{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "3c568ab9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "fig_dpi = 200\n",
    "lw = 3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ecc547f",
   "metadata": {},
   "source": [
    "# Fixed Learning Rate\n",
    "80/10/10 Split, 100/200 epochs\n",
    "\n",
    "## Index\n",
    "0. learning rate\n",
    "1. top-1 accuracy\n",
    "2. top-5 accuracy\n",
    "3. last val loss\n",
    "4. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "1b2471d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "fixed_results_200e = np.array([\n",
    "    [1e-6, 0.31,  2.84,  5.28, 0.67],\n",
    "    [1e-5, 0.8,   2.59,  5.28, 0.55],\n",
    "    [1e-4, 6.98,  17.23, 4.6,  7.41],\n",
    "    [1e-3, 21.56, 44.72, 4.97, 26.9],\n",
    "    [5e-3, 39.35, 66.83, 3.34, 43.5],\n",
    "    [1e-2, 13.65, 30.02, 4.15, 17.46],\n",
    "    [5e-2, 1.79,  6.73,  5.13, 1.78],\n",
    "    [1e-1, 0.8,   2.78,  5.29, 0.55]\n",
    "])\n",
    "\n",
    "fixed_results_100e = np.array([\n",
    "    [1e-6, 0.31, 2.9, 5.28, 0.67],\n",
    "    [1e-5, 0.8, 2.1, 5.28, 0.55],\n",
    "    [1e-4, 2.35, 8.28, 5.00, 2.63],\n",
    "    [1e-3, 18.47, 40.09, 4.55, 23.41],\n",
    "    [2e-3, 28.66, 53.86, 3.94, 33.03],\n",
    "    [5e-3, 35.52, 63.19, 3.33, 40.93],\n",
    "    [1e-2, 22.42, 47.19, 3.59, 27.02],\n",
    "    [5e-2, 2.47, 9.02, 5.07, 2.14],\n",
    "    [1e-1, 0.80, 2.53, 5.28, 0.55]\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca34155e",
   "metadata": {},
   "source": [
    "## 100 Epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "c664a31c",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 3))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 1], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
    "plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 2], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
    "plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 4], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
    "\n",
    "plt.ylim(0, 70)\n",
    "plt.xlim(7e-7, 2e-1)\n",
    "\n",
    "plt.title('Accuracy for Fixed Learning Rates')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Learning Rate')\n",
    "\n",
    "plt.legend()\n",
    "plt.xscale('log')\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('fixed-accuracy.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "bf5fa35b",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1000x800 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 3], 'x-', label=\"Final Validation Loss\", lw=lw)\n",
    "\n",
    "# plt.ylim(0)\n",
    "\n",
    "plt.title('Final Validation Loss for Fixed Learning Rates')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Learning Rate')\n",
    "\n",
    "# plt.legend()\n",
    "plt.xscale('log')\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('fixed-loss.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff7746a4",
   "metadata": {},
   "source": [
    "## 200 Epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "9f4a799f",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(fixed_results_200e[:, 0], fixed_results_200e[:, 1], 'x-', label=\"Top-1 Accuracy\")\n",
    "plt.plot(fixed_results_200e[:, 0], fixed_results_200e[:, 2], 'x-', label=\"Top-5 Accuracy\")\n",
    "plt.plot(fixed_results_200e[:, 0], fixed_results_200e[:, 4], 'x-', label=\"Final Val. Accuracy\")\n",
    "\n",
    "plt.ylim(0)\n",
    "\n",
    "plt.title('Accuracy for Fixed Learning Rates')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Learning Rate')\n",
    "\n",
    "plt.legend()\n",
    "plt.xscale('log')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "cdf18f4a",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(fixed_results_200e[:, 0], fixed_results_200e[:, 3], 'x-', label=\"Final Validation Loss\")\n",
    "\n",
    "# plt.ylim(0)\n",
    "\n",
    "plt.title('Final Validation Loss for Fixed Learning Rates')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Learning Rate')\n",
    "\n",
    "# plt.legend()\n",
    "plt.xscale('log')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01a797d7",
   "metadata": {},
   "source": [
    "# Step-Down\n",
    "80/10/10 Split, 100 epochs\n",
    "\n",
    "## Index\n",
    "0. learning rate\n",
    "1. step size\n",
    "2. gamma\n",
    "3. top-1 accuracy\n",
    "4. top-5 accuracy\n",
    "5. last val loss\n",
    "6. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "a9023eeb",
   "metadata": {},
   "outputs": [],
   "source": [
    "step_down_results = np.array([\n",
    "    [1e-2, 0.33, 0.1, 43.79, 70.85, 2.79, 47.24],\n",
    "    [1e-2, 0.33, 0.25, 45.52, 73.07, 2.90, 49.88],\n",
    "    [1e-2, 0.33, 0.33, 45.52, 72.64, 3.01, 49.20],\n",
    "    [1e-2, 0.33, 0.5, 45.71, 71.71, 2.89, 49.39],\n",
    "    [1e-2, 0.33, 0.75, 40.09, 68.19, 3.00, 46.38]\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "9b32b8fe",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(step_down_results[:, 2], step_down_results[:, 3], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
    "plt.plot(step_down_results[:, 2], step_down_results[:, 4], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
    "plt.plot(step_down_results[:, 2], step_down_results[:, 6], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
    "\n",
    "plt.ylim(20, 80)\n",
    "plt.xlim(0, 1)\n",
    "\n",
    "plt.title('Accuracy for Step-Down Learning Rates')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Step-down Scale Factor, γ')\n",
    "\n",
    "plt.legend()\n",
    "# plt.xscale('log')\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('step-down-accuracy.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "69c98182",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(step_down_results[:, 2], step_down_results[:, 5], 'x-', label=\"Final Validation Loss\")\n",
    "\n",
    "# plt.ylim(0)\n",
    "\n",
    "plt.title('Final Validation Loss for Step-Down Learning Rates')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Gamma, γ')\n",
    "\n",
    "# plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9c67f09",
   "metadata": {},
   "source": [
    "# Exponential Decay\n",
    "80/10/10 Split, 100 epochs\n",
    "\n",
    "## Index\n",
    "0. learning rate\n",
    "1. decay rate\n",
    "2. top-1 accuracy\n",
    "3. top-5 accuracy\n",
    "4. last val loss\n",
    "5. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "5322e4d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "exp_results = np.array([\n",
    "    [1e-2, 0.70, 2.35, 8.09, 4.97, 2.75],\n",
    "    [1e-2, 0.80, 5.0, 15.57, 4.61, 7.23],\n",
    "    [1e-2, 0.85, 9.94, 26.31, 4.11, 12.81],\n",
    "    [1e-2, 0.90, 25.88, 52.5, 3.28, 29.17],\n",
    "    [1e-2, 0.925, 37.43, 63.37, 3.13, 40.81],\n",
    "    [1e-2, 0.95, 44.1, 71.22, 2.99, 48.84],\n",
    "    [1e-2, 0.98, 44.41, 71.83, 3.04, 47.61],\n",
    "    [1e-2, 0.99, 42.43, 69.55, 3.25, 45.47],\n",
    "    \n",
    "    [1e-1, 0.85, 12.91, 34.96, 3.85, 14.89],\n",
    "    [1e-1, 0.9, 0.8, 2.29, 5.29, 0.55]\n",
    "])\n",
    "two_results = 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "959af09b",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 3))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 2], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
    "plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 3], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
    "plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 5], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
    "\n",
    "plt.xlim(0.65, 1)\n",
    "plt.ylim(0, 100)\n",
    "\n",
    "plt.title('Accuracy for Exponential Learning Rates')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Decay Rate, λ')\n",
    "\n",
    "plt.legend()\n",
    "# plt.xscale('log')\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('exp-accuracy.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "fe8641ec",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1000x800 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 4], 'x-', label=\"Final Validation Loss\", lw=lw)\n",
    "\n",
    "# plt.ylim(0)\n",
    "\n",
    "plt.title('Final Validation Loss for Exponential Learning Rates')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Decay Rate, λ')\n",
    "\n",
    "# plt.legend()\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('exp-loss.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dfbd4bb",
   "metadata": {},
   "source": [
    "# Sigmoid Decay\n",
    "80/10/10 Split, 100 epochs\n",
    "\n",
    "## Index\n",
    "0. learning rate\n",
    "1. step size\n",
    "2. gamma\n",
    "3. top-1 accuracy\n",
    "4. top-5 accuracy\n",
    "5. last val loss\n",
    "6. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "dc7ccd8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "sig_results = np.array([\n",
    "    [1e-2, 50, 0.025, 43.30, 70.60, 2.88, 50.61],\n",
    "    [1e-2, 50, 0.05, 46.94, 72.88, 2.79, 52.94],\n",
    "    [1e-2, 50, 0.1, 45.95, 73.63, 2.65, 51.29],\n",
    "    [1e-2, 50, 0.15, 41.94, 68.56, 2.94, 47.49],\n",
    "    [1e-2, 50, 0.2, 41.82, 68.13, 2.82, 45.16],\n",
    "    [1e-2, 50, 0.4, 41.57, 68.19, 2.66, 46.81]\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "5ab4be17",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(sig_results[:, 2], sig_results[:, 3], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
    "plt.plot(sig_results[:, 2], sig_results[:, 4], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
    "plt.plot(sig_results[:, 2], sig_results[:, 6], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
    "\n",
    "plt.ylim(20, 80)\n",
    "plt.xlim(0, 0.5)\n",
    "\n",
    "plt.title('Accuracy for Sigmoid Learning Rates')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Gamma, γ')\n",
    "\n",
    "plt.legend()\n",
    "# plt.xscale('log')\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('sig-accuracy.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "49f5ca1a",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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vP5v3l7RwdMa0P5YgTMjYUFCEKgzrmVxvmdvH9SY+OoJHrRZhTMBZgjAho3Y6jfpqEADJsVFMy85gft4+vjpgtQhjAskShAkZuQVFpCV3ICU+usFyd4zrQ2xkOI9+srWFIjOmfbIEYUJGbn7hKRfI1adjXBS3ZGfybu5eth60WoQxgWIJwoSEwhMV7DpyosHmJU/fH9+HDpHh/NlqEcYEjCUIExLy3HmWGuqg9tQpLoqbx2Twzrq9bDtUGsDIjGm/LEGYkFDbQT04zbcaBMD08X2IjghnjtUijAkISxAmJOTmF9I7JY6kDpE+b9M5Ppqbx2Tw9toCtlstwhi/swRhQkJufhFDGlF7qPX98X2IighjzkKrRRjjb5YgTNAdLCljX1GZTyOY6uqSEM1N52bw9tq97Dx8PADRGdN+WYIwQVc7g+tQHzuo65o+sQ8RYWK1CGP8LGAJQkTSRWShiGwUkQ0iMstLmY4i8qaI5IrIchEZ7LFuiohsFpGtIvJgoOI0wZebX0SYwJk9Epu0fdeEGG48N4M31xSw64jVIozxl0DWIKqA+1R1EDAamCkig+qU+RmwVlWHArcAfwIQkXDgMeASYBBwvZdtTRuRm19I367xxEVHNHkfM9xaxGNWizDGbwKWIFR1n6qudp+XAJuAtDrFBgGfuGW+BDJFJBUYBWxV1e2qWgHMA64IVKwmeFTVvQd1crP20zUxhutH9eKN1QXsOXrCP8EZ0861SB+EiGQCw4FldVatA652y4wCMoCeOIlkj0e5fL6ZXEwbsLeojCPHKxjWhA7quu48L4swq0UY4zeiqoE9gEg88CnwG1V9o866RJxmpeFAHjAQ+D7QF5iiqne45W4GzlXVu7zsfzowHSA1NXXEvHnzAvhqfFdaWkp8fHyww2hQKMS4Yn8Vj60t5z9Gx9AnOfyUdU2J74WN5SzaU8Vvx3egS2zgf/+EwjlsSKjHBxajPzQnvkmTJq1S1ZFeV6pqwB5AJPAB8GMfygqwE0gExgAfeKz7KfDT0+1jxIgRGioWLlwY7BBOKxRi/O17m7Tvz/6pZZVV31jXlPj2Fp7Qfj+brw++nuuH6E4vFM5hQ0I9PlWL0R+aEx+wUuv5Tg3kKCYBngY2qerD9ZRJFpEo9887gBxVLQZWAP1EpLe7/jrgH4GK1QRPbn4hA7olEB0RfvrCPuie1IFrz0nn1ZV7yD9mfRHGNEcg6+BjgZuB80VkrfuYKiIzRGSGW+YMYL2IbMYZsTQLQFWrgLtwah+bgFdUdUMAYzVBoH7qoK7rzvOyEIG/LNrm1/0a0940fVzhaajqYpxmo4bKLAX617NuPjA/AKGZELHzyAlKyqoY2oQpNhrSI7kD3x2Zzisr9zBzUl/Skjv4df/GtBd2JbUJmtz8QqDpV1A35IeT+gLw+CIb0WRMU1mCMEGTm19EdEQY/VL9PzokLbkD14xI55UV+ewrOun3/RvTHliCMEGTm1/ImT0SiQwPzNvwh+dlUaPK49YXYUyTWIIwQVFdo6wvKA5I81Kt9E6xXDOiJ/OW72F/UVnAjmNMW2UJwgTF1oOlnKysbtIU340xc1JfalR54lOrRRjTWO06QTzx6TaWbDt8yrIl2w7bl0kLCGQHtaf0TrFcfXYac5fv5kCx1SKMaYx2nSCG9kzirrlrvk4SS7Yd5q65awL+q9Y4HdTx0RH0SYkL+LHumtSP6hqrRRjTWAG7DqI1yM5K4eHvDON7f1vB5DNSWbr9CHNuGE52VkqwQ2vzcguKGJyWSFhYg5fK+EWvzrFcNTyNuct2c+fELLomxgT8mMa0Be26BgEwcUAXIsPD+GfePm46t5clhxZQUVXDpr2B7aCu665JfamqUf4vZ3uLHdOY1q7dJ4il249QWV1DmMALX+z6Rp+E8b8tB0qoqK5p0aa8zJQ4rjirBy8u28WhkvIWO64xrVm7ThC1fQ4PTj2DGoXrRvU6pU/CBMa62g7qtOQWPe7d5/ejoqqGJ3OsL8IYX7TrBJGbX8ScG4Zzy+gMuifF8NWBUubcMJzc/KJgh9am5e4pomNsJOmdWnaOpN4pcVxxVhovfLGLw6VWizDmdNp1gpgxMYvsrBTCwoRLBncn56tDDElLYsbErGCH1qblFhQxpGcyzozwLeuu8/tSUVXDU9YXYcxptesE4WnqkG5UVNXw8aaDwQ6lTTtZUc2WAyV+n8HVV1ld4rlsWA+eX7qLI1aLMKZBliBcZ/fqSLfEGObn7Qt2KG3axn3FVNdoUK81ufv8vpRVVfPUZzuCFoMxrYElCFdYmDBlcDcWbTlEaXlVsMNps1rqCuqG9O2awLeG9uD5pTs5erwiaHEYE+osQXiYOqS728x0INihtFl5+UV0TYimW1JwL1b70fl9OVlZzV8/s74IY+pjCcLDyIyOdE2I5r28/cEOpc1al18YElOZ9EtNYOqQ7jy3ZCfHrBZhjFeWIDw4o5m6sXDzQY5bM5PflZRVsv3w8aA2L3n60fn9OF5RzdOLrS/CGG8sQdRxyZDulFfV8MmXNprJ39YXFKMKQ0KgBgEwoFsCU4d049klOyk8YbUIY+qyBFHHOZmdSImP5r31NprJ377uoA7SEFdvfjS5H6XlVTxjtQhjvsESRB3hbjPTJ18e5ESFNTP5U25BEWnJHegcHx3sUL42sFsiU87sxt8+30nRicpgh2NMSLEE4cXUId0pq6xh4ZeHgh1Km5KbX8iw9NCpPdT60eR+lJRX8cznVoswxpMlCC9G9e5ESnwU862ZyW+OHa9gz9GTIdNB7WlQj0QuGpTKM5/voOik1SKMqWUJwovwMOHiM7vxyaaDnKyoDnY4bUJugTMBYij1P3j60eR+lJRV8eznO4MdijEhI2AJQkTSRWShiGwUkQ0iMstLmSQReUdE1rllbvNYVy0ia93HPwIVZ30uHdKdk5XVLNpso5n8Ic/toB4cIiOY6hqclsQFZ6Ty9OLtFJdZLcIYCGwNogq4T1UHAaOBmSIyqE6ZmcBGVR0GnAf8UUSi3HUnVfUs93F5AOP0alTvTnSKi2L+ertozh/W5RfRJyWOxJjIYIdSr1mT+1FcVsVzVoswBghgglDVfaq62n1eAmwC0uoWAxLEmfc5HjiKk1iCLiI8jIvP7MbHmw5QVmnNTM2Vl18UEldQN2RIzyQmD+zKXxfvoMRqEca0TB+EiGQCw4FldVbNAc4A9gJ5wCxVrXHXxYjIShH5QkSubIk467p0SHdOVFSzaLONZmqOg8Vl7C8uY0gIdlDXNeuCfhSdrOT5pbuCHYoxQSeqGtgDiMQDnwK/UdU36qy7BhgL/BjIAj4EhqlqsYikqWqBiPQBPgEmq+o37hUpItOB6QCpqakj5s2b57fYq2uUWQtPMDglnBnDGje5XGlpKfHx8X6LJRBaKsY1B6v40+pyHjo3hn4dw33eLljn8OFVZWwrrOYPE2PpENHwTY1C/f851OMDi9EfmhPfpEmTVqnqSK8rVTVgDyAS+AD4cT3r/wmM9/j7E2CUl3LPAtec7ngjRoxQf3vgtXV65n+8rycrqhq13cKFC/0ei7+1VIx//OBL7f3gu3q8vLJR2wXrHK7ZfUwzHnhXH1v41WnLhvr/c6jHp2ox+kNz4gNWaj3fqYEcxSTA08AmVX24nmK7gclu+VRgALBdRDqKSLS7PAWnlrExULE2ZOqQ7pSWV5GzxZqZmmpdfhH9UxOIjYoIdig+OSs9mYn9u/BUznabtNG0a4HsgxgL3Ayc7zFcdaqIzBCRGW6Z/wKyRSQP+Bh4QFUP4/RLrBSRdcBC4LeqGpQEMSarM8mxkbxno5maRFXJKwj9Duq6Zl3Qj2MnKnnhC+uLMO1XwH7SqepioMEGXFXdC1zkZfkSYEiAQmuUyPAwLhqUynt5+ymvqiY6wvc2dAP5x05y9HhFq+ig9nR2r46M75fCUznbuWVMRqup/RjjT3YltQ+mDulOSXkVn205HOxQWp089wrqYa2sBgFwzwX9OHK8gr9bLcK0U5YgfJCdlUJiTITNzdQE6/ILiQwXBnRLCHYojTYioxPj+qbwZM52m3LFtEuWIHwQFRHGRWd248ONByivsi+KxsjLL+KM7omttmlu1gX9OFxawYvLrBZh2h9LED66dEh3Ssqq+HyrNTP5qqZGycsvYkiITtDni3MyO5Gd1ZknPrVahGl/LEH4aGzfFBJiIpifZ6OZfLXjyHFKyqsY1so6qOuaNbkfh0vLmbt8d7BDMaZFWYLwUVREGBcOSmXBhv1UVNWcfgNDXr7TQR0q96BuqnP7dGZ0n0488ek2m5fLtCuWIBrh0iHdKS6r4vNt1szki3X5hcREhtGva+hOUeCrWZP7c6iknJesFmHaEUsQjTCuXwoJ0RG8l2ejmXyRl1/E4B5JRIS3/rfZmKzOjOpttQjTvrT+T24Lio4I54JBqSzYeIDKamtmakhVdQ3r9xa1+uYlT/dM7seB4nJeXrEn2KEY0yIsQTTS1CHdKTxRyZJtR4IdSkjbeqiUssqaVt9B7WlMVmfOyezI44u22XBn0y5Ygmik8f1SiI+OYH6uNTM1JHdP2+ig9iQizJrcn/3FZbxitQjTDliCaKSYyHAmn9GVDzbut2amBuQWFJIQHUHvznHBDsWvxvbtzIiMjvzFahGmHbAE0QS1zUxfbLdmpvrk5hcxOC2JsLCGb7jT2ogIfbvEs6+ojFdX5n+9fMm2wzzx6TfuZ2VMq2YJogkm9u9CXFQ48200k1flVdVs2lfM0PS207zk6YqzehARJsz+cDNVNcqSbYe5a+6aVjeluTGnYwmiCWIiwzn/jFQ+2HCAKmtm+obN+0uorFaGpiUHO5SAyO6bwn0X9efI8Ur+d0UZd724hjk3DCc7KyXYoRnjV5YgmujSId04eryCZTuOBjuUkLPOvYK6Lf+injExi6wucWw5VkOHqHDSO8YGOyRj/M4SRBOdN6ArsVHh/NOamb4hL7+QTnFR9OzYIdihBMzS7Uc4dqKSYV3CKCg8yYUPf8qLy3bV3kPdmDbBEkQTxUSGM2lgVz5Yv5/qGvtS8JTrzuDq3Ja87antc5hzw3DuHdGBR687i6oa5aE313PLM8spKDwZ7BCN8QtLEM1w6ZDuHDlewbIdNpqp1smKarYcKGmVd5DzVW5+0Sl9Dpeflcbz3xvFxWemsmrXMS6encPLK3ZbbcK0enaj3WaYNKArHSKd0UzWQenYsLeIGqXV3YO6MWZMzPrGsuy+KWT3TWHP0RP85LV1PPB6HvPz9vPbbw+he1LbbWozbZvVIJqhQ1Q4kwZ24f31B6yZyZXbDjqoG5LeKZa5d4zmPy8/k+U7jnLR7BxeW5VvtQnTKlmCaKapQ7pzuLScFTttNBNAbn4hqYnRpCbGBDuUoAkLE6ZlZ/LerPEM7JbA/a+u447nVnKwuCzYoRnTKJYgmmnSgK7ERIbZRXOu3Pwihrbh5qXGyEyJY970Mfz8W4NYvPUwF87O4a01BVabMK2GJYhmiouO4Lz+XXlv/X5q2nkzU3FZJdsPH2doK74Htb+Fhwm3j+vN/FnjyeoSxz0vr+UHL6ziUEl5sEMz5rR8ShAiEiciYe7z/iJyuYhEBja01mPq0O4cKiln5a5jwQ4lqNbX9j+kJwc3kBCU1SWeV2dk87OpA1m05RAXzf6Ud9btDXZYxjTI1xpEDhAjImnAAuBm4NlABdXaTB7YlegIa2bKLXCn+LYahFfhYcL0CVnM/9E4enWK5e6X1jDzxdUcKbXahAlNviYIUdUTwNXAX1T1O8CZDW4gki4iC0Vko4hsEJFZXsokicg7IrLOLXObx7ppIvKV+5jWmBfV0uKiIzhvQBfeW7+vXTcz5eYXkt6pA53iooIdSkjr2zWB1+/M5t+mDODDjQe4aHaO3cbWhCSfE4SIjAFuBP7pLgs/zTZVwH2qOggYDcwUkUF1yswENqrqMOA84I8iEiUinYBfAOcCo4BfiEhHH2MNiqlDunOguJzVu9tvM5N1UPsuIjyMH57Xl3fuHkf35BjufHE1P3ppDceOVwQ7NGO+5muCuAf4KfCmqm4QkT7AwoY2UNV9qrrafV4CbALS6hYDEsSZkyEeOIqTWC4GPlTVo6p6DPgQmOJjrEEx+YxUoiLC2u3cTEdKy8k/dtI6qBtpQLcE3vzhWO67sD/vrd/HhbNzWLBhf7DDMgZwmo4at4HTWR2vqsWN2CYTpx9jsOd2IpIA/AMYCCQA16rqP0XkfiBGVX/tlvs5cFJV/+Bl39OB6QCpqakj5s2b16jX409/Wl3GruIa/jCxAyeOHyc+Pj5osfiitLTUbzHmHqri4VXlPHBODGd0Pl3l0jf+jC9Q/Bnj7uJqnsqrYE9JDdk9IrjxjCjiIps3n1V7O4eBEuoxNie+SZMmrVLVkV5XquppH8BcIBGIAzYC+cBPfNw2HlgFXO1l3TXAbECAvsAO9zj3A//uUe7nwP2nO9aIESM0mN5YvUczHnhXV+48qgsXLgxqLL7wZ4x/+miLZj74rhafrPDbPtvbOVRVLa+s1j8u2Kx9fvpPPefXH+rHm/Y3a3/t8RwGQqjH2Jz4gJVaz3eqr01Mg9T55X8l8B7QG2ckU4PcobCvAy+q6hteitwGvOHGudVNEAOBAiDdo1xPd1lIm3xGKlHh7XM0U25+IX1S4kiIsdHPzREVEcaPL+zP2zPH0jE2iu89u5KfvLqOopOVwQ7NtEO+JohI98v+SuAfqlqJ039QL7df4Wlgk6o+XE+x3cBkt3wqMADYDnwAXCQiHd3O6YvcZSFt7rLdDE5L5L28fV9fLdte7lVsHdT+NTgtiX/cPZaZk7J4fXU+Ux7J4dMth4IdlmlnfE0Q/wfsxGliyhGRDOB0fRBjcWoZ54vIWvcxVURmiMgMt8x/Adkikgd8DDygqodV9ai7boX7+JW7LKQN7ZnE5v0l7C0qY3tRTbu5V/H+ojIOlpS3+dfZ0qIjwvnJxQN584djiYuOYNozy/npG7mUlFltwrQMn6b7VtVHgUc9Fu0SkUmn2WYxTt9CQ2X24tQOvK17BnjGl/hCRXZWCo9cN5zvP7+SuZvKOZbXPu5VnJtfCLTfGVwDbVh6Mu/ePY5HPvqKJ3O2kbPlML/79lDG9Wvb7ysTfL5OtZEkIg+LyEr38Uec2oSp48JBqWR2jmVbkXLDqPQ2nxzAaV4KDxMGdbcEESgxkeE8eMlAXrszm+jIMG56ehn//lYex8urgh2aacN8bWJ6BigBvus+ioG/BSqo1mzJtsMcLnUudnp2yS6WbDsc5IgCL7egiP6pCXSI8s/wVlO/s3t1ZP6PxvP98b15cdluLn4kh6Xb7I6GJjB8TRBZqvoLVd3uPv4T6BPIwFqj2j6HJ24aQUoHoWfHDtw1d02bThKqSm5+oV0g14JiIsN56NJBvPqDMUSECdc/9QW//McGTlRYbcL4l68J4qSIjKv9Q0TGAnZn9jpq71U8rl8Kk3tF8uX+Ev7t4gFf32WtLco/dpLCE5UMTbcE0dJGZnbivVkTuG1sJs8u2cklf/qM5TtCfiyHaUV8TRAzgMdEZKeI7ATmAD8IWFSt1IyJWV/3OYxPiyAmMoy1ewq93sO4rVhX20GdlhzUONqrDlHh/OKyM5k3fTSqcO2TS/nVOxs5WVEd7NBMG+BTglDVdepMqDcUGKqqw4HzAxpZKxcfJVw1PI231hZQeKLtTsCWm19EVHgYA7olBDuUdm10n868N2s8N4/O4JnPdzD10c9YtctqE6Z5GnVHOVUt1n/NpfTjAMTTptwyJpOyyhpeWbkn2KEETG5+IWd0TyAqwm5OGGxx0RH86orBzL3jXCqqarjmiaXM+7KCskqrTZimac6nunmziLUDZ3RPZFTvTjy/dBfVbfA+ETU1yvqCYruCOsRk903hg3sncP2oXry/s5JLH/2MNe14GnrTdM1JEG3vGy8Abs3OJP/YST758mCwQ/G77YePU1pexRC7QC7kxEdH8N9XDeH+kdGcrKjm248v4Xfvf0l5ldUmjO8aTBAiUiIixV4eJUCPFoqxVbtoUCrdk2J4bsnOYIfid7VXUA+zGkTIGpwSwfv3TuA7I9J5fNE2Lvvz4q//34w5nQYThKomqGqil0eCqvo0TUd7FxEexk2jM1i89TBbD5YEOxy/ys0vokNkOH27hu48+QYSYyL53TVD+dtt51B0spKr/rKEPy7YTEVVTbBDMyHOehZbwHXnpBMVEcZzS3YFOxS/ys0vZHBaIuFh1h3VGkwa0JUF90zkyrPS+PMnW7l8zmLWF7Tda3RM81mCaAGd46O5bGgPXl+dT3EbmYmzqrqGDXutg7q1SYqN5I/fHcZfbxnJkeMVXPnY5zzy0RYqq602Yb7JEkQLuTU7kxMV1by+Kj/YofjFlgOllFfV2AyurdQFg1L58N4JfGtodx756CuufOxzNu3z+S7Cpp2wBNFChvRM4uxeyTy/dBc1bWDI67+m+E4Oahym6ZJjo3jkuuE8cdMIDhSXcfmcxcz55CuqrDZhXJYgWtC07Ex2HD5Ozlet/85guQVFJMREkNEpNtihmGaaMrgbC+6dyMVnduMPC7Zw9eNL2HKgbQ2oME1jCaIFXTK4O10SotvEkNfc/EKG9kwizDqo24ROcVHMueFsHrvhbPKPneRbjy7m8UXbrDbRzlmCaEFREWHcMKoXi7YcYufh48EOp8nKKqvZvL+EITZBX5tz6dDuLLh3AucP7Mrv3v+Sa55YytaDpcEOywSJJYgWduO5vQgX4fmlrXfI65f7S6isVoZZB3WblBIfzeM3nc2j1w9n55HjTH30M57K2d4mp4sxDbME0cK6JsYwdUh3Xl25p9XeLjLP7aC2KTbaLhHh8mE9WHDvBCb068Jv5m/iu/+3lB2tuOZrGs8SRBBMy86kpLyKN9cUBDuUJlmXX0TnuCjSkjsEOxQTYF0TYnjqlhHMvnYYXx0o4ZI/5fDM4h1tYiSeOT1LEEFwdq9khqQl8fzSnai2vg9aXn4RQ3smIWId1O2BiHDV8J58+OOJjOnTmV+9u5HrnvqCXUesNtHWWYIIAhHhljEZbDlQ2upuOH+iooqvDpYwxK5/aHdSE2N45tZz+P01Q9m0t5gpj3zG80t3Wm2iDbMEESSXDetBp7gonm1lQ17XFxRTo1gHdTslInxnZDof3DuBc3p34j/e3sCNf13GnqMngh2aCQBLEEESExnOdeek89GmA+Qfaz0frlzroDZAj+QOPHfbOfz26iHkFRQx5ZEcXly2q1U2mZr6BSxBiEi6iCwUkY0iskFEZnkp8xMRWes+1otItYh0ctftFJE8d93KQMUZTDeNzkBEeOGL1jPkNTe/iO5JMXRNiAl2KCbIRITrRvXi/XvGc1avZB56cz23PLOcgsKTwQ7N+EkgaxBVwH2qOggYDcwUkUGeBVT196p6lqqeBfwU+FRVPe+0PsldPzKAcQZNj+QOXDQolZdX7Gk19w3OKyhiSJrVHsy/9OwYy99vP5dfXzmYVbuOcfHsHF5esdtqE21AwBKEqu5T1dXu8xJgE5DWwCbXAy8FKp5QNS07k8ITlby9NvSHvBadrGTH4eMMS08OdigmxIgIN43O4IN7JjA4LZEHXs/j1r+tYF+R1SZaM2mJLC8imUAOMFhVvzGnsIjEAvlA39oahIjsAI7h3Pv6/1T1yXr2PR2YDpCamjpi3rx5AXkNjVVaWkp8/OnvtKaq/Pzzk4SJ8J/ZMS06dNTXGGttPFLN/64o4/6R0QxOCfwNBRsbXzCEeozBiK9GlU92V/HKlgrCBW48I4qxPSLqfW+H+jmE0I+xOfFNmjRpVb2tNKoa0AcQD6wCrm6gzLXAO3WWpbn/dgXWARNOd6wRI0ZoqFi4cKHPZecu26UZD7yry3ccCVxAXjQmRlXVxxZ+pRkPvKvHjpcHJqA6GhtfMIR6jMGMb8ehUr3m8c8144F39Xt/W64Hik56LRfq51A19GNsTnzASq3nOzWgo5hEJBJ4HXhRVd9ooOh11GleUtUC99+DwJvAqEDFGWxXnNWDxJiIkB/ympdfREbnWJJjo4IdimkFMlPimDd9DD//1iAWbz3MhbNzeGtNgfVNtCKBHMUkwNPAJlV9uIFyScBE4G2PZXEiklD7HLgIWB+oWIMtNiqCa89J5/31+9lfVBbscOqVm28d1KZxwsOE28f1Zv6s8WR1ieOel9fygxdWcaikPNihGR8EsgYxFrgZON9jKOtUEZkhIjM8yl0FLFBVz+v2U4HFIrIOWA78U1XfD2CsQXfz6ExqVHlxWWgOeT1cWk5B4UmG2RXUpgmyusTz6oxsfjZ1IIu2HOKi2Z/yzrq9VpsIcQHraVTVxcBpe1xV9Vng2TrLtgPDAhJYiOrVOZbJA7vy0vLd3HV+X6IjwoMd0iny8osAu0DONF14mDB9QhbnD+zKfa+s4+6X1vDe+n1M6WJJIlTZldQhZFp2JodLK/hn7r5gh/IN6/ILEYHB1sRkmqlv1wRevzObf5sygI82HuShxSd4Ly/03vPGEkRIGdc3hawucTwXgjcTyssvIqtLPPHRgR/eatq+iPAwfnheX965exydYsK488XV3P3SGo4drwh2aMaDJYgQIiJMy85k3Z5C1u4pDHY4X1NV1rlTfBvjTwO6JfDz0THcd2F/3l+/jwtn57Bgw/5gh2VcliBCzNVn9yQ+OoLnQmjI6/7iMg6XljPUmpdMAESECXdP7sfbM8fRNSGa6S+s4t6X11J4wmoTwWYJIsTER0dwzYievJu7N2SGAq7b43RQD7UpNkwADeqRyFszxzJrcj/eWbeXi2bn8PGmA8EOq12zBBGCbhmTQWW18tLy3cEOBYC8gkIiwoRB3RODHYpp46Iiwrj3wv68NXMsneKiuP25ldz/6jqKTlYGO7R2yRJECOrTJZ4J/bvw4rJdVFbXBDsccvOL6J+aQExkaA29NW3X4LQk3r5rLHdN6subawq4eHYOizYfDHZY7Y4liBB1a3YGB4rLeX99cDvsVJXc/CKGpVv/g2lZ0RHh3H/xAN64M5uEmAhu/dsKHnw9l5Iyq020FEsQIeq8/l3J6Bwb9M7q3UdPUHSykiFpyUGNw7Rfw9KTeefuccyYmMUrK/dw8ewcFn91ONhhtQuWIEJUWJhw8+gMVu46xvqCoqDFsc69gtqGuJpgiokM58FLBvLandnERIVz09PLeOjNPErLq4IdWptmCSKEfWdkOh0iw3l+6c6gxZCXX0hURBgDuiUELQZjap3dqyPzfzSe74/vzdzlu5nySA5LtlltIlAsQYSwpA6RXHV2Gm+v3Ru0K0zX5RcxqHsikeH2VjGhISYynIcuHcSrPxhDRJhww1PL+MXb6zlRYbUJf7NPfYibNiaT8qoa5q3Y0+LHrq5RNhTYFdQmNI3M7MR7syZw29hMnlu6iymPfMbyHUdPv6HxmSWIEDegWwJj+nTm71/soqqFh7xuP1TK8YpqhtoU3yZEdYgK5xeXncm86aMBuPbJpfzqnY2crKgOcmRtgyWIVmBadiYFhSf5aFPLjgPPdTuoh1kNwoS40X06896s8dw8OoNnPt/B1Ec/Y9Uuq000lyWIVuCCM7qSltyhxYe85uYXEhsVTp8uoXuzdmNqxUVH8KsrBjP3jnOpqKrhmieW8t/zN1FWabWJprIE0QpEhIdx0+gMlm4/wpYDJS123HX5RQxOSyI87LT3fTImZGT3TeGDeydw/ahePJmznUsf/Yw1u48FO6xWyRJEK3HdOelER4S1WC2isrqGjfuKbQZX0yrFR0fw31cN4fnvjeJkRTXffnwJv3v/S8qrrDbRGJYgWomOcVFcPqwHb6wuaJGJyzbvL6GiqsZmcDWt2oT+XXj/3gl8Z0Q6jy/axmV/XkxufmGww2o1LEG0ItOyMzlZWc2rKwM/5DXPvXrbahCmtUuMieR31wzlb7edQ9HJSq76yxL+uGAzFVXBnwgz1FmCaEUGpyUxMqMjL3yxi5qawN7oPTe/kMSYCDI6xwb0OMa0lEkDurLgnolceVYaf/5kK5fPWRzUaWxaA0sQrcy07Ex2HTnBoi2BHfKam1/E0J7JiFgHtWk7kmIj+eN3h/HXW0Zy5HgFVz72OY98tCUkptUPRZYgWpkpg7uRmhjNs0t2BewYZZXVbN5fYldQmzbrgkGpfHjvBL41tDuPfPQVVz72OZv2FQc7rJBjCaKViQwP48ZzM8jZcohth0oDcoxN+4qpqlFLEKZNS46N4pHrhvPETSM4UFzG5XMWM+eTr1p8xoJQZgmiFbp+VC+iwsN4YWlgahG5X0/xnRyQ/RsTSqYM7saCeydy8Znd+MOCLVz1lyUter1RKAtYghCRdBFZKCIbRWSDiMzyUuYnIrLWfawXkWoR6eSumyIim0Vkq4g8GKg4W6MuCdFcOrQ7r63KD8h8+OvyC0mJj6Z7Uozf921MKOoUF8WcG87msRvOpqDwJN96dDGPL9rW7msTgaxBVAH3qeogYDQwU0QGeRZQ1d+r6lmqehbwU+BTVT0qIuHAY8AlwCDg+rrbtne3jMmgtLyKN1bn+33fefnODK7WQW3am0uHdmfBvRM4f2BXfvf+l1zzxFK2HgxMU25rELAEoar7VHW1+7wE2ASkNbDJ9cBL7vNRwFZV3a6qFcA84IpAxdoaDe/VkWE9k3huyU5U/TfktbS8iq2HSq3/wbRbKfHRPH7T2Tx6/XB2HjnO1Ec/470dlVQHeGh5KBJ/frnUexCRTCAHGKyq3xgqICKxQD7Q161BXANMUdU73PU3A+eq6l1etp0OTAdITU0dMW/evMC9kEYoLS0lPj6wk9x9XlDJU3kV3D8yhsEp4Y3e3luMm49W8z/Ly7jn7GjO6hrhr1CbpCXOYXOFeoyhHh+EdoyF5TU8t6GCNQer6Zscxh1DoukWF3pdt805h5MmTVqlqiO9rlTVgD6AeGAVcHUDZa4F3vH4+xrgrx5/3wzMOd2xRowYoaFi4cKFAT9GWWWVjvivBXr7s8ubtL23GJ/8dJtmPPCuHiwua2Z0zdcS57C5Qj3GUI9PNfRjrKmp0d+8+KEO+cX7OuDf5+vTn23X6uqaYId1iuacQ2Cl1vOdGtBUKCKRwOvAi6r6RgNFr+NfzUsABUC6x9893WXGQ3REONeP6sXHXx5k95ETftlnbkERPZJi6JIQ7Zf9GdPaiQjZPSL48McTGdOnM796dyPXPfkFu44cD3ZoARfIUUwCPA1sUtWHGyiXBEwE3vZYvALoJyK9RSQKJ4H8I1CxtmY3nptBuAh/X+afIa+5+YU2vNUYL1ITY3jm1nP4/TVD2bSvmCmPfMbzS3cGfNqbYApkDWIsTtPQ+R5DWaeKyAwRmeFR7ipggap+nY5VtQq4C/gAp3P7FVXdEMBYW61uSTFcPLgbL6/Y0+zbLBadqGTXkRMMsQ5qY7wSEb4zMp0P7p3AOb078R9vb+DGvy5jz1H/1OBDTSBHMS1WVVHVoeoOZVXV+ar6hKo+4VHuWVW9zsv281W1v6pmqepvAhVnWzBtTCZFJyt5a23zWuFyCwoBGGY1CGMa1CO5A8/ddg6/vXoIeQVFTHkkhxeX7fLriMJQEHrd8abRzsnsyBndE5s95LX2CuohNsW3MaclIlw3qhfv3zOes3ol89Cb67n56eUUFJ4Mdmh+YwmiDRARbs3O4Mv9JSzb0fQbtefmF5LZOZak2Eg/RmdM29azYyx/v/1cfn3lYFbvPsbFs3N4ecXuNlGbsATRRlxxVhrJsZHNuiVp7RTfxpjGERFuGp3BB/dMYHBaIg+8nsetf1vBvqLWXZuwBNFGxESGc+056SzYeIC9TajiHiwpY19RmV1BbUwzpHeKZe4do/nPy89k+Y6jXDQ7h9dW5bfa2oQliDbk5tEZqCp//6LxQ17zbAZXY/wiLEyYlp3Je7PGM7BbAve/uo47nlvJgeKyYIfWaJYg2pCeHWO54IxU5q3YQ1ll44a85uYXESZwZo/EAEVnTPuSmRLHvOlj+Pm3BrF462Eump3DW2sKWlVtwhJEGzMtO5Ojxyt4N3dfo7bLzS+kb9d44qKDO/+SMW1JeJhw+7jezJ81nqwucdzz8lp+8MIqDpWUBzs0n1iCaGOyszrTr2t8o4a8qip5BUUMSUsObHDGtFNZXeJ5dUY2P5s6kEVbDnHR7E95Z93ekK9NWIJoY0SEW7IzySsoYvXuQp+22VtUxuHSCoalWwe1MYESHiZMn5DF/B+No1fnOO5+aQ0z567mSGno1iYsQbRBVw9PIyEmwuchr7l7CgHroDamJfTtmsDrM8bwb1MG8NHGg1w0O4f38hrXJNxSLEG0QXHREXxnRDrz8/Zx0IeRE7kFRUSECQO7JbRAdMaYiPAwfnheX965exw9kjtw54urufulNRw7XhHs0E5hCaKNumVMBtWqvLhs92nL5uYXMrB7AjGRjb/pkDGm6QZ0S+CNH2Zz34X9eX/9Pi6cncOCDfuDHdbXLEG0UZkpcZzXvwtzl++moqr+G6+rKrn51kFtTLBEhodx9+R+vD1zHF0Topn+wirufXkthSeCX5uwBNGGTcvO5FBJOe+tr799c+eRE5SUVTHMrqA2JqgG9UjkrZljmTW5H++s28tFs3P4eNOBoMZkCaINm9CvC71T4hrsrM7NLwSwe0AYEwKiIsK498L+vDVzLJ3iorj9uZXc/+o6ik5WBiUeSxBtWFiYcPPoDFbvLvx6Ko26cvOLiI4Io3+qdVAbEyoGpyXx9l1juWtSX95cU8DFs3NYtPlgi8dhCaKNu2ZkT2Kjwnm2nlpEXn4Rg3okEhlubwVjQkl0RDj3XzyAN+7MJiEmglv/toIHXsuluKzlahP2rdDGJcZE8u2ze/JO7t5vXJBTo8r6vUV2BzljQtiw9GTeuXscMyZm8eqqPUyZncNnXx1qkWNbgmgHpmVnUFFVw7wVe05ZvrdUOVFRbXeQMybExUSG8+AlA3ntzmxiosK5+enlXPnY53zy5amd2Eu2Hea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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(sig_results[:, 2], sig_results[:, 5], 'x-', label=\"Final Validation Loss\")\n",
    "\n",
    "# plt.ylim(0)\n",
    "\n",
    "plt.title('Final Validation Loss for Sigmoid Learning Rates')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Gamma, γ')\n",
    "\n",
    "# plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be993da6",
   "metadata": {},
   "source": [
    "# Best\n",
    "\n",
    "100 Epochs\n",
    "\n",
    "top-1 accuracy indexes: 1, 3, 2, 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "6ab2b999",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "\n",
    "best_top_1_results = list()\n",
    "best_labels = list()\n",
    "\n",
    "# Fixed\n",
    "b_fixed = fixed_results_100e[np.argmax(fixed_results_100e[:, 1])]\n",
    "best_top_1_results.append(b_fixed[1:3])\n",
    "best_labels.append(f'Fixed\\n{b_fixed[0]}')\n",
    "\n",
    "# Step Down\n",
    "b_sd = step_down_results[np.argmax(step_down_results[:, 3])]\n",
    "best_top_1_results.append(b_sd[3:5])\n",
    "best_labels.append(f'Step Down\\n{b_sd[0]}, S: {b_sd[1]},\\nγ: {b_sd[2]}')\n",
    "\n",
    "# Exp\n",
    "b_exp = exp_results[np.argmax(exp_results[:, 2])]\n",
    "best_top_1_results.append(b_exp[2:4])\n",
    "best_labels.append(f'Exponential\\n{b_exp[0]}, λ: {b_exp[1]}')\n",
    "\n",
    "# Sig\n",
    "b_sig = sig_results[np.argmax(sig_results[:, 3])]\n",
    "best_top_1_results.append(b_sig[3:5])\n",
    "best_labels.append(f'Sigmoid\\n{b_sig[0]}, S: {b_sig[1]},\\nγ: {b_sig[2]}')\n",
    "\n",
    "best_top_1_results = best_top_1_results[::-1]\n",
    "best_labels = best_labels[::-1]\n",
    "\n",
    "fig = plt.figure(figsize=(6, 3.5))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "# print(best_top_1_results)\n",
    "# print(best_labels)\n",
    "# print(best_top_1_results)\n",
    "plt.barh(range(len(best_labels)), [i[0] for i in best_top_1_results], tick_label=best_labels, label='Top-1')\n",
    "plt.barh(range(len(best_labels)), [i[1] - i[0] for i in best_top_1_results], tick_label=best_labels, label='Top-5', left=[i[0] for i in best_top_1_results])\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(axis='x')\n",
    "plt.title('Best Test Accuracy for Learning Schedule Policies')\n",
    "plt.xlabel('% Test Accuracy')\n",
    "plt.ylabel('Learning Schedule Policies')\n",
    "\n",
    "plt.xticks(np.linspace(0, 100, 11))\n",
    "plt.xlim(0, 100)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('best-barh.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8f36766a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "pythonjvsc74a57bd0333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b",
   "display_name": "Python 3.9.3  ('.venv': venv)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.3"
  },
  "metadata": {
   "interpreter": {
    "hash": "333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}