rppg-pad-checkpoint.ipynb 600 KB
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{
 "cells": [
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  {
   "cell_type": "markdown",
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   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
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   "source": [
    "# Using the pulse signal to detect attacks\n",
    "\n",
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    "Here we will use the pulse signal to discriminate real attempts from attacks\n",
    "- The pulse is derived from micro-variation in skin pixels color\n",
    "- Particularly weel-suited to mask-attacks\n",
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    "\n",
    "\n",
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    "![](data/rppg/system-overview.png)\n",
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    "\n"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
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     "slide_type": "slide"
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    }
   },
   "source": [
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    "## Extracting the pulse signal from a video sequence\n",
    "\n",
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    "Let's start with a real video sequence\n",
    "\n",
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    "![](data/rppg/frame-real.png)"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {
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    "scrolled": true,
    "slideshow": {
     "slide_type": "slide"
    }
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   },
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   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
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   "source": [
    "import bob.io.base\n",
    "import bob.io.image\n",
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    "from rppg_ltss import detect_face\n",
    "\n",
    "image = bob.io.base.load('data/rppg/frame-real.png')\n",
    "face = detect_face(image)\n",
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    "\n",
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    "from matplotlib import pyplot\n",
    "pyplot.imshow(bob.io.image.to_matplotlib(face))\n",
    "pyplot.xticks([])\n",
    "pyplot.yticks([])\n",
    "pyplot.show()"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
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   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
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       "<Figure size 720x1440 with 2 Axes>"
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      ]
     },
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     "metadata": {},
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     "output_type": "display_data"
    }
   ],
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   "source": [
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test  
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    "from rppg_ltss import build_and_plot_mask\n",
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    "build_and_plot_mask(face)"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
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     "slide_type": "subslide"
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    }
   },
   "source": [
    "Now the mean color is computed within the green area.\n",
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    "Note that eyes have been omitted so that this region is more \"stable\" (blinking can interfere)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Now let's process the whole sequence"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {
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    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
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   },
   "outputs": [
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/idiap/user/heusch/miniconda2/envs/lab-pad/lib/python3.6/site-packages/scipy/signal/signaltools.py:1344: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  out = out_full[ind]\n",
      "/idiap/user/heusch/miniconda2/envs/lab-pad/lib/python3.6/site-packages/scipy/signal/_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  b = a[a_slice]\n",
      "/idiap/user/heusch/miniconda2/envs/lab-pad/lib/python3.6/site-packages/scipy/signal/signaltools.py:1341: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  out_full[ind] += zi\n",
      "/idiap/user/heusch/miniconda2/envs/lab-pad/lib/python3.6/site-packages/scipy/signal/signaltools.py:1350: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  zf = out_full[ind]\n"
     ]
    },
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    {
     "data": {
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      "image/png": 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\n",
148 149 150 151 152 153 154 155 156 157 158
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
Guillaume HEUSCH's avatar
Guillaume HEUSCH committed
159
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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171
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
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   "source": [
    "import bob.io.video\n",
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    "video = bob.io.base.load('data/rppg/sequence-real.avi')\n",
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    "\n",
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test  
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    "from rppg_ltss import process_one_sequence\n",
    "real_pulse = process_one_sequence(video)"
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   ]
  },
  {
   "cell_type": "markdown",
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   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
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   "source": [
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    "## Let's do the same thing with an attack\n",
    "\n",
    "- The mask should not exhibit color variations due to blood flow !\n",
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    "\n",
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    "\n",
    "![attack with a mask](data/rppg/frame-attack.png)\n"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {
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    "scrolled": false,
    "slideshow": {
     "slide_type": "slide"
    }
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   },
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   "outputs": [
    {
     "data": {
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Guillaume HEUSCH committed
218
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
Guillaume HEUSCH's avatar
Guillaume HEUSCH committed
230
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
Guillaume HEUSCH's avatar
Guillaume HEUSCH committed
242
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
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   "source": [
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    "video = bob.io.base.load('data/rppg/sequence-attack.avi')\n",
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    "attack_pulse = process_one_sequence(video)"
   ]
  },
  {
   "cell_type": "markdown",
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   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
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   "source": [
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    "## Extracting features from pulse signals\n",
    "\n",
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    "1. Divide the pulse signal into small windows\n",
    "2. Compute the Discrete Fourier Transform in each window\n",
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    "$$X_k = \\sum_{n=0}^{N-1} x_n e^{-j k n / N}$$\n",
    "\n",
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    "3. Record statistics of frequency components (i.e. DFT coefficients)\n",
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    "$$\\mu(k) = \\frac{1}{W}\\sum_{i=1}^{W}\\log|X_i(k)|$$\n",
    "$$\\sigma^2(k) = \\frac{1}{W}\\sum_{i=1}^{W}(\\log|X_i(k)| - \\mu(k))$$\n",
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    "4. Concatenate in each color channel"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 6,
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   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/idiap/user/heusch/miniconda2/envs/lab-pad/lib/python3.6/site-packages/scipy/fftpack/basic.py:160: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  z[index] = x\n"
     ]
    },
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    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
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test  
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   "source": [
    "from rppg_ltss import get_ltss\n",
    "real_green_pulse = real_pulse[:, 1]\n",
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    "mean_real, std_real = get_ltss(real_green_pulse)\n",
    "attack_green_pulse = attack_pulse[:, 1]\n",
    "mean_attack, std_attack = get_ltss(attack_green_pulse)\n",
    "\n",
    "from rppg_ltss import plot_ltss_real_attack\n",
    "plot_ltss_real_attack(mean_real, std_real, mean_attack, std_attack)"
   ]
  },
  {
   "cell_type": "markdown",
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   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
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   "source": [
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    "### Results of a complete experiment on this database\n",
    "\n",
    "- features are extracted for some frames in the video sequences\n",
    "- A classifier is learned to discriminate real access from presentation attacks\n",
    "- Each video sequence is then scored\n",
    "\n",
    "![](data/svm.jpg)"
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   ]
  },
  {
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   "cell_type": "code",
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   "execution_count": 7,
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   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
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      "image/png": 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yV7r7Ind/W9KdCnb2FrNKQcE6wN1XunvbeeVjJC1w95+7+2p3/6ukX0saV9YLBSLCOXjIk20lva2gUNpYUktQ60mSTFIPSXL3F8xsnqQjwqEVYxUcnZKCL/qjzaxwj1xPSfcX2d4ASS8X/P6ygn9zhYXVqx0eH1rw+xsFP69QcBRxTcHvUnBUcEDYh8UFr2eDDut+ve0Hd/8gXG7TIn0u5gYFR+9uNrMtJN0o6VwF70V32wUApM/nOzkH7z5Jvc3s4wpypUHSbyQp3Cl6mYIjY33D5Tczsx4F2VWS8DSC8xWMtNlAQWY/VeLT18led19rZq8q+D9Am9cLfv4gfE4x31JwFO9xM1sq6VJ3v05B/n28w+kHGyrIS6DuKPCQC2Y2QsGX+8OS3lJQIO3h7q918pS2YZobSHrG3V8I739V0g3ufkonzyu0SEEItNlBwXDGNxQM9ZCCwml+wePrDDUp0auS/iWpX3i0r1ze5YPBHtALJF1gZgMVDHd5NrztartdrhcAkC5hsfQrBfn4hqS7wqN1kvRNSbtJ+ri7v25mDQpOL7Aiq3pfQdHWZpu2H8xsIwVHw74s6XZ3X2Vmvy1YT3fZskgFO0vDUTvbS+os7zvl7q8rGPEjM/uEpNlm9qCC3H3A3Q/p7KnlbguoJYZoItPMbHMLLphys6Qb3f0pd18r6ScKxvT3D5fb1sw+U/DUmxWcT/Y1/Wd4phQcvTrCzD4TXkyklwWXbC52IvlNks40s53MbFMFw0BndSiGzjOzjc1sDwXnGcwqsp4uuftiBcNXLg1f7wZm9lEzK3VozBsKzhEsyswOMrOhFly05R0FQ1bWlLDdNyRt1+G8BwBAuv1SwTDI8Vo3HzdTsPN0mZltqeAIXGfmSjrAzHaw4OJjUwse+5CkjSS1SlodHs0bXfD4G5K2Cp9XzK8kHW5mB5tZTwWF578kPVrqC2xjZkcX5PtSBYXbGkl3SdrVzE4ws55hG1FwMZcucxWIGgUesupOM3tXwV62cyX9SOtOkfBtSS9I+rOZvSNptoI9j5Lai6bHFIzZn1Vw/6uSPifpHAXh86qks1X839J1CoZrPCjpJUkrJZ3WYZkHwn7cK+kSd7+nsperLysIxWcUhNCtCs6zK8UVksZZcNWzK4s8vk24vnckzQv73Ha1sq62e5+kf0h63czeKvcFAQDq5k5bdx6837Q94O5/UXAEboCCK1q2uVzBuW5vSfqzpD90tvLw/PVZkv4uqUVBwdT22LuSvq6gUFuq4Dy/Owoen69gB+qL4fmB6wyvdPdnFZwv/79hX45QMO3Dv8t9EySNkPQXM3sv7MPp7v5S2MfRCs45X6RgyOf/KChMJelnkgaH/fttBdsFqmLuHEUG4hYOdXxJUs8Kh1UCAAAA6+EIHgAAAABkBAUeAAAAAGQEQzQBAAAAICM4ggcAAAAAGUGBBwAAAAAZkYqJzvv16+cDBw6sdzcAABFraWl5y923rnc/0oJ8BID8KDUjU1HgDRw4UM3NzfXuBgAgYmb2cr37kCbkIwDkR6kZyRBNAAAAAMgICjwAAAAAyAgKPAAAAADIiFScgwcg3VatWqWFCxdq5cqV9e4KEqJXr17abrvt1LNnz3p3BQDqioxER9VmJAUegMgtXLhQm222mQYOHCgzq3d3UGfuriVLlmjhwoXaaaed6t0dAKgrMhKFapGRDNEEELmVK1dqq622IrggSTIzbbXVVuytBgCRkVhXLTKSAg9ALAguFOLzAAD/wXciClX7eYiswDOz68zsTTN7uuC+i81svpn93cx+Y2ZbRLV9ACjUo0cPNTQ0aM8999Tw4cP16KOPRr7NK6+8UrvvvrvGjx+vO+64Q9OnTy+63Kabbhp5X5AsZCSAJCEjsyXKc/BmSLpK0i8K7vuTpKnuvtrM/kfSVEnfjrAPAJJoWp8ar295t4v07t1bc+fOlST98Y9/1NSpU/XAAw/Uth8dXH311fr973/fPoZ+7NixkW4PqTJDZCSAYshIVCmyI3ju/qCktzvcd4+7rw5//bOk7aLaPgB05p133lHfvn0lBSczn3322RoyZIiGDh2qWbNmSZLmzJmjUaNGady4cRo0aJDGjx8vd5ck/fd//7dGjBihIUOGaOLEie33F/rqV7+qF198UWPHjtVll12mGTNm6NRTT5UkvfTSSxo5cqRGjBih8847b53nXXzxxRoxYoSGDRum888/P8q3AXVERgJIKjIy/ep5Dt5XJP2+jtsHkCMrVqxQQ0ODBg0apJNPPrk9NG677TbNnTtXTz75pGbPnq2zzz5bixcvliT97W9/0+WXX65nnnlGL774oh555BFJ0qmnnqonnnhCTz/9tFasWKG77rprve1dc801GjBggO6//36deeaZ6zx2+umn62tf+5qeeOIJbbPNNu3333PPPXr++ef1+OOPa+7cuWppadGDDz4Y1VuCZCMjAcSGjMyWuhR4ZnaupNWSZnaxzEQzazaz5tbW1vg6h+qNGhU0IEHahp/Mnz9ff/jDH/TlL39Z7q6HH35Yxx13nHr06KEPf/jDOvDAA/XEE09IkvbZZx9tt9122mCDDdTQ0KAFCxZIku6//359/OMf19ChQ3XffffpH//4R1l9eeSRR3TcccdJkk444YT2+++55x7dc8892muvvTR8+HDNnz9fzz//fG3eAKRGdxlJPqYcGYkEIiOzJfZ58MzsREljJB3sxY7Zhtz9WknXSlJjY2OnywFAuUaOHKm33npLra2tRYeOtNloo43af+7Ro4dWr16tlStXavLkyWpubtb222+vadOmaeXKlXr11Vd1xBFHSAqGnnz1q1/tsg/FrpDl7po6daomTZpU4StD2pWSkeQjgCiRkekX6xE8MztUwQnjY939gzi3DQBt5s+frzVr1mirrbbSAQccoFmzZmnNmjVqbW3Vgw8+qH322afT57bNS9OvXz+99957uvXWWyVJ22+/vebOnau5c+d2G1z777+/br75ZknSzJn/OUjzmc98Rtddd53ee+89SdJrr72mN998s6rXivQgIwEkARmZfpEdwTOzmySNktTPzBZKOl/BFcE2kvSnsDL/s7t3/VcGgBpoO79ACvYCXn/99erRo4e+8IUv6LHHHtOee+4pM9MPf/hDbbPNNpo/f37R9WyxxRY65ZRTNHToUA0cOFAjRowouy9XXHGFjj/+eF1xxRU66qij2u8fPXq05s2bp5EjR0oKLg194403qn///hW8YiQZGQkgScjIbLGuDr0mRWNjozc3N9e7GyjVJZcEt2edVd9+IDHmzZun3Xffvd7dQMIU+1yYWYu7N9apS6lDPqYQGYkOyEgUU01Gxn4OHnKA0AIAoDgyEkDE6jlNAgAAAACghijwUHtcAhoAgOLISAARo8ADAAAAgIygwAMAAACAjKDAAwAAAICMoMADkAs9evRQQ0ODhgwZoqOPPloffBD/PNLLli3T1VdfXfZyixYt0rhx42rWj9bWVvXs2VNNTU3r3H/RRReV3dfOTJgwoX2CWwBAspGR/5GFjGQePNRe2wd+8uT69gOJ0XEul1L+Pbe0tGjKlCmaPn269t577y6XbWzsftq0TTfdVO+9954kafz48dp77731jW98o/1xd5e7a4MNotvvtWDBAo0ZM0ZPP/10TZar1NVXX62bbrpJPXr00Jw5c9rvL3yPqu3DhAkTNGbMmC5Dl3nwqkc+phAZiQ7Kzchy8lEiI8uVhYzkCB5qb/Jkggtdamlp6XaZvffeW9OnT9eUKVNKWr4cn/zkJ/XCCy9owYIF2n333TV58mQNHz5cr776qu655x6NHDlSw4cP19FHH93+ZT5lyhQNHjxYw4YN01nhPFatra066qijNGLECI0YMUKPPPKIJGnatGn6yle+olGjRmnnnXfWlVde2b6Of/7zn2poaNDZZ5+t9957TwcffLCGDx+uoUOH6vbbby+63IIFCzRkyBBJ0sqVK3XSSSdp6NCh2muvvXT//fdLkmbMmKEjjzxShx56qHbZZRd961vf6vT133TTTbr00ku1cOFCvfbaa+3bXLFihRoaGjR+/PiS+ypJv/jFLzRs2DDtueeeOuGEE9bb3nnnnacJEyZo7dq1Vf3dgEwgI1GlKPNRIiMzkZFtFXmS29577+1IkfffDxoQeuaZZ9b5fYsttvBrrrnGn3jiiW7bNddc0+3ypdhkk03c3X3VqlU+duxYv/rqq/2ll15yM/PHHnvM3d1bW1v9k5/8pL/33nvu7j59+nS/4IILfMmSJb7rrrv62rVr3d196dKl7u5+3HHH+UMPPeTu7i+//LIPGjTI3d3PP/98HzlypK9cudJbW1t9yy239H//+9/+0ksv+R577NHep1WrVvny5cvbt/3Rj37U165du95yhb9fcsklPmHCBHd3nzdvnm+//fa+YsUK//nPf+477bSTL1u2zFesWOE77LCDv/LKK+u9D6+88op/7GMfc3f3qVOn+qWXXrree9Rxm1319emnn/Zdd93VW1tb3d19yZIl7u5+4okn+i233OJnn322T5w4sf29K9Txc+HuLqnZE5A7aWnkYwqRkeig43dhLfORjMxnRnIEr0Bzc3N7a2pqUt++fdXU1LTO/SjBYYcFDehEOXsea7Wnsm3PW2Njo3bYYQf913/9lyRpxx131L777itJ+vOf/6xnnnlG+++/vxoaGnT99dfr5Zdf1uabb65evXrp5JNP1m233aaNN95YkjR79mydeuqpamho0NixY/XOO+/o3XfflSQdfvjh2mijjdSvXz/1799fb7zxxnp9cnedc845GjZsmD796U/rtddeK7pcoYcffrh9D+CgQYO044476rnnnpMkHXzwwerTp4969eqlwYMH6+WXX17v+TfffLOOOeYYSdIXv/hF3XTTTSW9f5319b777tO4cePUr18/SdKWW27Z/pzvfe97WrZsmZqammRmJW0HyDwyEt2IOx8lMrJNVjJyw5quLUMK/9GUOsYZQGnK/fdVi3+PvXv31ty5c9e7f5NNNmn/2d11yCGHFP1Cf/zxx3Xvvffq5ptv1lVXXaX77rtPa9eu1WOPPabevXuvt/xGG23U/nOPHj20evXq9ZaZOXOmWltb1dLSop49e2rgwIFauXJll68j2IFXXCnbvOmmm/TGG29o5syZkoKT059//nntsssuXW63s766e6fBNGLECLW0tOjtt99eJ9QAAJ2LOx8lMrJNVjKSI3hdiHqMM5Bn5f77iuPf47777qtHHnlEL7zwgiTpgw8+0HPPPaf33ntPy5cv12GHHabLL7+8PQRHjx6tq666qv35xcKx0Gabbda+91KSli9frv79+6tnz566//772/cmdlyu0AEHHNAePM8995xeeeUV7bbbbiW9vmeffVbvv/++XnvtNS1YsEALFizQ1KlTdfPNN0uSevbsqVWrVpXV14MPPli/+tWvtGTJEknS22+/3f6cQw89VFOmTNHhhx/e6esBAKwrifkokZFpykgKvG5Q5AHRSVqIbb311poxY4aOO+44DRs2TPvuu6/mz5+vd999V2PGjNGwYcN04IEH6rLLLpMkXXnllWpubtawYcM0ePBgXXPNNV2uf6utttL++++vIUOG6Oyzz9b48ePV3NysxsZGzZw5U4MGDSq6XKHJkydrzZo1Gjp0qI499ljNmDFjnb2SXbnpppv0hS98YZ37jjrqqPa9sRMnTtSwYcM0fvz4kvu6xx576Nxzz9WBBx6oPffcc52rrknS0UcfrVNOOUVjx47VihUrSuonAORd0vJRIiPTlJFMk1Cgq220XZJ26dKlkfcj9UaNCm4LLi2LfCt2qV+AaRKqxzQJKURGogMyEsVUk5Gcg1eitj0jKMGECfXuAQAAyURGAogYBV4ZuNBKiQgvAACKIyMBRIxz8Apwjl2NvPVW0AAAwLrISAARo8ArwIVUamTcuKABAIB1kZEAIkaBV4CrZQIAAABIMwq8AkyJAAAAACDNKPA6oMgDsqlHjx5qaGhob21XxR01apR222239vvHhUOnpk2bpm233VYNDQ0aPHhw+zw4hb7//e+3P69w/VdeeaUmTJigW2+9teavY9SoUV1O6dLRnDlzNGbMmKJBil/JAAAgAElEQVSPDRw4UG9xLhAA5B4Zub40ZyRX0SyisMibPn06V88EMqB3796aO3du0cdmzpypxsb1p5U588wzddZZZ+n555/X3nvvrXHjxqlnz57tj5977rk699xzJUmbbrrpOuufUMKV8tasWaMePXqU+UoAAKgtMjJbOILXCY7kVeFrXwsakBG77LKLNt54Yy1durSs5z344IPab7/9tPPOO7fvqZwzZ44OOuggHX/88Ro6dKgk6cYbb9Q+++yjhoYGTZo0SWvWrNGaNWs0YcIEDRkyREOHDtVll13Wvt5bbrlF++yzj3bddVc99NBDkqSVK1fqpJNO0tChQ7XXXnvp/vvvX68/S5Ys0ejRo7XXXntp0qRJcvdK3xIAlSIjkTFkZPJwBK8LHMmr0LHH1rsHwHpWrFihhoaG9t+nTp2qY8PP6vjx49W7d29J0iGHHKKLL754nef+9a9/1S677KL+/fuXtc3Fixfr4Ycf1vz58zV27Nj2oS2PP/64nn76ae20006aN2+eZs2apUceeUQ9e/bU5MmTNXPmTO2xxx567bXX9PTTT0uSli1b1r7e1atX6/HHH9fdd9+tCy64QLNnz9aPf/xjSdJTTz2l+fPna/To0XruuefW6c8FF1ygT3ziE/rud7+r3/3ud7r22mvLej0AaoCMRAKRkdnKSAq8bnQs8oodokYHr74a3G6/fX37geQaNWr9+445Rpo8WfrgA+mww9Z/fMKEoL311vqXGJ8zp9tNVjL85LLLLtNPfvITvfjii/rDH/7Q7TY6+vznP68NNthAgwcP1htvvNF+/z777KOddtpJknTvvfeqpaVFI0aMkBSEbP/+/XXEEUfoxRdf1GmnnabDDz9co0ePbn/+kUceKSn4flqwYIEk6eGHH9Zpp50mSRo0aJB23HHH9cLrwQcf1G233SZJOvzww9W3b9+yXxOAKpGR6A4ZSUZWiSGaJSgs8lCCE04IGpByZ555pp599lnNmjVLX/7yl7Vy5cqynr/RRhu1/1w41GOTTTZZ5/4TTzxRc+fO1dy5c/Xss89q2rRp6tu3r5588kmNGjVKP/7xj3XyySevt94ePXpo9erV662/K2ZW1msAUGNkJDKCjEwujuCVqK3IA1ADXe1N3Hjjrh/v16+kvZG1dOSRR+r666/X9ddfr0mTJtV03QcffLA+97nP6cwzz1T//v319ttv691339Umm2yiD33oQzrqqKP00Y9+tNsT0g844ADNnDlTn/rUp/Tcc8/plVde0W677abHHntsvWW+853v6Pe//33Z50sAAGJARrYjIytDgVcGzsED0qvj+QWHHnpo+06bwvML+vXrp9mzZ6/3/O9+97s6/vjjdcopp2iDDWo3+GHw4MG68MILNXr0aK1du1Y9e/bUj3/8Y/Xu3VsnnXSS1q5dK0n6wQ9+0OV6Jk+erK9+9asaOnSoNtxwQ82YMWOdvaOSdP755+u4447T8OHDdeCBB2qHHXao2esAAKQXGZmtjLQ0XCGmsbHRy5nTolJNTU3dFnGcg1eCtrHjMe9BQnLNmzdPu+++e727gYQp9rkwsxZ354u2RHHlI2qIjEQHZCSKqSYjOQevAFMiAAAAAEgzhmgWYEqEGvnmN+vdAwAAkomMBBAxjuAVYHLzGjniiKABAIB1kZEAIkaB1wFFXg08+2zQgAJpON8X8eHzgNwiI1EE34koVO3nIbICz8yuM7M3zezpgvu2NLM/mdnz4W0iZxCkyKvSpElBA0K9evXSkiVLCDBICoJryZIl6tWrV727UjdpzkhUiYxEB2QkCtUiI6M8B2+GpKsk/aLgvimS7nX36WY2Jfz92xH2oWKFRR7n5AHV2W677bRw4UK1trbWuytIiF69emm77bardzfqaYZSnJEAaoeMREfVZmRkBZ67P2hmAzvc/TlJo8Kfr5c0RwkOL4o8oDZ69uypnXbaqd7dABIjCxkJoDbISNRa3OfgfdjdF0tSeNs/5u2XjeGaAICYpC4jAQDJk9iLrJjZRDNrNrPmeh+yLizyAACopyTlIwAgeeKeB+8NM/uIuy82s49IerOzBd39WknXSlJjY2PdzzptK/JQgu98p949AIA0Kikjk5aPKBMZCSBicRd4d0g6UdL08Pb2mLdfFc7BK9GnP13vHgBAGtUtI5ubm9e7r6Wlpdtz0BsbG6PuWvaQkQAiFuU0CTdJekzSbma20Mz+S0FoHWJmz0s6JPw9MTjHrkbmzg0aAKCoNGQk56BHhIwEELEor6J5XCcPHRzVNqvF1TJr5Iwzgts5c+raDQBIqrRkJFeTjgAZCSBiib3ISj2wpxIAgHVxJA8A0oUCrwAhBgDA+shHAEiPuC+yUjd9+/YtaXgJw1EAAHnT0tJCPgJARuTmCF45ex7ZUwkAyBPyEQCyIzcFXrmhRIhV4aKLggYASIVK8xEVICMBRCw3BZ5EkReb/fYLGgAgFSrNR1SAjAQQsVwVeBJFXiwefTRoAIDUqCQfUQEyEkDEclfgSdUVeSjBOecEDQCQKuzUjAEZCSBiuSzwJIajAABQDEUeAKRbbgs8ieEoAAAUQ5EHAOmV6wJPIsQAACiGfASAdMp9gScRYgAAFEM+AkD6UOCFCLEauvzyoAEAUo98rDEyEkDEclPgMSVCjBoaggYAyATysYbISAARy02Bx7x3MZo9O2gAgFQgH2NERgKIWG4KPCY3j9GFFwYNAJAK5GOMyEgAEctNgVfN5OaEGAAgyyrNRwBA8uSmwJMo8gAAKKbSfAQAJE+uCjyJIg8AgGIqyUcAQPLkrsCTqivyAADIKnZqAkD65bLAkxiOEqmmpqABAFKHIi9iZCSAiOW2wJMYjhKZ3XYLGgAglSjyIkRGAohYrgs8iRCLxJ13Bg0AkFrkY0TISAARy32BJxFiNXfppUEDAKQa+RgBMhJAxCjwQoQYAADrIx8BIF1yU+AxJQIAAJUhHwEgPXJT4DHvHQAAxZGPAJAduSnwmNwcAIDiyEcAyI5uCzwz6xFHR6JWzeTmhFiZbrghaACQcVnJyErzERUgIwFErJQjeC+Y2cVmNjjy3kSMIi8m228fNADIvkxkZKX5iAqQkQAiVkqBN0zSc5J+amZ/NrOJZrZ5xP2KDEVeDGbNChoAZF9mMrKSfEQFyEgAEeu2wHP3d939J+6+n6RvSTpf0mIzu97MPhZ5DyNQTZGHEvzf/wUNADIuaxnJTs0YkJEAIlbSOXhmNtbMfiPpCkmXStpZ0p2S7o64f5FhOAoAoFpZzEiKPABIt1KGaD4v6XOSLnb3vdz9R+7+hrvfKukP0XYvWgxHAQBUKZMZSZEHAOlVSoH3ZXf/L3d/tO0OM9tfktz965Vs1MzONLN/mNnTZnaTmfWqZD21QIgBAKqQ2YwkHwEgnUop8K4sct//VrpBM9tW0tclNbr7EEk9JH2x0vXVAiEGAKhQpjOSfASA9NmwswfMbKSk/SRtbWbfKHhocwWBU+12e5vZKkkbS1pU5fqqVhhi06dPZzhmNW69td49AIBI5SkjyccaIyMBRKyrI3gfkrSpgqDZrKC9I2lcpRt099ckXSLpFUmLJS1393sqXV+pmBIhRv36BQ0AsitTGdkd8rGGyEgAEeu0wHP3B9z9Akn7uvsFBe1H7v58pRs0s74KTkjfSdIASZuY2ZeKLDfRzJrNrLm1tbXSzbVj3rsYzZgRNADIqHpmZK3zUWInaKzISAAR67TAM7PLwx+vMrM7OrYqtvlpSS+5e6u7r5J0m4JhLutw92vdvdHdG7feeusqNhdgcvMYEV4AMq6eGVnrfJTYCRorMhJAxLoaonlDeHuJgnl9OrZKvSJpXzPb2MxM0sGS5lWxvpJUM7k5IQYA6CBTGVlpPgIAkqerIZot4e0DbU3S3yUtDX+uiLv/RdKtkv4q6amwD9dWur5yUOQBAGohaxlZaT4CAJKn22kSzGyOmW1uZltKelLSz83sR9Vs1N3Pd/dB7j7E3U9w939Vs75yUOQBAGolSxlZST4CAJKnlHnw+rj7O5KOlPRzd99bwTkCqVVNkQcAQIFMZSQ7NQEg/Uop8DY0s49IOkbSXRH3JzYMR4nQ3XcHDQCyL3MZSZEXMTISQMRKKfD+W9IfJb3g7k+Y2c6SKr4EdJIwHCUiG28cNADIvkxmJEVehMhIABHrtsBz91vcfZi7Tw5/f9Hdj4q+a/EgxCJw9dVBA4CMy3JGko8RISMBRKyUi6xsbWbnmNm1ZnZdW4ujc3EhxGrsV78KGgBkXNYzknyMABkJIGKlDNG8XVIfSbMl/a6gZQohBgCoQOYzknwEgHQppcDb2N2/7e6/cvdft7XIe1ZjTIkAAIhAJjKyO+QjAKRHKQXeXWZ2WOQ9iRjz3gEAIpCJjCQfASA7SinwTlcQYCvN7B0ze9fM3om6Y7XG5OYAgAhkIiPJRwDIjlKuormZu2/g7r3cffPw983j6FwtVTO5OSFWpjlzggYAGZeVjKw0H1EBMhJAxEq5iqaZ2ZfM7Lzw9+3NbJ/ou1Z7FHkAgFrKSkZWmo8AgOTZsIRlrpa0VtKnJH1P0nuSfixpRIT9ikxhiE2fPr3bycs7Lt/Y2BhTT1PskkuC27POqm8/ACB6mcnISvIRFSAjgfSa1qeK5y6vXT+6Uco5eB939/8naaUkuftSSR+KtFcRq+ZIHkpw111BA4Dsy1RGMnIlBmQkgIiVUuCtMrMeklwKJnVVsLcy1RiOAgCogcxlJEUeAKRbKQXelZJ+I6m/mX1f0sOSLoq0VzGppMgDAKBAJjOSIg8A0quUq2jOlPQtST+QtFjS5939lqg7FhdCDABQqSxnJPkIAOlUylU0h0oaKulNSXPcfV7kvYoZIVZjvXsHDQAyLusZST5GgIwEELFOCzwz62NmcyT9VtLxksZLut3M7jez1M3x0x1CrIZ+//ugAUBG5SkjyccaIyMBRKyrI3jfk9QsaRd3/4K7f17SrpKekPT9ODpXS8x7BwCooUxlZHfIRwBIj64KvE9LmuLu7VcDc/c1ks4JH0sVJjeP0fe+FzQAyK5MZST5GCMyEkDEupro/N/uvrrjne6+2sz+FWGfIlHN5OZcPbNM994b3J53Xn37AaB8KZnENQEylZGV5mNjY2NMPcwQMhJAxLo6gtfLzPYys+Ed2t6SNoqrg7VSzeTm7KkEAHSQqYysNB8BAMnT1RG8xZJ+1Mljr0fQl8iVe2SOI3kAgE5kKiMrzUcAQPJ0egTP3Q/qqsXZyVriSB4AoFpZzMhK8hEAkDzdzoOXRdUUeSjBVlsFDQCQKuzUjAEZCSBiuSzwpMqLPJTg178OGgAgdSjyIkZGAohYbgs8ieEoAAAUQ5EHAOnVbYFnZr82s8PNLJPFICEWgalTgwYAGZfljCQfI0JGAohYKYH0f5KOl/S8mU03s0ER9yl2hFiNPfZY0AAg+zKdkeRjBMhIABHrtsBz99nuPl7ScEkLJP3JzB41s5PMrGfUHYxLrUKsubm509bU1KS+ffvWsNcAgHrKQ0ZS5AFAupQ0pMTMtpI0QdLJkv4m6QoFYfanyHpWY0mYEoELtQBA9mQhI7tDkQcA6VHKOXi3SXpI0saSjnD3se4+y91Pk7Rp1B2slaTMe8eFWgAgO7KSkUnIRwBAbZRyBO+n7j7Y3X/g7oslycw2kiR3b4y0dzUU1+TmhJ6k7bYLGgBkXyYyMik7QXOBjAQQsVIKvAuL3Je6s4Ormdy8nBAj9CTdeGPQACD7MpGRleYjKkBGAohYpwWemW1jZntL6m1me5nZ8LCNUjAUJXXiKPLYswkA2Ze1jKw0HwEAydPVEbzPSLpE0naSfiTp0rB9Q9I51WzUzLYws1vNbL6ZzTOzkdWsrxxRF3kMX5F0xhlBA4DsylxGVpJ3qAAZCSBinRZ47n69ux8kaYK7H1TQxrr7bVVu9wpJf3D3QZL2lDSvyvWVpZqiLYr1Z87cuUEDgIzKakbmPr/iQEYCiFhXQzS/FP440My+0bFVukEz21zSAZJ+Jknu/m93X1bp+ioV9XAUQhIAsivLGUl+AUC6dTVEc5PwdlNJmxVpldpZUqukn5vZ38zsp2a2SceFzGyimTWbWXNra2sVm+tc1MNRCEkAyKy6ZWQS8xEAkBwbdvaAuzeFtxdEsM3hkk5z97+Y2RWSpkg6r8P2r5V0rSQ1NjZ6jfvQrjDEpk+fXvNzCqJePwCsY1qfevcgF+qZkVnJRwBANDot8Mzsyq6e6O5fr3CbCyUtdPe/hL/fqiC86ibuIq+xMTVTI1Vm113r3QMAiFReMpIiLwJkJICIdVrgSYpkTIa7v25mr5rZbu7+rKSDJT0TxbbKEWeRN2nSpJquO3GuvbbePQCAqOUmIynyaoyMBBCxroZoXh/hdk+TNNPMPiTpRUknRbgtSVJLS0u3oRRXkQcASLesZWR3KPIAID26uorm5eHtnWZ2R8dWzUbdfa67N7r7MHf/vLsvrWZ9pUjKPHa5CMWJE4MGABmVtYxMQj7mBhkJIGJdXUXzhvD2Ev1nAtfClipxTVZO6El67rmgAUB2ZSojk7ITNBfISAAR62qi85bw9gFJj0laKultSY+F96VKNZOblxNihB4AZF/WMrLSfAQAJE9XR/AkSWZ2uKR/SrpS0lWSXjCzz0bdsSjEUeSxZxMA8iMrGVlpPgIAkqfbAk/BUJOD3H2Uux8o6SBJl0XbrehEXeQxfAUAciUzGVlJ3gEAkqeUAu9Nd3+h4PcXJb0ZUX9iUU3RFsX6M6ehIWgAkH2Zysjc51ccyEgAEevqKppHmtmRkv5hZneb2QQzO1HSnZKeiK2HEYl6OEquQ/Lyy4MGABmV5YzMdX7FgYwEELGujuAdEbZekt6QdKCkUZJaJfWNvGcxiHo4CiEJAJmV6YwkvwAgvbqa6LzuE6vGIa7JzXM1OeyXvhTc3nhjffsBABHJQ0bmMr/iQEYCiFgpV9HsZWb/z8yuNrPr2locnYtLHJOb52pP6MKFQQOAjMt6RuYuv+JARgKIWCkXWblB0jaSPiPpAUnbSXo3yk7VQ5xFHgAgMzKfkRR5AJAupRR4H3P38yS97+7XSzpc0tBou1V7SZjigHmDACBzMpGR3aHIA4D0KKXAWxXeLjOzIZL6SBoYWY8ikpR57DiHAQAyJRMZmYR8BADURikF3rVm1lfSeZLukPSMpP+JtFcRiGuyckJP0siRQQOA7MtERiZlJ2gukJEAItZtgefuP3X3pe7+gLvv7O793b0pjs7VUjWTm5cTYoSepB/8IGgAkHFZychK8xEVICMBRKyUq2huZWb/a2Z/NbMWM7vczLaKo3O1FkeRx55NAMiPrGRkpfkIAEieUoZo3izpTUlHSRon6S1Js6LsVJSiLvIYviLpqKOCBgDZl5mMrCTvUAEyEkDESinwtnT377n7S2G7UNIWUXcsStUUbVGsP3OWLAkaAGRfpjIy9/kVBzISQMRKKfDuN7MvmtkGYTtG0u+i7ljUoh6OQkgCQC5kLiPLya/m5mY1NzerqalJffv2VVNTU/t9XTUAQHQ6LfDM7F0ze0fSJEm/lPTvsN0s6cx4uhetqIejUOQBQDZlPSM5PQEA0qvTAs/dN3P3zcPbDdx9w7Bt4O6bx9nJKMU1uXk9Qq+zPaeFe1oBAOXLQ0ZS5AFAOpUyRFNmNtbMLgnbmKg7FbcsF3nd9ScSBx8cNADIgSxnJEVeBMhIABErZZqE6ZJOVzB56zOSTg/vy5Q4i7wkiPQS1+edFzQAyLg8ZCRFXo2RkQAiVsoRvMMkHeLu17n7dZIODe9LlSSEUtLmDeIS1wBQtUxkZHco8gAgPUoaoql1L/ncJ4qORC0poRRnUVW3UP3sZ4MGAPmQ+oxkXtgYkZEAIlZKgfcDSX8zsxlmdr2kFkkXRdut2osrlJIUYnUL1RUrggYA2ZeJjIwqHynyiiAjAUSsywLPzEzSw5L2lXRb2Ea6+80x9K2m4gqlJIUYoQoA0clSRkaZjxR5ABCvLgs8d3dJv3X3xe5+h7vf7u6vx9S3mosjlJIUYoQqAEQnSxkZdT6SRwAQn1KGaP7ZzEZE3pOY5C3EktYfAMiYzGRknPkIAIhOKQXeQQoC7J9m9ncze8rM/h51x6IUdSglraiKvT9jxgQNALIvUxkZV5GXa2QkgIiVUuB9VtLOkj4l6QhJY8LbVIs6lHJd5J11VtAAIPsyl5FxFHm5RkYCiFinBZ6Z9TKzMySdrWBen9fc/eW2FlsPIxR1KOW6yAOADMt6Rqb99AQAyLOujuBdL6lR0lMK9lBeGkuPYhbX5OZJCb1Y+jNqVNAAILsyn5EUeREhIwFErKsCb7C7f8ndmySNk/TJmPoUuzwXeQCAiuQiIynyACB9uirwVrX94O6rY+hLXcVZ5CUBJ7oDQFVyk5EUeQCQLl0VeHua2Tthe1fSsLafzeydajdsZj3M7G9mdle16ypFEkIpaUVV7k90B4DKZSoju0ORBwDp0WmB5+493H3zsG3m7hsW/Lx5DbZ9uqR5NVhPSZISSnEWVYQqAEQjaxmZh3lhASAvSpkmoebMbDtJh0v6aVzbjCuUkhRidQvVY44JGgCgbPXIyDgmN09SPtYVGQkgYnUp8CRdLulbktbGtcG4QilJIVa3UJ08OWgAgErEnpFxTG6epHysKzISQMRiL/DMbIykN929y295M5toZs1m1tza2lqTbccRSkkKsbqF6gcfBA0AUJZSMjKN+UiRV4CMBBCxehzB21/SWDNbIOlmSZ8ysxs7LuTu17p7o7s3br311jXbeN5CrC79OeywoAEAytVtRmYhH3ONjAQQsdgLPHef6u7buftASV+UdJ+7fynOPkQdShR5AIBK1Dsj4yryAKCupvWprKVEvc7Bq7uoQylpRVXS+gMASKY4ijwAQHTqWuC5+xx3H1Ov7UcdSkkrqpLWHwBA5+qZkWk/PQEA8iy3R/DaxDW5eVJCL2n9AQAkE0UeAKRT7gs8Kd9FXiQmTAgaACDVKPIiQEYCiBgFXijOIi8JIj3RnfACgMygyKsxMhJAxHJT4CUhlJJ29bDITnR/662gAQAygSKvhshIABHLTYGXlFCK8+phdQvVceOCBgBIhTzMC5sYZCSAiOWmwIsrlJIUYoQqAKAUcUxuTh4BQDxyU+DFFUpJCjFCFQBQijgmNyePACAeuSnwpHhCKUkhRqgCAEoRx+Tm5BEAxCNXBZ6UvxBLWn8AAMkUZz4CAKKTuwJPij6UklZUxd6fr30taACAVImryMs1MhJAxHJZ4EnRh1Kui7xjjw0aACB14ijyco2MBBCx3BZ4UvShlNsi79VXgwYASKW0n56QaGQkgIjlusCT4pvcPCmhF0t/TjghaACA1KLIiwgZCSBiuS/wpHwXeQAAdIYiDwDShwIvFGeRlwSc6A4AKAVFHgCkS24KvCSEUtKKqtyf6A4AKAlFHgCkR24KvKSEUpxFFaEKAChFHuaFBYC8yE2BF1coJSnE6haq3/xm0AAAqRDH5OZJyse6IiMBRCw3BV5coZSkEKtbqB5xRNAAAKkQx+TmScrHuiIjAUQsNwWeFE8oJSnE6haqzz4bNABAKsQxuXmS8rGuyEgAEctVgSflL8Tq0p9Jk4IGAEiNOPMx18hIABHLXYEnRR9KFHkAgDSKq8gDAEQnlwWeFH0oJa2oSlp/AADJFEeRBwCITm4LPCn6UEpaUZW0/gAAkintpycAQJ7lusCT4pvcPCmhl7T+AACSiSIPANIp9wWelO8iLxLf+U7QAACpRpEXATISQMQo8EJxFnlJEOmJ7p/+dNAAAKlHkVdjZCSAiOWmwEtCKCXt6mGRneg+d27QAACZQJFXQ2QkgIjlpsBLSijFefWwuoXqGWcEDQCQCnmYFzYxyEgAEctNgRdXKCUpxAhVAEAp4pjcnDwCgHjkpsCLK5SSFGKEKgCgFHFMbk4eAUA8clPgSfGEUpJCjFAFAJQijsnNySMAiEeuCjwpfyGWtP4AAJIpznwEAEQndwWeFH0oJa2oir0/F10UNABAqsRV5OUaGQkgYrEXeGa2vZndb2bzzOwfZnZ63H2Qog+lXBd5++0XNABAWZKQkXEUeblGRgKIWD2O4K2W9E13313SvpL+n5kNrkM/Ig+l3BZ5jz4aNABAuRKRkWk/PSHRyEgAEYu9wHP3xe7+1/DndyXNk7Rt3P1oE9fk5kkJvVj6c845QQMAlCVJGUmRFxEyEkDE6noOnpkNlLSXpL/Usx95LvIAAMmUhIykyAOA9KlbgWdmm0r6taQz3P2dIo9PNLNmM2tubW2NvD9xFnlJwInuAJBcXWVk0vORIi8/mpqa1Nzc3G1rampS375925cHEK0N67FRM+upILhmuvttxZZx92slXStJjY2NXu02W1pauj2HrjCUpk+fXvMTwZNWVOX+RHcASKDuMrLW+ViKcvMx6jyNzbQ+FT5veW37kVCVfh4aGxtj6mEC8BlCHdTjKpom6WeS5rn7j+LablL2PMYZcuw5BYB0qVdG5mFeWNQe8yACyVSPIZr7SzpB0qfMbG7YDot6o3GFUpJCrG6hevnlQQMAlKsuGRnH5OZJyse6ylBGMg8ikEz1uIrmw+5u7j7M3RvCdnfU240rlJIUYnUL1YaGoAEAylKvjIxjcvMk5WNdZSwjmQcRSJ66XkUzbnGEUpJCrG6hOnt20AAAqRDH5OZJyse6ymBG8vcFkiVXBZ6UvxCrS38uvDBoAIDUiDMfcy2jGZm0//8AeZa7Ak+KPpSS9iWXtP4AAJIpriIP2cT/N4BkqMs0CUlQ6SWf+/btm4hLRDc3N6ulpaXqS1Z3NR9N2/qXLl1ak/52tv62/uTqssnq+r2Xgvdn0qRJMfUGAAJRT4nAOVjZlpkpMoAUy+URvDZpH66Z9j2t7OnrGqEIoF6SlndIFz4PQH3lusCTKPJKWT5KeYBGTlgAABIVSURBVD4ng9ADkGRJyzukC58HoH5yO0SzUBzDUQqXr/VQxKj7X7amprIWz+s5GQxfAZB0icuXLCgzI9OMz0OOTOtTxXOXx7/NjMv9Ebw2ab96WKL2tO62W9DKkMcvffZsAkiDROVLFlSQkUnF5wFIptwUeEkYfpm0c9oi+9K9886gFeBLfX2EHoC0SEy+ZEGRjEwrPg9AMuWmwEvKOXZxntNWty/dSy8NWgG+1Isj9AAkQRLyMTeKZGRaJWkkE4D/yE2Bl+YLqZQrif1P0vuTNEn7/ADIn7zkI2oraSOZAARyU+Cl/WqZ5Upa/5P2/iQN7w+AespTPqK2kjaSCUCOCjwpW0VeGvtPyHeN9wdAvWQpHxE//r5AsuSqwJOyE2Jp7T8h0DXeHwD1kvarSaO+yC8gOXJX4EnZKPIS3f8bbghaVOvPOP4TBKBe0n416VToJiPTjHwHkiGXBZ6U/iIv0Xtat98+aDXsT97wnyAA9ZL2q0knXgkZmWbkO1B/PaZNm1bvPnTr2muvnTZx4sSq1rFo0aL17hswYID22GMPTZkyRXvssYcGDBjQ5TpqtXx3zyvFokWLYut/Y2NjeZ2bNUv6xz+kIUPW6W93/Sl7OylX7D0pNGDAgJp8VpAzc+q4Y2DU1KpXccEFFyyeNm3atTXoTS7UIh+l9b+Pos6XRYsW6c4779Qhhxyivn37tt/XVat2+Yq+T+dMV7OGapE+vF67c0EvHfKTxeq77UelLXZY9/FNh3W+vSIZWai5ubmi11uPvOgsx7r7PFT69630NTY3N1f8+al0NE3b33HRc38r6/MzQG8GK6jB92nU+vbt+5/3s5PXWez1Nm6xfN0VVfpa65l3lYgxI83dq95Y1BobG725ubmqdXT1/JaWFk2ZMkXTp08vac9itcvXopApfD1R97/s/o4aFdzOmVO0v531Z+nSpeVtJ+Wampq6ff/zVvSiBqb1qeO2l3e/TDfMrMXd+eCXqBb5KHX+HR13Pka5/KRJk7pdfj3T+qhZQztf/4LlmnLLfE0/epD2Hljwb2/M5Z1/fxfJyEKV5ns98qK7z16t/76Vvsa2flbSn0mTJlX0vdrV56Z9/UU+P416quxtrafS7+IyX2fTgh2Kf/470fZ6l569cWX9S7sYM5ICL1T3kCnzH9U6XxxjLo+0/1EXeG39KSt8U/6fWCnY89Xd+5+YAq/a97ua96yef+tq8JorQoFXnqgLPCnZRVs5y1e0E7GbAk/qpMirUYEnlf56k1jgSbX9+1Zb4FXSn8bGxoq+k5sW7FBW0dP2+UlTgdesoZ3v5OhEy4LlmjTwlcr6l3YxZmRuz8HrKNHntJUgaecIliuP52Qk6f0HgM4k7Zz1pF3YZe+BfTT96EGacst8tSyozQ7AddafsLwulIS/b7liu9p5iZ+HqD8/USu3/6UUgahebgq8JHwJRR4yCfsSLZS0UEqCJIc2ABRKatEWx4VdkvCf9KTmRVL+vuWK5WrnZRY9bcunUdqL1CzKTYGXlC+hqI9UJe1LtE3SQikpkhraAPIlKfmYyPyq5EhMSouScqX57xv5+is4sjX96EE170dcKPKSJTcFXpq/hMpV9/7femvQCiTp/UmapH1+AORPUvKx7vlVREVHYro6HaNIRpYqaXmR9r9vEou8NKPIS47cFHhp/xIqV137369f0KJafwbx/gCopyTlY9Lyt6IjMV2djlEkI8vqT8LyIm/XMCh7/TkrevL2epMqNwWelP6QKVRSyNSr/zNmBC2q9WcU7w+AeklaPiYtf8su8ro6HaOTjGyThNdbrrxdw6Ds9ees6Mnb602iXBV4UvpDpk05IRN7/7sIr6SFUtLw/gCol6TlY9Lyt2b/ae2mwEvK6y1Xkq9hkIT3M29FT95eb9LkrsCT0h8yUpnnBCSs/0kLpaSJejgKAHQmafmYuPyK4T+tSRq+WK6k/b3aJKU/eSt68vZ6kyTXE523tNRnMtaiE3VWM7nkj66KtP9lTw5b4kTnHftT1gSmGZjovOaTv0eJic7Lx2uuCBOdlyeqic7rlY+RLL/4BkmqeALpYhOddzu5czUTnU/7RPyTR1f4b7ezz15Jf6+7zvjP8iW+3kY9VVFfm5qaKv78TJo0qaLv5GKfm/b1d/F6azLReUzqOpl7GsWYkbku8KT6hFKtCjwp/Edz+8Lq+l/wJbve8pWExoz3g9sJm6zX33WMufz/t3e3sXKUZRjH/xeUlzRUJFQShELRALVBQSiVGsOLEERiqB8AS0CpoBgUMCokJnwQ4YOJxJhoaAAjgiZACzFYSaWgQiBIsdVCoYSaCggNREDeVOSlePthpmY5nT07u+fMzLMz1y/ZZGf32Z1n753de+6ZZ2a2/xMtqwUrwGWW6e2WlXH93F3kAm8kLvCGU1WBB4kXbcO0X7zvlFYq+62oT1qUTLHAG/j+Baa00jzNBR6U+L4mrHuU+byjFnjr1q2b2kbuaS7woP/nHafiZ48rXx9qI8S2zzuljRHjrMYc2ckhmr1aMVykyv5XfMre1IaX1MnDU80sZanlx5HbV3Xx8aovbj7mw9tGWd9I6WLxlZ/YZcy/X+jWxdzHTecLPEgvKQ0rtf5w5szsVlLVf6Kp8jGIZpa61PLjSO0rXKkcaSV91arsVtX7J6QNRd6ohi16xvL77djF3MeJC7xc167j8q720/2nspOy2xCm8ic6rnyiGTMbB0kWbSMUDVUZeiV95szsVtX716jK7yuVIm9Uo+zZSu37LaNrF3MfF50p8JJIMoldx6Wy4Str38puPcbxT6tqPpuomY2L5Iq2Gg83mPaV9GXLstsQUi0Cqi7Kx7nI69LwxVSXzy7rTIGXTJKpeE/VVIavTNuPcuPb2a2Hf/TFXOSZWQpSyY9JHW6QG2lPzGT9WbEiuw0pxZXoOva8jmuR17Xhiykun13WSIEn6SRJmyRtllTL2TXakGTKSu1PFIbbktU1qS0/ZtasJnJkKvkxxfw70p6Yqg7HSGwluurDQ7pY5I2z1JbPLqu9wJO0I3AV8GlgPnCGpPlVz7cNSWYYqRV5/tFPLrXlx8ya0VSOTCk/ppZ/R9oT06GzL1Z9eEjVwxdTW37GXdc+b6qa2IO3ENgcEU9ExFvAzcDiOmY87kmmV6k/RRd5Y8VFnpnRUI5MLT+mln+HLvI6dvbFqg8PqfxEOYktP+Oua583RU0UePsAz/RMb8kfq8W4J5lthkkyyRZ5LmK24yLPrPMay5Gp5cfU8m9dK63jevbFqtc3pnSinA4tP6no2udNjSKi3hlKpwGfiogv5dOfBxZGxIUT2p0HnJdPHgxsmuKsZwMvTvE92shxKea4FHNcijkuxUaJy/4R8b4qOjMOyuRI58daOTbFHJdijksxx6W/YWNTKkfOGL0/I9sCzOmZ3hd4dmKjiLgWuHa6ZippXUQsmK73awvHpZjjUsxxKea4FHNcRjIwRzo/1sexKea4FHNcijku/VUVmyaGaK4FDpR0gKSdgSXAygb6YWZmlhrnSDMzm5La9+BFxFZJFwCrgR2B6yJiY939MDMzS41zpJmZTVUTQzSJiFXAqppnO23DWVrGcSnmuBRzXIo5LsUclxE0kCP9PfXn2BRzXIo5LsUcl/4qiU3tJ1kxMzMzMzOzajRxDJ6ZmZmZmZlVoFUFnqSTJG2StFnStwue30XS8vz5ByXNrb+XzSgRm29KekzSBkm/k7R/E/2s26C49LQ7VVJI6sRZoMrERdLp+TKzUdKNdfexCSV+R/tJulvS+vy3dHIT/ayTpOskPS/p0T7PS9KP8phtkHR43X20jHNkMefH/pwjizlHFnOOLNZInoyIVtzIDkb/K/ABYGfgYWD+hDZfBa7O7y8Bljfd74RicxwwM79/fhdiUyYuebtZwL3AGmBB0/1OIS7AgcB6YI98eq+m+51IXK4Fzs/vzweearrfNcTlaOBw4NE+z58M/AYQcBTwYNN97uLNOXJKcelcfiwbm7ydc6RzpHPk5LGpPU+2aQ/eQmBzRDwREW8BNwOLJ7RZDNyQ378VOF6SauxjUwbGJiLujojX88k1ZNdearsyywzAFcD3gTfq7FyDysTly8BVEfEyQEQ8X3Mfm1AmLgG8J7+/OwXX+GybiLgXeGmSJouBn0dmDfBeSXvX0zvr4RxZzPmxP+fIYs6RxZwj+2giT7apwNsHeKZnekv+WGGbiNgKvArsWUvvmlUmNr3OJduS0HYD4yLpo8CciLi9zo41rMzychBwkKT7Ja2RdFJtvWtOmbhcBpwlaQvZWRAvrKdrSRv2/8eq4RxZzPmxP+fIYs6RxZwjRzftebKRyyRUpGgr48RThJZp00alP7eks4AFwDGV9igNk8ZF0g7AD4GldXUoEWWWlxlkQ1COJduafZ+kQyLilYr71qQycTkDuD4ifiBpEfCLPC7/rb57yerq/25qnCOLOT/25xxZzDmymHPk6Kb9v7dNe/C2AHN6pvdl+12//28jaQbZ7uHJdpm2RZnYIOkE4FLglIh4s6a+NWlQXGYBhwD3SHqKbFz0yg4cRF72t/SriHg7Ip4ENpElszYrE5dzgRUAEfEAsCswu5bepavU/49VzjmymPNjf86RxZwjizlHjm7a82SbCry1wIGSDpC0M9kB4isntFkJnJ3fPxX4feRHN7bcwNjkwyyuIUteXRgrDgPiEhGvRsTsiJgbEXPJjr04JSLWNdPd2pT5Ld1GduIBJM0mG47yRK29rF+ZuDwNHA8g6UNkyeuFWnuZnpXAF/KzhB0FvBoRzzXdqQ5yjizm/Nifc2Qx58hizpGjm/Y82ZohmhGxVdIFwGqyM/lcFxEbJV0OrIuIlcBPyXYHbybbKrmkuR7Xp2RsrgR2A27Jj6l/OiJOaazTNSgZl84pGZfVwImSHgPeAS6JiH801+vqlYzLt4CfSPoG2fCKpW1fQZZ0E9kwpNn5cRXfAXYCiIiryY6zOBnYDLwOfLGZnnabc2Qx58f+nCOLOUcWc47sr4k8qQ7E1czMzMzMrBPaNETTzMzMzMys01zgmZmZmZmZtYQLPDMzMzMzs5ZwgWdmZmZmZtYSLvDMzMzMzMxawgWeWQmSLpW0UdIGSQ9J+lhN871e0lcmPPZZSasGvO6p/No7ZmZmlXKONEuLCzyzASQtAj4DHB4RHwFOAJ6Z4nuWvQblTWx/Laol+eNmZmaNco40S48LPLPB9gZejIg3ASLixYh4FkDSkZL+IOlhSX+UNEvSrpJ+JukRSeslHZe3XSrpFkm/Bu7MH7tE0tp8q+d3C+b9W2CepL3z9jPJkudt+fRtkv6Ubzk9b+KLJc2V9GjP9MWSLsvvf1DSHfnr75M0b9oiZmZmXeEcaZYYF3hmg90JzJH0F0nLJB0DIGlnYDnw9Yg4lCyp/Af4GkBEfBg4A7hB0q75ey0Czo6IT0o6ETgQWAgcBhwh6ejeGUfEO8AvgdPzh04B7o6If+bT50TEEcAC4CJJew7xua4FLsxffzGwbIjXmpmZgXOkWXJc4JkNEBH/Ao4AzgNeAJZLWgocDDwXEWvzdq9FxFbgE8Av8sceB/4GHJS/3V0R8VJ+/8T8th74MzCPLJlN1DsEZeLQk4skPQysAeb0ef12JO0GfBy4RdJDwDVkW2HNzMxKc440S0/ZMc5mnZZvJbwHuEfSI8DZZAknCpprkrf694R234uIawbM/n5gb0mHkiWcJQCSjiXbIrooIl6XdA+w64TXbuXdG3K2Pb8D8EpEHDZg3mZmZpNyjjRLi/fgmQ0g6WBJvVv9DiPb4vg48H5JR+btZuUHht8LnJk/dhCwH7Cp4K1XA+fkWwqRtI+kvSY2iogAVgA3AKsi4o38qd2Bl/PENQ84qmAefwf2krSnpF3IDoQnIl4DnpR0Wj5v5cnRzMysNOdIs/S4wDMbbDeyYwQek7QBmA9cFhFvAZ8DfpwPAbmLbOvfMmDHfCvmcmDptoPPe0XEncCNwAN521uBWX36cBNwKHBzz2N3ADPyPl1BNgRl4jzeBi4HHgRuJ0u425wJnJv3fSOwuEwwzMzMejhHmiVG2YYPMzMzMzMzG3feg2dmZmZmZtYSLvDMzMzMzMxawgWemZmZmZlZS7jAMzMzMzMzawkXeGZmZmZmZi3hAs/MzMzMzKwlXOCZmZmZmZm1hAs8MzMzMzOzlvgfHaBp7toxOAYAAAAASUVORK5CYII=\n",
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      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
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   "source": [
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    "from plot import load_scores\n",
    "scores_dev_real = load_scores('data/rppg/scores/scores-dev-real')\n",
    "scores_dev_attack = load_scores('data/rppg/scores/scores-dev-attack')\n",
    "scores_eval_real = load_scores('data/rppg/scores/scores-eval-real')\n",
    "scores_eval_attack = load_scores('data/rppg/scores/scores-eval-attack')\n",
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    "\n",
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    "from plot import plot_scores_distributions\n",
    "plot_scores_distributions([scores_dev_attack, scores_dev_real], \n",
    "                          [scores_eval_attack, scores_eval_real],\n",
    "                          title='Score Distribution', n_bins=20, threshold_height=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Computing performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Attack presentation classification error rate = 28.00\n",
      "Bonafide presentation classification error rate = 10.00\n",
      "Half Total Error rate = 19.00\n"
     ]
    }
   ],
   "source": [
    "import bob.measure\n",
    "T = bob.measure.eer_threshold(scores_dev_attack, scores_dev_real)\n",
    "APCER, BPCER = bob.measure.fprfnr(scores_eval_attack, scores_eval_real, T)\n",
    "HTER = ((APCER + BPCER) / 2)*100\n",
    "print(\"Attack presentation classification error rate = {:.2f}\".format(APCER*100))\n",
    "print(\"Bonafide presentation classification error rate = {:.2f}\".format(BPCER*100))\n",
    "print(\"Half Total Error rate = {:.2f}\".format(HTER))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plot import plot_det\n",
    "plot_det([scores_dev_attack, scores_dev_real], [scores_eval_attack, scores_eval_real], [1, 60, 1, 60])"
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   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}