diff --git a/notebooks/V04_regelung_diskreter_systeme.ipynb b/notebooks/V04_regelung_diskreter_systeme.ipynb index 3717a5b02e85d630abb3a5e895c7f9ad3b712486..b363ea8f8798dfefb6e5d05188ee8b04647b2850 100644 --- a/notebooks/V04_regelung_diskreter_systeme.ipynb +++ b/notebooks/V04_regelung_diskreter_systeme.ipynb @@ -9,74 +9,12 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "%matplotlib inline\n", - "import control\n", - "import ipywidgets as widgets\n", - "from IPython.display import display\n", - "from scipy import signal\n", - "import itertools\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "pi = np.pi\n", - "sin = np.sin\n", - "cos = np.cos\n", - "sqrt = np.sqrt\n", - "exp = np.exp\n", - "atan2 = np.arctan2\n", - "log10 = np.log10\n", - "\n", - "s = control.TransferFunction.s\n", - "\n", - "#Benutze eigene Funktion statt control.bode(), da control.bode() oft unerwünscht arrays ausgibt:\n", - "def plt_bode(G):\n", - " print(\"Bode-Diagramm:\")\n", - " temp = signal.lti(G.num[0][0],G.den[0][0])\n", - " w, mag, phase = temp.bode()\n", - " plt.plot(w,mag,'blue')\n", - " plt.xscale(\"log\")\n", - " plt.grid()\n", - " plt.legend(['Amplitude mit 20*log10(...)'])\n", - " plt.show()\n", - "\n", - " plt.plot(w,phase,'orange')\n", - " plt.xscale(\"log\")\n", - " plt.grid()\n", - " plt.legend(['Phase in Grad'])\n", - " plt.show()\n", - "\n", - "#Benutze eigene Funktion um Skalierung an die Ausgabe in Matlab anzupassen:\n", - "def plt_nyquist(G,scale_x,scale_y,x0,x1):\n", - " plt.axhline(y=0, color='lightgrey')\n", - " plt.axvline(x=0, color='lightgrey')\n", - " \n", - " control.nyquist(G)\n", - " plt.grid(True)\n", - " plt.title('Nyquist-Diagramm von:\\n'+str(G))\n", - " \n", - " xmin, xmax = plt.xlim()\n", - " ymin, ymax = plt.ylim()\n", - " plt.xlim(xmin * scale_x + x0, xmax * scale_x +x1)\n", - " plt.ylim(ymin * scale_y, ymax * scale_y)\n", - " \n", - " plt.xlabel('Re(s)')\n", - " plt.ylabel('Im(s)')\n", - " plt.show()\n", - "\n", - "#Benutze eigene Funktion um aussagekräftige Ausgabe zu erhalten:\n", - "def margin(G):\n", - " gm, pm, wg, wp = control.margin(G)\n", - " if str(pm) == \"inf\":\n", - " print(\"keinen Phasenrand gefunden\")\n", - " else:\n", - " print(\"Phasenrand: \"+str(np.around(pm,3))+\"° bei Frequenz: \"+str(np.around(wp,3))+\"rad/s\")\n", - " if str(gm) == \"inf\":\n", - " print(\"keine Amplitudenreserve gefunden\")\n", - " else:\n", - " print(\"Amplitudenreserve: \"+str(np.around(gm,3))+\" bei Frequenz: \"+str(np.around(wg,3))+\"rad/s\")" + "from systheo2functions import *\n", + "%matplotlib inline" ] }, { @@ -104,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -145,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -175,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -187,22 +125,26 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -221,7 +163,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -233,22 +175,26 @@ }, { "data": { - "image/png": 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//e/QsSO48EykiJQCy5cv59SpUwwaNIg77rgj30+PHj0uO/xTVCkpKSQkJHDgwAE++ugj3njjDYYNG1ao51avXp3y5cuzatUq0tLSSE9PB6Bt27Z88cUXfPHFF/z000889dRT+UJIvXr16NChA0888QTbtm1j165dPPbYY/n+NR0TE0N0dDTdunVjzZo1/Prrr2zbto0xY8awc+fOYr/vK7nhhhvYtm0bv/76K3/88cdlz77Y7XZ69uzJzp07+fDDD8nNzSU1NZXU1FRycnIAI1h06NCBwYMHs337djZt2sSQIUN48MEH850hK6xnn32WuXPn8vbbb3Pw4EGmT5/OkiVLnGdlYmNjuemmmxgwYADfffcdmzZtYsyYMUD+KehTUlLYu3cvKSkp5ObmOgPwxfld2rVrR/369XnkkUf49ttvWb16NWPGjCE+Pt55a3pkZCRVq1a9JDj179+f0aNHO7eXLl1KeHh4vmPCw8NZunRpvn1ff/017dq1K/LvpCgUVIqoYkWYPx8++ADKl4c1a4yhoBKa70dEPMDs2bOJiYnJN7xzUY8ePdi5cyffffddsV6jf//+nD9/niZNmhAfH8+wYcOueKHqn/n4+PD666/z7rvvEhoaSteuXQF49NFHGTBgAP379+eee+6hbt26tGnTJt9z58yZQ2hoKPfccw8PPPAAjz/+eL4LT202GytWrKBVq1bExcURHh7OoEGDnBdxmumZZ57B29ub+vXrU61aNVJSUi455ujRo3z22Wf8/vvvREREULNmTefP5s2bncd9+OGHhIeHc++999KpUyfuvvtu3nvvvWuqq1u3bsyaNYtXX32V22+/nXfffZc5c+Y4z8R4e3uzbNkyMjMzady4MY899pjzrp8/X08yduxYIiMjGTduHJmZmURGRhIZGekMgN7e3ixfvhxvb2+io6Pp168f/fv3Z+LEic42vL29iYuL48MPP8xXY0pKSr6zaenp6Rw4cCDfMQcOHHCG2ou/y82bNxMXF3dNv5fCsjkud6+cB8nIyCAoKIj09PR8Y4yuYLfbWbFiBZ06dbpkzBjg+++hd2/44QfjTqCxY2HMGLjGlazFxa7Wf+L+7HY7a9as4cYbb6Ru3bouvQjQk7Vu3ZqIiAhLpq0vqry8PDIyMggMDDTtrpDSaNOmTdx999388ssv3HTTTS5tOzU1ldtvv53du3dTp06dKx57pf4bNWoUp06dumKAy8rK4vDhw9x4442XfH4L+/2t/2uK4fbbYft2iIszrlUZPx7atYM/hVIREZGrWrp0KcnJyfz666+sXbuWxx9/nBYtWrg8pIBxYe3s2bMve8apKKpXr86kSZNcVFXBdNdPMVWoYAwDtWkDTz0FX35pDAUtWABFvAVeRETKqDNnzjBq1ChSUlKoWrUqMTExvPbaa6a9nisWcxw5cmTxCykEBRUXeeQRaNzYGAratw/atzcuth0/Hnz0WxYRFyqpRfCk5PTv35/+/ftbXYZb0tCPC4WHG7cwP/64MdX2lCnQtq1xO7OIiIgUnYKKi5UvD+++Cx99ZNwh9PXXxlCQ2YtLipR2Hn7dv0iZ5IrPrYKKSR58EHbvNkLKH39Ap04wahQUcZJHkTLv4gRe586ds7gSESmqi5/b4tx5qasnTHTLLbBlCzzzDCQmwssvwzffGGdbate2ujoRz+BwOAgMDHTOthkQEJBvEixxb3l5eeTk5JCVlaXbkz3Qtfafw+Hg3LlznDhxgsqVKxdqxuSCKKiYzN8f3nzTmHJ/0CDYvNk4yzJvnrHAoYhcXfXq1fH29nbpgnRSMhwOB+fPn6d8+fIKmB6ouP1XuXLlIq1mfTkKKiWkZ09o2BD69DGm4e/SBUaMgJdegv8tuyEiBbDZbNSsWZPq1asXeZE8sZbdbmfjxo20atVKEy96oOL0n6+vb7HOpFykoFKC6tY1hn5GjYJZs2DGDNi0yViJ+cYbra5OxP15e3u75C8+KTne3t5cuHABf39/BRUP5A79pwHDEubnBzNnwrJlULmyMbNtZCQsWWJxYSIiIm5IQcUiXbvC3r3QrBmkp0OPHjB0KGRnW12ZiIiI+1BQsVCdOrBxo3FXEBgX3TZvDr/8Ym1dIiIi7sL0oHL06FH69etHcHAw5cuX584773QuSQ3GFcVjx46lZs2alC9fnpiYGA4ePGh2WW7D1xdeeQWWL4fgYGPulYYN4d//troyERER65kaVE6dOkWLFi3w9fVl5cqV/PDDD7z22mtcd911zmNefvllXn/9dd555x22bdtGhQoVaN++PVlZWWaW5nY6dzaGgu6+G86cMe4OevJJOH/e6spERESsY2pQmTZtGmFhYcyZM4cmTZpw44030q5dO+ey1Q6Hg5kzZzJmzBi6du3KXXfdxfz58zl27BjLli0zszS3VKsWrF9vLGZosxlT8TdrBgcOWF2ZiIiINUy9Pfmzzz6jffv29OrViw0bNnD99dfz9NNPM3jwYAAOHz5MamoqMTExzucEBQXRtGlTtmzZwoMPPnhJm9nZ2WT/6YrTjIwMwLjX29XzK1xsr6TnbRg/Hlq0sDFwoDfffWcjKspBYmIufftqrZOisKr/xHXUh55PfejZzOy/wrZpc5i40pe/vz8ACQkJ9OrVix07djBs2DDeeecdBgwYwObNm2nRogXHjh2jZs2azuf17t0bm83GokWLLmlz/PjxTJgw4ZL9SUlJBAQEmPVWLHHypB/Tp0exf381AGJifmPw4H34+eVaXJmIiEjxnDt3jr59+5Kenk5gYGCBx5kaVMqVK0ejRo3YvHmzc9/f/vY3duzYwZYtW64pqFzujEpYWBh//PHHFd/otbDb7SQnJxMbG2vZRDe5uTBlihdTpnjhcNioX99BUtIF6te3pByP4g79J8WjPvR86kPPZmb/ZWRkULVq1asGFVOHfmrWrEn9v3yj3nbbbXzyyScAzvn/09LS8gWVtLQ0IiIiLtumn58ffn5+l+z39fU17UNgZttXf22YNAnatIGHH4YffrDRvLkviYkwcKAlJXkcK/tPXEN96PnUh57NjP4rbHumXkzbokULDvzlStCff/6ZOnXqAHDjjTcSEhLCunXrnI9nZGSwbds2oqOjzSzN47Rta9wVFBMD585BXBwMGACZmVZXJiIiYh5Tg8qIESPYunUrL774Ir/88gtJSUm89957xMfHA8ZCY8OHD2fy5Ml89tln7Nu3j/79+xMaGkq3bt3MLM0j1agBq1fD5Mng5QXz50PjxrBvn9WViYiImMPUoNK4cWOWLl3KRx99xB133MGkSZOYOXMmDz/8sPOY5557jqFDh/L444/TuHFjMjMzWbVqlfNCXMnPywteeMG4jTk0FH76CZo0gX/+E8y72khERMQapq+efN9993HfffcV+LjNZmPixIlMnDjR7FJKlVatjKGgAQNg5Up4/HH48ktj7hUXX1MsIiJiGa3148GqVTOm3p82Dby9YeFCiIqCPXusrkxERMQ1FFQ8nJcXPPecsbhhWJixoGGzZvDWWxoKEhERz6egUko0b24MBd1/P+TkQHw89O4N6elWVyYiInLtFFRKkSpV4NNPYfp0Y/6Vjz82VmL+02LVIiIiHkVBpZSx2WDECPjmG7jhBvjPf4yzLbNmaShIREQ8j4JKKdWkiXFRbffuYLfD8OHGn0+etLoyERGRwlNQKcUqV4ZPPoE33oBy5YxhochI2LrV6spEREQKR0GllLPZYMgQ2LwZbroJUlKgZUt49VXIy7O6OhERkStTUCkjoqJg927o0wcuXIBnn4UuXeCPP6yuTEREpGAKKmVIYCB89BG88w74+cEXXxhDQd98Y3VlIiIil6egUsbYbPDEE7BtG9x6K/z+O7RuDVOnaihIRETcj4JKGdWggTG/ysMPQ24u/P3v0LEjnDhhdWUiIiL/n4JKGVapEvzrXzB7NpQvD2vWQEQEfPWV1ZWJiIgYFFTKOJsNHn0Utm+H226D48fh3nth4kTjTIuIiIiVFFQEgDvugB07IC7OuFZl3Dho1w5SU62uTEREyjIFFXGqUAE++ADmzzf+/OWXxlDQ2rVWVyYiImWVgopc4pFHjAtt77wT0tKMMyv/+Icx/4qIiEhJUlCRywoPN25hfvxxYzHDyZONa1eOHrW6MhERKUsUVKRA5cvDu+8ak8RVrAgbNxpDQatWWV2ZiIiUFQoqclUPPmhMvx8RYUy537EjPP+8sSqziIiImRRUpFBuuQW2bIH4eGN72jRjRtsjRywtS0RESjkFFSk0f394801YvNhYN2jzZuMsy+efW12ZiIiUVgoqUmQ9e8KePdCoEZw8aazCPHIk5ORYXZmIiJQ2CipyTerWhU2bYPhwY3v6dGjZEg4ftrQsEREpZRRU5JqVKwczZsCyZVC5sjENf2QkLF1qdWUiIlJaKKhIsXXtCnv3QrNmkJ4ODzwAf/sbZGdbXZmIiHg6BRVxiTp1jHlWnnnG2H7jDWjRAg4dsrYuERHxbAoq4jK+vvDKK7B8OQQHw65dxlDQv/9tdWUiIuKpFFTE5Tp3NoaCWrSAM2egTx946inIyrK6MhER8TQKKmKKWrXgq69g9Ghj+513jGtYfv7Z0rJERMTDKKiIaXx84MUXjbWBqlWDb7+Fhg3hww+trkxERDyFqUFl/Pjx2Gy2fD/h4eHOx7OysoiPjyc4OJiKFSvSo0cP0tLSzCxJLNC+vTEU1Lo1nD0L/frBY4/BuXNWVyYiIu7O9DMqt99+O8ePH3f+fPPNN87HRowYweeff87ixYvZsGEDx44d44EHHjC7JLFAaCisXQtjx4LNBrNnQ9Om8OOPVlcmIiLuzPSg4uPjQ0hIiPOnatWqAKSnpzN79mymT59O27ZtiYqKYs6cOWzevJmtW7eaXZZYwNsbJkyA5GSoUQP27zem4Z83z+rKRETEXfmY/QIHDx4kNDQUf39/oqOjmTp1KrVr12bXrl3Y7XZiYmKcx4aHh1O7dm22bNlCs2bNLttednY22X+aSSwjIwMAu92O3W53ae0X23N1u2Vdq1awYwcMHOjNl196MXAgrF2bxxtv5FKhguteR/3n+dSHnk996NnM7L/CtmlzOBwOl7/6/6xcuZLMzEzq1avH8ePHmTBhAkePHmX//v18/vnnxMXF5QsdAE2aNKFNmzZMmzbtsm2OHz+eCRMmXLI/KSmJgIAAU96HmCM3Fz755FYWLgwnL89GrVpneOaZHdxwwxmrSxMREZOdO3eOvn37kp6eTmBgYIHHmRpU/ur06dPUqVOH6dOnU758+WsKKpc7oxIWFsYff/xxxTd6Lex2O8nJycTGxuLr6+vStuX/27jRRv/+3hw7ZsPf38HMmbnExTmw2YrXrvrP86kPPZ/60LOZ2X8ZGRlUrVr1qkHF9KGfP6tcuTK33norv/zyC7GxseTk5HD69GkqV67sPCYtLY2QkJAC2/Dz88PPz++S/b6+vqZ9CMxsW+Dee427gvr3h1WrbDz5pA8bNxpzr1SqVPz21X+eT33o+dSHns2M/itseyU6j0pmZiaHDh2iZs2aREVF4evry7p165yPHzhwgJSUFKKjo0uyLHED1arBF1/ASy8ZF90mJUFUlBFgRESk7DI1qDzzzDNs2LCBX3/9lc2bN9O9e3e8vb156KGHCAoKYtCgQSQkJLB+/Xp27dpFXFwc0dHRBV5IK6WblxeMGmUsbhgWBgcPGrPZvv02lNwApYiIuBNTg8rvv//OQw89RL169ejduzfBwcFs3bqVatWqATBjxgzuu+8+evToQatWrQgJCWHJkiVmliQeoHlz2LMH7r8fsrPh6aeN9YLS062uTERESpqp16gsXLjwio/7+/uTmJhIYmKimWWIBwoOhk8/hRkzjLMsixcbqzEvWmTMvSIiImWD1voRt2WzQUICfPMN1KkD//mPcbbl9dc1FCQiUlYoqIjba9rUGArq3h3sdhg2DB54AE6dsroyERExm4KKeITrroNPPjHOppQrB8uWQWQkaLUFEZHSTUFFPIbNBkOHwubNULcu/PYbtGwJr74KeXlWVyciImZQUBGPExUFu3dD795w4QI8+yx06QL//a/VlYmIiKspqIhHCgqChQuNOVb8/IzJ4iIijAtvRUSk9FBQEY9ls8GTTxrXqdxyC/z+O7RuDVOnaihIRKS0UFARjxcRYcyx0revsSLz3/8OnTrBiRNWVyYiIsWloCKlQqVKsGABvP8++PvD6tXQuLEP+/cHW12aiIgUg4KKlBo2GwwaBDt2wG23wfHjNsaObcHkyV7k5lpdnYiIXAsFFSl17rjDCCuPPJJHXp6NiRO9ad8eUlOtrkxERIpKQUVKpQoVYPbsXP72t90EBDhYt864lmXdOqsrExGRolBQkVKtbdsjbNlygTvugLQ0iI2FsWON+VdERMT9KahIqXfbbbBtGzz2mLGY4aRJEBMDx45ZXZmIiFyNgoqUCQEB8M9/wocfQsWKsGEDNGgAq1ZZXZmIiFyJgoqUKX37GnOuNGgAf/wBHTvC6NEaChIRcVcKKlLm3HqrMZvt008b2y+9ZMxoe+SIpWWJiMhlKKhImeTvD4mJ8O9/Q2AgbNpk3BW0fLnVlYmIyJ8pqEiZ1qsX7NkDjRrByZNw//3wzDOQk2N1ZSIiAgoqItSta6y6PGyYsf3aa9CqFfz6q6VliYgICioiAPj5wcyZsHQpVK5s3M4cGQnLlllcmIhIGaegIvIn3brB3r3QtCmcPg3du8Pw4ZCdbW1dIiJllYKKyF/UqQNff21cqwIwaxa0aAGHDllbl4hIWaSgInIZvr7wyivGXUBVqhhzrzRsCIsXW12ZiEjZoqAicgWdOxtDQS1aQEYG9O5tzL+SlWV1ZSIiZYOCishVhIXB+vXGDLYAb78NzZrBzz9bW5eISFmgoCJSCL6+8OKLxtpAVavCt99CVBQkJVldmYhI6aagIlIE7dsbIeWeeyAzEx5+GAYPhvPnra5MRKR0UlARKaLQUFi7Fv7xD7DZ4P33oUkT+PFHqysTESl9FFREroGPD0ycCMnJUKMG7N9vTMM/f77VlYmIlC4KKiLFcO+9xl1B994L587BgAEwcCCcPWt1ZSIipUOJBZWXXnoJm83G8OHDnfuysrKIj48nODiYihUr0qNHD9LS0kqqJBGXCAmB1ath0iTw8oJ586BxY+Msi4iIFE+JBJUdO3bw7rvvctddd+XbP2LECD7//HMWL17Mhg0bOHbsGA888EBJlCTiUt7eMGYMfPmlcQ3Ljz8aYeX998HhsLo6ERHPZXpQyczM5OGHH+af//wn1113nXN/eno6s2fPZvr06bRt25aoqCjmzJnD5s2b2bp1q9lliZjinnuMoaD27Y1J4QYPhn794MwZqysTEfFMPma/QHx8PJ07dyYmJobJkyc79+/atQu73U5MTIxzX3h4OLVr12bLli00a9bssu1lZ2eT/acV4jIyMgCw2+3Y7XaX1n6xPVe3KyXDqv6rXBk+/RRefdWLceO8SEqysWOHg6SkCzRoUKKleDx9Bj2f+tCzmdl/hW3T1KCycOFCdu/ezY4dOy55LDU1lXLlylG5cuV8+2vUqEFqamqBbU6dOpUJEyZcsn/NmjUEBAQUu+bLSU5ONqVdKRlW9d8dd8DkyVV49dVGHDxYnubNvXj00f106PArNpslJXksfQY9n/rQs5nRf+fOnSvUcaYFlSNHjjBs2DCSk5Px9/d3WbujR48mISHBuZ2RkUFYWBjt2rUjMDDQZa8DRtpLTk4mNjYWX19fl7Yt5nOH/uvUybgLaNCgPFas8Obddxvw3//eydtv5xIUZElJHsUd+lCKR33o2czsv4sjIldjWlDZtWsXJ06coGHDhs59ubm5bNy4kTfffJPVq1eTk5PD6dOn851VSUtLIyQkpMB2/fz88PPzu2S/r6+vaR8CM9sW81ndfyEhxirM06fD88/Dxx97sWePF4sWGdPwy9VZ3YdSfOpDz2ZG/xW2PdMupr333nvZt28fe/fudf40atSIhx9+2PlnX19f1q1b53zOgQMHSElJITo62qyyRCxhs8HIkfD111CnDhw6BM2bwxtv6K4gEZErMe2MSqVKlbjjjjvy7atQoQLBwcHO/YMGDSIhIYEqVaoQGBjI0KFDiY6OLvBCWhFP16wZ7NkDjz4Ky5bB3/4GX30Fs2cbF+GKiEh+ls5MO2PGDO677z569OhBq1atCAkJYcmSJVaWJGK6666DJUtg1ixjVeYlSyAyErZvt7oyERH3Y/rtyX/21Vdf5dv29/cnMTGRxMTEkixDxHI2m3E2pXlz6NMH/vMfaNECpk2DESPQXUEiIv+jtX5ELNSoEezeDb17w4ULxnUsXbvCyZNWVyYi4h4UVEQsFhQECxfC22+Dnx98/jlERMDmzVZXJiJiPQUVETdgs8GTT8LWrXDLLXDkCLRqBS+/DHl5VlcnImIdBRURNxIRAbt2Qd++kJsLo0bBfffB//2f1ZWJiFhDQUXEzVSqBAsWGCsv+/vDypVGgNm40erKRERKnoKKiBuy2WDQINixA8LD4dgxaNMGJk0yzrSIiJQVCioibuyOO2DnThgwwLhWZexYaN8e0tKsrkxEpGQoqIi4uQoVYO5c4ycgANatgwYNjP+KiJR2CioiHmLAAGMo6I47jDMqsbEwbpyGgkSkdFNQEfEg9evDtm3w2GPGYoYTJ8K99xrXsIiIlEYKKiIeJiAA/vlP+PBDqFgRNmww7gpavdrqykREXE9BRcRD9e1rzLnSoIExz0qHDvD3vxtT8YuIlBYKKiIe7NZbjdlsn3rK2J46FVq3ht9/t7QsERGXUVAR8XD+/vDWW7BokTFZ3KZNxlDQF19YXZmISPEpqIiUEr17w549EBUF//2vMfX+s8+C3W51ZSIi105BRaQUuekm44zK0KHG9quvGosb/vabtXWJiFwrBRWRUsbPD15/HZYsgaAg4xqWiAj49FOrKxMRKToFFZFSqnt3YyioSRM4fRq6dYPhwyEnx+LCRESKQEFFpBS78Ub4+mtISDC2Z82CFi3gP/+xti4RkcJSUBEp5cqVg9deg88+gypVjEUOIyPhk0+srkxE5OoUVETKiPvvh717jTMqGRnQsycMGQJZWVZXJiJSMAUVkTIkLAzWr4fnnze2ExOheXM4eNDaukRECqKgIlLG+PoaM9iuXAlVq/7/uVcWLrS6MhGRSymoiJRRHToYQ0GtWsGZM/DQQ/DEE3D+vNWViYj8fwoqImXY9dfDunXwj3+AzQbvvQdNm8JPP1ldmYiIQUFFpIzz8YGJE2HNGqhRA/btg0aN4F//sroyEREFFRH5n5gYYyiobVs4exb694e4OOPPIiJWUVAREaeQEOPMysSJ4OUFc+caM9t+/73VlYlIWaWgIiL5eHsb16ysWwc1a8IPP0DjxjB7NjgcVlcnImWNgoqIXFbr1sZQULt2xp1Ajz0GjzwCmZlWVyYiZYmCiogUqHp1Y76VqVONMy0ffmjMufLtt1ZXJiJlhalB5e233+auu+4iMDCQwMBAoqOjWblypfPxrKws4uPjCQ4OpmLFivTo0YO0tDQzSxKRIvLyMmay/eorqFULfv7ZuIX53Xc1FCQi5jM1qNSqVYuXXnqJXbt2sXPnTtq2bUvXrl35/n9X5o0YMYLPP/+cxYsXs2HDBo4dO8YDDzxgZkkico3uvtuYxbZzZ8jOhiefNCaJy8iwujIRKc1MDSr3338/nTp14pZbbuHWW29lypQpVKxYka1bt5Kens7s2bOZPn06bdu2JSoqijlz5rB582a2bt1qZlkico2qVjVWYX7lFWP+lUWLoGFD2L3b6spEpLTyKakXys3NZfHixZw9e5bo6Gh27dqF3W4nJibGeUx4eDi1a9dmy5YtNGvW7LLtZGdnk52d7dzO+N8/5+x2O3a73aU1X2zP1e1KyVD/mWfYMGjWzEa/ft4cOmQjOtrByy/n8dRTedhsrnsd9aHnUx96NjP7r7Bt2hwOc0eZ9+3bR3R0NFlZWVSsWJGkpCQ6depEUlIScXFx+UIHQJMmTWjTpg3Tpk27bHvjx49nwoQJl+xPSkoiICDAlPcgIpeXmenLG29Esm1bTQCaNTvGkCF7qFjxgsWViYi7O3fuHH379iU9PZ3AwMACjzP9jEq9evXYu3cv6enpfPzxxwwYMIANGzZcc3ujR48mISHBuZ2RkUFYWBjt2rW74hu9Fna7neTkZGJjY/H19XVp22I+9V/J6NULEhNzGTXKi61bQ0lNrcmHH+bSuHHx/w2kPvR86kPPZmb/ZRTyAjfTg0q5cuW4+eabAYiKimLHjh3MmjWLPn36kJOTw+nTp6lcubLz+LS0NEJCQgpsz8/PDz8/v0v2+/r6mvYhMLNtMZ/6z3wjRkDLltC7Nxw+bKN1ax+mTYPhw3HJUJD60POpDz2bGf1X2PZKfB6VvLw8srOziYqKwtfXl3Xr1jkfO3DgACkpKURHR5d0WSJSTI0aGXcF9ewJdjskJEDXrnDypNWViYgnM/WMyujRo+nYsSO1a9fmzJkzJCUl8dVXX7F69WqCgoIYNGgQCQkJVKlShcDAQIYOHUp0dHSBF9KKiHsLCoJ//xvefts4y/L55xARAQsXQvPmVlcnIp7I1KBy4sQJ+vfvz/HjxwkKCuKuu+5i9erVxMbGAjBjxgy8vLzo0aMH2dnZtG/fnrfeesvMkkTEZDYbPP00REdDnz5w8CC0agUvvgjPPGNMICciUlimBpXZs2df8XF/f38SExNJTEw0swwRsUBkJOzaBU88AR99BKNGGbPbzpsH1apZXZ2IeAr920ZETFOpkrE+0Hvvgb+/sW5QRARs3Gh1ZSLiKRRURMRUNhsMHgzbt0N4OBw7Bm3awJQpkJdndXUi4u4UVESkRNx5J+zYAf37GwFlzBho3x60DqmIXImCioiUmIoVjWtU5s6FgABYu9YYCvryS6srExF3paAiIiVuwADj7Mrtt0NqKsTEwLhxkJtrdWUi4m4UVETEEvXrG9etDBoEDgdMnGgElmPHrK5MRNyJgoqIWCYgAN5/HxYsgAoVjNuXIyJgzRqrKxMRd6GgIiKWe/hhY86VBg3g//4POnSAv/8dLmgRZpEyT0FFRNxCvXqwZQs8+aQxFDR1KsTGevPHH/5WlyYiFlJQERG3Ub68sU7QokXGZHGbNnkxYkRrVq50wRLMIuKRFFRExO307g27d0NkpIMzZ/zo2tWH554zVmUWkbJFQUVE3NLNN8PGjRfo3Pk/ALzyirG44W+/WVyYiJQoBRURcVt+fjB48D4WLbpAUBBs3Wosdvjpp1ZXJiIlRUFFRNxe9+4O9uyBxo3h1Cno1g1GjICcHKsrExGzKaiIiEe48Ub45hsjoADMnAktWsB//mNpWSJiMgUVEfEY5crB9OnG0M9118HOndCwIXzyidWViYhZFFRExON06QJ790Lz5pCeDj17wpAhkJVldWUi4moKKiLikWrXNqbcHzXK2E5MNILLwYOWliUiLqagIiIey9cXXnoJVqyAqlVhzx6IioKFC62uTERcRUFFRDxex47GUFDLlnDmDDz0EDzxBJw/b3VlIlJcCioiUipcfz18+SWMGQM2G7z3HjRtCj/9ZHVlIlIcCioiUmr4+MCkSbB6NVSvDvv2QaNG8K9/WV2ZiFwrBRURKXViY42hoLZt4exZ6N8fHn0Uzp2zujIRKSoFFREplWrWhDVrYMIE8PKCOXOMmW2//97qykSkKBRURKTU8vaGsWNh3TojuPzwgxFW5swBh8Pq6kSkMBRURKTUa93aGApq1864E+jRR2HAAMjMtLoyEbkaBRURKROqV4eVK+HFF40zLf/6l3Gh7XffWV2ZiFyJgoqIlBleXjB6tDGj7fXXw4EDxi3M772noSARd6WgIiJlzt13G0NBnToZ6wM98QT07QsZGVZXJiJ/paAiImVS1arw+efw8svG/CsLFxrT7+/ebXVlIvJnCioiUmZ5ecGzz8LGjcYih7/8AtHR8OabGgoScRemBpWpU6fSuHFjKlWqRPXq1enWrRsHDhzId0xWVhbx8fEEBwdTsWJFevToQVpamplliYjkEx1tLGjYpQvk5MDQodCzJ5w+bXVlImJqUNmwYQPx8fFs3bqV5ORk7HY77dq14+zZs85jRowYweeff87ixYvZsGEDx44d44EHHjCzLBGRS1SpAsuWwYwZxqrMS5ZAZCRs3251ZSJlm4+Zja9atSrf9ty5c6levTq7du2iVatWpKenM3v2bJKSkmjbti0Ac+bM4bbbbmPr1q00a9bMzPJERPKx2WD4cGjRAvr0gcOHjQtvp00z9ttsVlcoUvaYGlT+Kj09HYAqVaoAsGvXLux2OzExMc5jwsPDqV27Nlu2bLlsUMnOziY7O9u5nfG/y/Ttdjt2u92l9V5sz9XtSslQ/3k+q/owIgK2bYMnnvBm6VIvEhLgyy/zeP/9XP7315cUkj6Hns3M/itsmzaHo2QuGcvLy6NLly6cPn2ab775BoCkpCTi4uLyBQ+AJk2a0KZNG6ZNm3ZJO+PHj2fChAmX7E9KSiIgIMCc4kWkTHI4YOXKG/ngg9u5cMGbatXOMXLkTsLDT1ldmojHO3fuHH379iU9PZ3AwMACjyuxMyrx8fHs37/fGVKu1ejRo0lISHBuZ2RkEBYWRrt27a74Rq+F3W4nOTmZ2NhYfH19Xdq2mE/95/ncoQ87d4ZBg/Lo29eLQ4cCGDOmJZMm5TFiRB5eum/yqtyhD+Xamdl/GYWcuKhEgsqQIUNYvnw5GzdupFatWs79ISEh5OTkcPr0aSpXruzcn5aWRkhIyGXb8vPzw8/P75L9vr6+pn0IzGxbzKf+83xW92GTJsb8Ko8/DosW2Rg92puvv/Zm3jxjPha5Oqv7UIrHjP4rbHum/nvA4XAwZMgQli5dypdffsmNN96Y7/GoqCh8fX1Zt26dc9+BAwdISUkhOjrazNJERIokMBA++gjefRf8/WHFCuNalq+/troykdLN1KASHx/PggULSEpKolKlSqSmppKamsr58+cBCAoKYtCgQSQkJLB+/Xp27dpFXFwc0dHRuuNHRNyOzWacVdm2DerVg6NHoU0bY6HDvDyrqxMpnUwNKm+//Tbp6em0bt2amjVrOn8WLVrkPGbGjBncd9999OjRg1atWhESEsKSJUvMLEtEpFjuugt27oRHHoHcXHjhBejQATRXpYjrmXqNSmFuKPL39ycxMZHExEQzSxERcamKFWHePOOMSnw8JCcbQ0FJScY+EXENXbMuInKNbDaIizPOrtSvD6mpEBMDEyYYZ1pEpPgUVEREiql+fdixAx591LhWZfx4iI2F48etrkzE8ymoiIi4QEAAzJ4N//oXVKgA69cbQ0HJyVZXJuLZFFRERFyoXz9jKOiuu+DECWjfHsaMgQsXrK5MxDMpqIiIuFh4OGzdCk88YUzDP2UKtG0Lv/9udWUinkdBRUTEBOXLwzvvwMKFUKmSMTFcRIQxUZyIFJ6CioiIifr0Mabfj4yE//7XWDvouedAiwmLFI6CioiIyW6+GTZvhiFDjO1XXoF77oGUFGvrEvEECioiIiXA3x/eeAM+/hiCgmDLFmMo6LPPrK5MxL0pqIiIlKAePYyhoMaN4dQp6NoVRoyAnByrKxNxTwoqIiIlrG5d+OYbGD7c2J45E+6+Gw4ftrIqEfekoCIiYoFy5WDGDPj0U7juOmNm28hI0JqsIvkpqIiIWKhLF9izB6KjIT3dGBoaOhSys62uTMQ9KKiIiFisTh3YsMG4bRngzTeN4PLLL9bWJeIOFFRERNyAry9MmwZffAHBwcZZloYNYdEiqysTsZaCioiIG+nUCfbuNS6uPXMGHnwQnnwSzp+3ujIRayioiIi4mVq1jNWXX3gBbDZ4911o1gwOHLC6MpGSp6AiIuKGfHxg8mRYvRqqVYPvvoOoKFiwwOrKREqWgoqIiBuLjYVvv4U2beDsWXjkERg0CM6ds7oykZKhoCIi4uZq1oTkZBg3zhgK+uADY2bbH36wujIR8ymoiIh4AG9vGD8e1q6FkBAjpDRqBHPmgMNhdXUi5lFQERHxIG3bGncFxcYadwI9+igMGACZmVZXJmIOBRUREQ9TowasWgVTpoCXF/zrX8ZQ0HffWV2ZiOspqIiIeCAvL/j7343bmEND4aefoGlTeO89DQVJ6aKgIiLiwVq1MoaCOnaErCx44gno2xcyMqyuTMQ1FFRERDxctWqwfLkxBb+3NyxcaMy5smeP1ZWJFJ+CiohIKeDlZSxquHEjhIUZCxo2awaJiRoKEs+moCIiUoo0b24MBXXpAjk5MGQI9O4Np09bXZnItVFQEREpZapUgWXLYMYMY1Xmjz82VmLescPqykSKTkFFRKQUstlg+HDYtAluuAEOH4YWLYzwoqEg8SQKKiIipVjjxsZFtQ88AHY7JCRA9+5w8qTVlYkUjqlBZePGjdx///2EhoZis9lYtmxZvscdDgdjx46lZs2alC9fnpiYGA4ePGhmSSIiZU7lysbwz5tvQrly8OmnEBkJW7daXZnI1ZkaVM6ePUuDBg1ITEy87OMvv/wyr7/+Ou+88w7btm2jQoUKtG/fnqysLDPLEhEpc2w2iI+HLVvgppsgJQVatoRXXoG8PKurEymYqUGlY8eOTJ48me7du1/ymMPhYObMmYwZM4auXbty1113MX/+fI4dO3bJmRcREXGNhg1h927o0wcuXDBuab7/fvjjD6srE7k8H6te+PDhw6SmphITE+PcFxQURNOmTdmyZQsPPvjgZZ+XnZ1Ndna2czvjf9Mv2u127Ha7S2u82J6r25WSof7zfOpDc5QvD/Pnwz332BgxwpsVK2xERDj4179yuftu115pqz70bGb2X2HbtCyopKamAlCjRo18+2vUqOF87HKmTp3KhAkTLtm/Zs0aAgICXFvk/yQnJ5vSrpQM9Z/nUx+aIzQUpk0L5OWXG3P0aEViYrx56KGf6NHjZ7xcfL5dfejZzOi/c+fOFeo4y4LKtRo9ejQJCQnO7YyMDMLCwmjXrh2BgYEufS273U5ycjKxsbH4+vq6tG0xn/rP86kPS0b//jBkSB5JSV58+OFtnDhRjw8+yOUv/468JupDz2Zm/2UUckEqy4JKSEgIAGlpadSsWdO5Py0tjYiIiAKf5+fnh5+f3yX7fX19TfsQmNm2mE/95/nUh+a67jpYsADuvdeYyTY52YvGjb346CNo3do1r6E+9Gxm9F9h27NsHpUbb7yRkJAQ1q1b59yXkZHBtm3biI6OtqosEZEyyWaDRx81Zq+tXx9SU43gMn485OZaXZ2UZaYGlczMTPbu3cvevXsB4wLavXv3kpKSgs1mY/jw4UyePJnPPvuMffv20b9/f0JDQ+nWrZuZZYmISAFuvx22b4e4OOO25QkTIDbWCC4iVjA1qOzcuZPIyEgiIyMBSEhIIDIykrFjxwLw3HPPMXToUB5//HEaN25MZmYmq1atwt/f38yyRETkCipUgA8+MO4MqlAB1q+HBg1A18OKFUwNKq1bt8bhcFzyM3fuXABsNhsTJ04kNTWVrKws1q5dy6233mpmSSIiUkiPPAI7d8Kdd8KJE9C+PYwZY8y/IlJStNaPiIgUKDwctm2Dxx83FjOcMsW4duXoUasrk7JCQUVERK6ofHl491346COoWBE2boSICFi50urKpCxQUBERkUJ58EFj+v2ICGPK/U6dYNQoY1VmEbMoqIiISKHdcouxsGF8vLH98svGXCspKZaWJaWYgoqIiBSJvz+8+SYsXgyBgbB5s3GW5fPPra5MSiMFFRERuSY9e8KePdCoEZw6BV26wMiRkJNjdWVSmiioiIjINatbFzZtguHDje3p06FlSzh82NKypBRRUBERkWIpVw5mzIBly6ByZWNm28hIWLrU6sqkNFBQERERl+jaFfbuhWbNID0dHngARozwwm7XV41cO/3fIyIiLlOnjjHPyrPPGtuJid48/3xLDh2yti7xXAoqIiLiUr6+xm3Ly5dDcLCDQ4cq06SJD//+t9WViSdSUBEREVN07gw7dlzgttv+y5kzNvr0gSefhPPnra5MPImCioiImKZWLZg8eROjRuVisxlT8TdrBgcOWF2ZeAoFFRERMZW3t4NJk/JYtQqqVYPvvoOoKPjwQ6srE0+goCIiIiWiXTvjrqDWreHsWejXDwYNMv4sUhAFFRERKTGhobB2LYwbBzYbfPABNG0KP/xgdWXirhRURESkRHl7w/jxRmAJCYHvvzem4Z871+rKxB0pqIiIiCXatjWGgmJijDuB4uJgwADIzLS6MnEnCioiImKZGjVg1SqYPBm8vGD+fGjcGPbts7oycRcKKiIiYilvb3jhBVi/3riG5aefoEkTeO89cDisrk6spqAiIiJuoVUrYyioQwfIyoInnoC+fSEjw+rKxEoKKiIi4jaqVYMvvoCXXjLOtCxcaMy5smeP1ZWJVRRURETErXh5wahRxuKGYWHwyy/GbLZvvaWhoLJIQUVERNxS8+bGmZT774ecHIiPh1694PRpqyuTkqSgIiIibis4GD79FF57DXx84JNPoGFD2LHD6sqkpCioiIiIW7PZICEBvvkG6tSBw4ehRQuYNUtDQWWBgoqIiHiEpk2NoaDu3cFuh+HD4YEH4NQpqysTMymoiIiIx7juOmP45403oFw5WLYMIiNh61arKxOzKKiIiIhHsdlgyBDYvBluugl++w1atoRXX4W8PKurE1dTUBEREY8UFQW7d0OfPnDhAjz7LHTpAv/9r9WViSspqIiIiMcKDISPPoJ33gE/P2OyuIgI48JbKR3cIqgkJiZyww034O/vT9OmTdm+fbvVJYmIiIew2Yzp9rdtg1tvhd9/h9atYepUDQWVBpYHlUWLFpGQkMC4cePYvXs3DRo0oH379pw4ccLq0kRExIM0aAC7dkG/fpCbC3//O3TsCPo68WyWB5Xp06czePBg4uLiqF+/Pu+88w4BAQF88MEHVpcmIiIepmJFmD8fZs+G8uVhzRojwHz1ldWVybXysfLFc3Jy2LVrF6NHj3bu8/LyIiYmhi1btlz2OdnZ2WRnZzu3M/63rKbdbsdut7u0vovtubpdKRnqP8+nPvR8VvXhI48YM9g+9JAPP/1k4957HYwZk8fo0Xl4e5doKR7NzP4rbJs2h8O6ef2OHTvG9ddfz+bNm4mOjnbuf+6559iwYQPbtm275Dnjx49nwoQJl+xPSkoiICDA1HpFRMSzZGV5889/3sm6dXUAuPPO/yMhYRfXXZd9lWeK2c6dO0ffvn1JT08nMDCwwOMsPaNyLUaPHk1CQoJzOyMjg7CwMNq1a3fFN3ot7HY7ycnJxMbG4uvr69K2xXzqP8+nPvR87tCHDzwACxZcYMgQb/btq8aoUe2ZNy+Xe+/V/PtXY2b/XRwRuRpLg0rVqlXx9vYmLS0t3/60tDRCQkIu+xw/Pz/8/Pwu2e/r62vah8DMtsV86j/Ppz70fFb3YVwcREdD796wb5+NTp18eOEFGDfOWOxQrsyM/itse5ZeTFuuXDmioqJYt26dc19eXh7r1q3LNxQkIiJSXOHhxi3MgwcbixlOngz33gtHj1pdmVyJ5Xf9JCQk8M9//pN58+bx448/8tRTT3H27Fni4uKsLk1EREqZ8uXhvfcgKcm4Q2jjRmOCuJUrra5MCmJ5UOnTpw+vvvoqY8eOJSIigr1797Jq1Spq1KhhdWkiIlJKPfSQMf1+RAT88Qd06gTPP2+syizuxfKgAjBkyBB+++03srOz2bZtG02bNrW6JBERKeVuuQW2bIGnnza2p00zZrRNSbG0LPkLtwgqIiIiVvD3h8REWLzYWDdo82bjLMvnn1tdmVykoCIiImVez56wZw80agSnThmrMI8cCTk5VlcmCioiIiJA3brGqsvDhhnb06dDy5bw66+WllXmKaiIiIj8j58fzJwJS5dC5cqwfTtERhrbYg0FFRERkb/o1g327oWmTeH0aWN227/9DbI1836JU1ARERG5jDp14Ouv4ZlnjO033oAWLeDQIWvrKmsUVERERArg6wuvvALLl0OVKrBrlzEUtGiR1ZWVHQoqIiIiV9G5szEU1KIFnDkDDz4ITz0FWVlWV1b6KaiIiIgUQlgYfPUVjB5tbL/zDjRrBj//bGlZpZ6CioiISCH5+MCLL8KqVVCtGnz7LTRsCB9+aHVlpZeCioiISBG1b28MBbVuDWfPQr9+8NhjcO6c1ZWVPgoqIiIi1yA0FNauhXHjwGaD2bON25l//NHqykoXBRUREZFr5O0N48cbgaVGDdi/35iGf948qysrPRRUREREiqltW+N6lZgYY/hn4EDj5+xZqyvzfAoqIiIiLlCjhnGR7aRJ4OVlnFVp1Aj27bO6Ms+moCIiIuIi3t4wZgysX29cw/LTT9CkCbz/PjgcVlfnmRRUREREXKxVK+OuoA4djEnhBg+Ghx82JouTolFQERERMUG1avDFF/DSS8aZlo8+MuZc2bPH6so8i4KKiIiISby8YNQo2LjRmNn2l1+M2WzfektDQYWloCIiImKy5s2NMyn33Qc5ORAfD717Q3q61ZW5PwUVERGREhAcDJ99Bq+9ZkzF//HHxlDQzp1WV+beFFRERERKiM0GCQnwzTdQpw785z/G2ZZZszQUVBAFFRERkRLWtKkxFNS9O9jtMHw4PPAAnDpldWXuR0FFRETEAtddB598Aq+/DuXKwbJlEBkJW7daXZl7UVARERGxiM0GQ4fC5s1Qty789hu0bGlcx5KXZ3V17kFBRURExGJRUbB7N/TqBRcuwDPPQJcu8N//Wl2Z9RRURERE3EBQECxaBG+/DX5+xmRxERHGhbdlmYKKiIiIm7DZ4MknjetUbrkFfv8dWrc2Zrctq0NBCioiIiJuJiICdu2Cvn0hNxdGj4ZOneDECasrK3kKKiIiIm6oUiVYsMBYednfH1avNgLMhg1WV1ayFFRERETclM0GgwbBjh1w221w/Di0bQuTJhlnWsoC04LKlClTaN68OQEBAVSuXPmyx6SkpNC5c2cCAgKoXr06zz77LBcuXDCrJBEREY90xx1GWBk40LhWZexYaN8eUlOtrsx8pgWVnJwcevXqxVNPPXXZx3Nzc+ncuTM5OTls3ryZefPmMXfuXMaOHWtWSSIiIh6rQgWYMwfmzYOAAFi3zhgKWrfO6srMZVpQmTBhAiNGjODOO++87ONr1qzhhx9+YMGCBURERNCxY0cmTZpEYmIiOTk5ZpUlIiLi0fr3Ny60veMOSEuD2FjjDEtpHQryseqFt2zZwp133kmNGjWc+9q3b89TTz3F999/T2Rk5GWfl52dTXZ2tnM7IyMDALvdjt1ud2mNF9tzdbtSMtR/nk996PnUh+a46SbYtAkSEryZPduLSZNgw4Y85s/PJTTUda9jZv8Vtk3Lgkpqamq+kAI4t1OvMOg2depUJkyYcMn+NWvWEBAQ4Noi/yc5OdmUdqVkqP88n/rQ86kPzXH//RAUdD1vvRXBxo0+3HWXneHDd9OwoWvvYzaj/86dO1eo44oUVJ5//nmmTZt2xWN+/PFHwsPDi9JskYwePZqEhATndkZGBmFhYbRr147AwECXvpbdbic5OZnY2Fh8fX1d2raYT/3n+dSHnk99aL5OneDRRx08/LCDb7/1Y+LEaJ59Npfx4/Mo7q/czP67OCJyNUUKKiNHjmTgwIFXPKZu3bqFaiskJITt27fn25eWluZ8rCB+fn74+fldst/X19e0D4GZbYv51H+eT33o+dSH5rr9dmM225Ej4a234JVXvNm0yZuFCyEsrPjtm9F/hW2vSEGlWrVqVKtW7ZoK+qvo6GimTJnCiRMnqF69OmCcWgoMDKR+/foueQ0REZGywt8fEhONKfcfe8xYkTkiwrhL6L77rK7u2pl2109KSgp79+4lJSWF3Nxc9u7dy969e8nMzASgXbt21K9fn0ceeYRvv/2W1atXM2bMGOLj4y97xkRERESurlcvYyXmqCg4edK4jmXkSPDUG2pNCypjx44lMjKScePGkZmZSWRkJJGRkezcuRMAb29vli9fjre3N9HR0fTr14/+/fszceJEs0oSEREpEy7eFTRsmLE9fTq0agW//mppWdfEtLt+5s6dy9y5c694TJ06dVixYoVZJYiIiJRZfn4wc6YxFBQXB9u2QWSkMWlct24WF1cEWutHRESkFOvWDfbsgaZN4fRp6N7dONPypynJ3JqCioiISCl3ww2wcaNxrQrA669DixZw6JClZRWKgoqIiEgZUK4cvPoqfP45VKliTMPfsCEsXmx1ZVemoCIiIlKG3Hcf7N1rnFHJyIDeveHppyEry+rKLk9BRUREpIwJC4P16+H5543tt9+GZs3g55+tretyFFRERETKIF9fmDoVVq6EqlXh22+NuVeSkqyuLD8FFRERkTKsQwdjKKhVK8jMhIcfhsGDoZBrBppOQUVERKSMu/56WLcO/vEPsNng/feN25l//NHqyhRUREREBPDxgYkTYc0aqFED9u+H6Ggf1q93waqGxaCgIiIiIk4xMcZQ0L33wrlzNmbNasioUdbFBQUVERERySckBFavhnHjcvH2ziM21mFZLaat9SMiIiKey9sbXnghj+uvX09MTBvL6tAZFRERESlQ9ernLX19BRURERFxWwoqIiIi4rYUVERERMRtKaiIiIiI21JQEREREbeloCIiIiJuS0FFRERE3JaCioiIiLgtBRURERFxWwoqIiIi4rYUVERERMRtKaiIiIiI21JQEREREbflY3UBxeVwOADIyMhwedt2u51z586RkZGBr6+vy9sXc6n/PJ/60POpDz2bmf138Xv74vd4QTw+qJw5cwaAsLAwiysRERGRojpz5gxBQUEFPm5zXC3KuLm8vDyOHTtGpUqVsNlszv2NGzdmx44dl33O5R673L6MjAzCwsI4cuQIgYGBri++kK70XkqyvaI8rzDHXu2Ygh4v7H536T9QH17rfvVh8Z5X3D68lsfKSh8Wp63CPtfMz2BBj5Vk/zkcDs6cOUNoaCheXgVfieLxZ1S8vLyoVavWJfu9vb0L/KVe7rErHR8YGGjpB+xKtZVke0V5XmGOvdoxBT1e1P1W9x+oD4u7X314bc8rbh9ey2NlpQ+L01Zhn2vmZ7Cgx0q6/650JuWiUnsxbXx8fJEeu9LxVnN1bdfaXlGeV5hjr3ZMQY8Xdb87UB8Wb787KIt9eC2PlZU+LE5bhX2umZ/Bgh5zx/7z+KEfM2VkZBAUFER6errl/xKQolP/eT71oedTH3o2d+i/UntGxRX8/PwYN24cfn5+Vpci10D95/nUh55PfejZ3KH/dEZFRERE3JbOqIiIiIjbUlARERERt6WgIiIiIm5LQUVERETcloKKCxw5coTWrVtTv3597rrrLhYvXmx1SXINunfvznXXXUfPnj2tLkUKYfny5dSrV49bbrmF999/3+py5BroM+fZSuq7T3f9uMDx48dJS0sjIiKC1NRUoqKi+Pnnn6lQoYLVpUkRfPXVV5w5c4Z58+bx8ccfW12OXMGFCxeoX78+69evJygoiKioKDZv3kxwcLDVpUkR6DPn2Urqu09nVFygZs2aREREABASEkLVqlU5efKktUVJkbVu3ZpKlSpZXYYUwvbt27n99tu5/vrrqVixIh07dmTNmjVWlyVFpM+cZyup774yEVQ2btzI/fffT2hoKDabjWXLll1yTGJiIjfccAP+/v40bdqU7du3X9Nr7dq1i9zcXK3m7GIl2YdivuL257Fjx7j++uud29dffz1Hjx4tidLlf/SZ9Hyu7EMzv/vKRFA5e/YsDRo0IDEx8bKPL1q0iISEBMaNG8fu3btp0KAB7du358SJE85jIiIiuOOOOy75OXbsmPOYkydP0r9/f9577z3T31NZU1J9KCXDFf0p1lIfej5X9aHp332OMgZwLF26NN++Jk2aOOLj453bubm5jtDQUMfUqVML3W5WVpajZcuWjvnz57uqVCmAWX3ocDgc69evd/To0cMVZUohXUt/btq0ydGtWzfn48OGDXN8+OGHJVKvXKo4n0l95tzDtfZhSXz3lYkzKleSk5PDrl27iImJce7z8vIiJiaGLVu2FKoNh8PBwIEDadu2LY888ohZpUoBXNGH4j4K059NmjRh//79HD16lMzMTFauXEn79u2tKln+Qp9Jz1eYPiyp774yH1T++OMPcnNzqVGjRr79NWrUIDU1tVBtbNq0iUWLFrFs2TIiIiKIiIhg3759ZpQrl+GKPgSIiYmhV69erFixglq1aukvVIsUpj99fHx47bXXaNOmDREREYwcOVJ3/LiRwn4m9ZlzX4Xpw5L67vNxeYtl0N13301eXp7VZUgxrV271uoSpAi6dOlCly5drC5DikGfOc9WUt99Zf6MStWqVfH29iYtLS3f/rS0NEJCQiyqSopCfVi6qD89n/rQ87lTH5b5oFKuXDmioqJYt26dc19eXh7r1q0jOjrawsqksNSHpYv60/OpDz2fO/VhmRj6yczM5JdffnFuHz58mL1791KlShVq165NQkICAwYMoFGjRjRp0oSZM2dy9uxZ4uLiLKxa/kx9WLqoPz2f+tDzeUwfmnY/kRtZv369A7jkZ8CAAc5j3njjDUft2rUd5cqVczRp0sSxdetW6wqWS6gPSxf1p+dTH3o+T+lDrfUjIiIibqvMX6MiIiIi7ktBRURERNyWgoqIiIi4LQUVERERcVsKKiIiIuK2FFRERETEbSmoiIiIiNtSUBERERG3paAiIiIibktBRURERNyWgoqIiIi4LQUVERERcVsKKiIiIuK2/h+rs8FzrUtFOQAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -347,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -385,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -422,7 +368,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -434,22 +380,26 @@ }, { "data": { - "image/png": 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LuZ6RkQGA3W7Hbre7tMa847n6uOLb1K/kcrRtC1On+hEf78+wYQYNGuTSocO5UyvqV+IO7uxXxT2mZUElLS0tX0gBnOtpaWkXfd+kSZOYMGFCge1JSUmEhoa6tsj/SU5OdstxxbepX0lJ1a0Lt9/ejG++qcVDDzmYOnUN1av/mW8f9StxB3f0q9OnTxdrvxIFlYSEBKZcYvShXbt20aBBg5IctkRGjRpFfHy8cz0jI4Po6Gji4uIICwtz6WfZ7XaSk5Pp2LEjgYGBLj22+C71K7kSd9wBHTo42LQpiDfeuIO1a3MIDVW/EvdwZ7/KuyJyKSUKKkOHDqVPnz5F7lOvXr1iHSsqKopNFwwMkJ6e7nztYoKDgwkODi6wPTAw0G3/ON15bPFd6ldyOQIDYelSaNYMtm2z8cwzgSxadP7r6lfieu7oV8U9XomCSmRkJJGRkZdV0IViY2OZOHEiR48epWrVqoB5aiksLIxGjRq55DNERLxRjRqwZAl06GDeXBsbC088YXVVIu7htqd+Dhw4QGpqKgcOHCA3N5fU1FRSU1PJzMwEIC4ujkaNGtGzZ09+/PFH/vWvfzF27FgGDRpU6BkTERE5p107mDTJbA8eDJs22SytR8Rd3BZUxo0bR7NmzUhMTCQzM5NmzZrRrFkzNm/eDIC/vz/Lly/H39+f2NhYHnvsMXr16sULL7zgrpJERLzKsGFw331gt8Mjj/hz8mSQ1SWJuJzbnvpZuHAhCxcuLHKf2rVrs2LFCneVICLi1Ww2c4bl7dvh559tzJjRgoceMu9jEfEWmutHRKQMCwuDzz6D0FCDH3+syssv69e6eBf1aBGRMq5xY5gzJxeAl17y45tvLC5IxIUUVEREvECPHgZ33LEfw7DRowf8b7QHkTJPQUVExEsMGLCNRo0M0tLgsccgN9fqikSunIKKiIiXCA7O5cMPzZFqv/763OPLImWZgoqIiBdp1AjeeMNsJybCt99aWo7IFVNQERHxMr17m4vDYV4C+uMPqysSuXwKKiIiXmjOHKhfHw4dMofXNwyrKxK5PAoqIiJeqHx5+Ogjc/C3Zctg7lyrKxK5PAoqIiJeqnlzmDzZbA8ZAjt3WluPyOVQUBER8WLPPQdxcXDmDHTvDmfPWl2RSMkoqIiIeDE/P1i0CCIjYetWSEiwuiKRklFQERHxclFRkDdH7KxZ8NVXlpYjUiIKKiIiPqBrV3j2WbPdty8cO2ZtPSLFpaAiIuIjJk+Ghg0hLQ0GDtQjy1I2KKiIiPiIcuXggw8gIAA++wzee8/qikQuTUFFRMSHNG8OL7xgtp95BvbutbYekUtRUBER8TEjRsDNN8OpU+ZQ+5plWTyZgoqIiI/x9zcv+1SoAGvXwrRpVlckcnEKKiIiPqhePfNRZYBx42DbNmvrEbkYBRURER/Vty/89a+QnW1eArLbra5IpCAFFRERH2WzmZMVVqkC//d/MHGi1RWJFKSgIiLiw6Ki4I03zPbEibBli7X1iFxIQUVExMc9/DA8+CDk5JiXgLKyrK5I5BwFFRER4Y03oGpV2LEDEhOtrkbkHAUVEREhIsK8XwVg6lRISbG2HpE8CioiIgLAPfdAz57gcMDjj8PZs1ZXJKKgIiIi53n1VfMG259+ggkTrK5GREFFRETOU6UKvPWW2Z46FTZvtrYeEQUVERHJ5557oHt3cw6gvn31FJBYS0FFREQKmD3bfApo+3YNBCfWUlAREZECIiJgzhyzPWkSpKZaWo74MAUVEREp1AMPwP33mwPB9e2ruYDEGgoqIiJyUXPmmDfYpqbC9OlWVyO+SEFFREQuqlo1mDnTbI8fDz//bGk54oMUVEREpEg9e0JcnPn0T//+5oBwIqVFQUVERIpks8Hbb0P58rBmDbzzjtUViS9RUBERkUuqU+fcY8ojRsChQ5aWIz5EQUVERIrl6aehdWvIyIC//Q0Mw+qKxBcoqIiISLH4+8O8eRAYCJ9/Dp98YnVF4gsUVEREpNgaN4ZRo8z2s8/Cf/9raTniAxRURESkREaPhpgYSEuDhASrqxFvp6AiIiIlEhxsPgUE5td//9vaesS7KaiIiEiJ3XYb9OtntgcOhOxsa+sR76WgIiIil+WVV8wZlnfuNNsi7qCgIiIil6VKFXj1VbP90ksaXl/cQ0FFREQu2yOPQKdO5vD6AwdqbBVxPQUVERG5bDYbvPkmlCsH334L779vdUXibRRURETkitStC4mJZnvoUDh+3Np6xLsoqIiIyBWLjzcHgzt2DEaOtLoa8SYKKiIicsUCA+Gtt8z2u+/CunXW1iPeQ0FFRERc4pZbzo2t8uSTYLdbW494BwUVERFxmSlT4KqrYPt2mDnT6mrEGyioiIiIy1x1FUybZrbHj4d9+6ysRryBgoqIiLhU797mEPtnzpgzLItcCQUVERFxKZsN3ngDAgLgiy/g88+trkjKMgUVERFxuUaNzDFVwDyrcvq0tfVI2aWgIiIibvH88xAdDfv3w8svW12NlFUKKiIi4hbly8OsWWb7lVdg925r65GyyW1BZd++ffTr14+6detSrlw5rrnmGhITE8nOzs6339atW7n11lsJCQkhOjqaVzRXuIiI1+jWDbp2NcdUGTRIkxZKybktqPz00084HA7efvttduzYwcyZM3nrrbcYPXq0c5+MjAzi4uKoXbs2W7ZsYerUqYwfP565c+e6qywRESlFNhvMng3BwbBqFXz8sdUVSVkT4K4Dd+7cmc6dOzvX69Wrx+7du3nzzTeZ9r+H7BcvXkx2djbz588nKCiIxo0bk5qayowZMxgwYIC7ShMRkVJ0zTUwerQ5ceGQIdClC4SFWV2VlBVuCyqFOXnyJFWqVHGup6Sk0LZtW4KCgpzbOnXqxJQpUzhx4gSVK1cucIysrCyysrKc6xkZGQDY7XbsLh6vOe94rj6u+Db1K3EHT+9XQ4bA++8HsGePjcTEXF55xWF1SVIM7uxXxT1mqQWVPXv28NprrznPpgCkpaVRt27dfPtVq1bN+VphQWXSpElMmDChwPakpCRCQ0NdXLUpOTnZLccV36Z+Je7gyf2qe/eqvPhiLLNn26hbdy21a5+yuiQpJnf0q9PFfGa9xEElISGBKVOmFLnPrl27aNCggXP90KFDdO7cmQcffJD+/fuX9CPzGTVqFPHx8c71jIwMoqOjiYuLI8zF5xLtdjvJycl07NiRwMBAlx5bfJf6lbhDWehXXbtCaqqDL77w49NP25GcnIvNZnVVUhR39qu8KyKXUuKgMnToUPr06VPkPvXq1XO2Dx8+TPv27bnpppsK3CQbFRVFenp6vm1561FRUYUeOzg4mODg4ALbAwMD3faP053HFt+lfiXu4On9avZsSE6GNWv8+PRTP7p3t7oiKQ539KviHq/EQSUyMpLIyMhi7Xvo0CHat29PixYtWLBgAX5++R8yio2NZcyYMdjtdmfBycnJxMTEFHrZR0REyrY6dcwba8eNM0euvesuqFjR6qrEk7nt8eRDhw7Rrl07atWqxbRp0/j9999JS0sjLS3Nuc+jjz5KUFAQ/fr1Y8eOHSxZsoRZs2blu7QjIiLeZfhw80mgI0egkFsORfJx2820ycnJ7Nmzhz179lCzZs18rxn/G/EnPDycpKQkBg0aRIsWLYiIiGDcuHF6NFlExIuFhJgj1t51l/n18cfNuYFECuO2Myp9+vTBMIxCl/Ndf/31rF27lrNnz/Lbb78xcuRId5UkIiIe4s474e67IScHnn5aI9bKxWmuHxERscSrr5pnV1avhk8+sboa8VQKKiIiYom6dWHECLM9dCj8+ae19YhnUlARERHLjBwJtWvDwYMwebLV1YgnUlARERHLhIbCjBlme+pU+M9/rK1HPI+CioiIWOree6FjR8jKMucEEjmfgoqIiFjKZjNHrA0IgM8/h5Urra5IPImCioiIWK5BAxg82GwPHmyeXREBBRUREfEQ48ZBVBT88os5EJwIKKiIiIiHCAuDKVPM9osvmkPsiyioiIiIx3jsMWjTBjIzISHB6mrEEyioiIiIx/DzM2+sBXjvPdiwwdp6xHoKKiIi4lFuvNGcqBDgmWfA4bC2HrGWgoqIiHicl18271nZvBkWLrS6GrGSgoqIiHicatUgMdFsjxoFJ09aW49YR0FFREQ80tNPQ0wMHD0KL7xgdTViFQUVERHxSEFB8OqrZnv2bNi929JyxCIKKiIi4rE6d4a77oKcHIiPt7oasYKCioiIeLTp0yEwEFasMBfxLQoqIiLi0erXPzcPUHw8ZGdbW4+ULgUVERHxeGPHQtWq5n0qc+ZYXY2UJgUVERHxeOHhMHGi2Z4wwXwSSHyDgoqIiJQJfftCs2bmmCrPP291NVJaFFRERKRM8PeHWbPM9jvvQGqqpeVIKVFQERGRMuPWW+Hhh8Ew4LnnzK/i3RRURESkTJkyBUJC4LvvYOlSq6sRd1NQERGRMqV2bRg2zGwPGwZnz1pbj7iXgoqIiJQ5I0dCjRqwd++5+1bEOymoiIhImVOhAkyebLZfegnS0qytR9xHQUVERMqkHj2gVSvIzIQxY6yuRtxFQUVERMokP79zsysvWAA//GBpOeImCioiIlJmxcbCo4/qcWVvpqAiIiJl2uTJUK4crF0Ln31mdTXiagoqIiJSpkVHw/DhZnv4cD2u7G0UVEREpMwbMeLc48qzZ1tdjbiSgoqIiJR55cvDpElm+6WXID3d2nrEdRRURETEKzz2GLRsCadOwbhxVlcjrqKgIiIiXsHPD2bMMNvvvgtbt1pbj7iGgoqIiHiNW2+FBx8EhwPi4/W4sjdQUBEREa8yZQoEBcGqVfDFF1ZXI1dKQUVERLxK3bowZIjZHjYMsrOtrUeujIKKiIh4ndGjITISfvkF3nzT6mrkSiioiIiI1wkLgxdfNNsTJsDx49bWI5dPQUVERLxSv35w3XVw4sS50CJlj4KKiIh4pYAAmD7dbL/+Ovz8s7X1yOVRUBEREa8VFwddu0JOjjnMvpQ9CioiIuLVpk4Ff3/45z9h9Wqrq5GSUlARERGv1qgRDBxotuPjITfX2nqkZBRURETE602YAOHhkJoK779vdTVSEgoqIiLi9SIiYMwYsz16NPz5p7X1SPEpqIiIiE945hlz1NojR2DaNKurkeJSUBEREZ8QEgKTJ5vtV16Bw4etrUeKR0FFRER8xoMPQmwsnD4NY8daXY0Uh4KKiIj4DJsNZsww2wsXmjfXimdTUBEREZ/Spg088ggYBgwdan4Vz6WgIiIiPmfSJAgOhm++gS+/tLoaKYqCioiI+Jw6deC558z28OFgt1tZjRRFQUVERHzSqFHm+Co//QTvvGN1NXIxCioiIuKTwsNh/HiznZgIJ09aWo5chIKKiIj4rAEDICYGjh07N8aKeBa3BpW7776bWrVqERISQvXq1enZsyeHLxhhZ+vWrdx6662EhIQQHR3NK6+84s6SREREnAIDzdmVAWbOhP37ra1HCnJrUGnfvj0ff/wxu3fv5tNPP+XXX3/lgQcecL6ekZFBXFwctWvXZsuWLUydOpXx48czd+5cd5YlIiLidNdd0K4dZGWZ8wCJZwlw58GHDBnibNeuXZuEhAS6deuG3W4nMDCQxYsXk52dzfz58wkKCqJx48akpqYyY8YMBgwY4M7SREREAHMQuOnToWVL+PBDGDwYWrWyuirJ49agcr7jx4+zePFibrrpJgIDAwFISUmhbdu2BAUFOffr1KkTU6ZM4cSJE1SuXLnAcbKyssjKynKuZ2RkAGC327G7+PmyvOO5+rji29SvxB3Ur65MkybQo4c/H3zgR3y8g2++ycVms7oq67mzXxX3mG4PKiNHjuT111/n9OnTtGnThuXLlztfS0tLo27duvn2r1atmvO1woLKpEmTmDBhQoHtSUlJhIaGurh6U3JysluOK75N/UrcQf3q8t12Wwgff9yBdev8SUz8njZt0qwuyWO4o1+dPn26WPvZDKNkgwcnJCQwZcqUIvfZtWsXDRo0AODYsWMcP36c/fv3M2HCBMLDw1m+fDk2m424uDjq1q3L22+/7Xzvzp07ady4MTt37qRhw4YFjl3YGZXo6GiOHTtGWFhYSb6VS7Lb7SQnJ9OxY0fnWSCRK6V+Je6gfuUa48b5MXmyP3/5i0Fqag7nnfD3Se7sVxkZGURERHDy5Mki/36X+IzK0KFD6dOnT5H71KtXz9mOiIggIiKC+vXr07BhQ6Kjo9mwYQOxsbFERUWRnp6e771561FRUYUeOzg4mODg4ALbAwMD3faP053HFt+lfiXuoH51ZUaPhvnzYc8eG/PnB/LMM1ZX5Bnc0a+Ke7wSB5XIyEgiIyNLXBCAw+EAcJ4RiY2NZcyYMc6ba8E8vRQTE1PoZR8RERF3qlgRJkyAp54yv/bsCZUqWV2Vb3Pb48kbN27k9ddfJzU1lf379/PNN9/QvXt3rrnmGmJjYwF49NFHCQoKol+/fuzYsYMlS5Ywa9Ys4uPj3VWWiIhIkZ54Aho0gD/+MCcvFGu5LaiEhoby2WefcccddxATE0O/fv24/vrr+e6775yXbsLDw0lKSmLv3r20aNGCoUOHMm7cOD2aLCIilgkIODcI3KxZsG+fpeX4PLc99dOkSRO++eabS+53/fXXs3btWneVISIiUmJ33gnt28Pq1TBmDCxebHVFvktz/YiIiFzAZoNp08z2hx/C999bW48vU1AREREpRPPm5s20AMOGQckG8xBXUVARERG5iJdeguBgWLMGvvjC6mp8k4KKiIjIRdSqBXnT1o0YAZqhoPQpqIiIiBQhIQEiImD3bnj3Xaur8T0KKiIiIkUID4fERLM9fjycOmVpOT5HQUVEROQSBg6Ea6+Fo0fhlVesrsa3KKiIiIhcQmAg5M3HO306HDpkbT2+REFFRESkGLp1g5tvhjNn4Pnnra7GdyioiIiIFIPNZp5NAVi4ELZutbQcn6GgIiIiUkytW8NDD5mDv40YYXU1vkFBRUREpAQmTTLvWfnXvyA52epqvJ+CioiISAnUqweDBpnt4cMhN9faerydgoqIiEgJjR1rjq/y44/wwQdWV+PdFFRERERK6KqrYMwYsz12rPkkkLiHgoqIiMhleOYZqF0bfvsNXn3V6mq8l4KKiIjIZQgJgYkTzfakSfD779bW460UVERERC5T9+7QvLk5/8+LL1pdjXdSUBEREblMfn4wdarZfvNN+OUXa+vxRgoqIiIiV+D226FrV8jJgdGjra7G+yioiIiIXKEpU8yzK598AikpVlfjXRRURERErtB110HfvmZ7+HBziH1xDQUVERERF5gwAcqVg3XrYNkyq6vxHgoqIiIiLnD11TB0qNlOSAC73dp6vIWCioiIiIsMHw6RkfDzz/Duu1ZX4x0UVERERFwkLAzGjzfb48eb46vIlVFQERERcaH+/eHaa+HoUXjlFaurKfsUVERERFwoMBAmTzbbM2bA4cPW1lPWKaiIiIi42L33QmwsnD597lKQXB4FFRERERez2c4NrT9vHuzcaW09ZZmCioiIiBvcfLN5ZsXhMB9XlsujoCIiIuImkyaBvz988QV8953V1ZRNCioiIiJuEhMDAwaYbQ2tf3kUVERERNwoMRHKl4fvv4d//MPqasoeBRURERE3qlYNRoww26NGQXa2tfWUNQoqIiIibhYfD1FR8J//wFtvWV1N2aKgIiIi4mYVKpizKwO88AKcPGltPWWJgoqIiEgpePxxaNAA/vhDQ+uXhIKKiIhIKQgIyD+0/m+/WVtPWaGgIiIiUkruvhtuuQXOnjWfBpJLU1AREREpJecPrb9wIWzbZmk5ZYKCioiISClq0wbuv19D6xeXgoqIiEgpe/ll856VFStg9Wqrq/FsCioiIiKlrH59GDjQbI8YYZ5dkcIpqIiIiFhg3DhzfJXNm+Hjj62uxnMpqIiIiFigatVzQ+uPGaOh9S9GQUVERMQiGlr/0hRURERELFK+PIwfb7Y1tH7hFFREREQs1K8fxMRoaP2LUVARERGx0PlD68+cCYcOWVuPp1FQERERsdg998DNN8OZMxpa/0IKKiIiIhaz2c5d9lmwAHbssLYeT6KgIiIi4gFuugnuvVdD619IQUVERMRDTJoE/v6wfDmsWWN1NZ5BQUVERMRDxMRA//5me8QIMAxr6/EECioiIiIeJDHRHF9l40b49FOrq7GegoqIiIgHiYqCoUPN9ujRYLdbW4/VFFREREQ8zLBh5lxAv/wC77xjdTXWUlARERHxMBUrmrMrA0yYAKdOWVuPlUolqGRlZdG0aVNsNhupqan5Xtu6dSu33norISEhREdH84rGDxYREWHAAPjLX+DoUZg+3epqrFMqQWXEiBHUqFGjwPaMjAzi4uKoXbs2W7ZsYerUqYwfP565c+eWRlkiIiIeKzAQXn7ZbE+bBmlp1tZjFbcHlZUrV5KUlMS0adMKvLZ48WKys7OZP38+jRs35pFHHuHZZ59lxowZ7i5LRETE4z3wALRqBX/+ac6u7IsC3Hnw9PR0+vfvz7JlywgNDS3wekpKCm3btiUoKMi5rVOnTkyZMoUTJ05QuXLlAu/JysoiKyvLuZ6RkQGA3W7H7uJbo/OO5+rjim9TvxJ3UL/yXi+/bKNDhwDmzjUYNCiH+vVL77Pd2a+Ke0y3BRXDMOjTpw9PPvkkLVu2ZN++fQX2SUtLo27duvm2VatWzflaYUFl0qRJTJgwocD2pKSkQsOQKyQnJ7vluOLb1K/EHdSvvFPLlq3ZvDmK/v1/Z+TI70v9893Rr06fPl2s/UocVBISEpgyZUqR++zatYukpCROnTrFqFGjSvoRRRo1ahTx8fHO9YyMDKKjo4mLiyMsLMyln2W320lOTqZjx44EBga69Njiu9SvxB3Ur7xbrVrQsqVBSkoNrrrqTlq3Lp0ha93Zr/KuiFxKiYPK0KFD6dOnT5H71KtXj2+++YaUlBSCg4PzvdayZUt69OjBokWLiIqKIj09Pd/reetRUVGFHjs4OLjAMQECAwPd9o/TnccW36V+Je6gfuWdmjWD3r3NmZVHjw7gu+/MGZdLizv6VXGPV+KgEhkZSWRk5CX3mz17Ni+99JJz/fDhw3Tq1IklS5bQunVrAGJjYxkzZgx2u91ZcHJyMjExMYVe9hEREfFVL7wAH30Ea9eakxb+9a9WV1Q63PbUT61atbjuuuucS/3/3f1zzTXXULNmTQAeffRRgoKC6NevHzt27GDJkiXMmjUr36UdERERgZo1YfBgs52QADk51tZTWiwdmTY8PJykpCT27t1LixYtGDp0KOPGjWPAgAFWliUiIuKREhKgShXYuRMWLbK6mtLh1seTz1enTh2MQuarvv7661m7dm1plSEiIlJmVaoEY8aYkxYmJkL37uCmB149hub6ERERKUP+9jfzKaBDh2D2bKurcT8FFRERkTIkJATynlWZPBn++MPaetxNQUVERKSM6dEDbrgBTp48Nx+Qt1JQERERKWP8/CBv7NXXX4dCBn/3GgoqIiIiZVBcHNx+O2Rnw/PPW12N+yioiIiIlEE2G7zyitlevBhSUy0tx20UVERERMqoFi3gkUfAMGDkSKurcQ8FFRERkTJs4kQIDISkJFi1yupqXE9BRUREpAyrVw+efNJsjxwJDoe19biagoqIiEgZ9/zzULEibNkCH39sdTWupaAiIiJSxkVGwvDhZnvMGPNJIG+hoCIiIuIF4uOhWjX4z3/g7betrsZ1FFRERES8QPnyMH682X7hBcjIsLQcl1FQERER8RL9+kH9+nDsGEybZnU1rqGgIiIi4iUCA8/N/TN9OqSlWVuPKyioiIiIeJH77oM2beD0aZgwwepqrpyCioiIiBex2c5NWPjOO/Dzz9bWc6UUVERERLxM27Zw112Qm2s+rlyWKaiIiIh4oUmTwM8PPvkENm60uprLp6AiIiLiha67Dnr3NtsjRpgTF5ZFCioiIiJeasIECAmBNWtgxQqrq7k8CioiIiJeKjoann3WbCckmPeslDUKKiIiIl4sIQEqVYLt2+GDD6yupuQUVERERLxY5cowerTZHjsWzpyxtp6SUlARERHxcs88Y14G+u03mDPH6mpKRkFFRETEy4WEmBMVgjnE/okT1tZTEgoqIiIiPqBnT/OR5RMnYPJkq6spPgUVERERH+Dvfy6gzJoFBw9aW09xKaiIiIj4iK5dzeH1s7Jg/HirqykeBRUREREfcf6EhQsXwo4dlpZTLAoqIiIiPqRNG7jvPnA4YNQoq6u5NAUVERERH/Pyy+Y9K198AWvXWl1N0RRUREREfExMDDzxhNkeOdKzJywMsLqA0mAYBjk5OeSWcJIDu91OQEAAZ8+eLfF7RS5G/erS/P39CQgIwGazWV2KiNdKTIT334eUFPjnP6FbN6srKpzXB5Xs7GyOHDnC6dOnS/xewzCIiori4MGD+oUpLqN+VTyhoaFUr16doKAgq0sR8UrVq8OQITBxonmvyl13QYAHpgIPLMl1HA4He/fuxd/fnxo1ahAUFFSiPwwOh4PMzEwqVKiAn5+ukolrqF8VzTAMsrOz+f3339m7dy/XXnutfk4ibjJiBLz1Fvz0EyxYAP37W11RQV4dVLKzs3E4HERHRxMaGlri9zscDrKzswkJCdEvSnEZ9atLK1euHIGBgezfv9/5sxIR1wsLg+efh+eeMy8F9egBl/Hn0q184rek/hiIlD36dytSOp58EurUgSNHzBFrPY1+E4iIiPiw4GB46SWzPXky/PGHtfVcSEFFRETEx3XvDk2bQkaGeXOtJ1FQkQLq1KnDq6++6ly32WwsW7asVD6rtPTp04duHvgs3sKFC6lUqZLVZRSpbdu2fPjhh1d0jDZt2vDpp5+6qCIRuVJ+fueG1p8zB/bvt7ae8ymoeLCUlBT8/f258847La3jyJEjdOnSBYB9+/Zhs9lITU21tKYrNWvWLBYuXOhcb9euHc8991yR77Hb7YwcOZImTZpQvnx5atSoQa9evTh8+HC+/Y4fP06PHj0ICwujUqVK9OvXj8zMzALHmzBhAt9++60LvptLmzhxIjfddBOhoaEXDUIHDhzgzjvvJDQ0lKpVqzJ8+HBycnLy7fP555+Tnp7OI488ckX1jB07loSEBBwOxxUdR0Rcp2NHuOMOyM6GceOsruYcBRUPNm/ePJ555hnWrFlT4I9haYqKiiI4ONiyz3eH8PDwEp+5OH36ND/88APPP/88P/zwA5999hm7d+/m7rvvzrdfjx492LFjB8nJySxfvpw1a9YwYMAAwAw7M2bMwG63O/c/evQob7/99hV/T0XJzs7mwQcf5Kmnnir09dzcXO68806ys7NZv349ixYtYuHChYy74LfV7Nmz6du37xXf6NqlSxdOnTrFypUrr+g4IuI6Npt5jwqYA8Ft3WptPU5GGXfy5EkDME6ePFngtTNnzhg7d+40zpw5YxiGYTgchpGZWfwlIyPX+O23E0ZGRm6J3lfY4nCU7Ps6deqUUaFCBeOnn34yHn74YWPixIn5Xl+9erUBGF999ZXRtGlTIyQkxGjfvr2Rnp5urFixwmjQoIFRsWJFo3v37saff/7pfN9tt91mDBo0yBg0aJARFhZmXHXVVcbYsWMNx3kF1q5d25g5c6ZzHTCWLl3qbJ+/3Hbbbc7jDh48OF+N99xzj9G7d2/nenp6unHXXXcZISEhRp06dYwPPvigwGedOHHC6NevnxEREWFUrFjRaN++vZGamnrRn9PevXsNwFiyZIlxyy23GCEhIUbLli2N3bt3G5s2bTJatGhhlC9f3ujcubNx9OhR5/t69+5t3HPPPc72hd/X3r17L/4f5zybNm0yAGP//v2GYRjGzp07DcD4/vvvnfusXLnSsNlsxqFDhwy73W5MnTrVaNOmjXH//fcbzz77rNGqVStj+fLlhmEYxoIFC4zw8PB8n/HGG28Y9erVMwIDA4369esb7733Xr7Xd+3aZdx8881GcHCw0bBhQyM5OTnff7PzFXZ8wzCMFStWGH5+fkZaWppz25tvvmmEhYUZWVlZhmEYxtGjRw2bzWZs3769WD+bS+nbt6/x2GOPXfT1C//9StGys7ONZcuWGdnZ2VaXImXcww8bBhhGly7u7VdF/f0+n0+dUTl9GipUKP4SFuZHzZqVCAvzK9H7CltKOjDuxx9/TIMGDYiJieGxxx5j/vz5GIVMxjB+/Hhef/111q9fz8GDB3nooYd49dVX+fDDD/nyyy9JSkritddey/eeRYsWERAQwKZNm5g1axYzZszg3XffLVZdmzZtAuDrr7/myJEjfPbZZ8X+nvr06cPBgwdZvXo1n3zyCW+88QZHjx7Nt8+DDz7I0aNHWblyJVu2bKF58+bccccdHD9+vMhjJyYmMnbsWH744QcCAgJ49NFHGTFiBLNmzWLt2rXs2bOnwNmBPLNmzSI2Npb+/ftz5MgRjhw5QnR0dLG+p5MnT2Kz2ZxnZ1JSUqhUqRItW7Z07tOhQwf8/PzYuHEjAQEBxMfHM2XKFFauXElSUhJJSUkXvby3dOlSBg8ezNChQ9m+fTsDBw6kb9++rF69GjDPhHTr1o3Q0FA2btzI3LlzGTNmTLFqP19KSgpNmjShWrVqzm2dOnUiIyODHf+bB/7f//43oaGhNGzYsMTHL0yrVq1Y6+mzoYn4oJdeMkeoXbkSvv3W+tGzvXrAt7Js3rx5PPbYYwB07tyZkydP8t1339GuXbt8+7300kvcfPPNAPTr149Ro0bx66+/Uq9ePQAeeOABVq9ezciRI53viY6OZubMmdhsNmJiYti2bRszZ86kfzGGJIyMjATgqquuIioqqtjfz88//8zKlSvZtGkTN954o/N7PP+P3r///W82bdrE0aNHnZeapk2bxrJly/jkk0+cl08KM2zYMDp16gTA4MGD6d69O6tWrcr3szn/npTzhYeHExQURGhoaIm+p7NnzzJy5Ei6d+9OWFgYAGlpaVStWjXffgEBAVSpUoW0tDRyc3N57bXXWLJkCV26dOHqq6+mc+fOJCYm0rlz5wKfMW3aNPr06cPf/vY3AOLj49mwYQPTpk2jffv2JCcn8+uvv/Ltt986a584cSIdO3Ys9veRV/f5IQVwrqelpQGwf/9+qlWr5rLxTWrUqMHBgwdxOBwaM0XEg/zlLzBwoHlT7ejRflzG//u4lE/9dggNhczM4i8ZGQ5+++2/ZGQ4SvS+wpaSjPS3e/duNm3aRPfu3QHzD93DDz/MvHnzCux7/fXXO9vVqlUjNDTUGVLytl141qJNmzb5phKIjY3ll19+cesEebt27SIgIIAWLVo4tzVo0CDffSI//vgjmZmZXHXVVVSoUMG57N27l19//bXI41/4cwBo0qRJvm0X/hyuhN1u56GHHsIwDN58881iv8/hcGC32/nnP/9J48aNuffee1m2bBn79u0rdP9du3Y5w1aem2++mV27dgFmX4mOjs4XsFq1alXyb6gYzpw549IRYsuVK4fD4SArK8tlxxQR13j+eShfHjZv9iMlpbqltfjUGRWbzfzBF5fDAbm55ntK83/45s2bR05ODjVq1HBuMwyD4OBgXn/9dcLDw53bAwMDnW2bzZZvPW9baTxZ4efnV+DS1Pk3jBZHZmYm1atXL/RJmEvd+Hrhz6Gwba76OeSFlP379/PNN984z6aAeePxhYEoJyeH48ePExUVRWBgIEOHDiUjI8P5erVq1XjyySddUtvlioqKcl7Wy5Oenu58DSAiIoITJ0647DOPHz9O+fLlKVeunMuOKSKuUa0aDBsGEybABx80IjERLvjzUmp86oxKWZCTk8N7773H9OnTSU1NdS4//vgjNWrU4KOPPrriz9i4cWO+9Q0bNnDttdfi7+9/yffmzWR74dmXyMhIjhw54lzPzc1l+/btzvUGDRqQk5PDli1bnNt2797Nf//7X+d68+bNSUtLIyAggL/85S/5loiIiBJ9jyUVFBRUrDNKeSHll19+4euvv+aqq67K93psbCz//e9/832f33zzDQ6Hg9atW+fbNzExscClvAs1bNiQdevW5du2bt06GjVqBEBMTAwHDx50hgqA77///pLfx4ViY2PZtm1bvpCVnJxMWFiY87OaNWtGWlqay8LK9u3badasmUuOJSKuN3QoREYaHD5cgQULrIsLCioeZvny5Zw4cYJ+/fpx3XXX5Vvuv//+Qi//lNSBAweIj49n9+7dfPTRR7z22msMHjy4WO+tWrUq5cqV46uvviI9PZ2TJ08CcPvtt/Pll1/y5Zdf8tNPP/HUU0/lCyExMTF07tyZgQMHsnHjRrZs2cITTzyR7/+mO3ToQGxsLN26dSMpKYl9+/axfv16xowZw+bNm6/4+y5KnTp12LhxI/v27ePYsWOFnn2x2+088MADbN68mcWLF5Obm0taWhppaWlkZ2cDZrDo3Lkz/fv3Z9OmTaxbt46nn36aRx55JN8ZsuIaPnw4Cxcu5M033+SXX35hxowZfPbZZwwbNgyAjh07cs0119C7d2+2bt3KunXrGDt2LEC+y3sHDhwgNTWVAwcOkJub6wzAeeO7xMXF0ahRI3r27MmPP/7Iv/71L8aOHcugQYOc9ws1a9aMiIiIAsGpV69ejBo1yrm+dOlSGjRokG+fBg0asHTp0nzb1q5dS1xcXIl/JiJSOipWhDFjHJQrZ8eNdwZckoKKh5k3bx4dOnTId3knz/3338/mzZvZeoUPt/fq1YszZ87QqlUrBg0axODBg4u8UfV8AQEBzJ49m7fffpsaNWpwzz33APD444/Tu3dvevXqxW233Ua9evVo3759vvcuWLCAGjVqcNttt3HfffcxYMCAfDee2mw2VqxYQdu2benbty/169fnkUcecd7E6U7Dhg3D39+fRo0aERkZyYEDBwrsc+jQIT7//HN+++03mjZtSvXq1Z3L+vXrnfstXryYBg0acMcdd9C1a1duueUW5s6de1l1devWjVmzZjFt2jQaN27M22+/zYIFC5xnYvz9/Vm2bBmZmZnceOONPPHEE86nfs6/n2TcuHE0a9aMxMREMjMzadasGc2aNXMGQH9/f5YvX46/vz+xsbE89thj9OrVixdeeMF5DH9/f/r27cvixYvz1XjgwIF8Z9NOnjzJ7t278+2ze/duZ6jN+1muX7+evn37XtbPRURKxxNPOHjrra956inrBme0GYU981qGZGRkEB4ezsmTJ/PdKwDmUxl79+6lbt26l3UToMPhICMjg7CwMK95KqFdu3Y0bdrUkmHrxeTufrVu3TpuueUW9uzZwzXXXOPSY6elpdG4cWN++OEHateufdnHGTlyJCdOnCgywF3pv19fY7fbWbFiBV27di1wr5rI5XJnvyrq7/f5fOpmWhFvtHTpUipUqMC1117Lnj17GDx4MDfffLPLQwqYN9bOmzePAwcOXFFQqVq1KvHx8S6sTES8lYKKSBl36tQpRo4cyYEDB4iIiKBDhw5Mnz7dbZ/niskchw4deuWFiIhPUFDxMaU1CZ6Unl69etGrVy+ryxARcQvvuPFCREREvJJPBJUyfr+wiE/Sv1sRAS8PKnl3KJ8u6YyAImK5vH+3eoJFxLd59T0q/v7+VKpUyTnaZmhoaL5BsC7F4XCQnZ3N2bNnvebxZLGe+lXRDMPg9OnTHD16lEqVKhVrxGQR8V5uDSp16tRh//79+bZNmjSJhIQE5/rWrVsZNGgQ33//PZGRkTzzzDOMGDHCZTXkzVNyORPSGYbBmTNnKFeuXIkCjkhR1K+Kp1KlSiWazVpEvJPbz6i88MIL9O/f37lesWJFZzsjI4O4uDg6dOjAW2+9xbZt23j88cepVKlSsUdKvRSbzUb16tWpWrVqiSfJs9vtrFmzhrZt2+r0s7iM+tWlBQYG6kyKiAClEFQqVqx40f8rWrx4MdnZ2cyfP5+goCAaN25MamoqM2bMcFlQyePv71/iX3z+/v7k5OQQEhKiPyjiMupXIiLF5/agMnnyZF588UVq1arFo48+ypAhQwgIMD82JSWFtm3bOmfkBejUqRNTpkzhxIkTVK5cucDxsrKyyMrKcq5nZGQA5v+llvSMyaXkHc/VxxXfpn4l7qB+Je7gzn5V3GO6Nag8++yzNG/enCpVqrB+/XpGjRrFkSNHmDFjBmDOG1K3bt1878mbfC4tLa3QoDJp0iQmTJhQYHtSUhKhoaFu+C7M6e5FXE39StxB/UrcwR39qrhP5JZ4UsKEhASmTJlS5D67du0qMM07wPz58xk4cCCZmZkEBwcTFxdH3bp1efvtt5377Ny5k8aNG7Nz504aNmxY4BiFnVGJjo7m2LFjRU5qdDnsdjvJycl07NhRp+jFZdSvxB3Ur8Qd3NmvMjIyiIiIcP2khEOHDqVPnz5F7lOvXr1Ct7du3ZqcnBz27dtHTEwMUVFRpKen59snb/1i97UEBwcTHBzsXM/LWWfOnHH5D9Fut3P69GnOnDlDTk6OS48tvkv9StxB/UrcwZ396syZM8ClB3cscVCJjIwkMjLysopKTU3Fz8+PqlWrAhAbG8uYMWOw2+3OkJGcnExMTEyhl30Kc+rUKQCio6MvqyYRERGxzqlTpwgPD7/o6yW+9FNcKSkpbNy4kfbt21OxYkVSUlIYMmQIXbp0YdGiRQCcPHmSmJgY4uLiGDlyJNu3b+fxxx9n5syZxX7qx+FwcPjwYSpWrHjRMSluvPFGvv/++4se42Kv511WOnjwoMsvK7nTpb5fT/ycKzlWSd7ryn3Vrzz/s0qrX5Vk/+LsV9Q+6lee8VmXeyxP7VcXe92d/cowDE6dOkWNGjWKHPzSbTfTBgcH8/e//53x48eTlZVF3bp1GTJkCPHx8c59wsPDSUpKYtCgQbRo0YKIiAjGjRtXokeT/fz8qFmzZpH7+Pv7F/kDvtTrYWFhZeof/qW+H0/8nCs5Vkne68p91a88/7NKq1+VZP/i7FfUPupXnvFZl3ssT+1Xl3rdXf2qqDMpedwWVJo3b86GDRsuud/111/P2rVr3VUGAIMGDbqi18ua0vp+XPk5V3KskrzXlfuqX3n+Z5VWvyrJ/sXZr6h91K8847Mu91ie2q9K8lmlzW2XfrxBRkYG4eHhl7wjWaQk1K/EHdSvxB08oV9pRrQiBAcHk5iYmO8pI5ErpX4l7qB+Je7gCf1KZ1RERETEY+mMioiIiHgsBRURERHxWAoqIiIi4rEUVERERMRjKaiIiIiIx1JQcZF7772XypUr88ADD1hdipRhy5cvJyYmhmuvvZZ3333X6nLEi+h3lLjawYMHadeuHY0aNeL666/nH//4h1s+R48nu8i3337LqVOnWLRoEZ988onV5UgZlJOTQ6NGjVi9ejXh4eG0aNGC9evXc9VVV1ldmngB/Y4SVzty5Ajp6ek0bdqUtLQ0WrRowc8//0z58uVd+jk6o+Ii7dq1o2LFilaXIWXYpk2baNy4MVdffTUVKlSgS5cuJCUlWV2WeAn9jhJXq169Ok2bNgUgKiqKiIgIjh8/7vLP8YmgsmbNGv76179So0YNbDYby5YtK7DPnDlzqFOnDiEhIbRu3ZpNmzaVfqFSpl1pPzt8+DBXX321c/3qq6/m0KFDpVG6eDj9DhN3cGW/2rJlC7m5uURHR7u8Tp8IKn/++Sc33HADc+bMKfT1JUuWEB8fT2JiIj/88AM33HADnTp14ujRo859mjZtynXXXVdgOXz4cGl9G+LhXNHPRAqjviXu4Kp+dfz4cXr16sXcuXPdU6jhYwBj6dKl+ba1atXKGDRokHM9NzfXqFGjhjFp0qQSHXv16tXG/fff74oypYy7nH62bt06o1u3bs7XBw8ebCxevLhU6pWy40p+h+l3lFzM5fars2fPGrfeeqvx3nvvua02nzijUpTs7Gy2bNlChw4dnNv8/Pzo0KEDKSkpFlYm3qQ4/axVq1Zs376dQ4cOkZmZycqVK+nUqZNVJUsZod9h4g7F6VeGYdCnTx9uv/12evbs6bZafD6oHDt2jNzcXKpVq5Zve7Vq1UhLSyv2cTp06MCDDz7IihUrqFmzpn5BSD7F6WcBAQFMnz6d9u3b07RpU4YOHaonfuSSivs7TL+jpCSK06/WrVvHkiVLWLZsGU2bNqVp06Zs27bN5bUEuPyIPurrr7+2ugTxAnfffTd333231WWIF9LvKHG1W265BYfD4fbP8fkzKhEREfj7+5Oenp5ve3p6OlFRURZVJd5G/UzcRX1L3MGT+pXPB5WgoCBatGjBqlWrnNscDgerVq0iNjbWwsrEm6ifibuob4k7eFK/8olLP5mZmezZs8e5vnfvXlJTU6lSpQq1atUiPj6e3r1707JlS1q1asWrr77Kn3/+Sd++fS2sWsoa9TNxF/UtcYcy06/c9jyRB1m9erUBFFh69+7t3Oe1114zatWqZQQFBRmtWrUyNmzYYF3BUiapn4m7qG+JO5SVfqW5fkRERMRj+fw9KiIiIuK5FFRERETEYymoiIiIiMdSUBERERGPpaAiIiIiHktBRURERDyWgoqIiIh4LAUVERER8VgKKiIiIuKxFFRERETEYymoiIiIiMdSUBERERGP9f+T2YUSrRLKaAAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -468,7 +418,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -480,22 +430,26 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -505,17 +459,19 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -525,7 +481,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -577,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -614,7 +570,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -650,7 +606,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -681,7 +637,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -693,22 +649,26 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -718,17 +678,19 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -738,7 +700,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -765,7 +727,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -805,7 +767,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -826,22 +788,26 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -949,7 +915,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -966,22 +932,26 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1009,7 +979,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1045,7 +1015,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1089,7 +1059,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1102,7 +1072,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1142,17 +1112,19 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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Wlli2bFnMmTOnlKcGgNz7xCdat4O1/T/5l760f9/BQzNtPSIHD78c3PNxuLtmUveSlHxoZu7cuTFr1qz46Ec/GpMnT46vfvWrsWfPnrj66qtLfWoAKEuXXdY6WfV//7f1+dChEeefv3/+yYFzRA4cmjlYOawjUvIgcvnll8fOnTvj1ltvjR07dsTpp58ejz766CETWAGAVp/6VOt2sBdeaP178NBMdz0iB+7Poz6ZrDpnzhxDMQDwLnU2NHNwj0h3wzJ5DCN+awYAysThFjSL6NgjUg637woiAFAmDregWUTXvR6Hm8CaiiACAGWiLYi89FLEX/916+POhl/K6fZdQQQAysSIEa1/33or4ic/aX08fHj3PSJ5DyO5WlkVAOjaOedEfP/7Edu2tT7v37/17pquJqWWw900gggAlIl+/SIuueTQ/Qf+RmzqYNFbgggAlLne3jWTp+Eac0QAoMz19q6ZPBFEAKCCuGsGAOhT5XzXjCACAGWuuzkine3PE0EEAMpc3ns9uiOIAECZc9cMAJBMT+6a6Urq4RpBBAAqSHdzRA6Ul14RQQQAylxPe0RS9350RhABgDLX2zkieSKIAECZ6+3KqnkKJ4IIAJS5nqwjkleCCACUue4CR97DiCACAGXuwLDxkY9EtLQcut/KqgBAyXzwg61/t25t/Tt8eMTQoenq01NHpa4AAPDuVFVFrFkT8dJL+/edfHJEdXXXK6u29Y6k7iURRACgAhxzTMTZZ3f9ugXNAAAOIogAQAXLS89HVwQRACgAd80AABxEEAGAgsnTcI0gAgAVLE+hozOCCAAUQE9+DC8FQQQACiJ16OiMIAIAFayroZm8DNkIIgBQAAf2huQlhEQIIgBAQoIIAFSwPPV+dEYQAYACsLIqAMBBBBEAqGCdDc3kabhGEAGAArCgGQCQG3npFRFEAKCC5SVwdEUQAYCCSD0M0xlBBAAKII8hJEIQAYDCydNwjSACABUsT6GjM4IIABSAoRkAIKnOwkjqgCKIAEAFMzQDACR3YM9HVVV+AoogAgAkI4gAQAXLS89HVwQRACiALEs/MbUzgggAkEzJgsjtt98eU6dOjUGDBsX73//+Up0GAOhGZ0MzeRquKVkQ2bt3b1x66aVxww03lOoUAEAP5XFYJiLiqFId+LbbbouIiMWLF5fqFADAu5Q6oJQsiByJpqamaGpqan/e2NiYsDYAUP7yNAzTmVxNVq2vr4/a2tr2ra6uLnWVAKBiHLyoWR70KojMmzcvqqqqut02bNhwxJWZP39+NDQ0tG9bt2494mMBAPulHoLpSq+GZm666aa46qqrui0zfvz4I65MdXV1VFdXH/H7AYDDy0tvSEQvg8iIESNixIgRpaoLAPAey1Po6EzJJqtu2bIl3n777diyZUs0NzfHunXrIiLipJNOimOOOaZUpwUAOlERQzO9ceutt8bf//3ftz8/44wzIiLiqaeeimnTppXqtABAF/IYRkp218zixYsjy7JDNiEEAPpO3odmcnX7LgBQGl3dupu6l0QQAYACyktPiSACABUsL4GjK4IIABTACy9EvP566locKle/NQMAvLf692/9+/Wvd9z3q1+lqc/BBBEAqGA33BDxxhsRbb8pO2JExEUXRfzwh2nr1UYQAYAKNmNG65ZX5ogAAMkIIgBQYNYRAQAKSxABgALKy/oigggAkIwgAgAkI4gAAMkIIgBAMoIIAJCMIAIAJCOIAECBWdAMAOhz1hEBAApPEAEAkhFEAIBkBBEAIBlBBABIRhABAJIRRACAZAQRACgwC5oBAH3OgmYAQOEJIgBAMoIIAJCMIAIAJCOIAADJCCIAQDKCCAAUmHVEAIDCEkQAoIAsaAYAFJ4gAgAkI4gAAMkIIgBAMoIIAJCMIAIAJCOIAECBWdAMAOhz1hEBAApPEAEAkhFEAIBkBBEAIBlBBABIRhABAJIRRACAZAQRACgwC5oBAH3OgmYAQOGVLIj8x3/8R1xzzTVxwgknxNFHHx0nnnhiLFiwIPbu3VuqUwIAZeaoUh14w4YN0dLSEt/85jfjpJNOihdffDGuvfba2LNnTyxcuLBUpwUAykjJgsgFF1wQF1xwQfvz8ePHx8aNG+Oee+4RRACAiChhEOlMQ0NDDBs2rMvXm5qaoqmpqf15Y2NjX1QLAEikzyarbtq0Ke6+++64/vrruyxTX18ftbW17VtdXV1fVQ8ASKDXQWTevHlRVVXV7bZhw4YO79m2bVtccMEFcemll8a1117b5bHnz58fDQ0N7dvWrVt7/4kAgB5LvY5Ir4dmbrrpprjqqqu6LTN+/Pj2x9u3b4/p06fH1KlT41vf+la376uuro7q6ureVgkA6KW8rCPS6yAyYsSIGDFiRI/Kbtu2LaZPnx5nnnlm3HvvvdGvn2VLAID9SjZZddu2bTFt2rQYO3ZsLFy4MHbu3Nn+2nHHHVeq0wIAZaRkQeSJJ56ITZs2xaZNm2LMmDEdXstSD0gBALlQsrGSq666KrIs63QDAIjwWzMAQEKCCACQjCACACQjiABAgaWeuimIAEAB5WVBM0EEAEhGEAEAkhFEAIBkBBEAIBlBBABIRhABAJIRRACAZAQRACgwC5oBAH3OgmYAQOEJIgBAMoIIAJCMIAIAJCOIAADJCCIAQDKCCAAUmHVEAIA+Zx0RAKDwBBEAIBlBBABIRhABAJIRRACAZAQRACAZQQQASEYQAYACs6AZANDnLGgGABSeIAIAJCOIAADJCCIAQDKCCACQjCACACQjiABAgVlHBAAoLEEEAArIgmYAQOEJIgBAMoIIAJCMIAIAJCOIAADJCCIAQDKCCAAUmAXNAIA+Zx0RAKDwBBEAIBlBBABIRhABAJIRRACAZAQRACCZkgaR3/md34njjz8+ampqYtSoUXHFFVfE9u3bS3lKAKCMlDSITJ8+Pb73ve/Fxo0b44EHHojNmzfHJZdcUspTAgC9kHpBs6NKefDPf/7z7Y/Hjh0b8+bNi5kzZ8a+fftiwIABpTw1ANCNvCxoVtIgcqC33347vvvd78bUqVO7DCFNTU3R1NTU/ryxsbGvqgcAJFDyyap/+qd/Gu973/viAx/4QGzZsiUeeuihLsvW19dHbW1t+1ZXV1fq6gEACfU6iMybNy+qqqq63TZs2NBe/uabb461a9fG448/Hv37948rr7wysi4GpObPnx8NDQ3t29atW4/8kwEAudfroZmbbroprrrqqm7LjB8/vv3x8OHDY/jw4XHyySfHhz70oairq4tVq1bFlClTDnlfdXV1VFdX97ZKAECZ6nUQGTFiRIwYMeKITtbS0hIR0WEeCABQXCWbrPrzn/88nnvuufj4xz8eQ4cOjc2bN8cXv/jFOPHEEzvtDQEAiqdkk1UHDRoUP/zhD+OTn/xkTJgwIa655po47bTTYsWKFYZfACAnKnYdkYkTJ8aTTz5ZqsMDAO9CXtYR8VszAEAygggAkIwgAgAkI4gAAMkIIgBAMoIIAJCMIAIAJFOydUQAgPyaODHiC1+I+OAH09ZDEAGAAjrjjNYtNUMzAEAygggAkIwgAgAkI4gAAMkIIgBAMoIIAJCMIAIAJCOIAADJCCIAQDKCCACQjCACACQjiAAAyQgiAEAyuf713SzLIiKisbExcU0AgJ5q+3e77d/x7uQ6iOzatSsiIurq6hLXBADorV27dkVtbW23ZaqynsSVRFpaWmL79u0xePDgqKqqek+P3djYGHV1dbF169YYMmTIe3rsSqOtek5b9Zy26jlt1Tvaq+dK1VZZlsWuXbti9OjR0a9f97NAct0j0q9fvxgzZkxJzzFkyBAXag9pq57TVj2nrXpOW/WO9uq5UrTV4XpC2pisCgAkI4gAAMkUNohUV1fHggULorq6OnVVck9b9Zy26jlt1XPaqne0V8/loa1yPVkVAKhshe0RAQDSE0QAgGQEEQAgGUEEAEimooPIokWLYty4cVFTUxNnn312PPvss92W//73vx+//uu/HjU1NTFx4sT40Y9+1Ec1Ta83bbV48eKoqqrqsNXU1PRhbdN5+umn4+KLL47Ro0dHVVVVPPjgg4d9z/Lly+MjH/lIVFdXx0knnRSLFy8ueT3zoLdttXz58kOuq6qqqtixY0ffVDiR+vr6OOuss2Lw4MFx7LHHxsyZM2Pjxo2HfV9Rv6+OpL2K+p11zz33xGmnnda+WNmUKVPikUce6fY9Ka6rig0iS5Ysiblz58aCBQtizZo1MWnSpDj//PPjzTff7LT8z372s/jMZz4T11xzTaxduzZmzpwZM2fOjBdffLGPa973ettWEa2r8L3++uvt22uvvdaHNU5nz549MWnSpFi0aFGPyr/66qtx0UUXxfTp02PdunVx4403xh/8wR/EY489VuKaptfbtmqzcePGDtfWscceW6Ia5sOKFSti9uzZsWrVqnjiiSdi3759cd5558WePXu6fE+Rv6+OpL0iivmdNWbMmLjjjjti9erV8fzzz8cnPvGJ+NSnPhUvvfRSp+WTXVdZhZo8eXI2e/bs9ufNzc3Z6NGjs/r6+k7LX3bZZdlFF13UYd/ZZ5+dXX/99SWtZx70tq3uvfferLa2to9ql18RkS1durTbMrfcckv24Q9/uMO+yy+/PDv//PNLWLP86UlbPfXUU1lEZP/93//dJ3XKqzfffDOLiGzFihVdliny99XBetJevrP2Gzp0aPZ3f/d3nb6W6rqqyB6RvXv3xurVq2PGjBnt+/r16xczZsyIlStXdvqelStXdigfEXH++ed3Wb5SHElbRUTs3r07xo4dG3V1dd0m7KIr6nX1bpx++ukxatSo+K3f+q346U9/mro6fa6hoSEiIoYNG9ZlGdfVfj1prwjfWc3NzXH//ffHnj17YsqUKZ2WSXVdVWQQeeutt6K5uTlGjhzZYf/IkSO7HG/esWNHr8pXiiNpqwkTJsR3vvOdeOihh+Kf/umfoqWlJaZOnRr/+Z//2RdVLitdXVeNjY3xP//zP4lqlU+jRo2Kb3zjG/HAAw/EAw88EHV1dTFt2rRYs2ZN6qr1mZaWlrjxxhvjYx/7WJx66qldlivq99XBetpeRf7OWr9+fRxzzDFRXV0df/iHfxhLly6NU045pdOyqa6rXP/6Lvk0ZcqUDol66tSp8aEPfSi++c1vxpe+9KWENaOcTZgwISZMmND+fOrUqbF58+a466674h//8R8T1qzvzJ49O1588cV45plnUlelLPS0vYr8nTVhwoRYt25dNDQ0xA9+8IOYNWtWrFixosswkkJF9ogMHz48+vfvH2+88UaH/W+88UYcd9xxnb7nuOOO61X5SnEkbXWwAQMGxBlnnBGbNm0qRRXLWlfX1ZAhQ+Loo49OVKvyMXny5MJcV3PmzImHH344nnrqqRgzZky3ZYv6fXWg3rTXwYr0nTVw4MA46aST4swzz4z6+vqYNGlSfO1rX+u0bKrrqiKDyMCBA+PMM8+MZcuWte9raWmJZcuWdTk2NmXKlA7lIyKeeOKJLstXiiNpq4M1NzfH+vXrY9SoUaWqZtkq6nX1Xlm3bl3FX1dZlsWcOXNi6dKl8eSTT8YJJ5xw2PcU+bo6kvY6WJG/s1paWqKpqanT15JdVyWdCpvQ/fffn1VXV2eLFy/O/vVf/zW77rrrsve///3Zjh07sizLsiuuuCKbN29ee/mf/vSn2VFHHZUtXLgwe/nll7MFCxZkAwYMyNavX5/qI/SZ3rbVbbfdlj322GPZ5s2bs9WrV2ef/vSns5qamuyll15K9RH6zK5du7K1a9dma9euzSIi+8pXvpKtXbs2e+2117Isy7J58+ZlV1xxRXv5f//3f88GDRqU3XzzzdnLL7+cLVq0KOvfv3/26KOPpvoIfaa3bXXXXXdlDz74YPbKK69k69evzz73uc9l/fr1y3784x+n+gh94oYbbshqa2uz5cuXZ6+//nr79s4777SX8X2135G0V1G/s+bNm5etWLEie/XVV7MXXnghmzdvXlZVVZU9/vjjWZbl57qq2CCSZVl29913Z8cff3w2cODAbPLkydmqVavaXzv33HOzWbNmdSj/ve99Lzv55JOzgQMHZh/+8Iezf/mXf+njGqfTm7a68cYb28uOHDky++3f/u1szZo1CWrd99puMT14a2ufWbNmZeeee+4h7zn99NOzgQMHZuPHj8/uvffePq93Cr1tqzvvvDM78cQTs5qammzYsGHZtGnTsieffDJN5ftQZ20UER2uE99X+x1JexX1O+uzn/1sNnbs2GzgwIHZiBEjsk9+8pPtISTL8nNdVWVZlpW2zwUAoHMVOUcEACgPgggAkIwgAgAkI4gAAMkIIgBAMoIIAJCMIAIAJCOIAADJCCIAQDKCCACQjCACACQjiAAAyfwfHUPPoLO1GLkAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1187,17 +1159,19 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1230,7 +1204,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1262,7 +1236,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1299,7 +1273,7 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1318,22 +1292,26 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { @@ -1388,18 +1366,11 @@ "≡ der Stellgrößenverlauf hat nicht so höhe Sprünge\n", "wie in Fall einer Deadbeat Reglers" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1413,7 +1384,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.9.6" } }, "nbformat": 4, diff --git a/notebooks/V06_normalformen_in_zustandsraumdarstellung.ipynb b/notebooks/V06_normalformen_in_zustandsraumdarstellung.ipynb index 9c629d9286cac85010c42856a000b03cd2530965..ed8f997cbdaa8613995700a996c195ed7c4c5048 100644 --- a/notebooks/V06_normalformen_in_zustandsraumdarstellung.ipynb +++ b/notebooks/V06_normalformen_in_zustandsraumdarstellung.ipynb @@ -13,16 +13,8 @@ "metadata": {}, "outputs": [], "source": [ - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "pi = np.pi\n", - "sin = np.sin\n", - "cos = np.cos\n", - "sqrt = np.sqrt\n", - "exp = np.exp\n", - "atan2 = np.arctan2\n", - "log10 = np.log10" + "from systheo2functions import *\n", + "%matplotlib inline" ] }, { @@ -54,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -78,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -96,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -126,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -143,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -187,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -235,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -277,17 +269,19 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -308,17 +302,19 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -338,17 +334,19 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -357,18 +355,11 @@ "plt.plot(out[0,:],out[2,:],out[0,:],out[3,:]);\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -382,7 +373,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.9.6" } }, "nbformat": 4, diff --git a/notebooks/V07_steuerbarkeit_und_beobachtbarkeit.ipynb b/notebooks/V07_steuerbarkeit_und_beobachtbarkeit.ipynb index dbc68c5156fea6278cd4fb3ba6854fc4588e7d1c..8f9a3248590a2a6e7f830d3675b0e845a506290b 100644 --- a/notebooks/V07_steuerbarkeit_und_beobachtbarkeit.ipynb +++ b/notebooks/V07_steuerbarkeit_und_beobachtbarkeit.ipynb @@ -11,26 +11,12 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "jupyter": { - "source_hidden": true - } + "tags": [] }, "outputs": [], "source": [ - "import numpy as np\n", - "pi = np.pi\n", - "sin = np.sin\n", - "cos = np.cos\n", - "sqrt = np.sqrt\n", - "exp = np.exp\n", - "atan2 = np.arctan2\n", - "log10 = np.log10\n", - "\n", - "def print_det(M):\n", - " print(\"Determinante: \"+str(np.around(np.linalg.det(M))))\n", - "\n", - "def print_rank(M):\n", - " print(\"Rang: \"+str(np.linalg.matrix_rank(M)))" + "from systheo2functions import *\n", + "%matplotlib inline" ] }, { @@ -301,18 +287,11 @@ " <code>det(S_O)</code> $\\ne$ 0 und <code>rank(S_O)</code> = $n$ = $3$\n", "<br>Damit ist das gegebene System <span style='color:red'>vollständig beobachtbar</span>! " ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -326,7 +305,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.9.6" } }, "nbformat": 4, diff --git a/notebooks/V08_regelung_im_zustandsraum.ipynb b/notebooks/V08_regelung_im_zustandsraum.ipynb index 5bb86d101d6352c648817eebba641c1836c2b20c..ac5daaeb05786067b2431cf13823dbea2062ba7d 100644 --- a/notebooks/V08_regelung_im_zustandsraum.ipynb +++ b/notebooks/V08_regelung_im_zustandsraum.ipynb @@ -13,43 +13,8 @@ "metadata": {}, "outputs": [], "source": [ - "import numpy as np\n", - "import control\n", - "from scipy import signal\n", - "from scipy import linalg\n", - "import matplotlib.pyplot as plt\n", - "inv = np.linalg.inv\n", - "pi = np.pi\n", - "sin = np.sin\n", - "cos = np.cos\n", - "sqrt = np.sqrt\n", - "exp = np.exp\n", - "atan2 = np.arctan2\n", - "log10 = np.log10\n", - "\n", - "def print_det(M):\n", - " print(\"Determinante: \"+str(np.around(np.linalg.det(M))))\n", - "\n", - "def print_rank(M):\n", - " print(\"Rang: \"+str(np.linalg.matrix_rank(M)))\n", - " \n", - "def print_eig(M):\n", - " print(\"Eigenwerte:\")\n", - " w,v = np.linalg.eig(M)\n", - " for i in w:\n", - " print(np.around(i))\n", - " \n", - "def matmul_loop(mats):\n", - " temp = mats[0]\n", - " for i in range(1,len(mats)):\n", - " temp = np.matmul(temp,mats[i])\n", - " return temp\n", - "\n", - "import sys\n", - "sys.path.append('Pysim')\n", - "from Schema import Schema\n", - "from Block import Constant, StateSpace, Gain, StepSource, Sum\n", - "from DTBlock import ZOH" + "from systheo2functions import *\n", + "%matplotlib inline" ] }, { @@ -321,7 +286,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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5kECSLqxPkb98ySVkPD2BMWO0libj9OzJs6lRozjHqY2xfTsQGQk0bGib0X65cgHt2nE+q7dvM3jyiRNcKGLYMO2jN43Fzo7t+s+eWZ7fuwVjfYp84kR241u8WB8mlaQIwTbO6Gj+QdoY69cDxYoBFSrYbgECPz/e4tm/PwMnxcRwRsECBXhzX89UqsSpLhcu5BKKkjSxLkX+55/s/fHZZ1zIQa+ULMkBElu2cGkcGyE8nJVXly6W5+5vTpo14+LMGTKvrFgBnD7NVa40ymqoKJMmAY6OHMgnNz7TxHp+LrGxnEslb17g22+1lsZ0Ro5khT5oEISN5GLZvJknlpbu9qw2mTOzJ9727WwpTJOXL9kzq04dfgpaAy4uHIW9bx8nuJOkivUo8h9/5AIR333HhV/1Ttas7FN++TIKbdumtTRmYf16Lqysp/1ptfDz4xixdGVumDmTlzOzZulzgzMlBgwAypThWXmGNwxsC+tQ5BERvFtfowZHR1oLbdoALVqg+OrVnCnRirl1ixNT2vpsPJ5atYCiRXnTM1Xu32dF3rEjUK2aWWQzG5kz89iuXmXTkSRFrEORz5jBim72bOsyrgoB+PvDLiqKA4WsmPiCUdZiGTAVOzvgo4/YspBqRsSJE3m2ag3mREO0bs1PtUmTeIkiMYj+td69e6zIO3XiVJ3WRpkyuOfjwyl4rXgHf906/vpKlNBaEsuhY0fW0Tt2pHDAX39xjpJ+/YBSpcwqm9kQApg2jT3RFizQWhqLRf+KfOxY3iGbOlVrSVTjdteuvIP/v/9pLYoqXLwInD8vZ+NJqVqVXTFTNK988QUXD9e7u2Fa1K3L1bSmTk1jeWK76FuRnznDm5xDhlj1VO5t7tz8o925k6M+rYwNG9iU0LGj1pJYFkKweeWXXzjbxDucOME7oWPGsIeHtfPtt3wRZs7UWhKLRL+KnAgYMYIdbr/8Umtp1GfIEKBQIWD0aKvzq926FahfH3B11VoSyyNF88r48ZyWecgQTeQyO56eQOfO7Mkla3wmQ7+K/MABLhE1bhwXPLR2smUDJk/mmdjWrVpLoxiXL/Prww+1lsQyqVKFa0K8Y145epR3QUePZpObrTBpEhdQnzZNa0ksDn0qciK2jRctyvUIbYVPPgEqVuQViJUECcW7yPv4aCqGxSIEz8p/+SVRDqnx4zlR++efayqb2XFz4ypCP/wgZ+VJ0KciDwwETp7k2XiWLFpLYz7s7Tnx/t9/c8EMKyAggN3/CxXSWhLLpWNHfm5v3w52tj9wgGfjOXJoLZr5+fJLnpXPmqW1JBaF/hR5bCzv0ru5WVfwT3pp25ZrfE6erPtot1u3OD2Ir6/Wklg2lSvzXv6mTeDZuKsrp6OwRcqUYfem77/naFYJAAUUuRCiiBAiSAhxWQhxUQih6u5L/qAgTo41caJFVgVXHSF47Nevs8eOjokPP5eKPHXizSsHD8Ti8aGz7IaaPbvWYmnH2LEcHCTLIiagxIw8GsAIIioHoAaAAUKI8gq0a6CnaBRftYqTcXTqpEoXuqBVK3YynjxZ11XHAwL4q3Rz01oSy6djRyA6xg7bc/ewrX0hQ5Qrxxdk/nxZfCIOkxU5Ed0nopC4/78EcBmAKhbPJb2Oo//dKazArCkUP6PEz8pv3eKITx0SFgb8/rv0VkkvXpHHUALXEVBwAHsw2Tpjx3KOJX9/rSWxCBS1TQghigPwAnDCwGd9APQBAFdXVwQHB2e4/SuXnuJHdEfrqCNwMeJ8vRIREZH8emXNCq/y5ZFl3DicKFECpLO6aLt2FQBRWRQpchLBwa+SfW5wzFZOamOuOHYsfDJ3xoK/B2DXrt/h6BhjXuFUwpTvuULdusg7ezaOVauGGB25YapybxORIi8AjgBOA/gwrWO9vb3JGK5cIQKI5s0z6nTdEhQUZPiD/fv5gnz/vVnlUYLmzYlKlSKKjTX8eYpjtmJSHPOffxIBdLjXcgKI1q0zq1iqYtL3fPo03//TpysmjzkwZcwATpEBnaqIfUIIkQnAVgBriShAiTYNUaYMULJkBDZvVqsHndG4MWeamj5dVx4sz55x4SNfX+tKn60a06YBOXKg5nQfvPfef773Nk/lyvwb8Pdnl0QbRgmvFQFgOYDLRDTbdJFS54MPwnH4MKdhtnmEYFvh7ducPlAn7N7Nzx1pH08H169zxY1+/WDnnA8+PlwwR2Z0jWP0aFYGVhJXYSxKzMhrA+gGoKEQ4mzcq6UC7RqkXr1wEMlZSQItWwLu7pwZLkYfdtNt27hGsJ7LqpqNGTPYzXb4cAC8inn1iiM9JeAZuZcXX6fYWK2l0QwlvFYOE5EgInci8ox7qVZkr3jx1yhfHtK8Eo8QHO125Uo664Jpy+vXwN69rJBs2fEoXdy/z5VxevQAChYEwMnF8uSRE5kEhOAMkFeucMS3jaLLn1KHDpzNVaZbiKNDB3bG/uYbi8+MuH8/K3NpVkkHc+ZwbP7o0QlvZc7MFQADA3W1LaIu7dtz6Ov06RZ9/4eF8QL6ypWciretW0UeG6uLCah5sLfnaL8zZzgrngUTEMCZhz/4QGtJLJxnz4BFizjwLUn1H19fjoOxwtT0xuHgAIwcCRw/zrloLJTdu3k1am+v/MNGl4q8YkX2YNmyRWtJLIiuXYHChS26duObN1wbo00bIFMmraWxcJYt44CXUaOSfdSsGccESfNKInr25AIb06drLUmK7NjBCVtLlYpQvG1dKvL4yilBQcCjR1pLYyFkzsw/+t9/55cFEhzME01pVkmD6Ghg3jw2iHt5Jfs4e3aufLZtm03v771LtmzAoEE87b1wQWtpkvH6NW9Qt22rjsutLhU5wOaVmBhpXnmH3r15VmKh9Uu3bePMq02aaC2JhbN1K3DnToKniiF8fbke8R9/mFEuS2fAAH7KWWAyrQMH2GW0XTt12tetIvfwYNOhNK8kInt2Lv21d6/FzUpiYliRt2wpU4WkChHn2nZz4+RoKdC6NZuGpXklEfnycWrrtWuBhw+1luYdAgOBXLnU2xvSrSIXgmflBw/KBGjv0L8/K3QLK1J7/Djv2kuzShocPcpFU4YNS9U/M08eoFEj3jy2YEcN8zNkCEd5LlqktSQJxMTw3lDLlmwBVQPdKnKAFXl0tIHCtLZMvnzAp59ypOe9e1pLk0BAAN/ELVULFbMS5swB8ublsn5p4OsLXLtmcYsvbSlbllcyCxcCkZFaSwOAzV8PH7J9XC10rci9vbkwrQwOSsKwYTwNmDdPa0kA8IwxIIBt47lyaS2N5ZI1NJRtJf36pauMW7t2vDKV5pUkDBvGmnP9eq0lAcATTQcH3qBWC10rciE4FuDAAfaGkMRRogQvVxYvBl680FoanD0L3LwpKwGlReGAAI4JGDgwXce/9x7nTJMb/klo2JDTVsyZYxF2p8BAoF49Noepha4VOcCK/O1bYNcurSWxMEaNYiW+bJnWkiAggM29ai4tdc/z53hvzx4OAIoLx08Pvr4cB3bzpnqi6Q4hgKFDuSTkoUOaivL338Dly+p5q8Sje0VevTpXYN+6VWtJLIwqVXga4O+veSz3tm28W+/ioqkYls2yZXD49182C2QAHx/+V87Kk9ClC5A/PzBb9YSsqRKf/kXtSYzuFbmdHXtC/PwzB8JJEjFqFPsjb9yomQhXrgAXL0pvlVSJCwB66unJObYzQOnSHOksFXkSsmYFPv+cc/7+9ZdmYuzYwa7SxYqp24/uFTnA5pXISHafliSiRQsuVDtzpma2wviNuPiZo8QAAQHA7du426GDUaf7+nIwb3i4wnLpnf79gSxZgLlzNen+0SPgyBHzmBStQpHXqcOrKBkclAQ7O04mdO4c7whrQEAAUK0aUKSIJt1bPvEBQKVL43HNmkY14ePDofo7dyormu7Jnx/w8wNWrwYePzZ797t38/eitn0csBJFbm/PN/Pu3bJySjL8/Ni9QYMAodu3ObZFequkwrFj7GicRgBQanh58dJdmlcMMHQoK4UlS8zedWAg799l0FpmFFahyAE2r7x6xfmuJYnIkgUYPJgvzLlzZu06XrFI+3gqxAcAde9udBNC8ERm/365T5SMSpW4itCCBWbd9I+M5IzSaiXJSorVKPIGDfj3IL1XDBAfYDJrllm7DQgAKlTglMMSA9y4wRepb990BQClho8PR6b//LMyolkVw4ZxhjEz2l4PHeKJpblcbq1GkWfKxLaowEDOey1JRN68HLa/fj1w965ZugwP5w04ORtPhXnz2JySzgCg1KhTB3BykuYVgzRvzrMJMwYI7dgBODryBNMcWI0iB9i88vy55jEAlsnQobzzMn++WboLDOTupCJPgefPgeXLgc6d2ZBqIg4OPPvbtUtOZJJhZ8fJtE6e5OxtKhO/8dy8OVs2zYFVKfImTYCcOaX3ikFKlOAn3Q8/AC9fqt5dQAB36eGhelf6ZPly/h4yGACUGj4+/HwIDlasSevhk084Rt7fX/WuTp/mutnm8FaJRxFFLoRoLoS4IoS4JoT4nxJtGkOWLJyneft2jrGQJGHEiP9mgiry/Dl7O374oXk2enRHdDT7Nterp6hLQ5MmbGqX5hUDODoCn33Gm2i3b6va1Y4d7ElnzkyfJityIYQ9gO8BtABQHkAXIUR5U9s1lvbt2WVUFqY1QPXqbEz191f1SbdnDy/vpdthCmzbxsoklQpAxpAtGy/nt2+XJeAMEr8XsWCBqt0EBgJ163JGaXOhxIy8GoBrRHSdiN4A2ADAjIuKd2nRgusqSO+VFBg5Erh1S9ULFBDwX2Y+iQFmz+bY+tatFW/ax4eX9bIEnAGKFuVl4tKlqvlp3rjBubrMnSDOQYE2CgG4k+jvuwCqJz1ICNEHQB8AcHV1RbCRhryIiIg0z61SpQI2bsyF9u2PGRtjYVGkZ8zpJmdOVCtcGNETJiAkf37FbR9RUXbYtas2mjZ9gN9++9vodhQdswWR6+JFVD5+HFcHD0ZokmWjEmPOndsB9va1MG/eXURGXjepLXNg7u851wcfoPLmzbj61VcIVSFvxJYthQC4IX/+4wgONlzYQpUxE5FJLwAfAViW6O9uAOando63tzcZS1BQUJrHrFtHBBAdPmx0NxZFesacIRYt4gv066/KtktEO3Zw0/v3m9aO4mO2FDp0IMqblygiItlHSo25SROiMmWIYmMVaU5VzP49x8YSVa3KFygmRvHmGzYkKl8+9WNMGTOAU2RApyoxX70LIHEmjcIAQhVo12hateKyYtK8kgKffMJOxyqE7QcEsHNA/fqKN61/bt7kC9Snj8kBQKnh4wNcvcp5sCVJiM9VfvWq4tFTT58Cv/5qXm+VeJRQ5CcBuAkhSgghMgPoDCBQgXaNJlcuoGlTVuQWUCDE8sieHRgwgJ1dr1xRrNm3b3mjp21bDtCSJEHBAKDUiFck0nslBTp04OIdCrsi7t3LFRa1KKBisiInomgAAwHsA3AZwCYiumhqu6bSvj07Bpw6pbUkFsqAAeyvqWDi/V9/5VmJ9FYxQHy1pk6dgMKFVe2qUCF2UJK1PFMgc2a+/3/5hZPlK0RgIODqytk+zY0iW4FEtIeIyhBRKSL6Rok2TaVtW452k+aVFMifn00sP/7IhWoVICCAJ/tNmyrSnHWhQgBQavj48CTmzp00D7VN+vTh4hMK5Sp/84Zn5G3aGJ3E0iSswKfDMPnycQ1WaV5JheHDOU3bwoUmNxUby0v5ePdPSSLiA4A++ADw9jZLl/Groh07zNKd/nB2Brp1A376iStAmMhvv/GiS6u6tFaryAE2r1y7xn6dEgO8/z77Mn//vcmJ3E+cYP9lmVvFAAEB7LuvcABQapQty8WhpHklFYYM4YmMArnKd+zggKxGjRSQywisWpH7+PAyR5pXUmHkSJ6R/PijSc0EBPAGZ6tWCsllLSSqAIQ2bczatY8P71s8eWLWbvVDhQqc1+D7703KNEbE9vGmTbVbjVq1Is+fn0NlZRKtVIhf7s+ebXRcNxEr8saNgdy5FZZP7xw9anIFIGPx9WUvil27zNqtvhg61ORc5efPs2OFVmYVwMoVOcDmlUuXNC2kbdkIwbPyq1eN/sWfPw9cvy7NKgaZPZs3bEyoAGQs3t7swSLNK6nQvDnboUzIVb5jB/+MtFyNWr0ij1cu0rySCh06cB4KIysIBQTwZFPLGYlF8s8/rEXjKzSZGTs7Nq/s2we8fm327vVBfK7yU6e4fqoRBAZyXiFXV4VlywBWr8gLFeKLLBV5Kjg48BLzt9+MyrYUEMBJFfPnV140XTN3Ll9blQOAUsPXl/exZS3bVDAhV/ndu5x/XOtJjNUrcoDNK2fO8PJfkgKffsohsRmclf/9N3DhgjSrJOPpU2DFCuDjj4ECBTQT44MPuNKfNK+kQo4c7Fe+dSt7F2WAnTv5X6nIzUC8kgkI0FYOiyZXLi4CvGUL5wRJJ/EKQkZzJmHJEq6+a0aXQ0NkysQepjt3ymIrqTJgABu6v/8+Q6cFBgJubuzJqyU2ochLlOBCLNJ7JQ0GD2abYQaWmAEBQJUqbGKXxPHmDedVadwYcHfXWhr4+vICQRZbSYWiRXnpnoFc5S9fcn3gtm21r4RlE4oc4O/oxAmzFZHXJ4ULczHgZcv4l58Gd+/yNZWz8SRs2sQubSNGaC0JAPZvzppVmlfSZOhQ4NmzdMdU7N/Pz2ytzSqADSnyDh34X2leSYMRI9gkkI5ot/hr2b69yjLpifgAoPLlgWbNtJYGAJuAmzXjFAoyXUUq1KjBGa/mzk1XTMWOHexZWquWGWRLA5tR5GXKABUrSu+VNPH05DjjefPSjHbbupWD48qWNY9ouiA4GDh7lgOAtF5vJ8LX9z8PC0kKZCBXeXQ0sHs37z84KFFnzURsRpEDPHP8/XcgLExrSSyckSPZNLBhQ4qHhIXxtZSz8STMmAG4uABdu2otyTu0bs2V3aV5JQ3Smav86FFOfWAJZhXABhU5kUy4nybNmvFUe9asFNfi8ct0qcgTcf485zIdMoSN0haEkxO7Isp7Pw0yZWK//zRyle/YwWnNLSVls00p8ooV2VVImlfSQAi2lZ8/Dxw4YPCQrVs5D1SlSmaWzZKZPh1wdAQ+/1xrSQzi68vpKq5e1VoSCyeNXOVEvLJp1AjImdPMsqWATSlyIXgGeegQ8Pix1tJYOB9/DLz3nsG6nk+eAEFBfC0tyAysLdevsymqXz+OwLFA4kvASfNKGjg5cbRnCrnKz58HbtywrCA4m1LkAJvAYmLYkV+SClmyAIMGsY9VSMg7HwUG8maPNKskYtYs3vUyUwUgYyhalBNpSfNKOkglV/m2bZaXW8jmFHnlykDx4tK8ki4GDOC8tN9++87bW7eyUqhSRSO5LI2wMA7H/+QT3iizYHx9gePHeS9bkgrly7MBfP58VuiJCAgAate2rNxCNqfIheAl0S+/cGkmSSrkzs2z8q1bEzZ+XrzgSfqHH0qzSgLz5gFRUcCoUVpLkiY+PvyvLAGXDkaPBh48eCdA6J9/uOKYJZlVABtU5ACbBN68kQn308WQIRxRMnUqAPadffNGmlUSePGC83N8+CEHK1g45cvzhr80r6SDhg152fndd2yPxX/7C/EPREvBJEUuhJghhPhLCHFeCLFNCJFHIblUpUYNXgFL80o6cHYG+vcH1q8Hrl3D1q28B2oJ0WwWwZIlwPPnwJgxWkuSLoRg88qhQxyNLkkFIYAvvuBpeFyipoAAwMuLzbOWhKkz8l8AVCQidwBXAXxhukjqY2fHN/PevRyNLkmDESOATJnwesps7N3L187MVcssk8hIrgDUsCFQtarW0qQbH5//IhMlaeDjw6HL06bhfijh2DHLM6sAJipyItpPRPHJMY8DKGy6SOahQwdOuL93r9aS6ID33gM++wz71oTj9WtpVklg6VLg/n3g66+1liRDVK/OX6k0r6QDOztebZ09ix1TLwGwzCRxSs6regHQjVqsW5cjqaV5JZ2MGoWtsb5wyhqBevW0FsYCiIwEpk3jcMn69bWWJkPY2bFP+d69PJmRpIGfH1C4MALWvoabG+8zWBpppnsRQhwA8J6Bj8YS0Y64Y8YCiAawNpV2+gDoAwCurq4IDg42Rl5EREQYfW5SqlUrgx078mP//qPInNm4CvLmQMkxG8ubN3bYYe+DjlEb8MeO3Hjj5KRqf5Yw5tQotG0b3EJDcXbECDxTSE5zjrlkybx49coDc+b8iVq1tIuOs/TvOZ6czTojaLkn/Kqcxq+/vjSpLVXGTEQmvQB0B3AMQPb0nuPt7U3GEhQUZPS5Sfn5ZyKAKDBQsSZVQckxG0tAAF+r/XbNiAYPVr0/SxhzikRGEhUqRFSnDlFsrGLNmnPMUVFEuXIR9eplti4NYtHfcyJ+WvovAUTH6440uS1TxgzgFBnQqaZ6rTQHMAZAWyLSXZ3uBg245qo0r6TNxo1simrQoxiweDFw547WImnH8uXAvXvAhAm6dabPnBlo1eq/KF1J6mzbmxUFc75A1d9ncYy+hWGqjXwBgJwAfhFCnBVCLFZAJrOROTOH2e7YkWbqbZvm1Suu+di+PeAwfiy/OXmytkJpRVQU+9TXrs3eKjrG15dTiRw9qrUkls3r17yf4NMxM+xy5QQmTdJapGSY6rVSmoiKEJFn3KufUoKZiw4d2J82KEhrSSyX3bv5Zu7UCRyb37cvh6Rfu6a1aOZnxQqu0DB+vG5n4/E0b84pdWQSrdT5+WfeFP6wS1YuPLF1K3DunNZivYPNewM3acKZR6V5JWU2bmR3tbp149744gtezljgzERVXr/mlUjt2lxYWefkzMnD2LZNloBLjc2bOS6uXj2wIs+dG5g4UWux3sHmFXnWrFw9Zfv2hChcSSJevAD27AE++ogrzAAAChTg5Ptr1nCCa1th3jz2G582Tfez8Xh8fYFbtyxugmkxvH6dyKzoAE5RPHQoP/3OntVYuv+weUUOsHklPJzLLUreJTCQXaY7dUrywZgxvJQZN04TuczO06dcOKJ1a6BOHa2lUYy2bdmvXJpXDBMf/d2xY6I3LXBWLhU5gJYteZm5NkUveNtl40agSBGgZs0kHzg5AcOHs03qxAlNZDMr06dzTpVvvtFaEkVxcWFLkVTkhtm8ma/RBx8kejNPHs47v307cOaMRpK9i1TkALJl46XT1q3JUg/bNE+fAvv28WzEYG6VkSPZeD58uHUbWe/d47Jffn6Au7vW0ijOhx9yatYrV7SWxLJIZlZJzNChrNDHj9dAsuRIRR6Hnx/bg2Vq2//Yvh14+9aAWSUeR0fe/Dt61Lp3iydN4g0UK93c7diRTf4bNmgtiWWxZw8r83fMKvHkzs3553fuBA4fNrtsSZGKPI4GDXgPb80arSWxHDZuBEqWTKMSUM+eXIF5zBj2sbY2/vwTWLaMa3GWKKG1NKpQsCB7ZKxfb90Lq4yyaRNXAXrHrJKYoUP54o0apfmFk4o8Dnt7oEsXfgo/eaK1NNrz4AFXUercOQ0HDXt7LtB8/ToXWLAmiP7b2LKQJbRadO7MphULcsTQlFevOH6ifftE3lpJyZ6dNzyPH9d8k0Eq8kT4+bEpIS6HvE2zYQMQGwt07ZqOg5s2BZo1YzPLY+0SMCnOjh1cgWHSJN7ctWI6dGA7sDSvMKmaVRLTowenQ/zf/1h5aIRU5Inw8gLef196rwDATz9xxfVy5dJ5wsyZwMuXwNixqsplNqKiuKBG+fJsVrFynJz4eRz/ALd1Nm0CXF0TBcGlhIMDxxX8/Teb4DRCKvJECMGz8t9+A27f1loa7bh0CQgJAbp1y8BJFSsCgwdz6TNrcEf092dzkb+/AZcF66RLF77vjx/XWhJtSZdZJTGtW7PGnzCBJzMaIBV5Ej7+mP9dv15bObRkzRq+gTt3zuCJEyfyjnH//vpOqXfnDjBlCtCmDedwsBHateNIZ1u+9wEOgvv333SYVeIRglekDx9qlkxOKvIklCzJwS+2al6JjeWxN23KS8sMkTMnz2DPnAEWLVJDPPUhAgYMYHfDuXO1lsas5MzJk8tNm/T9HDaVNWs4CC5Ns0piqlUDevUC5swB/vpLNdlSQipyA3Ttyl5ntriD//vvvLxO1yanITp04KfAV19xXhK9ERDAvsGTJlmtu2FqdOnCE0tbTVcRHs5BcB9/bESB8WnTOLZi0CCzuyNKRW6Azp05ud/KlVpLYn7WrAFy5OBltlEIASxYwJuF/ftr7l+bIZ494x+hpye7HdogLVrwzNxWzSubNvFizM/PiJNdXNi0cuCA2d0RpSI3QL58gI8PKzVrjHFJichIzi3Rvj0rc6Nxc+OcJDt26MtGNWYMEBYGLF1qMxucScmWjTMi2mq6ijVrOL6tUiUjG+jXj9M4DBvGu6ZmQiryFOjViwODdu7UWhLzsX0754XKkLdKSgwdytmYBg3iXCWWzp497HEzbFgaoazWT9eufB8EBmotiXn55x/22DHarAjwBGDhQrZPfvWVYrKlhVTkKdC4MVC4MBeEsRWWLweKFVOogpm9PdumoqKAPn0s28Ty6BHw6afsQjllitbSaE7Dhnzvr16ttSTmZd06tgx26WJiQ7Vr84b53Llmq6MnFXkK2Ntz0Na+fVzZy9q5eZNNez17GrHJkxJubpz+dc8etptbIkS8HH78mNfVWbNqLZHm2NvzqmzfPk7VYAsQsRXwgw/YY8Vkpk3jsoi9erEvo8pIRZ4KPXqwO96PP2otifqsXMmzkZ49FW544ED2xx4xAjh1SuHGFeCHH9ggPHky4OGhtTQWQ/fuvOmnpy0OUzh9mnPNmGRWSYyjI0d6XrnCgUIqIxV5KpQqBdSvz+YVS7YMmEpMDCvyJk14EqEoQgCrVnHe8o4d2TPEUvjjD2DIEHbVGDVKa2ksirJlgerV2bxizfd+PD/9xJ5q7dsr2GjjxsBnn3GwkMr+nFKRp0HPnrwJ8vvvWkuiHgcPcjDjp5+q1EG+fJwT984dnvJYQnHUx4+5EGl87mLF7EnWQ/futhFPERXFKw8fHy7JqSizZwOlS7M/46NHCjf+H4rcvUKIkUIIEkI4K9GeJdG+PZArFzs0WCvLl7OuNdp3PD3UrMnFi3fvBkaPVrGjdPDmDSvxBw841WW+fNrKY6F06sSzVGvf9AwM5Od6r14qNO7oyJnIHj3iDlRa3pisyIUQRQA0AWCVaaZy5AA++YT9q8PDtZZGeR4/ZrfDrl2BLFlU7qx/f3ZHnD1buycjEdC7NxAUxE8wG3c1TI18+bg487p1mmZoVZ0VK9hLp3FjlTrw8gK++459mWfNUqULJWbkcwCMBmC1lrT+/XkSZ42RnitX8th69zZTh7Nns0368885HN7cfPUVG0QnT1ZwZ8t66d6dJzC7d2stiTrcucPeOT16pDPTobEMHszFUceMQR4VCjabFL4mhGgL4B4RnROplpEBhBB9APQBAFdXVwQbafyPiIgw+lxT8PDwhL9/Fnh7n1D3CzeAWmOOjQXmzKkOd/coPH581mz5NewHDoT77dvI2akTLkyejCc1aiQ7Ro0xF1u9GiVWrUJoq1a4Wru2xSUU0ereTo1s2QScnWtg2rQI5Mnzp+Ltaz3mNWuKgqgkypU7juBgdUNZ7T/9FG6vXiE8Xz7lx0xEqb4AHABwwcCrHYATAHLHHXcTgHNa7RERvL29yViCgoKMPtcUNm4kAoh27zZ/32qNec8eHtOGDao0nzpPnxJVrkyUJQvRtm3JPlZ0zLGxRBMm8GC7dyeKjlaubQXR6t5Oi6+/JhKC6MYN5dvWcswxMUQlSxI1aGDefk0ZM4BTZECnpmlaIaLGRFQx6QvAdQAlAJwTQtwEUBhAiBDiPWUfNZaBjw970Ok1O6shvv+eU9X6+mrQeZ48wP79nKCqfXtg8WJ1+nn7liNLJ0zgzY7ly1VeQ1sfvXuzF6mGBXBU4fffuXaIKpucZsZoGzkR/UlE+YmoOBEVB3AXQGUisspYsMyZ+YbevZujIPXOjRsccNmnD49NE5yc2PexeXPeiBgwQNlMTeHhQKtWrIG+/JI3BKQSzzBFi/K2xvLl1rXpuXQpe6R9+KHWkpiOdJ7NAH368MxErcmjOVm8mF2n+/TRWJAcOdhtZvhwTjZUuzbXmjOV/fs5C91vv7EG+uYb6StuAn37sremtSSRe/iQPdG6dweyZ9daGtNR7M6Om5mr5/FuARQpwk/vH34AIiK0lsZ4Xr9m3dauHbtdaU6mTOyWFRjIyx0PD5RcsgR4+jTjbd26xRGkzZpxdMcff1jH2lljWrTge+WHH7SWRBlWrGBvrf79tZZEGeQUJYOMGMFR5nrOirh6NfuPW1zthDZtuExW164oun49p2IcNQq4cCH182Jj2eDZrRvnVdi5k+uHnj7Ns3KJyTg4sGlx/362K+uZmBhekTZoAJQrp7U0ymCb2fNNoEYNXv37+7NJV28m15gYduWuVg2oU0draQzg4gKsXImTtWuj6i+/sLAzZ3KYc40anATEyYmNtY8fcwz5sWO87s+RgwOOhg9XKIWdJDG9e7P7/cKF/JXolT17eOGmUmyOJkhFbgQjRrCJZds2LlGpJwIDgWvXuKRVGq7/mvKqdGnWHGFhbMw8cIBfa9a8e6CbG0+t2rbljc2cObUR2AYoVIjv92XLgPHj9XupFy4EChbkW8ZakKYVI2jbllfwenyiz5zJNYU1cTk0BldXToW7fTsXc46MBEJDebcqKgq4epVjyDt31q9m0RHDhnH1IL3mX7l2Dfj5Z968zZRJa2mUQ87IjcDenm/ogQOBw4ct1EQRx9u3b3H37l1ERkYiKgr4+mveA/z7b60lS53cuXPj8uXLqR+kYjY5LUjXmDUmVy7g0CEgOhq4fj0rihQpjEw60ojz5rEC/+wzrSVRFqnIjaRnT2DSJLYZ7tuntTQpc/fuXeTMmRPFixfHP/8IuLry/p+l2/ZfvnyJnDY2w9bLmF1dgevXCfb2j3H37l2UKFFCa5HSxZMn7K3l58fZi60JaVoxkuzZgZEjeRf/+HGtpUmZyMhIODk54d9/BZ494x+hpStxiWWTJw+QObPAv/86IVLJAC6VWbSIXW9HjNBaEuWRitwE+vcHnJ15Zm7JCCEQGsoKPH9+raWR6B07O76PIiIE3rzRWpr0ERkJzJ/PQcQVK2otjfJIRW4Cjo78dN+7l+NOLJXXr5EwG3eQxjSJAjg788Tg+XOtJUkfa9eyA9TIkVpLog5SkZvIgAGcgN8M9VWNRs7GJUrj4MD30+vXymRUUJOYGGDGDM7P1rCh1tKog1TkJpIzJzBmDM/Kg4K0liY5UVHaz8a/+eYbVKhQAe7u7vD09MSJEycAAP7+/nj9+nWa56f3uMTExsZi8ODBqFixIipVqoSqVavixo0bRslvCgsWLEDp0qUhhMAjlbxsbt26BS8vLzRr1szg56tWrcLAgQNTbWP79u24lEgjBwUFoVy5chg2bFiK5+TPz7EIU6caJ7e52LiRi9l/9ZVlx06YglxoK8DgwZwSdvRo4MQJy8nNRMTpSvLmZUWOoUOVr6Tr6clhrilw7Ngx7Nq1CyEhIciSJQsePXqEN3GGVX9/f3Tt2hXZ08halN7jErNx40aEhobi/PnzsLOzw927d5EjR450n68UtWvXRuvWrVG/fn3V+ti+fTuaNGmC7777zqQ2WrdujfLlywMAGjRogPPnz8PFxQXfffedQRfDTJl4IrNuHa9IS5UyunvViInhPaxKlXQUO2EEFqJy9E3WrMCUKcCpUxwxaSns3Mkz8oIFtfNUuX//PpydnZElriCos7MzChYsiHnz5iE0NBQNGjRAgwYNAAD9+/dHlSpVUKFCBXzzzTcAYPC4/fv3o2bNmqhcuTI++ugjRBjIYHb//n0UKFAAdnFP1cKFCyNvXIl0R0dHjBgxApUrV0ajRo0QHleMdenSpahatSo8PDzQvn37hFVAWFgYfH194eHhAQ8PDxw9ehQAsGbNGlSrVg2enp7o27cvYmJiksnh5eWF4sWLp/t6bdu2DY0bNwYR4f79+yhTpgwePEg9M/SzZ8+QP4ndbOXKlShTpgzq1auHI0eOJLx/69YtNGrUCO7u7mjUqBFu376No0ePIjAwEKNGjYKnpyf++ecfAECmTJmQJ08evHjxIsW+c+VihT5lSrqHaFY2beLZ+LhxljPBUgVD1SbUfumxQlBaxMQQeXgQFS9OFBmpbNvGjPntW6L33yc6cOASxcQoK09GePnyJXl4eJCbmxv179+fgoODEz4rVqwYhYeHJ/z9+PFjIiKKjo6mOnXq0Llz55IdFx4eTnXr1qWIiAgiIpo2bRpNnDgxWb937tyhYsWKkYeHBw0fPpxCQkISPgNAa9asISKiiRMn0oABA4iI6NGjRwnHjB07lubNm0dERB07dqQ5c+YkyPbs2TO6dOkStW7dmt68eUNERP3796fVq1eneB2SjtUQL168ICIiPz8/mj9/PrVq1YrWrVuX6jlERF9//TXNmjUr4e/Q0FAqUqQIPXz4kKKioqhWrVoJY2zdujWtWrWKiIiWL19O7dq1IyKi7t270+bNm5O1XaJECQoLC0ux70uXLtGwYUR2dkQXL6YpajLU/D1HR/NvoGJF0vQ3kBRNKgRJ0oedHYe/37zJGytas2ABJxLMk0fbmYijoyNOnz6NJUuWwMXFBZ06dcKqVasMHrtp0yZUrlwZXl5euHz58js223iOHz+OS5cuoXbt2vD09MTq1atx69atZMcVLlwYV65cwdSpU2FnZ4dGjRrh4MGDAAA7Ozt06tQJANC1a1ccPnwYAHDhwgXUrVsXlSpVwtq1a3Hx4kUAwKFDh9A/Lt+pvb09cufOjYMHD+L06dOoWrUqPD09cfDgQVxXKC3g/PnzMXXqVGTJkgVdunRJ9Vgiwrlz51A4UT7iEydOoH79+nBxcUHmzJkTxgqwqevjjz8GAHTr1i1h7ClRqFAhnD9/PtVjvvySPbi+/DKtkZmXNWv4NzB+vJXPxiFt5IrSuDHw0Ue8zOzSRTub4b17HIrfooVlJM23t7dH/fr1Ub9+fVSqVAmrV69Gjx493jnmxo0bmDlzJk6ePIm8efPCz8/PYLAJEaFJkyZYv379O++fOHECffv2BQBMmjQJbdu2RZYsWdCiRQu0aNECrq6u2L59Oxo1apSszfjC4T169MD27dvh4eGBVatWpVogl4jQvXt3TFVhp+/evXuws7NDWFgYYmNjE8xDSYmJiUHJkiWROXNmtGrV6p3P0iqGnt7jBg8ejDZt2uCLL77AuHHjDB7j7Mz7Q199BRw9CtSqla6uVeX1a2DsWM7y2b691tKoj5U/p8zPnDlsMxw4kDcbtWDoUM6FsWCBNv0n5sqVK/g7UWKXs2fPolixYgCAnDlz4uXLlwCAFy9eIEeOHMidOzfCwsLwyy+/JJyT+LgaNWrgyJEjuHbtGgDg9evXuHr1KqpXr46zZ8/i7NmzaNu2LUJCQhAaGgqAPVjOnz+f0G9sbCy2bNkCAFi3bh3qxCXLefnyJQoUKIC3b99i7dq1Cf03atQIi+KKtcbExODFixdo1KgRtmzZgocPHwIAnjx5YnBlkBJ//PEHPvnkk2TvR0dHo2fPnli3bh3KlSuH2bNnp9iGvb09bt26hapVq2Ljxo0J71evXh3BwcF4/Pgx3r59i82bNyd8VqtWLWzYsAEAsHbt2oSxJ77Gifn2229x6NChFJV4PEOHck3bMWO0u+8TM2cOT2hmzrReT5XESEWuMIUKcf6Vn38G4n4vZmX3bmDLFp4dlSxp/v6TEhERge7du6N8+fJwd3fHpUuXMCHO6b5Pnz5o0aIFGjRoAA8PD3h5eaFChQro1asXatSokdBG4uNcXFywatUqdOnSBe7u7qhRowb++uuvZP0+fPgQbdq0QcWKFeHu7g4HB4cEF7wcOXLg4sWL8Pb2fkdJTZ48GdWrV0eTJk3w/vvvJ7Q1d+5cBAUFoVKlSvD29sbFixdRvnx5TJkyBU2bNoW7uzuaNGmC+/fvJ5Nj3rx5KFy4MO7evQt3d3f07t0bAHD79m1ky5Yt2fHffvst6tati7p162L27NlYtmxZmom0ypQpgydPniT8XaBAAUyYMAE1a9ZE48aNUbly5XfkWblyJdzd3fHTTz9h7ty5AIDOnTtjxowZ8PLyStjsBICnT5/Czc0t1f75mrLnyuHD2m/4h4UB06ZxwfS6dbWVxWwYMpyr/bLGzc7EvH1LVKMGUZ48RHfumN5eesf88CGRqytRpUr/bbheunTJdAE0IH7jTw1y5MihWtvpZeTIkQmbufEYO+bp06fTqFGjlBDrHaKioihPnjz06tWrFI9JfH9FRxNVrkxUsCBReoeixu+5WzeiTJmI/vpL8aYVQW526gQHB+Cnn7gmYI8eXIlMbYi4kPLTpxyOHOftJ7FQZsyYAXeFytB9+OGHOHr0aIoBQcYQFBSEKlWqoGfPnun237e356INoaHa5R86dIh/e6NGcTEpW0FudqpE6dJsp+vblwtQjBqlbn/LlnHthZkzOfhBkjKG/M4tmX379mHMmDHvvFeiRAls27YNAFC6dOk0vU8ySnxAUEapXp0LO/n7c7pYT09FxUqVqChOZFeyJJsWbQmTFbkQYhCAgQCiAewmotEmS2UlfPYZ8MsvwP/+B3h5sVeLGhw/zpurTZpwwQuJddGsWTNFZ9tqM20asGsX18I+dcp8q8PJk7lg1M8/Awa2H6wak0wrQogGANoBcCeiCgB0XJJVeYQAVq7kSt2dOnGZKaW5d4/rhxYuzJur1u4vK7F8nJy4gMOFC+zDbQ6OHOGcLz16ADp65imGqT/7/gCmEVEUABDRQ9NFsi4cHdnkIQTPmO/dU67tR4+Apk2Bly+5j3z5lGtbIjGFli3ZxDJjBvDrr+r29eIFz/6LF+dSbraIIBOcPoUQZwHsANAcQCSAkUR0MoVj+wDoAwCurq7eG4z0zYuIiICjo6NR52rJlSs5MWyYB/Lnj8KsWefg5JT+jPyGxvzihQNGj3bHjRs5MH36n/D0fGbw3Ny5c6N06dKmiK4JMTExsLexUkZ6HPO1a9fwPIWk5K9f26NfP29ERDjghx9OwcUl+T1v6u85NhYYN64ijh1zwty5Z1CxYsp5YSwFU8bcoEGD00RUJdkHhlxZEr8AHABwwcCrXdy/8wAIANUA3EDcwyG1l7W7H6ZEUBBRjhycjyUjrlFJx3zzJlG5ckSZMxPt3Jn6uZbgfjhlyhQqX748VapUiTw8POj48eNERDRnzpwUXdsSu+KldlxKxMTE0KBBg6hChQpUsWJFqlKlCl2/ft34QRjJ/PnzqVSpUgQg3blW9ERa99fFi3zP16hB9O+/yT839fc8YQIRQDR3rknNmBU13A9N8gcH8DOA+on+/geAS1rn2aoiJyI6eZLIxYV9zDdtSt85ice8bx/7iufJQ5Qo/1SKaK3Ijx49SjVq1KDIOMf28PBwunfvHhGlnkgqsVJLT8KppKxbt47at29PMXHZku7cuUNPnjwxZggmERISQjdu3MhQ0iw9kZ77a8sW1jQ+PhxjkRhTfs+rVnG7PXoQxcYa3YzZUUORm+q1sh1AQwDBQogyADIDUCd7vpVQpQp7mXTpAnTsyP9OnQrERY+nyIMHnIpz6VKgfHlg82b+NyNokI7cYBpb4N30tM7OzggKCkL//v1x8uRJ/Pvvv2jTpg2mTZtm8Lj9+/dj/PjxiIqKQqlSpbBy5cpkS1VDaWzjcXR0RN++fREUFIS8efNiw4YNcHFxwdKlS7FkyRK8efMGpUuXxk8//YTs2bMjLCwM/fr1S0iKtWjRItSqVQtr1qzBvHnz8ObNG1SvXh0LFy5MZhrx8vLK0PXs1q0bOnTogHbt2gEA/Pz80KlTJ7Rt2zZD7VgS7dsDc+cCQ4ZwrMPSpaanVd66FejVi/edFi+2jTD81DB1s3MFgJJCiAsANgDoHvfUkKRCyZIcyjxuHLBtG1CmDPDxx0BgIPD48X/HPX/OlYemTy+LkiXZA2b4cHbpyqgS14qmTZvizp07KFOmDD7//HP8GrfzNXjwYBQsWBBBQUEIiiut9M033+DUqVM4f/48jhw5gvPnzyc77tGjR5gyZQoOHDiAkJAQVKlSxWA+ko4dO2Lnzp3w9PTEiBEjcObMmYTPXr16hcqVKyMkJAT16tXDxIkTAXBgzcmTJ3Hu3DmUK1cOy5cvT5C1Xr16OHfuHEJCQlChQgVcvnwZGzduxJEjR3D27FnY29u/k5/FWHr37o2VK1cCAJ4/f46jR4+iZcuWJrerNYMHswfLypVA585cDNlYVq5kL7AaNfj3I4PfIEP0teb2baJBg9hUwvGZRFmzEmXPnvjvaPrsM6KrVzPevtamFSLO4R0UFETjxo0jV1dXWrlyJRElN5ksWrSIvLy8qFKlSuTk5ETr169PdtzOnTvJycmJPDw8yMPDg8qVK0e9evUy2G9kZCTt2bOHRo4cSXnz5qUDBw4QEZGdnR29jVvj//PPP+Th4UFERMHBwVSnTh2qWLEiFS9enPr27UtERM7OzgmmoXjmz59PBQoUSJCjTJkyNH78+BSvQUZMKxUqVKCwsDBatGgRjRgxItVztCaj99esWXxP16pFdOtWxn7PUVFEo0bx+U2aED1/nkFhLQRLNK1ITKRIEXaZ+u47LhN38iTw8CFnL3R1Bby9gbdvj6BFiw+0FtVoZBrbjNGtWzesXbsWGzZswIoVKxRvX0uGD+eYh08/ZbNcjx4FULdu2qaWY8c46C0kBOjXj38zBqrP2SwyfMRCyJoVqFcPGDmSlfrs2ZwStHFjIFs2MyRrUQmZxtYwKaWxBfiB4h+38VChQoV0t6kXOnYEzpzhVBJz5pRFuXKczuLatXdT4D59yrbwli05x3loKP+9aJFU4kmRilyiKjKNbcbS2AKAq6srypUrh549exp30XVA6dJAcDAwceIFODvzTN3NjStalSrFuc2dnIAOHYBz5zgJ199/cxSzJDkmBQQZS5UqVejUqVNGnRscHKxqRXJLxJQxX758GeXKlVNWIDPw8uVL5MyZU5W2HR0dNU+cNWrUKHTr1u2dDIjxY379+jUqVaqEkJAQ5M6dW0Mp08bU+yv+3r5yhTMXXrrEG/45cwJFiwJ16gC1a3NGUWvBlN+zEMJgQJAVXR6JRD/MSKGw64EDB9CrVy8MHz7c4pW4kpQta1tpZ5VGKnKJzaH1bDw1GjdujNu3b2sthkRnSBu5DaCF+Uxi/cj7ynKQitzKyZo1Kx4/fix/dBJFISI8fvwYWbNm1VoUCaRpxeqJ95gIDw/XWpQMERkZaXNKQm9jzpo16zupDyTaIRW5lZMpUyaUKFFCazEyTHBwcIbzlOgdWxyzRBmkaUUikUh0jlTkEolEonOkIpdIJBKdo0lkpxAiHED6E1O8izNsL+e5HLNtIMdsG5gy5mJE5JL0TU0UuSkIIU4ZClG1ZuSYbQM5ZttAjTFL04pEIpHoHKnIJRKJROfoUZEv0VoADZBjtg3kmG0DxcesOxu5RCKRSN5FjzNyiUQikSRCKnKJRCLRObpR5EKI5kKIK0KIa0KI/2ktj9oIIYoIIYKEEJeFEBeFEEO0lslcCCHshRBnhBC7tJbFHAgh8gghtggh/or7vmtqLZPaCCGGxd3XF4QQ64UQ+skWlgGEECuEEA+FEBcSvZdPCPGLEOLvuH/zmtqPLhS5EMIewPcAWgAoD6CLEKK8tlKpTjSAEURUDkANAANsYMzxDAFwWWshzMhcAD8T0fsAPGDlYxdCFAIwGEAVIqoIwB5AZ22lUo1VAJonee9/AA4SkRuAg3F/m4QuFDmAagCuEdF1InoDYAOAdhrLpCpEdJ+IQuL+/xL84y6krVTqI4QoDKAVgGVay2IOhBC5AHwAYDkAENEbInqmqVDmwQFANiGEA4DsAEI1lkcViOg3AE+SvN0OwOq4/68G4GNqP3pR5IUA3En0913YgFKLRwhRHIAXgBMai2IO/AGMBhCrsRzmoiSAcAAr48xJy4QQObQWSk2I6B6AmQBuA7gP4DkR7ddWKrPiSkT3AZ6wAchvaoN6UeTCwHs24TcphHAEsBXAUCJ6obU8aiKEaA3gIRGd1loWM+IAoDKARUTkBeAVFFhqWzJxNuF2AEoAKAgghxCiq7ZS6Ru9KPK7AIok+rswrHQplhghRCawEl9LRAFay2MGagNoK4S4CTafNRRCrNFWJNW5C+AuEcWvtraAFbs10xjADSIKJ6K3AAIA1NJYJnMSJoQoAABx/z40tUG9KPKTANyEECWEEJnBGyOBGsukKkIIAbabXiai2VrLYw6I6AsiKkxExcHf8SEisuqZGhE9AHBHCFE27q1GAC5pKJI5uA2ghhAie9x93ghWvsGbhEAA3eP+3x3ADlMb1EWpNyKKFkIMBLAPvMO9goguaiyW2tQG0A3An0KIs3HvfUlEe7QTSaISgwCsjZukXAfQU2N5VIWITgghtgAIAXtnnYGVhuoLIdYDqA/AWQhxF8B4ANMAbBJCfAp+qH1kcj8yRF8ikUj0jV5MKxKJRCJJAanIJRKJROdIRS6RSCQ6RypyiUQi0TlSkUskEonOkYpcIpFIdI5U5BKJRKJz/g8zIddfl2eBCQAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -366,7 +331,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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NRxEOqrC4kGmbpnFH+B2EBYWZjlMu1jyS7621jtRadyq5PwlYqrVuASwtuS9cwJbDW/h97++M7zTeIS7tZy1hQWFER0QzddNU8ovyTccRDmhh+kKOnDnC/ZHOcRQPth2uGQxML/l6OhBtw7aEHX269lP8vPwYEznGdBSrm9BpAsfyjhGbHGs6inBA0zdPJ6RKCP2a9zMdpdyUNVbgU0rtBE4AGvhca/2FUuqk1jq41GtOaK0vGbJRSo0DxgGEhoZGzZo1q0IZcnJyCAwMrNC2zspEn/OL8xn6x1C61erG8xHP27VtsH2fLdrCPWvuoa5fXd6+7m2btXMt5HfbMZwuPM3QP4YyOGwwjzZ/1Or7r0yfe/fuvb7UKMpfaa0rfQPCSv6tDWwGegInL3rNibL2ExUVpSsqMTGxwts6KxN9nrF5huZldOJO+7ettX36/K/l/9LqZaV3nthp87bKQ363HcPHaz7WvIzeeHCjTfZfmT4D6/QV6qpVhmu01gdK/s0C5gGdgcNKqboAJf9mWaMtYdbUTVNpWr0pPRv1NB3FZu677j4Apm+aXsYrhTv5evPXtA9tT2SdSNNRrkmli7xSKkApFXT+a6AvsA1YANxX8rL7gPjKtiXM2nliJ8t2LmNs5FiX+sD1Yo2CG9GnaR+mbZ4mlwcUAKQdTWP1/tXc2/5e01GumTX+p4YCK5VSm4E1wI9a64XA68CtSqkdwK0l94UTm755Ogp14UjXlY2NHMuuk7tYvmu56SjCAUzfPB1P5cmo9s63RpNXZXegtc4ELrlShNb6GOA6k6jdnEVbmLZpGrc2u5UG1RqYjmNzMRExVPOtxtRNU7m5yc2m4wiDii3FzNgyg9ua30adwDqm41wz133PLawqcWciu0/tZmzkWNNR7MLf258RbUcQmxzLqfxTpuMIg37d/Sv7Tu9z2newUuRFuXy16SuC/YKJjog2HcVuxnYYS15RHt8nf286ijDou63fEegTyB0t7zAdpUKkyIsynco/RVxKHCPbjsTPy890HLu5Pux6WtZsycytM01HEYYUFBcQmxJLdEQ0/t7+puNUiBR5Uaa4lDjyi/K59zrnm1lQGUopRrUbxa+7fmXvqb2m4wgDFmUs4kT+CUa0HWE6SoVJkRdlmrl1Js2qN6Nzvc6mo9jdyHYj0Wi+2/ad6SjCgFnbZlHDvwa3NL3FdJQKkyIvrupg9kGW7VzGqHajnPIarpXVvEZzutTrIkM2buhM4Rnmp85naKuhDn2h7rJIkRdXNWvbLDSake1Gmo5izD3t72HL4S1sy9pmOoqwox+3/0huYS7D2w43HaVSpMiLq5q5dSZRdaMIrxVuOooxw9oMw1N5MnOLHM27k++2fUfdwLpOv4SHFHlxRWlH01h/cD2j2jnfWX7WVDugNn2b9eXbbd/KMgdu4lT+KX7a8dO5P/BOcIm/q5EiL67o263folDc3fZu01GMG9VuFHtO7eH3Pb+bjiLsYH7qfM4Wn3X6oRqQIi+uQGvNzK0zubnJzU5zmTNbGhwxmCreVeQDWDcxK2kWjYMb06VeF9NRKk2KvLisNfvXkHEiw+2Has4L9AlkcPhg5ibPpchSZDqOsKHjecdZkrmEu9vc7RIzyqTIi8uauXUmvp6+DGk1xHQUhzGszTCO5R0jcWei6SjChhakLaDIUsTQ1kNNR7EKKfLiEkWWImYnzWZgy4FU86tmOo7D6Ne8H4E+gcxJmmM6irChuclzaVStEVF1o0xHsQop8uISK/esJCs3yyU+dLImPy8/BocPJi41jsLiQtNxhA2cPnuaxZmLGdJqiEsM1YAUeXEZscmx+Hn50b95f9NRHM6wNsM4nnecZTuXmY4ibCBhewIFxQUuM1QDUuTFRSzawrzUefRr3o8AnwDTcRxO32Z9CfIJkiEbFxWbEktYUBhd63c1HcVqpMiLv1i7fy37s/czJEI+cL0cPy8/BkcMZl7qPAqKC0zHEVaUW5DLzzt+JiYixqWuYew6PRFWEZcSh5eHF3eEO+cFEuxhWOthnMg/wdLMpaajCCv6Of1n8oryXGqoBqTIi1K01sSmxNKnSR+C/YJNx3FYfZv1papvVeYky5CNK4lNiSWkSgg9GvYwHcWqpMiLC7ZmbSXjRIbMjS+Dr5cv0RHRzEuRIRtXkV+UT8L2BKIjop1+rZqLVbrIK6UaKKUSlVIpSqkkpdQTJY+/rJTar5TaVHK7vfJxhS3FpcShUAwOH2w6isMb1noYp86eYnHGYtNRhBUsylhETkEOd7a603QUq7PGkXwRMFFr3QroCjyqlGpd8ty7WuvIkttPVmhL2FBcShw9GvUgNDDUdBSHd2uzWwn2C5YhGxcRmxJLdb/q3NzkZtNRrK7SRV5rfVBrvaHk62wgBahX2f0K+9pxbAdbs7bKrJpy8vH0YVD4IH5I+0FOjHJyBcUFLEhbwKDwQXh7epuOY3Ve1tyZUqox0AFYDXQHHlNK3Qus49zR/onLbDMOGAcQGhrK8uXLK9R2Tk5Ohbd1Vtbs83d7zl3DtM7JOg79fXSkn3OLohacyD/BBws+IKq67U6Bd6Q+24s9+7zm+BpO5p+kZVFLo99nm/VZa22VGxAIrAeGlNwPBTw5927hVeCrsvYRFRWlKyoxMbHC2zora/a58387605fdLLa/mzFkX7OZwrO6CqvVtETEibYtB1H6rO92LPP4xaM04GvBeq8wjy7tXk5lekzsE5foa5aZXaNUsobiAVmaq3jSv54HNZaF2utLcB/gc7WaEtY395Te1mzf41LfuhkS/7e/vRv3p95qfPkilFOyqItLNi+gH7N++Hn5Wc6jk1YY3aNAqYAKVrrd0o9XrfUy2IAuQqyg5qXOg9Apk5WwJBWQziUc4g/9/1pOoqogLX713Io55BLzyizxpF8d2A0cPNF0yXfUEptVUptAXoDT1mhLWEDcSlxtAlpQ8uaLU1HcToDWgzA28ObuJQ401FEBcSnxeOpPLm9hevO8K70B69a65XA5dbklCmTTiArN4sVe1bwQo8XTEdxStX8qnFL01uYlzqPN29902WWp3UX8Wnx9GzUkxr+NUxHsRk549XNxafGY9EWGaqphCGthpB5IpMth7eYjiKuQfrxdJKPJLv0UA1IkXd7calxNK3elPah7U1HcVqDwgfhoTxkyMbJxKfGA+cu0u7KpMi7sZP5J1mauZQhEa5zFRwTagfUpkfDHsSlSpF3JvFp8bQPbU/j4Mamo9iUFHk3lrA9gUJLIXe2lqmTlRUTEcO2rG1sP7bddBRRDkfPHOX3vb+7/FANSJF3a3EpcYQFhdG5npzCUFkxrWIAmJcyz3ASUR4J2xOwaIsUeeG6cgtyWZi+0OWugmNKw2oN6RTW6cI5B8KxxafFU79qfTrW7Wg6is3J/2439UvGL+QV5cmsGisaEjGE1ftXs+/0PtNRxFXkFeaxKGMRg1oOcovPoqTIu6nYlFhq+tekZ6OepqO4jPN/MOenzjcbRFzVkswlnCk84/Kzas6TIu+GzhadJWF7AoPDB+PlYdWFSN1aeK1wWoe0JjYl1nQUcRXxafFU9a3KTY1vMh3FLqTIu6FlO5dx+uxpGaqxgZiIGFbsXsGxM8dMRxGXUWwp5oftP9C/eX98PH1Mx7ELKfJuKDYlliCfIG5peovpKC4nJiKGYn2ukAjHs3r/arJys9xiVs15UuTdTJGliPi0eAa2HIivl6/pOC6nY92ONKjaQGbZOKj41Hi8PLzo36K/6Sh2I0Xezazcs5KjZ47KUI2NKKWIjohmUcYicgtyTccRF4lPi+emxjcR7BdsOordSJF3M3Epcfh5+dGveT/TUVxWTEQM+UX5/JLxi+koopS0o2mkHUtzq6EakCLvVizaQlxKHP2a9yPQJ9B0HJfVo1EPavjXkCEbBxOfdm5BskHhgwwnsS8p8m5k7f617M/ez5AIGaqxJS8PL+5oece5tYGKC03HESXi0+LpUKcDDas1NB3FrqTIu5G4lDi8PLwY2HKg6SguLyYihpP5J/l196+mowjgcM5h/tj7h9sN1YAUebehtSYuNY6bm9xMdf/qpuO4vL7N+lLFu4osWOYgErYnoNFuc5ZraVLk3cTWrK2kH0/nzlayrLA9+Hv70695P+anzceiLabjuL34tHgaVWvEdaHXmY5id1Lk3URcShwK5ZZvV02JDo/mQPYB1u5fazqKW8styGVx5mIGhbvHgmQXkyLvJuJS4rix4Y2EBoaajuI2BrYciJeHlyxYZtjizMXkF+W77QGOzYu8UqqfUipNKZWulJpk6/bEpXYc28HWrK0yVGNn1f2rc1Pjm2QqpWHxafEE+wW77YqrNi3ySilP4GOgP9AaGKGUam3LNsWlzl9g+vzVi4T9xETEkHYsjZQjKaajuKViSzEJ2xO4vcXteHt6m45jhK2P5DsD6VrrTK11ATALcM/3TAbFpcbRKayT280PdgTnhwjkaN6MVXtXcfTMUbcdqgGw9WLi9YC9pe7vA7qUfoFSahwwDiA0NJTly5dXqKGcnJwKb+usytPnrPws1uxfw4NNHnSJ748z/pwjgiKYsXYG3Yq7VWh7Z+xzZVmrz59mfIqX8iLgYADLj1R+f7Zks5+z1tpmN+Au4MtS90cDH17p9VFRUbqiEhMTK7ytsypPn9//833Ny+i0o2m2D2QHzvhznrxisuZl9N5Teyu0vTP2ubKs0WeLxaKbf9Bc3zbjtsoHsoPK9BlYp69QV209XLMPaFDqfn3ggI3bFKXEpcTRJqQNLWu2NB3FbcVEnPssRGbZ2Ffq0VTSj6e73Vo1F7N1kV8LtFBKNVFK+QDDgQU2blOUyMrNYsWeFbKssGHhtcKJqBUh4/J25q4Lkl3MpkVea10EPAb8AqQAc7TWSbZsU/xPfGo8Fm2RIu8AYiJi+HXXrxzPO246ituIT4snqm4U9avWNx3FKJvPk9da/6S1bqm1bqa1ftXW7Yn/iUuNo2n1pm55KrejOX9ZwITtCaajuIVDOYdYvW+1W8+qOU/OeHVRJ/NPsjRzKUMihrjlqdyOplNYJ+pXrS9DNnbyQ9oPbrsg2cWkyLuoH7f/SKGlUIZqHIRSiujwaH5J/4UzhWdMx3F58WnxNA5uTLva7UxHMU6KvIuKTYklLCiMLvW7lP1iYRfREdHkFeWxKGOR6SguLbcglyWZSxjU0j0XJLuYFHkXlFuQy8L0hcRExOCh5EfsKHo26kl1v+oyZGNjizIWcbb4rAzVlJAK4IJ+yfiFvKI8GapxMN6e3twRfgc/pP0glwW0ofMLkvVo2MN0FIcgRd4FxaXEUdO/ptuuuufIYiJiOJF/gt92/2Y6iksqshSRsD2BAS0GuO2CZBeTIu9izhad5YftPzA4fDBeHrZemkhcq77N+uLv5S9nv9rIqr2rOJZ3TKZOliJF3sUs27mM02dPy1CNg6riXYXbmt/G/LT559dzEla0IG0B3h7e3Nb8NtNRHIYUeRcTlxJHkE8QfZr2MR1FXEFMRAz7Tu9j3YF1pqO4FK018Wnx3NzkZqr6VjUdx2FIkXchRZYi5qfNZ0DLAfh5+ZmOI65gYMuBeCpPGbKxspSjKaQfT5ehmotIkXchK3av4OiZo3KZPwdXw78GvRr3kqmUVhafKguSXY4UeRcSmxKLv5c//Zv3Nx1FlCEmIoaUoymkHU0zHcVlxKfF0ymsE/Wq1jMdxaFIkXcRFm0hLiWO/i36E+ATYDqOKEN0RDQglwW0loPZB1m9fzWDWspR/MWkyLuIP/b+wcGcgzJU4yTqV63P9WHXy7i8lZxf3VPOcr2UFHkXEZsSi4+nDwNbDjQdRZRTdEQ0q/evZv/p/aajOD1ZkOzKpMi7AK01sSmx9G3WV6aOOZHzlwU8fwUjUTE5BTksyVzC4PDBsiDZZUiRdwHrDqxjz6k9MlTjZFqFtCK8ZriMy1fSzzt+5mzx2Qt/NMVfSZF3AXOT5+Ll4SVTx5xQTEQMy3ct50TeCdNRnFZcahwhVUK4seGNpqM4JCnyTu78UM3NTW6mhn8N03HENYqOiKbIUsSPO340HcUp5Rflk7A9gcHhg/H08DQdxyFJkXdyWw5vIeNEBkNbDTUdRVTA9fWuJywoTIZsKmhp5lJyCnJkraarqFSRV0q9qZRKVUptUUrNU0oFlzzeWCmVp5TaVHL7zCppxSXmJs/FQ3lcmHctnIuH8iA6PJqF6QvJK8wzHcfpzEudR1Xfqtzc5GbTURxWZY/kFwNttdbtge3Ac6Wey9BaR5bcxleyHXEFsSmx9GrUi5CAENNRRAXFtIrhTOEZFmcuNh3FqRRZiohPi2dgy4H4evmajuOwKlXktdaLtNZFJXf/BOpXPpIor125u0g5miKzapxcr0a9CPYLliGba7Ryz0qOnjnKkAgZqrkaa15V4n5gdqn7TZRSG4HTwAta6xWX20gpNQ4YBxAaGsry5csr1HhOTk6Ft3VWSw4sASD0RMW/b87GVX/O11e9nrhtcdxT9R481V8/QHTVPl9Nefr8QfoH+Hj4UOVgFZZnXf21zsBmP2et9VVvwBJg22Vug0u95h/APECV3PcFapZ8HQXsBaqW1VZUVJSuqMTExApv66yavdlMd5/S3XQMu3LVn3NscqzmZfSyzGWXPOeqfb6asvpcbCnW9d6up6NnRdsnkB1U5ucMrNNXqKtlDtdorW/RWre9zC0eQCl1HzAQGFXSGFrrs1rrYyVfrwcygJbW+bMkAFKPppKRm8HQ1jKrxhXc1uw2/Lz8ZC2bclp3YB37s/fLUE05VHZ2TT/gWWCQ1vpMqcdDlDr3nlMp1RRoAWRWpi3xV7O3zUahGNZmmOkowgoCfALo26yvXBawnOJS4vDy8JK1msqhsrNrPgKCgMUXTZXsCWxRSm0G5gLjtdbHK9mWKKG1ZlbSLNpXa09YUJjpOMJKYiJi2HNqDxsObjAdxaHpUicAVvevbjqOw6vUB69a6+ZXeDwWiK3MvsWVbc3aSurRVJ5q8ZTpKMKK7mh5B57Kk3mp84gKizIdx2ElHUki/Xg6f7vhb6ajOAU549UJzd42G0/lSc9aPU1HEVZUs0pNejbqKePyZYhLiUOhZO34cpIi72TOD9X0adqHYJ9g03GElUVHRJN0JIntx7abjuKw5iTNoXvD7tQJrGM6ilOQIu9k1h1YR+aJTIa3GW46irCB88vlzk2eaziJY0rKSiLpSBJ3t7nbdBSnIUXeycxOmo23h7esVeOiGlRrQPcG3Zm1bZbpKA7p++TvUSg5y/saSJF3IhZtYXbSbPo17yezClzY8LbD2Zq1laSsJNNRHIrWmtlJs+nVuBd1g+qajuM0pMg7kVV7V7Hv9D55q+rihrYeiofyYHbS7LJf7Ea2ZW0j9Wgqw1rLuSHXQoq8E5m9bTZ+Xn5yBSgXVyewDr0b92Z20mw5MaqU2Umz8VAe3NlahmquhRR5J1FkKWJO8hwGtBhAkG+Q6TjCxoa3Hc72Y9vZdGiT6SgOQWvNnKQ59G7cm9oBtU3HcSpS5J3EooxFZOVmcU/7e0xHEXYwpNUQvDy85APYEpsPb2bH8R2yjEcFSJF3EjO2zKCGfw1ub3G76SjCDmr416Bvs77MSpolQzb87wRAuczftZMi7wROnz3N/NT53N3mbnw8fUzHEXYyvM1w9pzaQ/LpZNNRjNJaMyd5Dn2a9qFWlVqm4zgdKfJOIDY5lvyifEa3H206irCjwRGD8fX0ZdmRZaajGLX+4HoyT2TKrJoKkiLvBGZsmUHzGs3pWr+r6SjCjqr6VmVAywEsP7KcYkux6TjGzNwyEx9PHxmqqSAp8g5u76m9LN+1nHva3YNSynQcYWfD2wzneMFxlu9abjqKEUWWIr7b9h0DWgyQEwArSIq8g5u5dSYaLbNq3NTAlgMJ8Azgm63fmI5ixNLMpRzOPSy//5UgRd6Baa2ZsWUG3Rp0o1mNZqbjCAP8vf3pFdKLuclzyS3INR3H7r7Z+g3BfsEyq6wSpMg7sA0HN5B8JFk+cHVzfUP7klOQ43brzOcU5BCXEsddre/Cz8vPdBynJUXegU3ZOAU/Lz9Zq8bNtavWjsbBjfl6y9emo9hVfGo8ZwrPyFBNJUmRd1BnCs/w7dZvGdp6qHzg5OY8lAej249mSeYS9p/ebzqO3czcOpOG1RpyY8MbTUdxalLkHVRsciynzp7igQ4PmI4iHMDo9qOxaAvfbv3WdBS7OF5wnEUZixjVbhQeSspUZch3z0F9ufFLmtdoTq9GvUxHEQ6gRc0WdK3flembp7vFMgeJWYkU62IZqrGCShV5pdTLSqn9SqlNJbfbSz33nFIqXSmVppS6rfJR3cf2Y9v5bfdvPNDhAZkbLy64t/29JB1JcouVKRceXkiHOh1oHdLadBSnZ40j+Xe11pElt58AlFKtgeFAG6Af8IlSytMKbbmFrzZ+hafy5L7r7jMdRTiQu9vejbeHN9M3TzcdxaY2HNxAek66DFVaia2GawYDs7TWZ7XWO4F0oLON2nIphcWFTN88nQEtB8glzsRf1PCvQXRENDO2zCC/KN90HJuZsmEK3sqbke1Gmo7iEryssI/HlFL3AuuAiVrrE0A94M9Sr9lX8tgllFLjgHEAoaGhLF++vEIhcnJyKrytI1lxdAWHcg7R2atzmf1xlT5fC3fvc2fPznyf9z2vxr1Kn9p9zAazgbPFZ5m+cTrdqndj8+rNpuPYlc1+t7XWV70BS4Btl7kNBkIBT869I3gV+Kpkm4+Be0rtYwpwZ1ltRUVF6YpKTEys8LaOpM/0PrrBOw10YXFhma91lT5fC3fvc7GlWDd5r4nuPa23uUA29M3mbzQvo9+Oe9t0FLurzO82sE5foa6WeSSvtb6lPH8slFL/BRJK7u4DGpR6uj5woDz7cWcpR1JYunMpr938Gl4e1niTJVyNh/LgwY4P8o9l/2DHsR20qNnCdCSrmrJxCk2CmxAZHGk6isuo7Oya0oPGMZw7wgdYAAxXSvkqpZoALYA1lWnLHXyy9hN8PH14sOODpqMIBzY2ciyeypMvN3xpOopVZRzPIHFXIvd3uF/mxltRZb+TbyiltiqltgC9gacAtNZJwBwgGVgIPKq1dt8Fscsh+2w20zdP5+42dxMSEGI6jnBgdYPqMrDlQKZtnkZBcYHpOFYzddNUPJQHYyLHmI7iUipV5LXWo7XW7bTW7bXWg7TWB0s996rWupnWOlxr/XPlo7q2b7Z8Q3ZBNo9e/6jpKMIJPNTxIbJys/gh7QfTUayioLiALzd8Sf/m/alftb7pOC5F3hM5AK01H6/9mKi6UXSuJzNNRdn6Ne9H/ar1+Wz9Z6ajWEVcShyHcw/LQY4NSJF3AIsyFpF0JIn/6/x/coarKBdPD08mdJrAkswlJB9x/gt9f7z2Y5pVb8ZtzeXkeGtzmSKfejrVaa+D+eaqN6kXVI8R7UaYjiKcyEMdH8LX05eP1nxkOkqlbD60mZV7VvLI9Y/IB6424BLf0aWZS5mwcQLzUueZjnLNNhzcwNKdS3miyxP4ePqYjiOcSEhACCPbjWT65umczD9pOk6Ffbz2Y/y9/BkbOdZ0FJfkEkX+psY30cC/Aa+teM3pVuh7c9WbBPkEMS5qnOkowgn9X+f/40zhGb7a+JXpKBVyMv8kM7fOZFS7UXLdBBtxiSLv6eHJiIYj2HhoIwvTF5qOU267Tu7i+6TveTjqYar5VTMdRzihDnU70KNhDz5a85FTDld+tfErzhSe4dHO8oGrrbhEkQe4pfYtNKjagNdWvmY6Srm9+8e7KKV4ousTpqMIJ/Z4l8fZeXInCdsTyn6xAyksLuTdP9/lpsY3EVkn0nQcl+UyRd7bw5tnuj/Dyj0r+W33b6bjlOlg9kG+2PAF97S/R+YFi0qJjoimcXBj/vP7f5xquHLWtlnsO72Pv3f7u+koLs1lijzAAx0eoHZAbV5d8arpKGX6z+//obC4kBd6vGA6inByXh5e/L3b3/lj3x9OcYAD584NeXPVm7QJaUP/5v1Nx3FpLlXk/b39mXjDRBZlLOL3Pb+bjnNFB7IP8Nm6z7j3untpVqOZ6TjCBYyNHEvtgNpMXjnZdJRyWZSxiK1ZW/lbt7/JuSE25lJFHuDR6x+lTmAdJi2d5LBvXV9f+TrFupgXespRvLAOf29/nur6FL9k/MKGgxtMxynTG6veICwoTC4MYgcuV+QDfAJ4seeLrNyzkp/THW/JnH2n9/HF+i8Yc90YmlZvajqOcCETOk2gqm9VXl/5uukoV7Vyz0qW7VzG012flnND7MDlijzAgx0fpGn1pjy39Dks2mI6zl/8Y9k/AOQoXlhdNb9qPHr9o8xNnkvKkRTTca7on8v/SWhAKBOun2A6iltwySLv4+nDK71fYcvhLXy79VvTcS5Yf2A9X2/+mie7Pkmj4Eam4wgX9FTXpwjwCeCl5S+ZjnJZv+3+jWU7l/Fs92ep4l3FdBy34JJFHmB42+FE1Y3i2SXPkn0223QctNZMXDSRWlVq8dyNz5mOI1xUSEAIT3d9mrnJc1l/YL3pOJf45/J/UiewDuM7jTcdxW24bJH3UB58dPtHHMg+wCu/vWI6DvNS5/Hr7l/5103/krNbhU1N7DaRmv41LwwNOoplO5exfNdyJnWfhL+3v+k4bsNlizxA1/pduT/yft79811Sj6Yay5F9NpvHf36c9qHteajjQ8ZyCPdQ1bcqz934HL9k/MKvu341HQeAYksxExdNpGG1hjzc6WHTcdyKSxd5gMm3TCbQJ5DHfnrM2JTKFxNf5ED2AT4f+Dnent5GMgj38sj1j1AvqB4TF010iDVtZmyZwaZDm3i9z+v4efmZjuNWXL7I1w6ozeQ+k1m6cyn/3fBfu7e//sB6PlzzIeM7jadr/a52b1+4J39vf9649Q3WH1zP1E1TjWbJLcjlH8v+Qed6nRnedrjRLO7I5Ys8wLiocfRp0oenf3manSd22q3dM4VnGD1vNKEBobzWx3kWThOuYUTbEdzY8EaeW/ocJ/JOGMsxeeVkDmQf4J2+78jZrQa4RZH3UB58NfgrPJQHY+PH2u3t6zOLnyHlaArTo6cT7BdslzaFOE8pxYf9P+R43nFeTHzRSIakrCT+8/t/GN1+NN0bdjeSwd1VqsgrpWYrpTaV3HYppTaVPN5YKZVX6jnjVxtuWK0hH/T/gF93/8o/l//T5u0lbE/g47Uf81TXp7i12a02b0+Iy4msE8kjnR7hk7WfsGL3Cru2bdEWxiWMo5pvNd7u+7Zd2xb/U6kir7W+W2sdqbWOBGKBuFJPZ5x/TmvtEJNix0SO4YEOD/DqildZkLbAZu1sP7ad0fNGc13odTJMI4ybfMtkGgc35v4F93Om8Izd2v183ees2ruKt/u+TUhAiN3aFX9lleEadW6gbRjwnTX2Z0sf3f4RUXWjGD1vNElZSVbf/6n8Uwz6bhBeHl7MHz5fZhII4wJ9ApkyaArpx9N5funzdmkz9WgqExdN5Namt3LvdffapU1xecoa0wqVUj2Bd7TWnUruNwaSgO3AaeAFrfVl3ysqpcYB4wBCQ0OjZs2aVaEMOTk5BAYGluu1h/IP8djGx1AoPuzwIXX86lSozYvlFecxaeskkk4n8Vb7t4gMjrTKfq/kWvrsKqTPFffBjg+Yd2Ae/27zb7rXst34eIGlgMc2Psbh/MNM6TSFWr61rnkf8nO+Nr17915/vv5eQmt91RuwBNh2mdvgUq/5FJhY6r4vULPk6yhgL1C1rLaioqJ0RSUmJl7T67cc2qKDXw/WzT9orned2FXhds/LK8zTt359q/b4l4eetXVWpfdXHtfaZ1cgfa64vMI83fHzjrra5Go6/Vi6VfZ5ORMSJmheRsenxld4H/JzvjbAOn2FulrmcI3W+hatddvL3OIBlFJewBBgdqltzmqtj5V8vR7IAFpe618nW2oX2o6fRv7EkdwjdP+qO9uytlV4X0dyj3Dz9JtZkrmEL+/4krvb3m3FpEJYh5+XH3PvmouH8uDOOXfaZE2nT9d+yqfrPuWZbs8wKHyQ1fcvrp01xuRvAVK11vvOP6CUClFKeZZ83RRoAWRaoS2ruqHBDawYuwKLtnDDlBuYsXnGNe9jzf41dJ3SlY2HNvL9Xd8ztsNYGyQVwjqaVG/Ct3d+y7asbdw5504Kigustu+fd/zM4wsf5/YWt8uEAwdijSI/nEs/cO0JbFFKbQbmAuO11set0JbVtQttx5qH1tChTgfunX8vd865k4zjGWVudyLvBM8sfoZuU7pRWFxI4n2J3Nn6TjskFqJy+jXvx5eDvmRx5mLuibuHwuLCSu9zaeZSYmbH0D60Pd8O+RZPD08rJBXW4FXZHWitx1zmsVjOTal0CvWr1mfZfct44/c3LkyvjImIYVS7UfRo1IMa/jWAc2ewrtm/htjkWGZsmcHps6cZEzmGd257R052Ek5lTOQYjucdZ+KiieQU5DB32NwKr+8enxrPiNgRtKjZgkX3LJJVVh1MpYu8q/Dy8OL5Hs8zJnIMb616i+mbp/N98vcABHgH4OnhyemzpwHw9fQlplUMk7pP4ro615mMLUSFPX3D0wT5BDH+x/Hc+NWNzLlrDs1rNC/39sWWYt5c9SbPL32eTmGdSBiZQM0qNW2YWFSEFPmLhAWF8c5t7zC5z2TW7F/Dn/v+5GDOQYotxdSqUouOdTvSvWF3OXIXLuGhqIcICwpj9LzRdPy8I/+66V881vmxMldL3XxoM48vfJzfdv/GsDbDmDp4qlzpyUFJkb8CXy9fejTqQY9GPUxHEcKmBrQcwKbxm3g44WGeXvQ0769+nwmdJjA4YjDhNcMvLCp2+uxpft31K9M2T2NeyjyC/YKZOngq9113nyw85sCkyAshaFitIT+N/Imf03/mzVVvMmnpJCYtnUSgTyChAaHkFeVxMPsgGk1IlRCe7f4sz3R/hur+1U1HF2WQIi+EAM6tWnl7i9u5vcXt7DyxkyWZS0g6ksSRM0eo4lWF+lXr061BN3o17oWPp4/puKKcpMgLIS7RpHoTHoqSS1W6ArdYT14IIdyVFHkhhHBhUuSFEMKFSZEXQggXJkVeCCFcmBR5IYRwYVLkhRDChUmRF0IIF2aVa7xai1LqCLC7gpvXAo5aMY4zkD67B+mze6hMnxtprUMu94RDFfnKUEqt01e6kK2Lkj67B+mze7BVn2W4RgghXJgUeSGEcGGuVOS/MB3AAOmze5A+uweb9NllxuSFEEJcypWO5IUQQlxEirwQQrgwlyjySql+Sqk0pVS6UmqS6Ty2ppRqoJRKVEqlKKWSlFJPmM5kD0opT6XURqVUguks9qKUClZKzVVKpZb8vG8wncnWlFJPlfxeb1NKfaeU8jOdydqUUl8ppbKUUttKPVZDKbVYKbWj5F+rXFvR6Yu8UsoT+BjoD7QGRiilWptNZXNFwEStdSugK/CoG/QZ4AkgxXQIO3sfWKi1jgCuw8X7r5SqBzwOdNJatwU8geFmU9nENKDfRY9NApZqrVsAS0vuV5rTF3mgM5Cutc7UWhcAs4DBhjPZlNb6oNZ6Q8nX2Zz7j1/PbCrbUkrVBwYAX5rOYi9KqapAT2AKgNa6QGt90mgo+/AC/JVSXkAV4IDhPFantf4NOH7Rw4OB6SVfTweirdGWKxT5esDeUvf34eIFrzSlVGOgA7DacBRbew94BrAYzmFPTYEjwNSSYaovlVIBpkPZktZ6P/AWsAc4CJzSWi8ym8puQrXWB+HcgRxQ2xo7dYUiry7zmFvMC1VKBQKxwJNa69Om89iKUmogkKW1Xm86i515AR2BT7XWHYBcrPQW3lGVjEMPBpoAYUCAUuoes6mcmysU+X1Ag1L36+OCb+8uppTy5lyBn6m1jjOdx8a6A4OUUrs4Nxx3s1LqG7OR7GIfsE9rff5d2lzOFX1XdguwU2t9RGtdCMQB3QxnspfDSqm6ACX/Zlljp65Q5NcCLZRSTZRSPpz7kGaB4Uw2pZRSnBunTdFav2M6j61prZ/TWtfXWjfm3M93mdba5Y/utNaHgL1KqfCSh/oAyQYj2cMeoKtSqkrJ73kfXPzD5lIWAPeVfH0fEG+NnXpZYycmaa2LlFKPAb9w7pP4r7TWSYZj2Vp3YDSwVSm1qeSx57XWP5mLJGzk/4CZJQcwmcBYw3lsSmu9Wik1F9jAuVlkG3HBJQ6UUt8BNwG1lFL7gH8CrwNzlFIPcO6P3V1WaUuWNRBCCNflCsM1QgghrkCKvBBCuDAp8kII4cKkyAshhAuTIi+EEC5MirwQQrgwKfJCCOHC/j8OHkUcEBPl6gAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -406,7 +371,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -461,7 +426,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -497,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -525,7 +490,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -555,7 +520,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -574,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -612,7 +577,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -632,7 +597,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -654,7 +619,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -673,7 +638,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -682,7 +647,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -693,12 +658,12 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -730,12 +695,12 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -780,7 +745,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -803,9 +768,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Steuerbarkeitsmatrix:\n", + "S_c:\n", + "[[ 1 -1 1]\n", + " [ 0 1 -3]\n", + " [ 0 0 5]]\n", + "\n" + ] + } + ], "source": [ "print('Steuerbarkeitsmatrix:');\n", "\n", @@ -827,9 +805,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "S_c_inv:\n", + "[[ 1.00000000e+00 1.00000000e+00 4.00000000e-01]\n", + " [-5.88324776e-18 1.00000000e+00 6.00000000e-01]\n", + " [-4.57033997e-17 -1.17458319e-16 2.00000000e-01]]\n", + "\n", + "s_c_n:\n", + "[-4.57033997e-17 -1.17458319e-16 2.00000000e-01]\n" + ] + } + ], "source": [ "S_c_inv = np.linalg.pinv(S_c)\n", "print(\"S_c_inv:\\n\"+str(S_c_inv))\n", @@ -855,9 +847,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Polvorgabe\n", + "p1 = -2, p2,3= -1+/-J\n", + "\n", + "v1:\n", + "[-4.57033997e-17 -1.17458319e-16 2.00000000e-01]\n", + "\n", + "v2:\n", + "[-7.17549193e-17 1.00000000e+00 0.00000000e+00]\n", + "\n", + "v3:\n", + "[ 1. -2. 0.]\n", + "\n", + "v4:\n", + "[-3. 4. 0.]\n" + ] + } + ], "source": [ "print('Polvorgabe')\n", "print('p1 = -2, p2,3= -1+/-J')\n", @@ -886,9 +899,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "F2: [[1. 2. 0.8]]\n" + ] + } + ], "source": [ "F2 = signal.place_poles(A, B, np.array([p1, p2, p3])).gain_matrix \n", "print(\"F2: \"+str(F2))#Nach Polvergabe ist F2 = F" @@ -905,9 +926,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "F: [array([1. , 2. , 0.8])]\n" + ] + } + ], "source": [ "F = [P[0]*v1+P[1]*v2+P[2]*v3+P[3]*v4] #Rückführfaktor\n", "print(\"F: \"+str(F))" @@ -955,7 +984,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -991,9 +1020,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "tini = 0 # Start time\n", "tfinal = 10 # End time\n", @@ -1021,9 +1063,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.plot(out4[0,:],out4[3,:],'g')# Output_4\n", "plt.legend(['out gain F'])\n", @@ -1048,9 +1103,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "sc5 = Schema(tini,tfinal,dt,nflows) # Instance of the simulation schematic\n", "\n", @@ -1070,9 +1138,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.plot(out5[0,:],out5[3,:],'g') # Output_4\n", "plt.legend(['out gain F'])\n", @@ -1107,7 +1188,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -1135,9 +1216,62 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Steuerbarkeit des Systems:\n", + "S_c:\n", + "[[ 0 1]\n", + " [ 1 -1]]\n", + "Rang: 2\n", + "\n", + "Eigenwerte A:\n", + "Eigenwerte:\n", + "(-0+1j)\n", + "(-0-1j)\n", + "\n", + "Regler:\n", + "\n", + "input signal u\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "output signal y\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "print('Steuerbarkeit des Systems:')\n", "\n", @@ -1205,7 +1339,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -1230,9 +1364,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Steuerbarkeit des Systems:\n", + "S_c:\n", + "[[ 0 1]\n", + " [ 1 -1]]\n", + "Rang: 2\n" + ] + } + ], "source": [ "print('Steuerbarkeit des Systems:')\n", "column1 = B\n", @@ -1253,9 +1399,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Eigenwerte A:\n", + "Eigenwerte:\n", + "(-0+1j)\n", + "(-0-1j)\n" + ] + } + ], "source": [ "print('\\nEigenwerte A:');\n", "print_eig(A)" @@ -1271,9 +1429,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Regler:\n", + "Polstellen: [-3.+3.j -3.-3.j]\n", + "F: [[23. 6.]]\n" + ] + } + ], "source": [ "print('Regler:');\n", "pd = np.array([-3+3j,-3-3j])\n", @@ -1293,7 +1461,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -1310,9 +1478,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ad:\n", + "[[ 1.09483758 0.09983342]\n", + " [-0.19966683 0.89517075]]\n", + "\n", + "Bd:\n", + "[[0.00499583]\n", + " [0.09483758]]\n" + ] + } + ], "source": [ "Ad = linalg.expm(A*Ts)\n", "print(\"Ad:\\n\"+str(Ad))\n", @@ -1333,9 +1515,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "pdd: [0.70773068+0.21892675j 0.70773068-0.21892675j]\n" + ] + } + ], "source": [ "pdd = np.array(exp(pd*Ts))\n", "print(\"\\npdd: \"+str(pdd))" @@ -1351,9 +1542,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fd: [[17.48338056 5.13723447]]\n" + ] + } + ], "source": [ "Fd = signal.place_poles(Ad,Bd,pdd).gain_matrix\n", "print(\"Fd: \"+str(Fd))" @@ -1378,7 +1577,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -1402,7 +1601,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -1421,7 +1620,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -1430,7 +1629,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -1445,9 +1644,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "sc6.AddListComponents(np.array([c6_1,c6_2,c6_3,c6_4,c6_5,c6_6,c6_7,c6_8]))\n", "\n", @@ -1469,9 +1681,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "Ts2 = 0.01;\n", "\n", @@ -1513,18 +1738,11 @@ "<!--This image is made available under the Creative Commons CC0 1.0 Universal Public Domain Dedication.-->\n", "<!--Website with more information: https://commons.wikimedia.org/wiki/File:Goddess_gif_small_12.gif -->" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1538,7 +1756,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.9.6" } }, "nbformat": 4,