384 lines
849 KiB
Plaintext
384 lines
849 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 52,
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"from numpy import pi\n",
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"from scipy.special import factorial\n",
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"from scipy.special import sph_harm\n",
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"\n",
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"import matplotlib.pyplot as plt\n",
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"from matplotlib import cm\n",
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"from matplotlib import rcParams\n",
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"rcParams.update({'figure.autolayout': True})"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 53,
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"metadata": {},
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"outputs": [],
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"source": [
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"r = np.linspace(0,50,200)\n",
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"\n",
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"def rho(r,n):\n",
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" return 2*r/n\n",
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"\n",
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"def L (k, m, x):\n",
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" if m == 0:\n",
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" return 1\n",
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" if m == 1:\n",
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" return 1+k-x\n",
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" return (2*m - 1 + k - x)/m * L(k,m-1,x) - (m - 1 + k) / m * L(k,m-2,x)\n",
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"\n",
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"def R(n,l,r):\n",
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" return np.sqrt((2/n)**3 * factorial(n-l-1) / (2*n*factorial(n+l))) * np.exp(-rho(r,n)/2) * rho(r,n)**l * L(2*l+1, n-l-1, rho(r,n))\n",
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"\n",
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"def Phi(n,l,m, r, theta, phi):\n",
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" return sph_harm(m,l,theta, phi) * R(n,l,r)\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 54,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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r2rUr8vPzAYihPSwsDJ988onZuLr09HScPHnSFPrq0xy/p4Y+x2OPPYaFCxfi22+/RWxsrNlrJSUlcHV1tcqiyE0dU1ddXY0JEyYgMzMTX331FaKiou66lvpwTB3JDUMdtXhOTk4YNGgQ9u7dC41Gg/DwcLPXBw8ejOXLlwMwH0/34IMPwsnJCWPGjMHMmTNx48YN/POf/4S3tzcKCwutWmNpaSk6dOiARx55BKGhoXB1dcXOnTtx5MgRU21qtRqrV6/GmDFjEBYWhvj4ePj5+eH06dM4ceIEvv32W4uuGR0djZkzZyI5ORk5OTl48MEH0apVK5w5cwapqal499138cgjj1j1czbkrbfewo4dOxAdHY0ZM2agV69eKCwsRGpqKvbt23dX4bJr167YsWMHhg0bhtjYWHz33Xdwd3fHRx99hFGjRqF3796Ij49HQEAACgoKsGvXLri7u2Pbtm0NnjM8PByrV6/Gm2++ia5du8Lb2xsPPPAAQkJCMGzYMISHh8PT0xNHjx41LVNjlJycjNGjR2PIkCF44okncP36dbz//vvo3bs3bty4YdPfU0Of48UXX8TWrVvx8MMPm5YhKSsrw08//YTPP/8cFy5csMoSHk0dU/f8889j69atGDNmDK5fv15nseHHH3/ctG1csmfdunUW3zmjqWPqdDod3n//fQA1Y3VXrlwJDw8PeHh4mP15ILIEQx0RxLC2d+9eU3drbffeey+WL18ONzc3s9aAHj164PPPP8f8+fPxwgsvwNfXF08//TTat2+PJ554wqr1tWnTBs888wx27NiBL774AgaDAV27dsUHH3xgtq5cbGwsdu3ahUWLFmH58uUwGAzo0qULpk+f3qTrrlmzBuHh4fjHP/6BV199FY6OjggKCsLjjz9uWoDZFgICAnDo0CG89tpr2LBhA/R6PQICAjBq1Ci0adPmrs/ft29f/Pe//0VMTAzGjBmDtLQ0DBs2DJmZmXjjjTewcuVK3LhxA76+voiMjMTMmTNve74FCxbg4sWLWLJkCUpLSxEdHY0HHngAzz77LLZu3YodO3agoqICnTp1wptvvmk2UWPkyJFITU3F/PnzkZiYiC5dumDdunX46quvsHv3bpv+nhr6HG3atMGePXvw1ltvITU1Ff/617/g7u6O7t27Y9GiRWYtylIw3qFh27Zt9Ybv2qHOGJRtOeHht99+w2uvvWa2z/g/Z506dWKooyZTCezoJyKiFuqxxx7DhQsXcPjwYalLIbprbKkjIqIWSRAE7N69W/J7wRJZC1vqiIiIiOyAZcuhExEREZEsMdQRERER2QGGOiIiIiI7wFBHREREZAdazOxXg8GAS5cuwc3NrcmrzxMRERHZmiAIKC0thb+/P9TqhtvjWkyou3TpEgIDA6Uug4iIiKhJ8vPz0aFDhwZfbzGhzs3NDYD4C3F3d5e4GiIiIqLG0ev1CAwMNGWZhrSYUGfscnV3d2eoIyIiIsW50/AxTpQgIiIisgMMdURERER2oEmhbtWqVQgKCoKzszMiIyNveyPkf/7znxg6dCjatm2Ltm3bIiYmps7xgiBgwYIF8PPzQ+vWrRETE4MzZ86YHXP9+nVMnjwZ7u7u8PDwwLRp03Djxo2mlE9ERERkdywOdZs3b0ZCQgKSkpKQnZ2N0NBQxMbG4vLly/Uev3v3bkyaNAm7du1CZmYmAgMD8eCDD6KgoMB0zJIlS/Dee+9hzZo1OHToEFxcXBAbG4ubN2+ajpk8eTJOnDiB9PR0bN++Hd9//z1mzJjRhI9MREREZH9UgiAIlrwhMjISgwYNwsqVKwGI678FBgZizpw5eOWVV+74/urqarRt2xYrV67ElClTIAgC/P398fzzz+OFF14AAOh0Ovj4+GD9+vWYOHEiTp06hZCQEBw5cgQDBw4EAKSlpeGhhx7Cr7/+Cn9//zteV6/XQ6vVQqfTcaIEERERKUZjM4xFLXWVlZXIyspCTExMzQnUasTExCAzM7NR5ygvL0dVVRU8PT0BAOfPn0dRUZHZObVaLSIjI03nzMzMhIeHhynQAUBMTAzUajUOHTpU73UqKiqg1+vNHkRERET2yqJQd/XqVVRXV8PHx8dsv4+PD4qKihp1jpdffhn+/v6mEGd83+3OWVRUBG9vb7PXHR0d4enp2eB1k5OTodVqTQ8uPExERET2zKazXxcvXoxNmzbhyy+/hLOzc7NeKzExETqdzvTIz89v1usRERERScmixYe9vLzg4OCA4uJis/3FxcXw9fW97XuXLVuGxYsXY+fOnejXr59pv/F9xcXF8PPzMztnWFiY6Zg/TsS4desWrl+/3uB1NRoNNBpNoz8bERERkZJZ1FLn5OSE8PBwZGRkmPYZDAZkZGQgKiqqwfctWbIEb7zxBtLS0szGxQFAcHAwfH19zc6p1+tx6NAh0zmjoqJQUlKCrKws0zHfffcdDAYDIiMjLfkIRERERHbJ4tuEJSQkIC4uDgMHDkRERARSUlJQVlaG+Ph4AMCUKVMQEBCA5ORkAMDbb7+NBQsWYOPGjQgKCjKNgXN1dYWrqytUKhXmzp2LN998E926dUNwcDBee+01+Pv7Y9y4cQCAXr16YeTIkZg+fTrWrFmDqqoqzJ49GxMnTmzUzFciIiIie2dxqJswYQKuXLmCBQsWoKioCGFhYUhLSzNNdMjLy4NaXdMAuHr1alRWVuKRRx4xO09SUhIWLlwIAHjppZdQVlaGGTNmoKSkBEOGDEFaWprZuLsNGzZg9uzZGD58ONRqNcaPH4/33nuvKZ+ZiIiIyO5YvE6dUnGdOiIiIlKiZlmnjuyAIAAHDgBct4+IiMiuMNS1JNXVwPTpwL33ApGRQEmJ1BURERGRlTDUtRQVFcCECcDHH4s/nz4NPPooUFUlbV1ERERkFQx1LUVcHPD//h/g5AQkJwMuLsDOncCcOWKXLBERESkaQ11LUFwMfPaZuL1tG/DKK8DGjYBKBfzjH2K4IyIiIkVjqGsJvv5abI0LDwcefFDcN3asOL4OAP7zH+lqIyIiIqtgqGsJtm4Vn8eONd8/aZL4vGULx9YREREpHEOdvfv9d2DHDnH7j6Fu6FDAxwf47Teg1m3aiIiISHkY6uxdRoYY7AIDgdBQ89ccHIDx48Vt45g7IiIiUiSGOntXu+tVpar7+qOPis/sgiUiIlI0hjp7ZjAA27eL23/sejViFywREZFdYKizZ1lZQGEh4OYGREfXf0ztLtjUVNvVRkRERFbFUGfP0tPF5wcfBDSaho975BHx2bj0CRERESkOQ509++kn8Tki4vbHRUUBrVqJixRfuNDsZREREZH1MdTZM2Oo69Pn9sc5OwP9+4vbBw82b01ERETULBjq7FVlJZCbK27fKdQBYmsdAGRmNl9NRERE1GwY6uzVzz8Dt26JkyQCA+98/D33iM8MdURERIrEUGevjh8Xn/v0qX99uj8yttTl5IiLFRMREZGiMNTZK2Oo69u3ccd37Aj4+oqte1lZzVcXERERNQuGOntVu6WuMVQqjqsjIiJSMIY6e2VpqAMY6oiIiBSMoc4elZUBv/wiblsS6mpPluAixERERIrCUGePTp4UQ5m3N9C+fePfN3Ag4OgIFBUBeXnNVx8RERFZHUOdPWpK1ysAtG4NhIWJ2+yCJSIiUhSGOnvU1FAHiK11AHDsmPXqISIiombHUGeP7ibUGZdAMZ6DiIiIFIGhzh5ZukZdbcb3GO8bS0RERIrAUGdv9Hrg0iVxu1cvy99vbN3LzwdKSqxWFhERETUvhjp7Y5y12rYtoNVa/v62bYEOHcRtdsESEREpBkOdvbl4UXzu1Knp5+C4OiIiIsVhqLM3xpY6a4Q6jqsjIiJSDIY6e2NsqevYsennYKgjIiJSHIY6e2PN7teffuLtwoiIiBSiSaFu1apVCAoKgrOzMyIjI3H48OEGjz1x4gTGjx+PoKAgqFQqpKSk1DnG+NofH7NmzTIdM2zYsDqvP/XUU00p375Zo/u1Z0/AwUGc/VpQYJWyiIiIqHlZHOo2b96MhIQEJCUlITs7G6GhoYiNjcXly5frPb68vBydO3fG4sWL4evrW+8xR44cQWFhoemRnp4OAHj00UfNjps+fbrZcUuWLLG0fPtnje5XjQbo3l3c5mQJIiIiRbA41K1YsQLTp09HfHw8QkJCsGbNGrRp0wZr166t9/hBgwZh6dKlmDhxIjQaTb3HtG/fHr6+vqbH9u3b0aVLF0RHR5sd16ZNG7Pj3N3dLS3fvlVV1axRdzctdQDH1RERESmMRaGusrISWVlZiImJqTmBWo2YmBhkWukG8JWVlfj3v/+NJ554AiqVyuy1DRs2wMvLC3369EFiYiLKy8utck278euv4hg4jQZo3/7uzsVQR0REpCiOlhx89epVVFdXw8fHx2y/j48PTp8+bZWCtmzZgpKSEkydOtVs/1//+ld06tQJ/v7++PHHH/Hyyy8jNzcXX3zxRb3nqaioQEVFhelnvV5vlfpkrXbXq/ou58Aw1BERESmKRaHOFj7++GOMGjUK/v7+ZvtnzJhh2u7bty/8/PwwfPhwnDt3Dl26dKlznuTkZCxatKjZ65UVa0ySMDKGulOngOpqceIEERERyZZFzTleXl5wcHBAcXGx2f7i4uIGJ0FY4uLFi9i5cyeefPLJOx4bGRkJADh79my9rycmJkKn05ke+fn5d12f7FljkoRRp05iN25FRc15iYiISLYsCnVOTk4IDw9HRkaGaZ/BYEBGRgaioqLuuph169bB29sbo0ePvuOxOTk5AAA/P796X9doNHB3dzd72D1rrFFn5OAAdOsmbufm3v35iIiIqFlZ3P2akJCAuLg4DBw4EBEREUhJSUFZWRni4+MBAFOmTEFAQACSk5MBiBMfTp48adouKChATk4OXF1d0bVrV9N5DQYD1q1bh7i4ODg6mpd17tw5bNy4EQ899BDatWuHH3/8EfPmzcN9992Hfv36NfnD2x1rdr8CQI8e4pImP/8MjBplnXMSERFRs7A41E2YMAFXrlzBggULUFRUhLCwMKSlpZkmT+Tl5UFda5D+pUuX0L9/f9PPy5Ytw7JlyxAdHY3du3eb9u/cuRN5eXl44okn6lzTyckJO3fuNAXIwMBAjB8/HvPnz7e0fPtmze5XQAx1AFvqiIiIFEAlCC3jPlB6vR5arRY6nc4+u2IFAWjTBrh5Ezh3Dujc+e7P+cknwNSpwAMPALW63ImIiMh2GptheO9Xe3HlihjoVCqgQwfrnNPYUvfzz9Y5HxERETUbhjp7Yex69fMDnJysc07jrcJ+/RUoK7POOYmIiKhZMNTZC2tPkgAAT0/Ay0vcZmsdERGRrDHU2QtrLmdSGydLEBERKQJDnb0wttRZa+arEcfVERERKQJDnb0oLBSfAwKse1621BERESkCQ529KCoSn/+3XqDVGCdLMNQRERHJGkOdvTCGOivcg9dM7e7XlrGkIRERkSIx1NmL4mLx2dqhrksX8T6wpaU1wZGIiIhkh6HOHvz+O6DTidvW7n51cgKCg8VtdsESERHJFkOdPTC20mk0gFZr/fNzXB0REZHsMdTZg9pdryqV9c/PZU2IiIhkj6HOHjTXzFejrl3F53Pnmuf8REREdNcY6uxBc818NTKGurNnm+f8REREdNcY6uxBc818NerSRXz+5RfAYGieaxAREdFdYaizB83d/dqxo7isye+/19y5goiIiGSFoc4eNHf3a6tWQFCQuM1xdURERLLEUGcPmrv7FajpguW4OiIiIlliqLMHzd39CnAGLBERkcwx1NmD5u5+BdhSR0REJHMMdUp34wZQXi5uN2dLnTHUsaWOiIhIlhjqlM7YSufiAri6Nt91aq9VJwjNdx0iIiJqEoY6pbNF1ysAdO4sPut0wPXrzXstIiIishhDndLZYuYrALRuDQQEiNscV0dERCQ7DHVKZ4uZr0YcV0dERCRbDHVKZ6vuV4AzYImIiGSMoU7pbNX9CnCtOiIiIhljqFM6KVrqGOqIiIhkh6FO6Ww5pq72siZEREQkKwx1SmfL7ldjS11xsbjoMREREckGQ52SCYJtu189PABPT3H7l1+a/3pERETUaAx1SlZSAlRWitve3ra5pnER4vPnbXM9IiIiahSGOiUzdr1qtYCzs22uGRwsPrOljoiISFYY6pTs6lXxuX17213T2FLHUEdERCQrTQp1q1atQlBQEJydnREZGYnDhw83eOyJEycwfvx4BAUFQaVSISUlpc4xCxcuhEqlMnv07NnT7JibN29i1qxZaNeuHVxdXTF+/HgUG1uqWqpr18RnLy/bXZPdr0RERLJkcajbvHkzEhISkJSUhOzsbISGhiI2NhaXL1+u9/jy8nJ07twZixcvhu9tBvP37t0bhYWFpse+ffvMXp83bx62bduG1NRU7NmzB5cuXcJf/vIXS8u3L8aWunbtbHdNttQRERHJksWhbsWKFZg+fTri4+MREhKCNWvWoE2bNli7dm29xw8aNAhLly7FxIkTodFoGjyvo6MjfH19TQ+vWq1POp0OH3/8MVasWIEHHngA4eHhWLduHQ4cOICDBw9a+hHshzHU2bKlzjim7vx5wGCw3XWJiIjotiwKdZWVlcjKykJMTEzNCdRqxMTEIDMz864KOXPmDPz9/dG5c2dMnjwZeXl5pteysrJQVVVldt2ePXuiY8eODV63oqICer3e7GF3pAh1HTsCajVw82bNcipEREQkOYtC3dWrV1FdXQ2fP9y9wMfHB0V38Q98ZGQk1q9fj7S0NKxevRrnz5/H0KFDUVpaCgAoKiqCk5MTPDw8Gn3d5ORkaLVa0yMwMLDJ9cmWFGPqWrUSgx3AcXVEREQyIovZr6NGjcKjjz6Kfv36ITY2Ft988w1KSkrw2WefNfmciYmJ0Ol0pkd+fr4VK5YJKcbUAVzWhIiISIYsCnVeXl5wcHCoM+u0uLj4tpMgLOXh4YHu3bvj7P/uMerr64vKykqUlJQ0+roajQbu7u5mD7sjRfcrwMkSREREMmRRqHNyckJ4eDgyMjJM+wwGAzIyMhAVFWW1om7cuIFz587Bz88PABAeHo5WrVqZXTc3Nxd5eXlWva7iSB3q2P1KREQkG46WviEhIQFxcXEYOHAgIiIikJKSgrKyMsTHxwMApkyZgoCAACQnJwMQJ1ecPHnStF1QUICcnBy4urqia9euAIAXXngBY8aMQadOnXDp0iUkJSXBwcEBkyZNAgBotVpMmzYNCQkJ8PT0hLu7O+bMmYOoqCjcc889VvlFKJIUY+oAdr8SERHJkMWhbsKECbhy5QoWLFiAoqIihIWFIS0tzTR5Ii8vD2p1TQPgpUuX0L9/f9PPy5Ytw7JlyxAdHY3du3cDAH799VdMmjQJ165dQ/v27TFkyBAcPHgQ7WvdKeGdd96BWq3G+PHjUVFRgdjYWHzwwQdN/dzKd+sW8Ntv4ratx9Sx+5WIiEh2VIIgCFIXYQt6vR5arRY6nc4+xtdduQJ4e4vbVVWAo8X5/O6vrVIB5eW2u+8sERFRC9TYDCOL2a/UBMbxdG3b2jbQAWJ3r4sLIAjAxYu2vTYRERHVi6FOqaQaTweILXTsgiUiIpIVhjqlkmrmqxFnwBIREckKQ51SSbXwsBFnwBIREckKQ51SyaWljqGOiIhIFhjqlErKMXUAQx0REZHMMNQpldQtdcbu1/PnxVmwREREJCmGOqWSekxdUJD4rNcD169LUwMRERGZMNQpldQtdW3aAP+7Ny+7YImIiKTHUKdUUo+pA7isCRERkYww1CmV1C11AJc1ISIikhGGOiW6dQv47TdxW6oxdQBnwBIREckIQ50SGScmqFTivV+lwu5XIiIi2WCoUyLjeLq2bQFHR+nqYPcrERGRbDDUKZEcxtMBNS11Fy+KXcJEREQkGYY6JZJ6jTojf3/AyQmorgZ+/VXaWoiIiFo4hjolksNyJgCgVtcsQswuWCIiIkkx1CmRXLpfAc6AJSIikgmGOiWSY6jjDFgiIiJJMdQpkVzG1AGcAUtERCQTDHVKZBxTJ4dQx+5XIiIiWWCoUyLj4sMMdURERPQ/DHVKZAx1np7S1gHUdL9evQqUlkpbCxERUQvGUKdExvu+SnmLMCOttiZccrIEERGRZBjqlEYQ5NVSB7ALloiISAYY6pSmvByoqhK35dBSB3BZEyIiIhlgqFMaYyudkxPQpo20tRhxWRMiIiLJMdQpTe3xdCqVtLUYsfuViIhIcgx1SiO38XQAu1+JiIhkgKFOaeQ089XI2P16/jxgMEhbCxERUQvFUKc0cmyp69gRUKuBmzeBoiKpqyEiImqRGOqURo4tda1aicEOYBcsERGRRBjqlEaOLXUAZ8ASERFJrEmhbtWqVQgKCoKzszMiIyNx+PDhBo89ceIExo8fj6CgIKhUKqSkpNQ5Jjk5GYMGDYKbmxu8vb0xbtw45Obmmh0zbNgwqFQqs8dTTz3VlPKVzRjq5NRSB3AGLBERkcQsDnWbN29GQkICkpKSkJ2djdDQUMTGxuLy5cv1Hl9eXo7OnTtj8eLF8PX1rfeYPXv2YNasWTh48CDS09NRVVWFBx98EGVlZWbHTZ8+HYWFhabHkiVLLC1f+Yzdr3JrqeMMWCIiIkk5WvqGFStWYPr06YiPjwcArFmzBl9//TXWrl2LV155pc7xgwYNwqBBgwCg3tcBIC0tzezn9evXw9vbG1lZWbjvvvtM+9u0adNgMGwx5NpSx+5XIiIiSVnUUldZWYmsrCzExMTUnECtRkxMDDIzM61WlE6nAwB4/qE1asOGDfDy8kKfPn2QmJiI8vJyq11TMeTeUsdQR0REJAmLWuquXr2K6upq+Pj4mO338fHB6dOnrVKQwWDA3Llzce+996JPnz6m/X/961/RqVMn+Pv748cff8TLL7+M3NxcfPHFF/Wep6KiAhUVFaaf9Xq9VeqTnFxb6oyhrqBAXNrE2VnaeoiIiFoYi7tfm9usWbNw/Phx7Nu3z2z/jBkzTNt9+/aFn58fhg8fjnPnzqFLly51zpOcnIxFixY1e702J9eWOi8vwMUFKCsDLl4EevSQuiIiIqIWxaLuVy8vLzg4OKC4uNhsf3FxsVXGus2ePRvbt2/Hrl270KFDh9seGxkZCQA4e/Zsva8nJiZCp9OZHvn5+Xddn+Sqq4GSEnFbbi11KhW7YImIiCRkUahzcnJCeHg4MjIyTPsMBgMyMjIQFRXV5CIEQcDs2bPx5Zdf4rvvvkOwcdD9beTk5AAA/Pz86n1do9HA3d3d7KF4/xtrCEB+oQ5gqCMiIpKQxd2vCQkJiIuLw8CBAxEREYGUlBSUlZWZZsNOmTIFAQEBSE5OBiBOrjh58qRpu6CgADk5OXB1dUXXrl0BiF2uGzduxFdffQU3NzcU/e9WU1qtFq1bt8a5c+ewceNGPPTQQ2jXrh1+/PFHzJs3D/fddx/69etnlV+EIhjH07m6indxkBsua0JERCQZi0PdhAkTcOXKFSxYsABFRUUICwtDWlqaafJEXl4e1OqaBsBLly6hf//+pp+XLVuGZcuWITo6Grt37wYArF69GoC4wHBt69atw9SpU+Hk5ISdO3eaAmRgYCDGjx+P+fPnW1q+ssl1PJ0RlzUhIiKSjEoQBEHqImxBr9dDq9VCp9Mptyv222+BkSOB0FDgf93PsvL118DDD8u3PiIiIgVqbIbhvV+VRO4tdbW7X1vG/ysQERHJBkOdksh1jTqjoCDxWa+vqZWIiIhsgqFOSeTeUte6NWCcjcxxdURERDbFUKckcm+pAzgDloiISCIMdUoi95Y6gDNgiYiIJMJQpyRKaqljqCMiIrIphjolUUJLHUMdERGRJBjqlEQJLXXG7leOqSMiIrIphjolUVJL3cWLwK1b0tZCRETUgjDUKYkSWur8/QEnJ6C6GsjPl7oaIiKiFoOhTilu3gR+/13clnNLnVpdswgxu2CJiIhshqFOKYxdr2o14OYmbS13wskSRERENsdQpxTGUNe2rRjs5IyhjoiIyOZkng7IRAnj6Yw4A5aIiMjmGOqUonZLndyxpY6IiMjmGOqUoqREfGaoIyIionow1CmFsaXOw0PSMhrF2P169SpQWiptLURERC0EQ51SKKmlTqutWXaF4+qIiIhsgqFOKZTUUgewC5aIiMjGGOqUwthSp7RQx5Y6IiIim2CoUwolzX4FasbVsaWOiIjIJhjqlEKpLXUMdURERDbBUKcUSmupY6gjIiKyKYY6pVBaS52x+/XCBcBgkLQUIiKiloChTimUtKQJAHTsKN6j9uZNoKhI6mqIiIjsHkOdElRXA3q9uK2UlrpWrcRgB7ALloiIyAYY6pRAp6vZVkqoA2q6YLmsCRERUbNjqFMC4yQJFxexBUwpOFmCiIjIZhjqlEBp4+mMGOqIiIhshqFOCZR2izAjdr8SERHZDEOdEihtORMjttQRERHZDEOdEiht4WEjY6grKBCXNiEiIqJmw1CnBEptqfPyAlxdxe2LF6WthYiIyM4x1CmBUlvqVKqacXXsgiUiImpWTQp1q1atQlBQEJydnREZGYnDhw83eOyJEycwfvx4BAUFQaVSISUlpUnnvHnzJmbNmoV27drB1dUV48ePR3FxcVPKVx6lttQBHFdHRERkIxaHus2bNyMhIQFJSUnIzs5GaGgoYmNjcfny5XqPLy8vR+fOnbF48WL4+vo2+Zzz5s3Dtm3bkJqaij179uDSpUv4y1/+Ymn5yqTUJU2AmlDHGbBERETNyuJQt2LFCkyfPh3x8fEICQnBmjVr0KZNG6xdu7be4wcNGoSlS5di4sSJ0Gg0TTqnTqfDxx9/jBUrVuCBBx5AeHg41q1bhwMHDuDgwYOWfgTlUeqSJgC7X4mIiGzEolBXWVmJrKwsxMTE1JxArUZMTAwyMzObVEBjzpmVlYWqqiqzY3r27ImOHTs2eN2Kigro9Xqzh2LZQ0sdQx0REVGzsijUXb16FdXV1fDx8THb7+Pjg6KioiYV0JhzFhUVwcnJCR5/aKm63XWTk5Oh1WpNj8DAwCbVJwtKbqkzhrpz5wBBkLYWIiIiO2a3s18TExOh0+lMj/z8fKlLajolt9QFB4uzYG/cABoYd0lERER3z6JQ5+XlBQcHhzqzTouLixucBGGNc/r6+qKyshIlxnDTiOtqNBq4u7ubPRRJEJTdUufsDHTsKG6fOSNtLURERHbMolDn5OSE8PBwZGRkmPYZDAZkZGQgKiqqSQU05pzh4eFo1aqV2TG5ubnIy8tr8nUV4+ZNoLJS3FZiqAOAbt3EZ4Y6IiKiZuNo6RsSEhIQFxeHgQMHIiIiAikpKSgrK0N8fDwAYMqUKQgICEBycjIAcSLEyZMnTdsFBQXIycmBq6srunbt2qhzarVaTJs2DQkJCfD09IS7uzvmzJmDqKgo3HPPPVb5RciWsZVOrQbc3KStpam6dgV27mSoIyIiakYWh7oJEybgypUrWLBgAYqKihAWFoa0tDTTRIe8vDyo1TUNgJcuXUL//v1NPy9btgzLli1DdHQ0du/e3ahzAsA777wDtVqN8ePHo6KiArGxsfjggw+a+rmVo/bCwyqVlJU0nbGl7uxZaesgIiKyYypBaBlTEvV6PbRaLXQ6nbLG1x04ANx7L9Cli3JD0bZtwNixQFgYcOyY1NUQEREpSmMzjN3OfrUbSp4kYVR7TF3L+H8IIiIim2OokzslL2diFBwsjgksKwOauJ4hERER3R5DndzZQ0udRlOzrIlSu5CJiIhkjqFO7uyhpQ7gsiZERETNjKFO7uyhpQ5gqCMiImpmDHVyV3tJEyVjqCMiImpWDHVyZ2ypU3r36/8WmmaoIyIiah4MdXJnby11Z89yWRMiIqJmwFAnd/bSUmdc1qS8HCgslLoaIiIiu8NQJ3f20lLn5AQEBYnb7IIlIiKyOoY6ubOXJU0ATpYgIiJqRgx1cmYwADqduK30ljqgJtT9/LO0dRAREdkhhjo50+trJhXYQ6jr0UN8zs2Vtg4iIiI7xFAnZ8ZJEq1bi7faUjqGOiIiombDUCdn9jSeDqgJdefOAVVV0tZCRERkZxjq5MxebhFm1KGD2Op46xZw/rzU1RAREdkVhjo5s5flTIzUaqB7d3GbXbBERERWxVAnZ/ay8HBtPXuKzwx1REREVsVQJ2f21lIHcLIEERFRM2GokzN7bKljqCMiImoWDHVyxpY6IiIiaiSGOjmztyVNgJqJEpcv13w+IiIiumsMdXJmb0uaAICbG+DvL26ztY6IiMhqGOrkzB5b6gDOgCUiImoGDHVyZo8tdUDNuLrTp6Wtg4iIyI4w1MmZvbbUcbIEERGR1THUyZm9t9Qx1BEREVkNQ51c3bwpPgD7DXVnzgDV1dLWQkREZCcY6uTK2PWqUgHu7pKWYnWdOgGtWwOVlcCFC1JXQ0REZBcY6uTKGOq0WkBtZ1+TWl0zA/bECWlrISIishN2lhbsiD3eIqy2kBDx+eRJaesgIiKyEwx1cmWPtwirjaGOiIjIqhjq5MpelzMxYqgjIiKyqiaFulWrViEoKAjOzs6IjIzE4cOHb3t8amoqevbsCWdnZ/Tt2xfffPON2esqlarex9KlS03HBAUF1Xl98eLFTSlfGex1ORMjY6g7dQowGKSthYiIyA5YHOo2b96MhIQEJCUlITs7G6GhoYiNjcXly5frPf7AgQOYNGkSpk2bhmPHjmHcuHEYN24cjh8/bjqmsLDQ7LF27VqoVCqMHz/e7Fyvv/662XFz5syxtHzlsPeWus6dAScnoLwcyMuTuhoiIiLFszjUrVixAtOnT0d8fDxCQkKwZs0atGnTBmvXrq33+HfffRcjR47Eiy++iF69euGNN97AgAEDsHLlStMxvr6+Zo+vvvoK999/Pzp37mx2Ljc3N7PjXFxcLC1fOey9pc7RsWa9OnbBEhER3TWLQl1lZSWysrIQExNTcwK1GjExMcjMzKz3PZmZmWbHA0BsbGyDxxcXF+Prr7/GtGnT6ry2ePFitGvXDv3798fSpUtx69YtS8pXFnufKAFwXB0REZEVOVpy8NWrV1FdXQ0fHx+z/T4+PjjdwM3Zi4qK6j2+qKio3uM/+eQTuLm54S9/+YvZ/meffRYDBgyAp6cnDhw4gMTERBQWFmLFihX1nqeiogIVFRWmn/V6/R0/n6zY+5ImAEMdERGRFVkU6mxh7dq1mDx5Mpydnc32JyQkmLb79esHJycnzJw5E8nJydBoNHXOk5ycjEWLFjV7vc2GLXVERERkAYu6X728vODg4IDi4mKz/cXFxfD19a33Pb6+vo0+fu/evcjNzcWTTz55x1oiIyNx69YtXGjgNlOJiYnQ6XSmR35+/h3PKSstraVOEKSthYiISOEsCnVOTk4IDw9HRkaGaZ/BYEBGRgaioqLqfU9UVJTZ8QCQnp5e7/Eff/wxwsPDERoaesdacnJyoFar4e3tXe/rGo0G7u7uZg9FaQktdV27ihMmSkuBggKpqyEiIlI0i7tfExISEBcXh4EDByIiIgIpKSkoKytDfHw8AGDKlCkICAhAcnIyAOC5555DdHQ0li9fjtGjR2PTpk04evQoPvzwQ7Pz6vV6pKamYvny5XWumZmZiUOHDuH++++Hm5sbMjMzMW/ePDz++ONoa68tWfa+pAkgLmnSrZu4Vt3Jk0CHDlJXREREpFgWh7oJEybgypUrWLBgAYqKihAWFoa0tDTTZIi8vDyoa92AfvDgwdi4cSPmz5+PV199Fd26dcOWLVvQp08fs/Nu2rQJgiBg0qRJda6p0WiwadMmLFy4EBUVFQgODsa8efPMxtnZFYOhZbTUAWIXrDHUPfig1NUQEREplkoQWsZgJr1eD61WC51OJ/+uWL0e0GrF7d9/B/4wacSuLFgAvPEG8OSTwD//KXU1REREstPYDMN7v8qRcZKERmPfgQ4AjC22P/0kbR1EREQKx1AnRy1hPJ1R377i8/HjvAcsERHRXWCokyN7v0VYbd26iS2SZWXA+fNSV0NERKRYDHVy1FImSQDikibG9ep+/FHaWoiIiBSMoU6OWlJLHQD06yc+c1wdERFRkzHUyZEx1Hl6SluHrRhDHVvqiIiImoyhTo5aWqgzTpZgSx0REVGTMdTJ0fXr4nNLmP0K1LTUnTkDlJdLWwsREZFCMdTJkTHUtZSWOh8foH17QBDEO0sQERGRxRjq5MjY/dpSWuoAjqsjIiK6Swx1ctTSWuoAjqsjIiK6Swx1csSWOiIiIrIQQ50cteSWuh9/FMfWERERkUUY6uTGYGhZ9341CgkB1Grg6lWguFjqaoiIiBSHoU5u9PqaG9u3pFDXpg3Qvbu4nZMjaSlERERKxFAnN8bxdG3aAM7O0tZia/37i8/Z2dLWQUREpEAMdXLT0hYerm3AAPH52DFp6yAiIlIghjq5aYmTJIyMoY4tdURERBZjqJOblriciVFYmPj8yy81k0WIiIioURjq5KYlt9R5egJBQeI2J0sQERFZhKFOblpySx3ALlgiIqImYqiTm5bcUgdwBiwREVETMdTJDVvqxGfOgCUiIrIIQ53csKVOfD59Gigrk7YWIiIiBWGok5uWHur8/ABfX/GuGj/+KHU1REREisFQJzctvfsV4GQJIiKiJmCok5uW3lIH1HTBclwdERFRozHUyQ1b6oDwcPH5yBFp6yAiIlIQhjo5qaysmRzQklvqIiLE5+PHOVmCiIiokRjq5MTYSqdSAVqttLVIKSBAfBgMQFaW1NUQEREpAkOdnBjH03l4AOoW/tUYW+sOHZK2DiIiIoVo4clBZjierkZkpPh8+LC0dRARESkEQ52ccOZrDWOoY0sdERFRozDUyQlDXY3wcHFsYX4+UFgodTVERESy16RQt2rVKgQFBcHZ2RmRkZE4fIcustTUVPTs2RPOzs7o27cvvvnmG7PXp06dCpVKZfYYOXKk2THXr1/H5MmT4e7uDg8PD0ybNg03btxoSvnyxe7XGm5uQO/e4ja7YImIiO7I4lC3efNmJCQkICkpCdnZ2QgNDUVsbCwuX75c7/EHDhzApEmTMG3aNBw7dgzjxo3DuHHjcPz4cbPjRo4cicLCQtPjP//5j9nrkydPxokTJ5Ceno7t27fj+++/x4wZMywtX97YUmeOXbBERESNZnGoW7FiBaZPn474+HiEhIRgzZo1aNOmDdauXVvv8e+++y5GjhyJF198Eb169cIbb7yBAQMGYOXKlWbHaTQa+Pr6mh5ta7VWnTp1Cmlpafjoo48QGRmJIUOG4P3338emTZtw6dIlSz+CfLGlzhxnwBIRETWaRaGusrISWVlZiImJqTmBWo2YmBhkZmbW+57MzEyz4wEgNja2zvG7d++Gt7c3evTogaeffhrXrl0zO4eHhwcGDhxo2hcTEwO1Wo1DDfyDX1FRAb1eb/aQPbbUmTO21B05Iq5ZR0RERA2yKNRdvXoV1dXV8PHxMdvv4+ODoqKiet9TVFR0x+NHjhyJf/3rX8jIyMDbb7+NPXv2YNSoUaiurjadw9vb2+wcjo6O8PT0bPC6ycnJ0Gq1pkdgYKAlH1UabKkz17s30KYNUFoKnD4tdTVERESyJovZrxMnTsTYsWPRt29fjBs3Dtu3b8eRI0ewe/fuJp8zMTEROp3O9MjPz7dewc2FLXXmHB0BY+vsgQPS1kJERCRzFoU6Ly8vODg4oLi42Gx/cXExfH19632Pr6+vRccDQOfOneHl5YWzZ8+azvHHiRi3bt3C9evXGzyPRqOBu7u72UP22FJX15Ah4vO+fdLWQUREJHMWhTonJyeEh4cjIyPDtM9gMCAjIwNRUVH1vicqKsrseABIT09v8HgA+PXXX3Ht2jX4+fmZzlFSUoKsWvcB/e6772AwGBBpHHdlD9hSV9fQoeLz3r3S1kFERCRzFne/JiQk4J///Cc++eQTnDp1Ck8//TTKysoQHx8PAJgyZQoSExNNxz/33HNIS0vD8uXLcfr0aSxcuBBHjx7F7NmzAQA3btzAiy++iIMHD+LChQvIyMjAn/70J3Tt2hWxsbEAgF69emHkyJGYPn06Dh8+jP3792P27NmYOHEi/P39rfF7kJ7BUBPq2FJXIypKXIT4l18Ae5rpTEREZGUWh7oJEyZg2bJlWLBgAcLCwpCTk4O0tDTTZIi8vDwU1roDwODBg7Fx40Z8+OGHCA0Nxeeff44tW7agT58+AAAHBwf8+OOPGDt2LLp3745p06YhPDwce/fuhUajMZ1nw4YN6NmzJ4YPH46HHnoIQ4YMwYcffni3n18+dDrgfxND0L69tLXIiVYL9OsnbrMLloiIqEEqQRAEqYuwBb1eD61WC51OJ8/xdWfOAN27i3dSUMLyK7Y0Zw6wcqX4/N57UldDRERkU43NMLKY/UoArlwRn728pK1DjjhZgoiI6I4Y6uTi6lXxmV2vdRlD3Q8/sBWTiIioAQx1cmEMdWypqysgAAgOFieTNHDnEiIiopaOoU4u2P16e1zahIiI6LYY6uSC3a+3Z+yCZagjIiKqF0OdXLD79fbuu098PngQKC+XthYiIiIZYqiTC3a/3l737kCHDkBlJbB/v9TVEBERyQ5DnVyw+/X2VCpg+HBx+w+3nSMiIiKGOvlg9+udGUPdzp3S1kFERCRDDHVywe7XOzOGuuzsmvvkEhEREQCGOnmorKxZVJfdrw3z9wd69QIEAdi1S+pqiIiIZIWhTg6MXa8ODoCHh6SlyF5MjPjMcXVERERmGOrkwBjq2rUD1PxKbouTJYiIiOrFBCEHnCTReMOGicH355+B/HypqyEiIpINhjo54CSJxtNqgUGDxO30dGlrISIikhGGOjngGnWWiY0Vn7/5Rto6iIiIZIShTg7Y/WqZ0aPF5x07xJnDRERExFAnC+x+tczAgYC3N1BaCuzbJ3U1REREssBQJwfsfrWMWg089JC4vX27tLUQERHJBEOdHLD71XIPPyw+f/21tHUQERHJBEOdHLD71XIjRgCtWolLm5w5I3U1REREkmOokwN2v1rO3R247z5xm611REREDHWSEwR2vzaVcRYsQx0RERFDneRKS2uW5WCos4xxXN2ePcBvv0lbCxERkcQY6qRmbKVr00Z8UON16wb07g1UVQFbt0pdDRERkaQY6qTGSRJ359FHxefUVGnrICIikhhDndQ4SeLuGEPdjh1ASYmkpRAREUmJoU5qnCRxd0JCxAe7YImIqIVjqJMau1/vHrtgiYiIGOokZwx17H5tutpdsDqdtLUQERFJhKFOapcuic/+/tLWoWS9ewO9eolLw7ALloiIWiiGOqkVFIjPDHV357HHxOcNG6Stg4iISCIMdVIzttQFBEhbh9L97W/ic3p6TVAmIiJqQZoU6latWoWgoCA4OzsjMjIShw8fvu3xqamp6NmzJ5ydndG3b1988803pteqqqrw8ssvo2/fvnBxcYG/vz+mTJmCS8aw8z9BQUFQqVRmj8WLFzelfHlh96t1dOki3gvWYAA+/VTqaoiIiGzO4lC3efNmJCQkICkpCdnZ2QgNDUVsbCwuX75c7/EHDhzApEmTMG3aNBw7dgzjxo3DuHHjcPz4cQBAeXk5srOz8dprryE7OxtffPEFcnNzMXbs2Drnev3111FYWGh6zJkzx9Ly5aW0VHwADHXWMHWq+Lx+vXhPXSIiohZEJQiW/esXGRmJQYMGYeXKlQAAg8GAwMBAzJkzB6+88kqd4ydMmICysjJs377dtO+ee+5BWFgY1qxZU+81jhw5goiICFy8eBEdO3YEILbUzZ07F3PnzrWkXBO9Xg+tVgudTgd3d/cmncPqcnOBnj0Bd3fO2rSG0lLA1xcoLwcyM4F77pG6IiIiorvW2AxjUUtdZWUlsrKyEBMTU3MCtRoxMTHIzMys9z2ZmZlmxwNAbGxsg8cDgE6ng0qlgoeHh9n+xYsXo127dujfvz+WLl2KW7duWVK+/HCShHW5uQGPPCJur18vaSlERES2ZlGou3r1Kqqrq+Hj42O238fHB0VFRfW+p6ioyKLjb968iZdffhmTJk0yS6PPPvssNm3ahF27dmHmzJl466238NJLLzVYa0VFBfR6vdlDdjhJwvqMXbCbNoktdkRERC2Eo9QF1FZVVYXHHnsMgiBg9erVZq8lJCSYtvv16wcnJyfMnDkTycnJ0Gg0dc6VnJyMRYsWNXvNd4WTJKwvOhro3Bn45Rdg40bgySelroiIiMgmLGqp8/LygoODA4qLi832FxcXw9fXt973+Pr6Nup4Y6C7ePEi0tPT7zjuLTIyErdu3cKFCxfqfT0xMRE6nc70yM/Pv8OnkwC7X61PrQaeeUbcfv99TpggIqIWw6JQ5+TkhPDwcGRkZJj2GQwGZGRkICoqqt73REVFmR0PAOnp6WbHGwPdmTNnsHPnTrRr1+6OteTk5ECtVsPb27ve1zUaDdzd3c0essPu1+bxxBNAmzbAjz8Ce/dKXQ0REZFNWNz9mpCQgLi4OAwcOBARERFISUlBWVkZ4uPjAQBTpkxBQEAAkpOTAQDPPfccoqOjsXz5cowePRqbNm3C0aNH8eGHHwIQA90jjzyC7OxsbN++HdXV1abxdp6ennByckJmZiYOHTqE+++/H25ubsjMzMS8efPw+OOPo23bttb6XdgeW+qaR9u2wOOPAx9+KLbW3Xef1BURERE1O4tD3YQJE3DlyhUsWLAARUVFCAsLQ1pammkyRF5eHtTqmgbAwYMHY+PGjZg/fz5effVVdOvWDVu2bEGfPn0AAAUFBdj6v/t1hoWFmV1r165dGDZsGDQaDTZt2oSFCxeioqICwcHBmDdvntk4O0ViS13zmT1bDHVffgnk5wOBgVJXRERE1KwsXqdOqWS3Tp0gABoNUFUFXLwI/G89PrKi++8Hdu8GEhOBt96SuhoiIqImaZZ16siKrl4VAx0gLphL1vfcc+LzqlVASYmkpRARETU3hjqpGLtevb0BJydpa7FXY8cCvXsDer0Y7IiIiOwYQ51UuEZd81Orgf/7P3H7nXeAGzekrYeIiKgZMdRJhTNfbeOxx4Bu3YBr14AG7jVMRERkDxjqpMKZr7bh4CBOlACAZcuA33+Xth4iIqJmwlAnFbbU2c7jjwOdOgHFxcC770pdDRERUbNgqJMKW+psp1Ur4I03xO233gKuXJG2HiIiombAUCcVTpSwrcmTgQEDgNJSYNEiqashIiKyOoY6qbD71bbUanFMHSBOmMjNlbYeIiIiK2Ook0JVFXD5srjN7lfbuf9+YMwYoLoaeP558a4eREREdoKhTgq//ioGCicnwMtL6mpaliVLxDF2X38NfP651NUQERFZDUOdFE6fFp+7dxe7Bcl2evYEXn1V3J4zB/jtN2nrISIishImCikYQ13PntLW0VIlJgK9eolLnLz0ktTVEBERWQVDnRQY6qSl0QAffihuf/QRkJ4ubT1ERERWwFAnBYY66Q0ZAsyaJW5PmSK22hERESkYQ50UGOrkYelSoE8foKgIiIsDDAapKyIiImoyhjpbu369ZjmTHj2kraWla90a2LRJfP72WzHkERERKRRDna0ZF73t0AFwdZW2FgJ69665H+yrrwLffCNtPURERE3EUGdr7HqVnyefBJ54Qux+nTgR+OknqSsiIiKyGEOdrTHUyY9KBaxeDQwbJt4b9uGHgcJCqasiIiKyCEOdrTHUyZOTE/D//h/QrRuQlwfExNSMfSQiIlIAhjpbY6iTL09P4L//Fe/He/IkMHw4cPWq1FURERE1CkOdLVVWAufOidsMdfLUpQvw3XeAnx9w/DjwwANAQYHUVREREd0RQ50tnTsHVFeLs179/aWuhhrSvbsY7Hx9xUkTUVFiwCMiIpIxhjpbqt31qlJJWwvdXs+ewIED4lqC+fnAvfcCaWlSV0VERNQghjpb4ng6ZQkOFoPd0KGAXg+MGgX83/8Bt25JXRkREVEdDHW2ZFz/jHeSUA5PT2DHDuDpp8Wf33oLuP9+4OxZaesiIiL6A4Y6W7l1S7wVFSC2/JByODsDH3wg3lLMzQ3Ytw/o2xdYsoStdkREJBsMdbZy4IB431dPT3F8FinPhAlATo64ht3Nm8DLLwOhocDXXwOCIHV1RETUwjHU2crWreLz6NGAo6O0tVDTde4sdseuWycG9JMnxTtQPPCAOGOW4Y6IiCTCUGcLggB89ZW4PXastLXQ3VOpgKlTxSVqXnoJ0GiA3bvFxYojI8Vu2ooKqaskIqIWhqHOFnJzxYH1Tk5AbKzU1ZC1eHgAb78N/PwzMGcO0Lo1cOQIMGkS0KED8MILQHY2W++IiMgmGOpswdj1ev/94kB7si8dOwLvvQdcvAgsXCjeZuzqVWD5ciA8XFzM+MUXxW7b8nKpqyUiIjvVpFC3atUqBAUFwdnZGZGRkTh8+PBtj09NTUXPnj3h7OyMvn374ptvvjF7XRAELFiwAH5+fmjdujViYmJw5swZs2OuX7+OyZMnw93dHR4eHpg2bRpu3LjRlPJtzxjq2PVq39q3B5KSgAsXgG3bgEceEVvvzp4Fli0TW2nbthXD/d//DuzdK65/R0REZAUWh7rNmzcjISEBSUlJyM7ORmhoKGJjY3H58uV6jz9w4AAmTZqEadOm4dixYxg3bhzGjRuH47Vuu7RkyRK89957WLNmDQ4dOgQXFxfExsbi5s2bpmMmT56MEydOID09Hdu3b8f333+PGTNmNOEj29jPP4szXwGGupbC0VGcPJGaCly+LI6xi48HAgPF+//u3g3Mnw/cdx+g1QLdugGPPioGva1bgRMn2KJHREQWUwmCZQN+IiMjMWjQIKxcuRIAYDAYEBgYiDlz5uCVV16pc/yECRNQVlaG7du3m/bdc889CAsLw5o1ayAIAvz9/fH888/jhRdeAADodDr4+Phg/fr1mDhxIk6dOoWQkBAcOXIEAwcOBACkpaXhoYcewq+//gr/RtxHVa/XQ6vVQqfTwd3d3ZKP3HTnz4v/cP/6KxAdLf5jTi2XIIitdjt3io/Dh8U/Gw3x8xNn2wYFifcK9vWteXh7i61+Wi3g4sLbzhER2bHGZhiL1taorKxEVlYWEhMTTfvUajViYmKQmZlZ73syMzORkJBgti82NhZbtmwBAJw/fx5FRUWIiYkxva7VahEZGYnMzExMnDgRmZmZ8PDwMAU6AIiJiYFarcahQ4fw5z//2ZKP0XwEAfjtN6C4WPzHesYM8blnT2DzZqmrI6mpVGKrXLduNXeouHIF+OEHcf27nBxxiZRffgF0OqCwUHzs33/78zo4iOFOqxUnb2i14tjN1q3FhZONj9o/G7c1GrFl0cGh5vmP27d7Ta2u+WzGR+2fG9q+29fslT1/Pnv+bID9fz66vdatAVdXqauwLNRdvXoV1dXV8PHxMdvv4+OD08b7mv5BUVFRvccXFRWZXjfuu90x3t7e5oU7OsLT09N0zB9VVFSgotayEnpbjF365BOxm622rl2BjAzgD5+PCIA4Di8mRnwYGf/n4JdfxMeFC+L/KBQV1TyKi4GSEqC6Wnxcvy4+iIjI9hISxMlxErPbVXCTk5OxaNEi217UGDw9PMQQFxICvPuu2HVG1FgqlbiwsacnUKt1ug5BEMfelZSILXs6Xc12aal414vaj99/r3/bGAyrq8XbnlmyLQjmD2NdzfkzWQd/n0R2x6JQ5+XlBQcHBxQXF5vtLy4uhq+vb73v8fX1ve3xxufi4mL4+fmZHRMWFmY65o8TMW7duoXr1683eN3ExESzbl+9Xo/AwMBGfMq7MGKE+I+kRtO81yECxPDn4iI+AgKkroaIiCRm0exXJycnhIeHIyMjw7TPYDAgIyMDUVFR9b4nKirK7HgASE9PNx0fHBwMX19fs2P0ej0OHTpkOiYqKgolJSXIysoyHfPdd9/BYDAgMjKy3utqNBq4u7ubPZpdq1YMdERERCQJi7tfExISEBcXh4EDByIiIgIpKSkoKytD/P/Gkk2ZMgUBAQFITk4GADz33HOIjo7G8uXLMXr0aGzatAlHjx7Fhx9+CABQqVSYO3cu3nzzTXTr1g3BwcF47bXX4O/vj3HjxgEAevXqhZEjR2L69OlYs2YNqqqqMHv2bEycOLFRM1+JiIiI7J3FoW7ChAm4cuUKFixYgKKiIoSFhSEtLc000SEvLw9qdU0D4ODBg7Fx40bMnz8fr776Krp164YtW7agT58+pmNeeukllJWVYcaMGSgpKcGQIUOQlpYGZ2dn0zEbNmzA7NmzMXz4cKjVaowfPx7vvffe3Xx2IiIiIrth8Tp1SiXJOnVEREREd6mxGYb3fiUiIiKyAwx1RERERHaAoY6IiIjIDjDUEREREdkBhjoiIiIiO8BQR0RERGQHGOqIiIiI7ABDHREREZEdYKgjIiIisgMMdURERER2wOJ7vyqV8W5oer1e4kqIiIiIGs+YXe50Z9cWE+pKS0sBAIGBgRJXQkRERGS50tJSaLXaBl9XCXeKfXbCYDDg0qVLcHNzg0qlarbr6PV6BAYGIj8//7Y33SXb4vciT/xe5Infizzxe5EnW3wvgiCgtLQU/v7+UKsbHjnXYlrq1Go1OnToYLPrubu78y+dDPF7kSd+L/LE70We+L3IU3N/L7droTPiRAkiIiIiO8BQR0RERGQHGOqsTKPRICkpCRqNRupSqBZ+L/LE70We+L3IE78XeZLT99JiJkoQERER2TO21BERERHZAYY6IiIiIjvAUEdERERkBxjqiIiIiOwAQ50VrVq1CkFBQXB2dkZkZCQOHz4sdUktyvfff48xY8bA398fKpUKW7ZsMXtdEAQsWLAAfn5+aN26NWJiYnDmzBlpim1BkpOTMWjQILi5ucHb2xvjxo1Dbm6u2TE3b97ErFmz0K5dO7i6umL8+PEoLi6WqOKWYfXq1ejXr59pwdSoqCj897//Nb3O70R6ixcvhkqlwty5c037+L1IY+HChVCpVGaPnj17ml6Xy/fCUGclmzdvRkJCApKSkpCdnY3Q0FDExsbi8uXLUpfWYpSVlSE0NBSrVq2q9/UlS5bgvffew5o1a3Do0CG4uLggNjYWN2/etHGlLcuePXswa9YsHDx4EOnp6aiqqsKDDz6IsrIy0zHz5s3Dtm3bkJqaij179uDSpUv4y1/+ImHV9q9Dhw5YvHgxsrKycPToUTzwwAP405/+hBMnTgDgdyK1I0eO4B//+Af69etntp/fi3R69+6NwsJC02Pfvn2m12TzvQhkFREREcKsWbNMP1dXVwv+/v5CcnKyhFW1XACEL7/80vSzwWAQfH19haVLl5r2lZSUCBqNRvjPf/4jQYUt1+XLlwUAwp49ewRBEL+HVq1aCampqaZjTp06JQAQMjMzpSqzRWrbtq3w0Ucf8TuRWGlpqdCtWzchPT1diI6OFp577jlBEPh3RUpJSUlCaGhova/J6XthS50VVFZWIisrCzExMaZ9arUaMTExyMzMlLAyMjp//jyKiorMviOtVovIyEh+Rzam0+kAAJ6engCArKwsVFVVmX03PXv2RMeOHfnd2Eh1dTU2bdqEsrIyREVF8TuR2KxZszB69Giz3z/AvytSO3PmDPz9/dG5c2dMnjwZeXl5AOT1vTja9Gp26urVq6iuroaPj4/Zfh8fH5w+fVqiqqi2oqIiAKj3OzK+Rs3PYDBg7ty5uPfee9GnTx8A4nfj5OQEDw8Ps2P53TS/n376CVFRUbh58yZcXV3x5ZdfIiQkBDk5OfxOJLJp0yZkZ2fjyJEjdV7j3xXpREZGYv369ejRowcKCwuxaNEiDB06FMePH5fV98JQR0Q2M2vWLBw/ftxsLApJp0ePHsjJyYFOp8Pnn3+OuLg47NmzR+qyWqz8/Hw899xzSE9Ph7Ozs9TlUC2jRo0ybffr1w+RkZHo1KkTPvvsM7Ru3VrCysyx+9UKvLy84ODgUGemS3FxMXx9fSWqimozfg/8jqQze/ZsbN++Hbt27UKHDh1M+319fVFZWYmSkhKz4/ndND8nJyd07doV4eHhSE5ORmhoKN59911+JxLJysrC5cuXMWDAADg6OsLR0RF79uzBe++9B0dHR/j4+PB7kQkPDw90794dZ8+eldXfF4Y6K3ByckJ4eDgyMjJM+wwGAzIyMhAVFSVhZWQUHBwMX19fs+9Ir9fj0KFD/I6amSAImD17Nr788kt89913CA4ONns9PDwcrVq1MvtucnNzkZeXx+/GxgwGAyoqKvidSGT48OH46aefkJOTY3oMHDgQkydPNm3ze5GHGzdu4Ny5c/Dz85PV3xd2v1pJQkIC4uLiMHDgQERERCAlJQVlZWWIj4+XurQW48aNGzh79qzp5/PnzyMnJweenp7o2LEj5s6dizfffBPdunVDcHAwXnvtNfj7+2PcuHHSFd0CzJo1Cxs3bsRXX30FNzc30xgTrVaL1q1bQ6vVYtq0aUhISICnpyfc3d0xZ84cREVF4Z577pG4evuVmJiIUaNGoWPHjigtLcXGjRuxe/dufPvtt/xOJOLm5mYaa2rk4uKCdu3amfbze5HGCy+8gDFjxqBTp064dOkSkpKS4ODggEmTJsnr74tN59rauffff1/o2LGj4OTkJERERAgHDx6UuqQWZdeuXQKAOo+4uDhBEMRlTV577TXBx8dH0Gg0wvDhw4Xc3Fxpi24B6vtOAAjr1q0zHfP7778LzzzzjNC2bVuhTZs2wp///GehsLBQuqJbgCeeeELo1KmT4OTkJLRv314YPny4sGPHDtPr/E7kofaSJoLA70UqEyZMEPz8/AQnJychICBAmDBhgnD27FnT63L5XlSCIAi2jZFEREREZG0cU0dERERkBxjqiIiIiOwAQx0RERGRHWCoIyIiIrIDDHVEREREdoChjoiIiMgOMNQRERER2QGGOiIiIiI7wFBHREREZAcY6oiImiA+Ph7z58+XugwiIhNHqQsgIlKSW7duQaVSYfv27fj666+lLoeIyIQtdUREDbhw4QJUKhU+++wzDB06FBqNBlu3bsWBAwfQqlUrDBo0yHRsUlIS+vbtCxcXF/j4+ODpp59GVVWVhNUTUUvDljoiogb88MMPAIClS5firbfeQnBwMNq3b48333wTY8aMgUqlAgAIggBBEPCPf/wDAQEBOHnyJOLi4tCvXz88/fTTUn4EImpBGOqIiBqQk5MDFxcXpKamIigoyLT/q6++wjvvvGP6WaVS4fXXXzf93KlTJ8TExCA3NxcAsGLFCqxYsQJeXl7Q6XR46KGHsGrVKpt9DiJqGdj9SkTUgB9++AFjx441C3SnTp3CpUuXMHz4cNO+ixcvYtasWejTpw/atm0LV1dXfPbZZ+jQoQMA4Pjx43j33XeRk5ODkydPYv369bhx44atPw4R2TmGOiKiBuTk5GDYsGFm+7Zu3YoRI0bA2dkZAHDlyhUMGjQI165dw4oVK7Bv3z4cOHAAarUaoaGhAMRQFxYWZjpnly5d4OrqasuPQkQtALtfiYjqodfrceHCBfTv399s/1dffYUZM2aYft62bRuqq6vxn//8xzTGbuXKlaiqqkJYWBgEQUBubi7Gjx+P8vJylJSUYN++fTb9LETUMrCljoioHj/88AMcHBzQt29f077Lly/j6NGjePjhh0372rVrB71ej61bt+LMmTNYsWIFFi1ahICAALRv3x7nz59Hr169kJOTg59//hnPPvus2Xg8IiJrYagjIqrHDz/8gB49epi6WQGxVS4iIgJeXl6mfWPGjMG0adPwt7/9DUOGDEFBQQEee+wxU3fr8ePH0aNHD9Pxffv2RXFxsc0+BxG1HCpBEASpiyAiUoKxY8diyJAheOmllxr9nrfeegsA8Oqrr6K6uhqTJ0/G0KFDMWvWrOYqk4haKI6pIyJqpCFDhmDSpEkWvef48ePYt28fUlNToVKpMGrUKK5dR0TNgi11RERERHaAY+qIiIiI7ABDHREREZEdYKgjIiIisgMMdURERER2gKGOiIiIyA4w1BERERHZAYY6IiIiIjvAUEdERERkBxjqiIiIiOwAQx0RERGRHWCoIyIiIrIDDHVEREREduD/A4LdOYd/+PtuAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_R(n,l):\n",
|
|
" plt.plot(r, R(n,l,r))\n",
|
|
" plt.xlabel(\"$r / a_B$\")\n",
|
|
" plt.title(f\"$R(n={n},l={l})$\")\n",
|
|
" plt.savefig(f\"explots/R_{n}_{l}\")\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"for n in range(1,3):\n",
|
|
" for l in range(0,n):\n",
|
|
" plot_R(n,l)\n",
|
|
"\n",
|
|
"def plot_R_dens(n,l):\n",
|
|
" plt.plot(r, (r * R(n,l,r))**2, color='red')\n",
|
|
" plt.xlabel(\"$r / a_B$\")\n",
|
|
" plt.title(f\"Wahrscheinlichkeitsdichte n={n}, l={l}\")\n",
|
|
" plt.savefig(f\"explots/R_{n}_{l}_dens\")\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"for n in range(1,3):\n",
|
|
" for l in range(0,n):\n",
|
|
" plot_R_dens(n,l)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 62,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'\\nfor n in range(1,4):\\n for l in range(0,n):\\n for m in range(-l,l+1):\\n plot_orbital_schnitt(n,l,m)\\n'"
|
|
]
|
|
},
|
|
"execution_count": 62,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"x, z = np.meshgrid(np.linspace(-10,10,200),np.linspace(-10,10,200))\n",
|
|
"\n",
|
|
"def phi_dens (x,z,n,l,m):\n",
|
|
" return Phi(n,l,m,np.sqrt(x ** 2 + z**2), np.arcsin(x/np.sqrt(x**2 + z**2)),pi * (1/2 - np.sign(x)/2))\n",
|
|
"\n",
|
|
"def plot_orbital_schnitt (n,l,m):\n",
|
|
" plt.contourf(x, z, (x ** 2 + z**2) * phi_dens(x,z,n,l,m)**2,100) \n",
|
|
" plt.xlabel(\"$x / a_B$\")\n",
|
|
" plt.xlabel(\"$z / a_B$\")\n",
|
|
" plt.colorbar()\n",
|
|
" plt.title(f\"Wahrscheinlichkeitsdichte n={n}, l={l}, m={m}\")\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"plot_orbital_schnitt(1,0,0)\n",
|
|
"plot_orbital_schnitt(2,0,0)\n",
|
|
"plot_orbital_schnitt(2,1,0)\n",
|
|
"\n",
|
|
"\"\"\"\n",
|
|
"for n in range(1,4):\n",
|
|
" for l in range(0,n):\n",
|
|
" for m in range(-l,l+1):\n",
|
|
" plot_orbital_schnitt(n,l,m)\n",
|
|
"\"\"\"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3.8.10 ('venv': venv)",
|
|
"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": "3.8.10"
|
|
},
|
|
"orig_nbformat": 4,
|
|
"vscode": {
|
|
"interpreter": {
|
|
"hash": "f4b1758240836d19f9111a541d8307b1a611262db3704388506c98f663e667e5"
|
|
}
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|