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@afrozhie
Created February 19, 2024 14:48
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ipynb exercise from issues 4
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "5c2dc1a4-9ce8-4e4e-b9bf-f8c8708651d2",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from matplotlib import cm"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "33c490e5-dfdd-47f1-a701-1b87c3e21a56",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Batuk = [6, 9, 7, 9, 8, 6, 8, 9, 8, 9]\n",
"Kanker = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"Kolesterol = [0, 1, 0, 1, 4, 9, 16, 25]\n",
"Diabetes = [30, 7, 6, 5, 4, 9, 40, 50]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.plot(Batuk, '-', color='tab:blue', label='Batuk')\n",
"plt.plot(Kanker, ':', color='tab:red', label='Kanker')\n",
"plt.plot(Kolesterol, '--', color='tab:olive', label='Kolesterol')\n",
"plt.plot(Diabetes, '-.', color='tab:purple', label='Diabetes')\n",
"\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "07f2822b-b962-48f0-a31c-af59598eab9e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"x2 = [5, 5, 5, 5, 5, 5, 5, 5, 5, 5]\n",
"\n",
"y1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"y2 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"\n",
"a1 = [3, 4, 5, 6, 7, 8, 9, 10]\n",
"a2 = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"\n",
"b1 = [3, 4, 5, 6, 7]\n",
"b2 = [8, 7, 6, 5, 4]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"\n",
"plt.scatter(x1, x2, marker='o', color='tab:blue', label='CAP')\n",
"plt.scatter(y1, y2, marker='^', color='tab:olive', label='THOR')\n",
"plt.scatter(a1, a2, marker='s', color='tab:red', label='IRM')\n",
"plt.scatter(b, TNS2, marker='*', color='tab:purple', label='TNS')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "964b5d1c-a1e3-4952-8841-bb5620243cbf",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"a2 = [5, 5, 5, 5, 5, 5, 5, 5, 5, 5]\n",
"\n",
"b1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"b2 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"\n",
"c1 = [3, 4, 5, 6, 7, 8, 9, 10]\n",
"c2 = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"\n",
"d1 = [3, 4, 5, 6, 7]\n",
"d2 = [8, 7, 6, 5, 4]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"\n",
"plt.plot(a1, a2, 'o', color='tab:blue', label='Batuk')\n",
"plt.plot(b1, b2, '^', color='tab:olive', label='Kanker')\n",
"plt.plot(c1, c2, 's:', color='tab:red', label='Kolesterol')\n",
"plt.plot(d1, d2, '*-.', color='tab:purple', label='Diabetes')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "837502ae-b2d3-4412-bd88-cb6ee5b677c9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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y5Ur365ZlacKECUpLS1NsbKxyc3O1adOmIFYMu+mZEaes1jE+tS+0jo/UoC6JfqsJAIBgSEhIqLNFR0fXe1zr1q3ldDpVXFx3Hfni4mKlpqbWe8748eN13XXX6eabb9bpp5+u3/zmN5o8ebKmTJki0wzOEp22D7o333yzFi9erH/961/6+uuvddFFFyk3N1eFhYWSpKlTp+qxxx7TzJkztXz5csXFxSkvLy+oS1nAXgzD0LU5yV53LjgM6Zp+bRThoEkXABAcx1oXfNk8ERUVpT59+mjJkiU/1mCaWrJkifr371/vOYcOHZLDUTdaOp1OSbUTk8Fg66BbWVmpV199VVOnTtXZZ5+tTp06adKkSerUqZOeeuopWZal6dOn695779UVV1yhHj166LnnntPOnTu1YMGCYJcPG/l1div1yIjz+IYyp0PKahOjYWcmB6YwAAAawJTD581T+fn5evrppzVv3jytW7dOt956qyoqKjRy5EhJ0vXXX1+n9WHw4MF66qmn9MILL2jLli1avHixxo8fr8GDB7sDb2Oz9c1oR44ckcvlUkxMTJ39sbGx+vTTT7VlyxYVFRXVuSMwMTFROTk5WrZsmYYOHVrvuNXV1XXuMiwrKwvMG4BtREU49OiwTrp13kZt3l3ZoKekOQ2pbVK0nvh9ZzWLCs5fUAAAguXaa6/Vnj17NGHCBBUVFSk7O1uLFi1y36C2ffv2OjO49957rwzD0L333qvCwkK1adNGgwcP1kMPPRSstyDDCtZccgMNGDBAUVFRmj9/vlJSUvSf//xHI0aMUKdOnTRnzhwNHDhQO3fuVFpamvuc3/72tzIMQy+++GK9Y06aNEn33XffCftLS0uVkJAQsPeC4DtU49LkN7frvW9rn3JWX+B1GLX7z/5VoiZdkamEWFv/PAgACJCysjIlJiYGNR8cq+HWT65UdLz3q/9Ulx/WU2e9FnZZx9atC5L0r3/9S5ZlqW3btoqOjtZjjz2mYcOGndAD4olx48bVueOwoKDAjxXDzppFOfXgVVl6c8zpuumsNLVoVjfExsc49fv+KVrwp+6aNrQTIRcAYAuN3aMbKmz/r3jHjh310UcfqaKiQmVlZUpLS9O1116rU045xX3XX3FxcZ0Z3eLiYmVnZ590zOjo6JPeZYjwkJIQpT+cl65bzk1TRY2pimqX4qKcahbtkMMIz28GAAD7siyHTC+ebnb8+eGoybzruLg4paWl6cCBA3r33Xd1xRVXKCsrS6mpqXXuCCwrK9Py5ctPekcgcDzDMBQf7VRKQpTiY5yEXAAAQojtZ3TfffddWZalX/3qV9q8ebPuuusude3aVSNHjpRhGBozZowefPBBde7cWVlZWRo/frzS09M1ZMiQYJcOAADgFy4ZcvmwIrwv5zZltg+6x57asWPHDrVs2VJXXXWVHnroIUVG1jZk33333aqoqNAtt9yikpISDRo0SIsWLTphpQYAAICmyrTkU59tQ1YbCkW2X3WhMdjhrkoAAGAvdsgHx2oYufS3ioqP8nqcmvIazTn3pbDLOraf0QUAAAh3po83o/lyblNG0AUAALA5U4ZMH/psfTm3KQvPeA8AAICQx4wuAACAzbksQy4fbkbz5dymjKALAABgc/Toeic83zUAAABCHjO6AAAANmfK8G0d3TC9GY2gCwAAYHOWj6suWARdAAAA2JFp+TijG6Y3o9GjCwAAgJDEjC4AAIDNseqCdwi6AAAANkfrgnfCM94DAAAg5DGjCwAAYHOmj6susLwYAAAAbInWBe/QugAAAICQxIwuAACAzTGj6x2CLgAAgM0RdL1D0AUAAE2KZVkyywp1ZP9WWYerJIdTjphERSR3lSOqWbDLg40QdAEAgO2ZNRWq+vp1VX63UId3rpVVVXbiQYYhZ4tMRXXor2a9hymybW8ZRmjMZDKj6x2CLgAAsC1XxT6Vf/yoKte8IOvwIUmGJKv+gy1Lrv1bVFmyXZVr5isi+VTFDxqtmO5DmnzgteTbEmEn+S8W8gi6AADAliq/fVOlC++WVV0uWa6jexsQ2czaY4/s2aCS125X9FevKvHX/5SzeWrgig0wZnS9w/JiAADAVixXjQ68Nlolr/yhtkXBHXI9HciUJFV//5H2PHGWqjcv9V+RaBIIugAAwDYsV40OvDBSVd+8fmyPPwaVVVOp/f+5TlXrF/k+XhAcm9H1ZQtHtC4AIeKIy9T6HQe0eWepig8ckmVZSoyL1ilpCTqtfUvFx0YFu0QA+FmWZanktTtU/f1SyfJ3V6kpmYYOvHyLWl73oqIz+/t5/MCidcE7BF2giausOaLXP/teb6/cprJDNTIMyXHcTRcu01KE09DZ3dvqt2d1Unqr+CBWCwAnV7n2RVV992YAr2BJlqmSV29Tm9EfyxHdPIDXgh0QdIEm7Jut+/TI62u0/2CVe/LDsiTXT2ZCjrgsffR1oT7+plAjck/Vr3OymvwdyABCi6tsp8reuTfwF7JMmRV7VPbe/Uoa/I/AX89PmNH1Dj26QBO1bN0u3fuvz3XguJD7c1ympSMuS7Pf/U6z3vlGlt8/FgQA75UtflCWq7pxLmaZqlz9vGp2ftk41/MDyzJ83sIRQRdogr7fVaqpr6yWZVoyvcirb63cpgXLfvB/YQDgBVf57tqWBdPL1RW84XDq0Io5jXc9BAVBF2hiDrtMTXttjSzLt3uRn1uyXgV7DvqtLgDw1qHV/wnAzWe/wHSp8pvXZR7a37jX9ZIpw+ctHBF0gSbm468LVbC3XKaP/yhYkuYv3eifogDAB5Vfvexe87ZRuQ6rasO7jX9dL7C8mHcIukAT8+byLfLHfWSmaWnZul06UF7l+2AA4CWzpkKu/VuCc3FHhA7v/Co410ajIOgCTcjByhr9UFTmt0/4TEv6ass+/wwGAF44UvRN47ctHGMeUc2OVcG5toe4Gc07BF2gCflhV5lfx3M6DG3eWerXMQHAE0f2bg7r6zcUrQveYR1doAnZ7+c2A8uyVFJB6wKA4LEOV0qGIzg9upJ0pFqWZdl+bXFfZ2WZ0QVge4H5NhWe3/wA2EWQvwcZhu1DLrzHjC7QhCQnNfPreIZhKDkx1q9jAoAnjOj44M3mSjIim8b3QMvH9oNwndEl6AJNSFZqgl/Hc5mWOqYn+nVMAPBERHLXIF//1KBev6Es+XbPXrg+C5PWBaAJiY2KUI+sVnL46WO2qAiHema19stYAOCNyOSuksMZnIs7IhTVrndwro1GQdAFmpjLz8jy+WERkuQwDJ3fs53iYiL9UBUAeMeIiFZESjcFpVfXPKLIttmNf10v8GQ07xB0gSbmjF+lqHuHVnI4vP+mZUiKjnJq6Dld/FcYAHipWfbQoFzXiIpTzK8uCsq1PcU6ut4h6AJNjMMwdOeQnoqJdMrbrGtJGn15D7VsHuPX2gDAG7E9r5Yiohr3ooZTzXr9Tkakf2/yhb0QdIEmKCWpmR647kxFR0V41K977NBbLj5NZ3VPD1B1AOAZR3RzNev9+9r1dBtRs34jGvV6vuCBEd4h6AJNVOe2SZp+y1nq0i5Jkn5xdtcwpMRmUZr4uzN0eU5W4AsEAA80P+8uOeJaN1LYNRR/9hhFtDqlEa7lH5bl+xaOWF4MaMLSWsbp7yMH6NNvd+rN5Vu0YUeJ+zXD+PEbW6uEGF3eL1N5fTsonpvPANiQIyZBSVdM1/7nfxfYCxlORbTupPiz7gjsdWALBF2giXMYhs7u3lZnd2+rkopqfb+zVEUHDsmyLCXGRatjWoJSW8b5bUkyAAiU6E7nKm7QHar49PHAXMBwyohqpqRrZslwNnJPsI94BLB3CLpACEmKi1afzsnBLgMAvNb8/Htk1VTo0Ipn/Tvw0ZDb8vqXFNmms3/HbgQEXe8QdAEAgG0YhqGEix+QMz5ZBz+cKsmQLJePgzrkTGqnFkPn1D6gogkyLUOGD2GVm9EAAABswDAMxZ/1J7Ue9bacrU5R7erfXgQ1h1OSobgzR6nNrR802ZAL7zGjCwAAbCkyrYfa/HGxDq3+jyqWPyPXvu8lR4RkHjn5ScdWbTAcijltsOLOvEVR6T0bp+AA8nXlBFZdAAAAsBnDGaW4fiPUrO/1qtm+XFXr3tbhwjU6XPStdKSqzrGO5qmKbNdbUe36Krbn1XLGtQ5S1f5XG3R96dH1YzFNCEEXAADYnmEYiu5wpqI7nClJskyXzIo9sg5XSY4IOWKayxGTGOQqYTcEXQAA0OQYDqeczVODXUajYdUF7xB0AQAAbM46uvlyfjhi1QUAAACEJGZ0AQAAbI7WBe8QdAEAAOyO3gWv0LoAAABgd0dndL3d5OWM7owZM5SZmamYmBjl5ORoxYoVP3t8SUmJbr/9dqWlpSk6OlpdunTR22+/7dW1/YEZXQAAAJzgxRdfVH5+vmbOnKmcnBxNnz5deXl52rBhg5KTk084vqamRhdeeKGSk5P1yiuvqG3bttq2bZuSkpIav/ijbD2j63K5NH78eGVlZSk2NlYdO3bUAw88IOu4VY8ty9KECROUlpam2NhY5ebmatOmTUGsGgAAwL+OPRnNl81T06ZN06hRozRy5Eh169ZNM2fOVLNmzfTss8/We/yzzz6r/fv3a8GCBRo4cKAyMzN1zjnnqGfP4D2ZztZB9+GHH9ZTTz2lJ554QuvWrdPDDz+sqVOn6vHHH3cfM3XqVD322GOaOXOmli9frri4OOXl5amqqupnRgYAAGg6fGlbOP5GtrKysjpbdXV1vderqanRqlWrlJub697ncDiUm5urZcuW1XvOG2+8of79++v2229XSkqKunfvrsmTJ8vlcvn/P0gD2TrofvbZZ7riiit02WWXKTMzU1dffbUuuugid3+IZVmaPn267r33Xl1xxRXq0aOHnnvuOe3cuVMLFiwIbvEAAAA2k5GRocTERPc2ZcqUeo/bu3evXC6XUlJS6uxPSUlRUVFRvef88MMPeuWVV+RyufT2229r/PjxeuSRR/Tggw/6/X00lK17dAcMGKBZs2Zp48aN6tKli7788kt9+umnmjZtmiRpy5YtKioqqvPTRmJionJycrRs2TINHTq03nGrq6vr/ARTVlYW2DcCAADgCx9uKHOfL6mgoEAJCQnu3dHR0b5W5maappKTkzVr1iw5nU716dNHhYWF+sc//qGJEyf67TqesHXQveeee1RWVqauXbvK6XTK5XLpoYce0vDhwyXJ/ROFJz9tSNKUKVN03333Ba5wAAAAP/K2z/b48yUpISGhTtA9mdatW8vpdKq4uLjO/uLiYqWm1v/o5bS0NEVGRsrpdLr3nXrqqSoqKlJNTY2ioqK8fwNesnXrwksvvaTnn39e8+fP1+rVqzVv3jz985//1Lx583wad9y4cSotLXVvBQUFfqoYAACg6YuKilKfPn20ZMkS9z7TNLVkyRL179+/3nMGDhyozZs3yzRN976NGzcqLS0tKCFXsnnQveuuu3TPPfdo6NChOv3003Xddddp7Nix7n6SYz9RePLThlQ7TX/sJ5qG/mQDAAAQNJYfNg/l5+fr6aef1rx587Ru3Trdeuutqqio0MiRIyVJ119/vcaNG+c+/tZbb9X+/ft15513auPGjXrrrbc0efJk3X777d6+a5/ZunXh0KFDcjjqZnGn0+n+SSErK0upqalasmSJsrOzJdX22y5fvly33nprY5cLAAAQEMF4BPC1116rPXv2aMKECSoqKlJ2drYWLVrkbhndvn17nZyWkZGhd999V2PHjlWPHj3Utm1b3XnnnfrrX//qdd2+snXQHTx4sB566CG1b99ep512mtasWaNp06bpxhtvlCQZhqExY8bowQcfVOfOnZWVlaXx48crPT1dQ4YMCW7xAAAATdzo0aM1evToel9bunTpCfv69++vzz//PMBVNZytg+7jjz+u8ePH67bbbtPu3buVnp6uP/zhD5owYYL7mLvvvlsVFRW65ZZbVFJSokGDBmnRokWKiYkJYuUAAAB+5sPNaOHKsCxf7uELDWVlZUpMTFRpaSn9ugAAQJI98sGxGjL+b6Icsd5P4pmVVSr4w31hl3VsPaMLAAAAeX1DWZ3zw5CtV10AAABA+BgxYoQ+/vhjv41H0AUAALA9ww+b/ZWWlio3N1edO3fW5MmTVVhY6NN4BF0AAAC7C8I6usGwYMECFRYW6tZbb9WLL76ozMxMXXLJJXrllVd0+PBhj8cj6AIAAMA22rRpo/z8fH355Zdavny5OnXqpOuuu07p6ekaO3asNm3a1OCxCLoAAAB2FyYzusfbtWuXFi9erMWLF8vpdOrSSy/V119/rW7duunRRx9t0BgEXQAAALuzDN+3JuDw4cN69dVXdfnll6tDhw56+eWXNWbMGO3cuVPz5s3T+++/r5deekn3339/g8ZjeTEAAADYQlpamkzT1LBhw7RixQplZ2efcMx5552npKSkBo1H0AUAALA5y6rdfDm/KXj00Ud1zTXX/OwTbpOSkrRly5YGjUfrAgAAgN2FSY/uhx9+WO/qChUVFbrxxhs9Ho+gCwAAAFuYN2+eKisrT9hfWVmp5557zuPxaF0AAACwO19vKLP5zWhlZWWyLEuWZengwYN1WhdcLpfefvttJScnezwuQRcAgBDmqqlUZdEGHSraKFdVmSzTlCMqVjGtMxWXdqoim7cOdoloAMOq3Xw5386SkpJkGIYMw1CXLl1OeN0wDN13330ej0vQBQAgxJiHq7T/28Xas/IlHdq1/uidSIbkcMiQIcsyJcuUJEXEt1Lr7F+rTd+rFJWYGtzCcXK+9tnaPOh++OGHsixL559/vl599VW1bNnS/VpUVJQ6dOig9PR0j8cl6AIAECIs06Xdy/+jnR89LbO6QjKM4263tyTTdULeOVK+T0X/m6eiT+eqRbdcZVzyF0XGt2rs0hHmzjnnHEnSli1b1L59exmGf1otCLoAAISAqn3btPX1iaoo/ObHnQ1dU+ro7O6BdR+o7Ptlan/ZPWp5+sUBqBJeC+Ee3a+++krdu3eXw+FQaWmpvv7665Me26NHD4/GJugCsCWXy9R3P+zQ1sLdKijap4rKajmdDrVpkaAOaa11asd2atMiIdhlArZwcOsqbZ5/p0zXicsyecRyyVVdoS2v3atDxZvU9oLRfptZg49CuHUhOztbRUVFSk5OVnZ2tgzDkFXPD2mGYcjlcnk0NkEXgK1U1xzWe599paUrv1X5oSo5HIYs03J/j960bZc+Xb1ektStYztddnZvdWpPXyHCV/n2tdr079GyTJd7ZtY3tX/biv83T7JMtc39E2EXAbVlyxa1adPG/Wt/IugCsI2N23Zpzusf6kBZhfunedOs+1P98b9f/0Ohvvt+h8474zRdmZujqEi+pSG81Bzco03z7/RjyK2r+LN/KabNKWqdPdjvY8NDITyj26FDh3p/7Q8ePTDiueeeU3V1tV8LAABJWvnN95o2b2GdkPtLzKPHLV35naY9t1CV1TWBLBGwFcuytO2NB2XWVAUk5NYyVPDOVNWU7Q7Q+GiwMHky2rx58/TWW2+5f3/33XcrKSlJAwYM0LZt2zwez6OgO3LkSJWWlnp8EQD4Od99v0OzX/vAvVi4pyzL0tbCPZrxn0UyzUD9gw/Yy4Fv3lXZ5v9Jlmc9i56xZB6p0baFDwXwGsCPJk+erNjYWEnSsmXL9MQTT2jq1Klq3bq1xo4d6/F4HgVdb/4BAoCfU1FZrWdf+0C+TjdYlqVN24q0eNnJ79YFQoVlWdr1ybOSGqF31nSpbNP/VLnnh8BfCyd3bNUFX7YmoKCgQJ06dZIkLViwQFdffbVuueUWTZkyRZ988onH43kUdCXRkA7ArxZ8sEIVldUNXgXpl/z3g5XaX1run8EAm6oo+FJVe35Qo30e7XBqz8pXGudaqNexJ6P5sjUF8fHx2rdvnyTpvffe04UXXihJiomJUWVlpcfjeXznxgUXXKCIiJ8/bfXq1R4XAiD8HKqq1mdrNrh7bf3BtCx9vGqdhpzfz29jAnazd+2bksMpmYFsWziO6dK+tW8q4+J8GQ5u+kTgXHjhhbr55pvVq1cvbdy4UZdeeqkk6dtvv1VmZqbH43n8pzUvL0/x8fEeXwgAfmrl19/riMu/PbWWZenjL77TFef15RMohKzy7WsaL+QeZR6uVNXerYpN7tSo18VRIbzqwvFmzJihe++9VwUFBXr11VfVqlXtU/pWrVqlYcOGeTyex0H3rrvuUnJysscXAoCf2lxQJIdh+HVGV6rt+9174KDatOSBEgg9rppKVe8vCMq1K3auI+gioJKSkvTEE0+csP++++7zajyPgu4vzY7s2LFD999/v2bNmuVVMQDCy9bC3X4Pucds37WXoIuQVL1vW8Mf7etHhiNCVbu5IS1YDPnWZ9uUPt8qKSnRihUrtHv37jor6RiGoeuuu86jsTwKur+06sK+ffs0e/Zsgi6ABik/VNUkxwaCyVVzKCjXtVTbvgAE0ptvvqnhw4ervLxcCQkJdSZZvQm6Hq26cPwj2gDAdwGcY2hK0xeAR4L5h5u/WEETJsuL/fnPf9aNN96o8vJylZSU6MCBA+5t//79Ho/nUdDt0KEDN3cA8JukhGaBG7t54MYGgskZE5wbwo0gXhsKmyejFRYW6k9/+pOaNfPP93CP19EFAH/JapsshyMwPzy3T+PTJ4SmmFYdapcWa2SWeUSxKdyIhsDKy8vTF1984bfxPOrRvfLKK3/29ZKSEl9qARBmumSm639rNvh93FaJ8czoImQ5IqIU2+YUVRZvavRrN0s7tdGviaPCZHmxyy67THfddZe+++47nX766YqMjKzz+q9//WuPxvMo6CYmJv7i67/5zW88KgBA+OrTLUsvvP2pKqsP+21Mw5DOO6M7bVYIac0z+9Y+krcR19KNaJak6JbtGu16qMvXp5s1lSejjRo1SpJ0//33n/CaYRhyuTz7M+9R0O3Ro4fGjh170tcPHjyoiy++2KMCAISvyIgIXXDm6Xrro9V+m2yIjorUgF5d/DQaYE+tew/R7uX/abwLGg616Xu1DIOORwTW8cuJ+YNHf2L/9re/6bnnnqv3tYqKCl1yySXu5xMDQENcPKiXklslyuGnGdjfXTpIcbExfhkLsKvY5I6Ky8iWGjF4tu7DJ7ZBFSY3ox2vqsr3ZSI9+hvyr3/9S3/4wx/0xhtv1NlfXl6uvLw87d69Wx988IHPRQEIH5ERTo26OlcREU6f2w3O7NFZZ5zOzTIID+nn/UGy/Dv7VS/DoVa9fq2ohJTAXwsnFyZB1+Vy6YEHHlDbtm0VHx+vH36ofUjJ+PHjNXv2bI/H8yjoXn311Xr88cc1bNgwLV26VNKPM7nFxcVaunSp0tPTPS4CQHjLSG2lMdddpqhIp9erMJzRvaOuv+IcenMRNhKy+ql1nysDO6trOBQZ11IZF40J3DWA4zz00EOaO3eupk6dqqioKPf+7t2765lnnvF4PI//dtx8882aOHGirrjiCi1dulSXXHKJdu7cqQ8//JCQC8BrHTNSNOGPV6tjRu2sUUMCq8MwFBnh1O8uHaSRV54vp4P+QYSXdhfeqciE5MAtN2aZyhwySc5o1s8NtmM3o/myNQXPPfecZs2apeHDh8vp/PHPdc+ePbV+/XqPx/PoZrRj7r77bu3fv18XXHCBMjMztXTpUrVrx52YAHzTukWC8kcM1qpvf9AHy7/WDzt2S1KdAGtalizLUnRUpM7q3VXn53RXq6TmwSoZCCpndJy6XP+U1j9zg1xV5ZLl31UY2l/+NyV0PNOvY8JLvj7drIk8Ga2wsFCdOp3Ygmaapg4f9nyFHp/W0Y2MjFTr1q1155131tn/2muveVwIAEi1s7T9undUv+4dtedAmbYW7taOov2qrK6Rw2GodVJztU9vo8z0NoqK9OpndSCkxLTMUNebntXGebfqcPle3/t2j7ZCdBj8/6l1ryv8UCH8IkzW0e3WrZs++eQTdejQoc7+V155Rb169fJ4PJ/W0R02bJjHFwSAhmrTIkFtWiSoX/dgVwLYW0yrDup26wsqeHea9n+5sHZBacubZGMoumWGsq58QHHp3fxeJ/BLJkyYoBEjRqiwsFCmaeq1117Thg0b9Nxzz2nhwoUej+dR0J0zZ47HFwAAAIEXEZugrCGT1PK0XO14/3FV7f6+tnf3lx4qYTgky5QzOl7JZ/5OqYNukCMi6ufPQaMLlwdGXHHFFXrzzTd1//33Ky4uThMmTFDv3r315ptv6sILL/R4PD73AwAghCR2HqSETgNVUfiN9nzxqg7+sFyHD+6p91hHVKzi2nZXq+zBatHtAjkiohu5WjRYmLQuSNJZZ52lxYsX+2Usgi4AACHGMAzFtztd8e1OlyQdOVSiQ0Ub5ao6KMsy5YiIVkybLEW3aMeSfLCVU045RStXrlSrVq3q7C8pKVHv3r3d6+o2FEEXAIAQF9EsSQmnnBHsMuALX5cIayIzulu3bpXLdWK7TXV1tQoLCz0ej6ALAABgdyHeunD8U3fffffdOgsguFwuLVmyRJmZmR6PS9AFAABAUA0ZMkRSbdvNiBEj6rwWGRmpzMxMPfLIIx6PS9AFAACwuxCf0TXN2vWfs7KytHLlSrVu3dov4xJ0AQAAbC5clhfbsmWLX8cj6AIAAMA2lixZoiVLlmj37t3umd5jnn32WY/GIugCAADAFu677z7df//96tu3r9LS0nxe/o6gCwAAYHch3qN7zMyZMzV37lxdd911fhmPoAsAAGBz4dKjW1NTowEDBvhtPIffRgIAAAB8cPPNN2v+/Pl+G48ZXQAAgKagiczK+qKqqkqzZs3S+++/rx49eigyMrLO69OmTfNoPIIuAACA3YVJj+5XX32l7OxsSdI333zj83gEXQAAANjChx9+6NfxCLoAAAA2F+o3o1155ZW/eIxhGHr11Vc9GpegCwAAYHch3rqQmJgYkHFtH3QzMzO1bdu2E/bfdtttmjFjhqqqqvTnP/9ZL7zwgqqrq5WXl6cnn3xSKSkpQagWAAAAnpozZ05AxrX98mIrV67Url273NvixYslSddcc40kaezYsXrzzTf18ssv66OPPtLOnTsbNP0NAADQVBxrXfBlC0e2D7pt2rRRamqqe1u4cKE6duyoc845R6WlpZo9e7amTZum888/X3369NGcOXP02Wef6fPPPw926QAAAP5h+WHzwowZM5SZmamYmBjl5ORoxYoVDTrvhRdekGEYGjJkiHcX9hPbB93j1dTU6N///rduvPFGGYahVatW6fDhw8rNzXUf07VrV7Vv317Lli076TjV1dUqKyurswEAAOBHL774ovLz8zVx4kStXr1aPXv2VF5ennbv3v2z523dulV/+ctfdNZZZzVSpSfXpILuggULVFJSohtuuEGSVFRUpKioKCUlJdU5LiUlRUVFRScdZ8qUKUpMTHRvGRkZAawaAADAR0GY0Z02bZpGjRqlkSNHqlu3bpo5c6aaNWumZ5999qTnuFwuDR8+XPfdd59OOeUUzy/qZ00q6M6ePVuXXHKJ0tPTfRpn3LhxKi0tdW8FBQV+qhAAAMD//NWj+9NPtKurq+u9Xk1NjVatWlXnU3OHw6Hc3Nyf/dT8/vvvV3Jysm666Sa/vn9v2X7VhWO2bdum999/X6+99pp7X2pqqmpqalRSUlJnVre4uFipqaknHSs6OlrR0dGBLBcAAMB//LS82E8/xZ44caImTZp0wuF79+6Vy+U6YRWrlJQUrV+/vt5LfPrpp5o9e7bWrl3rQ6H+1WSC7pw5c5ScnKzLLrvMva9Pnz6KjIzUkiVLdNVVV0mSNmzYoO3bt6t///7BKhUAAMCWCgoKlJCQ4P69vyb+Dh48qOuuu05PP/20Wrdu7Zcx/aFJBF3TNDVnzhyNGDFCERE/lpyYmKibbrpJ+fn5atmypRISEnTHHXeof//+OvPMM4NYMQAAgB/5aUY3ISGhTtA9mdatW8vpdKq4uLjO/pN9av79999r69atGjx4sHufaZqSpIiICG3YsEEdO3b04Q14p0kE3ffff1/bt2/XjTfeeMJrjz76qBwOh6666qo6D4wAAAAIFY39COCoqCj16dNHS5YscS8RZpqmlixZotGjR59wfNeuXfX111/X2Xfvvffq4MGD+n//7/8F7cb/JhF0L7roIllW/V+hmJgYzZgxQzNmzGjkqgAAAEJXfn6+RowYob59++qMM87Q9OnTVVFRoZEjR0qSrr/+erVt21ZTpkxRTEyMunfvXuf8Y/dP/XR/Y2oSQRcAACCs+al1wRPXXnut9uzZowkTJqioqEjZ2dlatGiR+wa17du3y+Gw9wJehnWyqdIwUlZWpsTERJWWljaobwUAAIQ+O+SDYzWcOnqynNExXo/jqq7Suif+FnZZx94xHAAAAPASrQsAAAB2F4TWhVBA0AUAALA7gq5XaF0AAABASGJGFwAAwOaMo5sv54cjgi4AAIDd0brgFYIuAACAzTX2k9FCBT26AAAACEnM6AIAANgdrQteIegCAAA0BWEaVn1B6wIAAABCEjO6AAAANsfNaN4h6AIAANgdPbpeoXUBAAAAIYkZXQAAAJujdcE7BF0AAAC7o3XBK7QuAAAAICQxowsAAGBztC54h6ALAMBR1eUHVLJzs0p3bdahA0UyjxyW4YxQbEJrJaZ3UlJ6J8UmJge7TIQjWhe8QtAFAIQ1y3SpeNMX2rpiofb+sFaSZBgOyZAsy5IhQzIMWaZLkpSU3lmZOYOV1m2gnBFRQawcYYWg6xWCLgA0AsuytGvXLm3btk27du3S3r17ZZqmoqKilJKSorS0NHXq1EkJCQnBLjWslO7arDWvTVP53oLacHuUZZnuYGDJqhMSSnZt1trXp2nd4rnKHjJGbTr2auSqATQUQRcAAsiyLH311VdatmyZiouLZRiGe/8xhYWFMk1ThmGoS5cuGjhwoDIyMoJVcliwLFObPnpRGz/+T+2M7dF9DTxZklRdcUDL/z1B7Xvn6bRL/iBnRGSgygXo0fUSQRcAAmT//v3673//q+3bt7v3HR9wjzFN0/3apk2btGHDBuXk5OiCCy5QZCThyd8sy9SXbzymHWuX1P7e2890j34tt695T4cOFKnfsPFyRkb7q0ygLloXvMLyYgAQAFu3btXMmTO1Y8cOj847FnpXrFihp59+WuXl5YEoL6x9u+gZd8j1C8vS3q1fadXLDzd8VhhAoyDoAoCfFRQU6Pnnn9eRI0fcwdVTlmVp3759mjdvniorK/1cYfgq3rhCW1e86f+BLUu7N63U1hVv+X9sQJJhWT5v4YigCwB+VFVVpZdeekkul6veNgVPmKapffv26a23CE/+UFNZri/feEw62icdCOven6OK/bsCNj7CmOWHLQwRdAHAj9577z1VVFT4HHKPsSxL3377rdatW+eX8cLZlmULVHPooLu3NhAs09SGD/8dsPEBeIagCwB+sn//fq1Zs8ZvIfd477//fkDGDRem67C2fvG2FOAeWst0add3n6q6oiSg10H4Obbqgi9bOCLoAoCffPHFF+7lw/xt//792rZtW0DGDgdFG1bocOXBRrmWZVkqWPN+o1wLYYTWBa8QdAHAT7766quAzbo6HA59/fXXARk7HOzb+rUMh7NxLmbVXg9A8LGOLgD4wcGDB1VRURGw8U3T9HipMvyopHCD+xG+gWepZOfG2scHB/DGN4QXHhjhHWZ0AcAPioqKAn6NPXv2yOVqrLAWWg7u3v7LB/nR4cpy1dCnC3+idcErBF0A8IPGWOvWsizV1NQE/DqhxrJMmUca/7/bkRrWP4b/cDOadwi6AOAHjfURNR+FeyNI/80M/okFgo2/hQDgB3FxcQG/htPpVFRUVMCvE2oMw5AzKrbRrxsZE/g/EwgjtC54haALAH6QlpYW8GukpKTI4eDbtjcSU09p1OtFx7dQVGzzRr0mQh9tC57jOyYA+EFsbKySkpICNr7D4VBGRkbAxg91SW07N97yYoahpLa/apxrAfhZBF0A8JNevXoFrIfWNE1lZ2cHZOxw0KZjr8ZbXsyylNypd+NcC+HDsnzfwhBBFwD8pHfv3gEJuoZhKD09XampqX4fO1y0PiVbsYnJjXItZ2S02p5+TqNcC+GDVRe8Q9AFAD+Jj4/XoEGD/D6uZVm6+OKL/T5uODEMh7JyBksBXrXCMBzKyL5QEdHNAnodAA1D0AUAPzr77LPVpk0bv83sGoah/v3705/rBx36Xaa4lukBXPbLUERMnLqcOzRA4yOsseqCVwi6AOBHTqdTQ4cOVWxsrM9h1zAMZWZm6vzzz/dTdeHNGRGpXr/JV+D+xbfUY/BoRTVLDND4CGeG6fsWjgi6AOBnLVu21I033qjmzZv7FHY7deqkYcOGKSIiwo/Vhbektl10Wt7NARk7K+fXSjt1QEDGBuAdgi4ABECrVq102223qVevXpLU4PVvDcNQRESELrvsMg0bNkyRkZGBLDMsZeX8Wl0vGHH0d/5pMWnf52J1y7vJL2MB9aJ1wStMEwBAgERHR2vw4MHq1auXVqxYoW+//VamacowDBmGIcuyZBiGTLP2M8XY2Fj16dNH/fr1U0JCQpCrD22dBl2tZkkp+mrhE3LVVMmyPP9c13A4JMOhU3NvUFbOr3k8MwLK15UTwnXVBYIuAARYu3bt1K5dO11yySXasWOHdu3apQMHDsg0TUVGRqpNmzZKT09Xenq6nM5GeqgBlN79LLXM7K5v3npSRes/l2E4GhR4DYdTlulSUtuu6nnFnxTfqm0jVIuw5+tauGG6ji5BFwAaSWxsrDp37qzOnTsHuxQcFRPfQn2v/f9UvneHtn3xjgrWLtGR6gpJqvMktWMPm3BERCm9+1nK7HeZktL5OgJ2R9AFAIS9+NbtdNrFo9Qt72YdOlCk0l2bdWh/kVyuw3I4IxSb0FqJ6Z0U36pt4z1KGDgOrQveIegCAHCUYRiKa5mmuJZpwS4FqMvXG8rCNOiy6gIAAABCEjO6AAAANkfrgncIugAAAHbHqgteoXUBAAAAIYkZXQAAAJujdcE7BF0AAAC7Y9UFr9C6AAAAgJDEjC4AAIDN0brgHdvP6BYWFur3v/+9WrVqpdjYWJ1++un64osv3K9blqUJEyYoLS1NsbGxys3N1aZNm4JYMQAAgJ+Zlu9bGLJ10D1w4IAGDhyoyMhIvfPOO/ruu+/0yCOPqEWLFu5jpk6dqscee0wzZ87U8uXLFRcXp7y8PFVVVQWxcgAAAD+y/LCFIVu3Ljz88MPKyMjQnDlz3PuysrLcv7YsS9OnT9e9996rK664QpL03HPPKSUlRQsWLNDQoUMbvWYAAADYg61ndN944w317dtX11xzjZKTk9WrVy89/fTT7te3bNmioqIi5ebmuvclJiYqJydHy5YtO+m41dXVKisrq7MBAADYlaEf+3S92oL9BoLE1kH3hx9+0FNPPaXOnTvr3Xff1a233qo//elPmjdvniSpqKhIkpSSklLnvJSUFPdr9ZkyZYoSExPdW0ZGRuDeBAAAgK+OPRnNly0M2Tromqap3r17a/LkyerVq5duueUWjRo1SjNnzvRp3HHjxqm0tNS9FRQU+KliAAAA2IWtg25aWpq6detWZ9+pp56q7du3S5JSU1MlScXFxXWOKS4udr9Wn+joaCUkJNTZAAAA7MqntgUfliabMWOGMjMzFRMTo5ycHK1YseKkxz799NM666yz1KJFC7Vo0UK5ubk/e3xjsHXQHThwoDZs2FBn38aNG9WhQwdJtTempaamasmSJe7Xy8rKtHz5cvXv379RawUAAAiYIKy68OKLLyo/P18TJ07U6tWr1bNnT+Xl5Wn37t31Hr906VINGzZMH374oZYtW6aMjAxddNFFKiws9PzifmLroDt27Fh9/vnnmjx5sjZv3qz58+dr1qxZuv322yVJhmFozJgxevDBB/XGG2/o66+/1vXXX6/09HQNGTIkuMUDAAA0YdOmTdOoUaM0cuRIdevWTTNnzlSzZs307LPP1nv8888/r9tuu03Z2dnq2rWrnnnmGZmmWWdCsrHZenmxfv366fXXX9e4ceN0//33KysrS9OnT9fw4cPdx9x9992qqKjQLbfcopKSEg0aNEiLFi1STExMECsHAADwH8OyZPhwQ9mxc3+60lR0dLSio6NPOL6mpkarVq3SuHHj3PscDodyc3N/dmWr4x06dEiHDx9Wy5Ytva7bV7YOupJ0+eWX6/LLLz/p64Zh6P7779f999/fiFUBAAA0IvPo5sv50gkrTU2cOFGTJk064fC9e/fK5XLVu7LV+vXrG3TJv/71r0pPT6+zDGxjs33QBQAAgH8UFBTUuQm/vtlcf/j73/+uF154QUuXLg3qp+wEXQAAAJvzV+tCQ1ebat26tZxOp8crW0nSP//5T/3973/X+++/rx49enhdsz/Y+mY0AAAAqNFXXYiKilKfPn3q3Eh27Mayn1vZaurUqXrggQe0aNEi9e3b17OLBgAzugAAAHbn69PNvDg3Pz9fI0aMUN++fXXGGWdo+vTpqqio0MiRIyVJ119/vdq2baspU6ZIkh5++GFNmDBB8+fPV2ZmpvsptfHx8YqPj/e+dh8QdAEAAHCCa6+9Vnv27NGECRNUVFSk7OxsLVq0yH2D2vbt2+Vw/Ngc8NRTT6mmpkZXX311nXFOdsNbYyDoAgAA2JwvTzc7dr43Ro8erdGjR9f72tKlS+v8fuvWrd5dJIAIugAAAHYXhNaFUMDNaAAAAAhJzOgCAADYnGHWbr6cH44IugAAAHZH64JXaF0AAABASGJGFwAAwO68eOjDCeeHIYIuAACAzfnrEcDhhtYFAAAAhCRmdAEAAOyOm9G8QtAFAACwO0uSL0uEhWfOJegCAADYHT263qFHFwAAACGJGV0AAAC7s+Rjj67fKmlSCLoAAAB2x81oXqF1AQAAACGJGV0AAAC7MyUZPp4fhgi6AAAANseqC96hdQEAAAAhiRldAAAAu+NmNK8QdAEAAOyOoOsVWhcAAAAQkpjRBQAAsDtmdL1C0AUAALA7lhfzCkEXAADA5lhezDv06AIAACAkMaMLAABgd/ToeoWgCwAAYHemJRk+hFUzPIMurQsAAAAISczoAgAA2B2tC14h6AIAANiej0FX4Rl0aV0AAABASGJGFwAAwO5oXfAKQRcAAMDuTEs+tR+w6gIAAAAQOpjRBQAAsDvLrN18OT8MEXQBAADsjh5drxB0AQBeqamu0q6tG7Rn5zbtK9qhqspySVJsXHO1Tm2v1ukdlJ7ZRRGRUUGuFAgB9Oh6haALAPDIgT279O2KD7Vh7WdyHTksw+GQdfw/woahbRu+kmWZioyKVtfeg3TaGecpoUWboNYNIPwQdAEADeJyHdGaj9/Wmk/elgxDllnb83fs/90sS9bR0Hu4plrfLP9Q365Yqn4XDNHpZ+bK4eA+aMBjtC54haALAPhFhw6W6u1//z/t311Yu8ODfzQty5RlScsXv6qt69Yo73ejFRMbF6BKgRBlyceg67dKmhR+rAYA/KxDB0u14NmHdWDvLp/H2l24VW/O+aeqKyv8UBkA/DyCLgDgpEyXS+88/5gqSg+c2KLgBcsyVbK3SItf+j9ZYbrcEeCVY60LvmxhiKALADipNZ++o33FO/waSi3L1M6tG7Tui0/8NiYQ8kzT9y0MEXQBAPUq3Ves1R+9FbDxl733sg6VlwVsfAAg6AIA6vXtyqUBHd90HdH61czqAg1C64JXCLoAgBMcrqnW+jX/C2gfrWVZ+nblUpmmK2DXAEIGQdcrBF0AwAmKC77XkZrqgF+nsrxM+4sLA34dAOGJoAsAOMGendtkGI3zT8Sendsa5TpAk2Zavm9hiAdGAABOUPtgiMD/w+hwOLWveEfArwM0dbUPXvG+lShcl/Mj6AIATlBdWSGrEXr6LMtSTXVlwK8DNHmWj7Oy9OgCAHCUYTTipRrvWgDCCzO6AIATxDZrLsNwBPzjTsMwFBMbF9BrACHBsuRTOxEzugAA1GqVmiGrEXp0TdOlVqntA34doMnjyWhesXXQnTRpkgzDqLN17drV/XpVVZVuv/12tWrVSvHx8brqqqtUXFwcxIoBIDS0Se/QaDNAbdIJugACw9ZBV5JOO+007dq1y719+umn7tfGjh2rN998Uy+//LI++ugj7dy5U1deeWUQqwWA0JDS7hTFNIsP+HUSW6UoqXVawK8DNHk8MMIrtu/RjYiIUGpq6gn7S0tLNXv2bM2fP1/nn3++JGnOnDk69dRT9fnnn+vMM89s7FIBIGQ4nE5163eu1nz8VkBXX+h+xnncjAY0gGWasgyWF/OU7Wd0N23apPT0dJ1yyikaPny4tm/fLklatWqVDh8+rNzcXPexXbt2Vfv27bVs2bKfHbO6ulplZWV1NgBAXd36ni1nRGSARjcUHRunzj2ZlAAQOLYOujk5OZo7d64WLVqkp556Slu2bNFZZ52lgwcPqqioSFFRUUpKSqpzTkpKioqKin523ClTpigxMdG9ZWRkBPBdAEDT1Cw+UQMuvjZAo1s659fXKyo6NkDjAyGG1gWv2Lp14ZJLLnH/ukePHsrJyVGHDh300ksvKTbW+2+O48aNU35+vvv3ZWVlhF0AqMeveg3UlvVrtGPzt/5rYTAMde5xpjK7ZvtnPCAcmJZksLyYp2w9o/tTSUlJ6tKlizZv3qzU1FTV1NSopKSkzjHFxcX19vQeLzo6WgkJCXU2AMCJDMNQ7tW3KLntKf7ppTUMZXTsprMH/973sQDgFzSpoFteXq7vv/9eaWlp6tOnjyIjI7VkyRL36xs2bND27dvVv3//IFYJAKElMipal10/Rh18mYE9GpK79Oyvi4beJqfT1h8oAvZjWZJl+rCF54yurb/T/OUvf9HgwYPVoUMH7dy5UxMnTpTT6dSwYcOUmJiom266Sfn5+WrZsqUSEhJ0xx13qH///qy4AAB+FhEZpQuv+YO+/2alPn1rvmqqKxt4piHJUkxsvM654np16NIjkGUCIcsyLVk+tC4EcvUUO7N10N2xY4eGDRumffv2qU2bNho0aJA+//xztWnTRpL06KOPyuFw6KqrrlJ1dbXy8vL05JNPBrlqAAhNhmGo0+lnqH3n07Xxy2X6ZvkHKjuwR5LkcDgl1T6g1FDtE88kqUWbNHXPOV+dTj9DkVHRQaocCAGWKcmHJcLCdHkxwwrXiH+csrIyJSYmqrS0lH5dAGggy7JUtn+39uzarn1FBaqpqp3ljY6NU+u0DLVO66DmSa1YJxdNlh3ywbEaznNeqQjD++X+jliH9aHrNY/fy4wZM/SPf/xDRUVF6tmzpx5//HGdccYZJz3+5Zdf1vjx47V161Z17txZDz/8sC699FKv6/aVrWd0AQD2ZRiGElulKLFVijp17xfscoCQFozWhRdffFH5+fmaOXOmcnJyNH36dOXl5WnDhg1KTk4+4fjPPvtMw4YN05QpU3T55Zdr/vz5GjJkiFavXq3u3bt7XbsvmNGVPX5iAwAA9mKHfHCshnN1hc8zukv1X4/eS05Ojvr166cnnnhCkmSapjIyMnTHHXfonnvuOeH4a6+9VhUVFVq4cKF735lnnqns7GzNnDnT69p9wYyufvwphyekAQCAY47lAjvMCR7R4domeF/O14lZJzo6WtHRJ/bP19TUaNWqVRo3bpx7n8PhUG5u7kmfQLts2bI6zymQpLy8PC1YsMD7wn1E0JV08OBBSeKhEQAA4AQHDx5UYmJiUK4dFRWl1NRUfVr0ts9jxcfHn5B1Jk6cqEmTJp1w7N69e+VyuZSSklJnf0pKitavX1/v+EVFRfUe/0tPrA0kgq6k9PR0FRQUqHnz5tw00QDHniRXUFBAq4dN8TWyP75GTQNfJ/sL5NfIsiwdPHhQ6enpfh3XEzExMdqyZYtqamp8HsuyrBNyTn2zuaGEoKvaqfh27doFu4wmh6fK2R9fI/vja9Q08HWyv0B9jYI1k3u8mJgYxcTENOo1W7duLafTqeLi4jr7f+4JtKmpqR4d3xia1JPRAAAAEHhRUVHq06dPnSfQmqapJUuWnPQJtP37969zvCQtXrw4qE+sZUYXAAAAJ8jPz9eIESPUt29fnXHGGZo+fboqKio0cuRISdL111+vtm3basqUKZKkO++8U+ecc44eeeQRXXbZZXrhhRf0xRdfaNasWUF7DwRdeCw6OloTJ04M+b6epoyvkf3xNWoa+DrZH1+jwLn22mu1Z88eTZgwQUVFRcrOztaiRYvcN5xt375dDsePzQEDBgzQ/Pnzde+99+pvf/ubOnfurAULFgRtDV2JdXQBAAAQoujRBQAAQEgi6AIAACAkEXQBAAAQkgi6AAAACEkEXTTYlClT1K9fPzVv3lzJyckaMmSINmzYEOyycBJ///vfZRiGxowZE+xS8BOFhYX6/e9/r1atWik2Nlann366vvjii2CXhaNcLpfGjx+vrKwsxcbGqmPHjnrggQfEvdvB9fHHH2vw4MFKT0+XYRhasGBBndcty9KECROUlpam2NhY5ebmatOmTcEpFrZB0EWDffTRR7r99tv1+eefa/HixTp8+LAuuugiVVRUBLs0/MTKlSv1f//3f+rRo0ewS8FPHDhwQAMHDlRkZKTeeecdfffdd3rkkUfUokWLYJeGox5++GE99dRTeuKJJ7Ru3To9/PDDmjp1qh5//PFglxbWKioq1LNnT82YMaPe16dOnarHHntMM2fO1PLlyxUXF6e8vDxVVVU1cqWwE5YXg9f27Nmj5ORkffTRRzr77LODXQ6OKi8vV+/evfXkk0/qwQcfVHZ2tqZPnx7ssnDUPffco//973/65JNPgl0KTuLyyy9XSkqKZs+e7d531VVXKTY2Vv/+97+DWBmOMQxDr7/+uoYMGSKpdjY3PT1df/7zn/WXv/xFklRaWqqUlBTNnTtXQ4cODWK1CCZmdOG10tJSSVLLli2DXAmOd/vtt+uyyy5Tbm5usEtBPd544w317dtX11xzjZKTk9WrVy89/fTTwS4LxxkwYICWLFmijRs3SpK+/PJLffrpp7rkkkuCXBlOZsuWLSoqKqrzfS8xMVE5OTlatmxZECtDsPFkNHjFNE2NGTNGAwcODOoTT1DXCy+8oNWrV2vlypXBLgUn8cMPP+ipp55Sfn6+/va3v2nlypX605/+pKioKI0YMSLY5UG1s+5lZWXq2rWrnE6nXC6XHnroIQ0fPjzYpeEkioqKJMn9xK5jUlJS3K8hPBF04ZXbb79d33zzjT799NNgl4KjCgoKdOedd2rx4sWKiYkJdjk4CdM01bdvX02ePFmS1KtXL33zzTeaOXMmQdcmXnrpJT3//POaP3++TjvtNK1du1ZjxoxReno6XyOgiaF1AR4bPXq0Fi5cqA8//FDt2rULdjk4atWqVdq9e7d69+6tiIgIRURE6KOPPtJjjz2miIgIuVyuYJcISWlpaerWrVudfaeeeqq2b98epIrwU3fddZfuueceDR06VKeffrquu+46jR07VlOmTAl2aTiJ1NRUSVJxcXGd/cXFxe7XEJ4Iumgwy7I0evRovf766/rggw+UlZUV7JJwnAsuuEBff/211q5d69769u2r4cOHa+3atXI6ncEuEZIGDhx4wrJ8GzduVIcOHYJUEX7q0KFDcjjq/vPodDplmmaQKsIvycrKUmpqqpYsWeLeV1ZWpuXLl6t///5BrAzBRusCGuz222/X/Pnz9d///lfNmzd39z0lJiYqNjY2yNWhefPmJ/RLx8XFqVWrVvRR28jYsWM1YMAATZ48Wb/97W+1YsUKzZo1S7NmzQp2aThq8ODBeuihh9S+fXuddtppWrNmjaZNm6Ybb7wx2KWFtfLycm3evNn9+y1btmjt2rVq2bKl2rdvrzFjxujBBx9U586dlZWVpfHjxys9Pd29MgPCE8uLocEMw6h3/5w5c3TDDTc0bjFokHPPPZflxWxo4cKFGjdunDZt2qSsrCzl5+dr1KhRwS4LRx08eFDjx4/X66+/rt27dys9PV3Dhg3ThAkTFBUVFezywtbSpUt13nnnnbB/xIgRmjt3rizL0sSJEzVr1iyVlJRo0KBBevLJJ9WlS5cgVAu7IOgCAAAgJNGjCwAAgJBE0AUAAEBIIugCAAAgJBF0AQAAEJIIugAAAAhJBF0AAACEJIIuAAAAQhJBFwAAACGJoAsg5N1www0yDMO9tWrVShdffLG++uorzZ07t85r9W1bt27VpEmTlJ2dXWfcTz75RElJSRozZox49g4A2A9BF0BYuPjii7Vr1y7t2rVLS5YsUUREhC6//HJde+217v27du1S//79NWrUqDr7MjIyThjvrbfeUl5envLz8zV9+vSTPiIbABA8EcEuAAAaQ3R0tFJTUyVJqampuueee3TWWWepvLzcvV+SoqKi1KxZszr7fmr+/PkaOXKkHnnkEY0ePTrgtQMAvMOMLoCwU15ern//+9/q1KmTWrVq5dG5M2bM0MiRI/Xss88ScgHA5pjRBRAWFi5cqPj4eElSRUWF0tLStHDhQjkcDf95f926dRo9erRmz56t4cOHB6pUAICfMKMLICycd955Wrt2rdauXasVK1YoLy9Pl1xyibZt29bgMdq1a6fevXvrH//4h3bt2hXAagEA/kDQBRAW4uLi1KlTJ3Xq1En9+vXTM888o4qKCj399NMNHqN58+Z6//33FRcXp/POO4+wCwA2R9AFEJYMw5DD4VBlZaVH57Vo0ULvv/++EhISdO6552rnzp0BqhAA4CuCLoCwUF1draKiIhUVFWndunW64447VF5ersGDB3s8VlJSkhYvXqwWLVoQdgHAxgi6AMLCokWLlJaWprS0NOXk5GjlypV6+eWXde6553o1XmJiot577z21bt1a55xzjgoLC/1bMADAZ4bF43wAAAAQgpjRBQAAQEgi6AIAACAkEXQBAAAQkgi6AAAACEkEXQAAAIQkgi4AAABCEkEXAAAAIYmgCwAAgJBE0AUAAEBIIugCAAAgJBF0AQAAEJIIugAAAAhJ/z+XGmN8KtLEqgAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 840x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"BTK = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"KLT = [99, 96, 91, 84, 75, 64, 51, 64, 75, 84]\n",
"s = [50*(1+i) for i in range(10)]\n",
"\n",
"c = []\n",
"for i in range(10):\n",
" r = 0.1 * i\n",
" g = 0.5\n",
" b = 1 - 0.1 * i\n",
" c.append([r, g, b])\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('BTK')\n",
"plt.ylabel('KLT')\n",
"\n",
"plt.scatter(BTK, KLT, s=s, c=c)\n",
"plt.colorbar(label='Intensity')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "18391122-2229-441a-8937-500088d58d46",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"BTK = np.linspace(0, 20, 20)\n",
"KLT = np.linspace(0, 10, 20)\n",
"X, Y = np.meshgrid(BTK, KLT)\n",
"Z = np.sqrt((X - 5)**2 + (Y - 4)**2)\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('BTK')\n",
"plt.ylabel('KLT')\n",
"plt.grid()\n",
"\n",
"contour = plt.contour(X, Y, Z)\n",
"plt.clabel(contour)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "7084dbdd-2890-48d2-961f-22bbf6d02b3f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 480x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"BTK = np.linspace(0, 20, 20)\n",
"KLT = np.linspace(0, 10, 20)\n",
"X, Y = np.meshgrid(BTK, KLT)\n",
"Z = np.sqrt((X - 5)**2 + (Y - 4)**2)\n",
"\n",
"BTK_sub = X[4:13, 2:8]\n",
"KLT_sub = Y[4:13, 2:8]\n",
"Z_sub = Z[4:13, 2:8]\n",
"\n",
"plt.figure(figsize=(4.8, 4.8))\n",
"\n",
"plt.xlabel('BTK')\n",
"plt.ylabel('KLT')\n",
"plt.grid()\n",
"\n",
"contour = plt.contour(BTK_sub, KLT_sub, Z_sub)\n",
"plt.clabel(contour)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "d1af0bb7-54c3-4efb-9db8-7b6a12f4a2aa",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.linspace(1, 4, 20)\n",
"y = np.linspace(1, 4, 20)\n",
"X, Y = np.meshgrid(x, y)\n",
"Z = np.sqrt((X - 2.5)**2 + (Y - 2.5)**2)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"\n",
"plt.subplot(2, 3, 1)\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"plt.title('cm.jet')\n",
"plt.contourf(X, Y, Z, cmap=cm.jet)\n",
"\n",
"plt.subplot(2, 3, 2)\n",
"plt.grid()\n",
"plt.title('cm.gray')\n",
"plt.contourf(X, Y, Z, cmap=cm.gray)\n",
"\n",
"plt.subplot(2, 3, 3)\n",
"plt.grid()\n",
"plt.title('cm.viridis')\n",
"plt.contourf(X, Y, Z, cmap=cm.viridis)\n",
"\n",
"plt.subplot(2, 3, 4)\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"plt.title('cm.winter')\n",
"plt.contourf(X, Y, Z, cmap=cm.winter)\n",
"\n",
"plt.subplot(2, 3, 5)\n",
"plt.xlabel('x')\n",
"plt.grid()\n",
"plt.title('cm.seismic')\n",
"plt.contourf(X, Y, Z, cmap=cm.seismic)\n",
"\n",
"plt.subplot(2, 3, 6)\n",
"plt.xlabel('x')\n",
"plt.grid()\n",
"plt.title('cm.Set3')\n",
"plt.contourf(X, Y, Z, cmap=cm.Set3)\n",
"\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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