D3lGscjYi1J28h3JT1Bsmb5hHTzXwPnSloLfAT4mzR9qaTH0m7C9wNrgHuBY9w4bnny7LhmZpaJSxxmZpaJA4eZmWXiwGFmZpk4cJiZWSYOHGZmlokDh5mZZeLAYWZmmfxfVLob1wQMirUAAAAASUVORK5CYII=\n", + "image/png": "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", "text/plain": [ "
" ] @@ -552,7 +540,6 @@ }, { "cell_type": "markdown", - "id": "4c65dd82", "metadata": {}, "source": [ "As we can see, the market still has imperfections, noting the observations that are outside the [-1,1] interval. This is something that using the model for a longer period can correct." @@ -561,7 +548,6 @@ { "cell_type": "code", "execution_count": 160, - "id": "f81e0ebf", "metadata": { "scrolled": true }, @@ -591,7 +577,6 @@ { "cell_type": "code", "execution_count": 167, - "id": "2f8e48db", "metadata": { "scrolled": true }, @@ -621,40 +606,32 @@ }, { "cell_type": "markdown", - "id": "d409edf5", "metadata": {}, "source": [ - "Through these last calculations, we can observe that the final result of the market is positive, which represents an attractive indicator for individuals interested in becoming Liquidity Providers of the market or of the platform." + "Through these last calculations, we can observe that the final result of the market is positive, which represents an attractive indicator for individuals interested in becoming Liquidity Providers of the market or of the platform. " ] }, { "cell_type": "code", "execution_count": null, - "id": "f3b9473f", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { + "interpreter": { + "hash": "dca0ade3e726a953b501b15e8e990130d2b7799f14cfd9f4271676035ebe5511" + }, "kernelspec": { - "display_name": "Python 3", - "language": "python", + "display_name": "Python 3.8.8 64-bit ('base': conda)", "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": "3.8.8" + "version": "" } }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file