diff --git a/nonrecursive_filters/fast_convolution.ipynb b/nonrecursive_filters/fast_convolution.ipynb
index 8ed0855..d4a6a2c 100644
--- a/nonrecursive_filters/fast_convolution.ipynb
+++ b/nonrecursive_filters/fast_convolution.ipynb
@@ -105,50 +105,42 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x216 with 1 Axes>"
+       "<Figure size 1000x300 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x216 with 1 Axes>"
+       "<Figure size 1000x300 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmsAAADiCAYAAAARbIDdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAbQklEQVR4nO3de7ScdX3v8ffHsFUUWkAuhhDAWg4VPU30pKgLtWi9QIricakltXjpJdKqrWd5v1StttbWVXVVVMpR5KKgHi9INYqILUjrLVyFAho5ICGUHERQFCWB7/njebYdhpmdSdx75tl7v19rzdrz/J7f85vv7N/Omk+e26SqkCRJUjfdZ9IFSJIkaTjDmiRJUocZ1iRJkjrMsCZJktRhhjVJkqQOM6xJkiR1mGFNmgeSfCHJC3Zw22uTPLl9/vokH5zd6sYvSSX59R3c9vFJrp7tmmbr9ZMc2L6/ncZZV8/rn5DkL3dw239N8sezXZO02BnWpDnShqQ7ktye5KYkH06yy46MVVVHVtUpv2xNVfX2qlpUH6b9wa6qvlpVB0+qnv7X7w3TXVBVx1XV22Z73CRvaefiz/vaX962v2WWX+8RSc5OcnOSgTcUTXJMkiuT/CTJ95I8fjZrkGaLYU2aW0+vql2ARwG/BbxxezZOw3+nGoskS+b4Jb4D9O8hfn7bPtu2AJ8A/mjQyiRPAf4OeBGwK/AE4Jo5qEP6pfkhII1BVd0AfAF4BECSxyT59yS3Jrk0yeHTfdtDSX+T5N+AnwK/1nt4Kcl9krwxyXVJNic5Ncmv9mx/bLvuB0ne0FtHu3fjIz3Lj+up4/okLxxUf5I92j2Dm5L8MMmZPev+JMmGJLckOSvJvj3rKslxSb7bbve+NoDer33NR/T03avdE7n3tsbtq+0eh96SvDDJBe3z89vmS9s9nL+X5PAkG3v6P6wd49YkVyR5Rs+6k9uaP5/kx0m+keShQ+o4Jckr2ufL2vf+Z+3yr7fvI72vn+Q0YH/gn9v6Xt0z5POSfL/dM/SGe73gPWs8Ick5bY3nJTmgZ/1vtOtuSXJ1kuf2bfuBJOuS/AR4Ytv21z19ZprfpyS5KsltSY4HMqzO1reAByR5eLv9w4Gd2/ZZVVVXV9WHgCuGdPkr4K1V9fWquruqbmj/nUqdY1iTxiDJcmA1cHGSZcDngb8G9gBeCXwqyV49mxwLrKX5H/91fcO9sH08Efg1YBfg+PZ1DgE+0G6/L/AgYL8hNe1PEyDfC+wFrAQuGfIWTgMeADwc2Bt4dzvGk4C/BZ4LLG1r/VjftkfR7FVc0fZ7WlX9HPg0sKan33OB86pq84jjblNVPaF9uqKqdqmqj/euTzIF/DPwpfZ9vQz4aJLew6RraD7Ydwc2AH8z5OXOAw5vn/82zV6a326XnwB8tfq+36+qjgW+T7sHtqr+vmf144CDgd8B3pTkYTO81ecBbwP2pJnDj7bv74HAOcDp7ftbA7x/Oiy1fr99T7sCF/QOOtM8JNkT+BTN3uI9ge8Bh81Q47TTaPamQbOX7dSZOrf/obh1hsfjRnjN/jGXAKuAvdogujHJ8Ul23t6xpHEwrElz68wkt9J8CJ4HvB34A2BdVa1r/0d/DrCeJsxNO7mqrqiqrVW1pW/M5wHvqqprqup24HXAMWlOSH828LmqOr8NRH8J3D2ktucBX66qM6pqS1X9oKou6e+UZClwJHBcVf2w7XtezxgnVdVF7eu9DnhskgN7hnhHVd1aVd8H/oUmFEITIHrD2u+3baOOOxseQxN231FVd1bVV4DP9dX16ar6ZlVtpQlBK+89DNDM7+PTHLZ+AvD3/Fd4+e12/fb4q6q6o6ouBS6lCbvDfL5nzt9A87taThOUr62qD7d/SxfRBKxn92z72ar6t/Zv8Wd94840D6uB/6iqT7Z/o+8B/nOE9/URYE0blI9pl4eqqguqarcZHhfMtP0Q+wBTNL+Hx9PM6SPZztMUpHExrElz65ntB8oBVfVnVXUHcADwnN69AzR7UZb2bHf9DGPuyz33tl0H7ETzAbRv77ZV9RPgB0PGWU6zN2RblgO3VNUPt1VLGx5/ACzr6dP7Af5TmnAE8BVg5ySPbg/brQQ+sx3jzoZ9geurqjfQXsdo9d9DVX0PuJ3mfTyeJvRtavfS7UhYG+l1W71zfjtwC817OwB4dN/f2vOABw/adoCZ5qH/b622MdZ0v+/T7KF8O/DdqtrmNnPgjvbne6vqxqq6GXgX9/wPk9QZE7k0XFrkrgdOq6o/maHPwKvXWptoPoSn7Q9sBW4CbgR+cbgsyQNoDoUOq+PQEevdI8luVXXrTLW0h90eBGzz3J+qujvJJ2j2Yt1Es0fwxzsw7k9oDtFOe/CAPsNsApYnuU9PYNufHT/h/TyavTX3raobkpxHc8hvd4YfYp5prke1fPpJmiuO96B5b9fTHFp+ygzbjvy31jcPN/a9bnqXt+FU4CSak/tnlOYKzS/M0OXIqvrqiK8LQFX9sD1vcDZ+99Kcc8+aNH4fAZ6e5GlJliS5f3vS+cBzywY4A/hfSR7SfjC/Hfh4e5juk8BR7Xk+9wXeyvB/5x8FnpzkuUl2SvKgJCv7O1XVjTQflu9PsnuSqSTT54KdDrwoycok92tr+UZVXTviezkd+D2avT2n97WPOu4lwLOSPCDNLTr6r/67iebcvkG+QRP2Xt2+r8OBp7MD58e1zgNeCkxf2PCvNOfBXVBVdw3ZZqb6RrW6Z87fRvO7up5m795/S3PRyVT7+K1tnP/Wa6Z5+Dzw8CTPag/B/zmjB+WPA0+luVpzRu2tTnaZ4TEwqKVxf+C+7fL92/cw7cPAy5LsnWR34OU0vy+pcwxr0pi1H6JHA68H/h/N3o9XMfq/x5NoTtI+H/i/wM9oAgFVdQXwEpoP2RuBHwIbBw3SHo5aDbyC5rDZJQw/L+pYmlshXAVspvlgo6rOpTkv7lPt6z2U5jykkVTVdFjal569J9s57ruBO2lCzym0J9f3eAtwSnsY8Lm9K6rqTuAZNOfk3Qy8H3h+VV016nvocx7NifrTYe0Cmr1+5w/dojmB/41tfa/cwdc9HXgzzTz+D5rwS7un8qk0v7tNNIdW/w643+Bh7mmmeWgPHT4HeAfNodGDgH8bcdw7qurL7WkBc+UAmsOd01eD3gH03oz4bTRXoX4HuBK4mOEXj0gTlb6LkyRJ80iSk4GNVeXJ8dIC5Z41SZKkDjOsSZIkddjYDoMmOYnmnj+bq2r6Lu4fp7npI8BuwK1VtXLAttcCPwbuArZW1aoxlCxJkjRx4wxrT6C5B9Gp02Gtb/0/ALdV1VsHrLsWWNWe0CpJkrRojO0+a1V1/rC7j7f353ku8KRx1SNJkjQfdOWmuI8Hbqqq7w5ZX8CXkhTwT1V14iiD7rnnnnXggQfOUomSJElz58ILL7y5qvbqb+9KWFtDc6PPYQ6rqk1J9gbOSXJVVQ28b1GStTRfgM3+++/P+vXrZ79aSZKkWZbkukHtE78atL3z9bNo7mg9UFVtan9upvnuwKFfkVNVJ1bVqqpatdde9wqnkiRJ88rEwxrwZOCqqhp4l/UkD0yy6/RzmrtxXz7G+iRJkiZmbGEtyRnA14CDk2xMMv39fcfQdwg0yb5J1rWL+wAXJLkU+Cbw+ar64rjqliRJmqRxXg26Zkj7Cwe0baL5zkKq6hqGf1+hJEnSgtaFw6CSJEkawrAmSZLUYYY1SZKkDjOsSZIkdZhhTZIkqcMMa5IkSR3Wla+bmhPfvuE2DnvHV3jV0w7mmY9cNrDPmRffwDvPvppNt97BvrvtPGPf7e0/l2Nby+J+n5KkxSNVNeka5sz9lh5US1/wHnaeWsLfPuu/3+uD78yLb+B1n/42d2y56xdtw/pub/+5HNtaFvf7lCQtTEkurKpV/e2L4jDoHVvu4p1nX32v9neeffU9Phxn6ru9/edybGtZ3O9TkrS4LIqwBrDp1jtGaput9rkc21oW9/uUJC0uiyas7bvbziO1zVb7XI5tLYv7fUqSFpdFEdZ2nlrCq5528L3aX/W0g9l5aslIfbe3/1yObS2L+31KkhaXBX01KMCyGa6qm2579Scv48677p6x7/b2n8uxrWVxv09J0uKyoK8G3eOAh9Ut1125zX6/909fA+DjL37sSONuT/+5HNtaxj9212qRJC0cE78aNMlJSTYnubyn7S1JbkhySftYPWTbI5JcnWRDkteOq2ZJkqRJG+c5aycDRwxof3dVrWwf6/pXJlkCvA84EjgEWJPkkDmtVJIkqSPGFtaq6nzglh3Y9FBgQ1VdU1V3Ah8Djp7V4iRJkjqqC1eDvjTJZe1h0t0HrF8GXN+zvLFtkyRJWvAmHdY+ADwUWAncCPzDgD4Z0Db0qogka5OsT7J+y5Yts1KkJEnSpEw0rFXVTVV1V1XdDfxvmkOe/TYCy3uW9wM2zTDmiVW1qqpWTU1NzW7BkiRJYzbRsJZkac/i/wQuH9DtW8BBSR6S5L7AMcBZ46hPkiRp0sZ2U9wkZwCHA3sm2Qi8GTg8yUqaw5rXAi9u++4LfLCqVlfV1iQvBc4GlgAnVdUV46pbkiRpksYW1qpqzYDmDw3puwlY3bO8DrjXbT0kSZIWuklfYCBJkqQZGNYkSZI6zLAmSZLUYYY1SZKkDjOsSZIkdZhhTZIkqcMMa5IkSR1mWJMkSeoww5okSVKHGdYkSZI6zLAmSZLUYYY1SZKkDjOsSZIkdZhhTZIkqcPGFtaSnJRkc5LLe9remeSqJJcl+UyS3YZse22Sbye5JMn6cdUsSZI0aePcs3YycERf2znAI6rqN4HvAK+bYfsnVtXKqlo1R/VJkiR1ztjCWlWdD9zS1/alqtraLn4d2G9c9UiSJM0HXTpn7Q+BLwxZV8CXklyYZO0Ya5IkSZqonSZdAECSNwBbgY8O6XJYVW1KsjdwTpKr2j11g8ZaC6wF2GXpQ+ekXkmSpHGZ+J61JC8AjgKeV1U1qE9VbWp/bgY+Axw6bLyqOrGqVlXVqqmpqbkoWZIkaWwmGtaSHAG8BnhGVf10SJ8HJtl1+jnwVODyQX0lSZIWmnHeuuMM4GvAwUk2Jvkj4HhgV5pDm5ckOaHtu2+Sde2m+wAXJLkU+Cbw+ar64rjqliRJmqSxnbNWVWsGNH9oSN9NwOr2+TXAijksTZIkqbMmfs6aJEmShjOsSZIkdZhhTZIkqcMMa5IkSR1mWJMkSeoww5okSVKHGdYkSZI6zLAmSZLUYYY1SZKkDjOsSZIkdZhhTZIkqcMMa5IkSR1mWJMkSeoww5okSVKHGdYkSZI6bGxhLclJSTYnubynbY8k5yT5bvtz9yHbHpHk6iQbkrx2XDVLkiRN2jj3rJ0MHNHX9lrg3Ko6CDi3Xb6HJEuA9wFHAocAa5IcMrelSpIkdcPYwlpVnQ/c0td8NHBK+/wU4JkDNj0U2FBV11TVncDH2u0kSZIWvEmfs7ZPVd0I0P7ce0CfZcD1Pcsb27aBkqxNsj7J+i1btsxqsZIkSeM26bA2igxoq2Gdq+rEqlpVVaumpqbmsCxJkqS5N+mwdlOSpQDtz80D+mwElvcs7wdsGkNtkiRJE7fTtjok2WOEce6uqlt34PXPAl4AvKP9+dkBfb4FHJTkIcANwDHA7+/Aa0mSJM072wxrNHuxNjH4cOS0JcD+Mw2S5AzgcGDPJBuBN9OEtE8k+SPg+8Bz2r77Ah+sqtVVtTXJS4Gz29c5qaquGKFuSZKkeW+UsHZlVT1ypg5JLt7WIFW1Zsiq3xnQdxOwumd5HbBuW68hSZK00IxyztpjAZL8df+K9h5ov+gjSZKk2bXNsFZVP2ufLkvyi3PFkuwNfLmvjyRJkmbRKIdBp70YODvJBppbZ3wYeM2cVCVJkiRgtKtBTwUuAi4GXgKcDmwFnllVG+a2PEmSpMVtlHPWTmn7/SFNUDsQ+CHwB0mePXelSZIkaZt71qrqXJovWQcgyU40X6i+AngM8Mk5q06SJGmR255z1gCoqq3AZe3jtFmvSJIkSb+wzcOgSS6ajT6SJEnafqPsWXtYkstmWB/gV2epHkmSJPUYJaz9xgh97vplC5EkSdK9jXKBwXUASb4MvKKqLp3zqiRJkgSMduuOaa8G3p3kw0mWzlVBkiRJ+i8jh7WquqiqngR8Dvhikjcn2XnuSpMkSdL27FkjSYCrgQ8ALwO+m+TYuShMkiRJ2xHWklwA3AC8G1gGvBA4HDg0yYk7WkCSg5Nc0vP4UZKX9/U5PMltPX3etKOvJ0mSNJ9sz01xjwOuqKrqa39Zkit3tICquhpYCZBkCU0g/MyArl+tqqN29HUkSZLmo5HDWlVdPsPq352FWgB+B/je9BWokiRJi912nbM2TFVdMxvjAMcAZwxZ99gklyb5QpKHDxsgydok65Os37JlyyyVJUmSNBmzEtZmQ5L7As8A/s+A1RcBB1TVCuC9wJnDxqmqE6tqVVWtmpqampNaJUmSxqUzYQ04Erioqm7qX1FVP6qq29vn64CpJHuOu0BJkqRx61JYW8OQQ6BJHtzeNoQkh9LU/YMx1iZJkjQR23M16JxJ8gDgKcCLe9qOA6iqE4BnA3+aZCtwB3DMgKtSJUmSFpxOhLWq+inwoL62E3qeHw8cP+66JEmSJq1Lh0ElSZLUx7AmSZLUYYY1SZKkDjOsSZIkdZhhTZIkqcMMa5IkSR1mWJMkSeoww5okSVKHGdYkSZI6zLAmSZLUYYY1SZKkDjOsSZIkdZhhTZIkqcMMa5IkSR3WibCW5Nok305ySZL1A9YnyT8m2ZDksiSPmkSdkiRJ47bTpAvo8cSqunnIuiOBg9rHo4EPtD8lSZIWtE7sWRvB0cCp1fg6sFuSpZMuSpIkaa51JawV8KUkFyZZO2D9MuD6nuWNbdu9JFmbZH2S9Vu2bJmDUiVJksanK2HtsKp6FM3hzpckeULf+gzYpgYNVFUnVtWqqlo1NTU123VKkiSNVSfCWlVtan9uBj4DHNrXZSOwvGd5P2DTeKqTJEmanImHtSQPTLLr9HPgqcDlfd3OAp7fXhX6GOC2qrpxzKVKkiSNXReuBt0H+EwSaOo5vaq+mOQ4gKo6AVgHrAY2AD8FXjShWiVJksZq4mGtqq4BVgxoP6HneQEvGWddkiRJXTDxw6CSJEkazrAmSZLUYYY1SZKkDjOsSZIkdZhhTZIkqcMMa5IkSR1mWJMkSeoww5okSVKHGdYkSZI6zLAmSZLUYYY1SZKkDjOsSZIkdZhhTZIkqcMMa5IkSR028bCWZHmSf0lyZZIrkvzFgD6HJ7ktySXt402TqFWSJGncdpp0AcBW4BVVdVGSXYELk5xTVf/R1++rVXXUBOqTJEmamInvWauqG6vqovb5j4ErgWWTrUqSJKkbJh7WeiU5EHgk8I0Bqx+b5NIkX0jy8PFWJkmSNBmdCWtJdgE+Bby8qn7Ut/oi4ICqWgG8FzhzhnHWJlmfZP2WLVvmrF5JkqRx6ERYSzJFE9Q+WlWf7l9fVT+qqtvb5+uAqSR7Dhqrqk6sqlVVtWpqampO65YkSZprEw9rSQJ8CLiyqt41pM+D234kOZSm7h+Mr0pJkqTJ6MLVoIcBxwLfTnJJ2/Z6YH+AqjoBeDbwp0m2AncAx1RVTaBWSZKksZp4WKuqC4Bso8/xwPHjqUiSJKk7Jn4YVJIkScMZ1iRJkjrMsCZJktRhhjVJkqQOM6xJkiR1mGFNkiSpwwxrkiRJHWZYkyRJ6jDDmiRJUocZ1iRJkjrMsCZJktRhhjVJkqQOM6xJkiR1mGFNkiSpwzoR1pIckeTqJBuSvHbA+iT5x3b9ZUkeNYk6JUmSxm3iYS3JEuB9wJHAIcCaJIf0dTsSOKh9rAU+MNYiJUmSJmTiYQ04FNhQVddU1Z3Ax4Cj+/ocDZxaja8DuyVZOu5CJUmSxi1VNdkCkmcDR1TVH7fLxwKPrqqX9vT5HPCOqrqgXT4XeE1VrZ9p7IN+Zbf68tHP2GYN/3HjjwA4ZOmvjFTz9vSfy7GtZfxjj6OW/9xrOS86470j9ZckLRxJLqyqVf3tO02imD4Z0NafIEfp03RM1tIcKgX4+YEfOe3yX6I2dcuewM2TLmIc/vBjx0+6hHFYNPO5SDifC49zOn4HDGrsQljbCCzvWd4P2LQDfQCoqhOBEwGSrB+UUDU/OZ8Li/O5sDifC49z2h1dOGftW8BBSR6S5L7AMcBZfX3OAp7fXhX6GOC2qrpx3IVKkiSN28T3rFXV1iQvBc4GlgAnVdUVSY5r158ArANWAxuAnwIvmlS9kiRJ4zTxsAZQVetoAllv2wk9zwt4yQ4MfeIvWZq6xflcWJzPhcX5XHic046Y+NWgkiRJGq4L56xJkiRpiAUZ1rb19VXqviQnJdmc5PKetj2SnJPku+3P3SdZo0aTZHmSf0lyZZIrkvxF2+58zlNJ7p/km0kubef0r9p253QeS7IkycXtvU2dzw5ZcGFtxK+vUvedDBzR1/Za4NyqOgg4t11W920FXlFVDwMeA7yk/TfpfM5fPweeVFUrgJXAEe2V+s7p/PYXwJU9y85nRyy4sMZoX1+ljquq84Fb+pqPBk5pn58CPHOcNWnHVNWNVXVR+/zHNB8Gy3A+5632q/9ubxen2kfhnM5bSfYDfhf4YE+z89kRCzGsLQOu71ne2LZp/ttn+v567c+9J1yPtlOSA4FHAt/A+ZzX2kNmlwCbgXOqyjmd394DvBq4u6fN+eyIhRjWRv5qKknjk2QX4FPAy6vqR5OuR7+cqrqrqlbSfKPMoUkeMeGStIOSHAVsrqoLJ12LBluIYW3kr6bSvHNTkqUA7c/NE65HI0oyRRPUPlpVn26bnc8FoKpuBf6V5hxT53R+Ogx4RpJraU4delKSj+B8dsZCDGujfH2V5qezgBe0z18AfHaCtWhESQJ8CLiyqt7Vs8r5nKeS7JVkt/b5zsCTgatwTuelqnpdVe1XVQfSfGZ+par+AOezMxbkTXGTrKY5/j799VV/M9mKtL2SnAEcDuwJ3AS8GTgT+ASwP/B94DlV1X8RgjomyeOArwLf5r/Oh3k9zXlrzuc8lOQ3aU44X0Lzn/5PVNVbkzwI53ReS3I48MqqOsr57I4FGdYkSZIWioV4GFSSJGnBMKxJkiR1mGFNkiSpwwxrkiRJHWZYkyRJ6jDDmiRJUocZ1iRJkjrMsCZJI0ry5CSnTboOSYuLYU2SRrcCuHjSRUhaXAxrkjS6FcDFSe6X5OQkb2+/+1SS5sxOky5AkuaRFcBm4Gzgg1X1kQnXI2kR8LtBJWkESaaAm4HrgBdX1dcmXJKkRcLDoJI0mkOAbwFbgbsmXIukRcSwJkmjWQH8O3AM8OEk+0y4HkmLhGFNkkazAri8qr4DvAb4RHtoVJLmlOesSZIkdZh71iRJkjrMsCZJktRhhjVJkqQOM6xJkiR1mGFNkiSpwwxrkiRJHWZYkyRJ6jDDmiRJUof9fxb8dIkNRz1/AAAAAElFTkSuQmCC\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x216 with 1 Axes>"
+       "<Figure size 1000x300 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x216 with 1 Axes>"
+       "<Figure size 1000x300 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -185,7 +177,7 @@
     "\n",
     "# generate signals\n",
     "x = np.ones(L)\n",
-    "h = sig.triang(N)\n",
+    "h = sig.windows.triang(N)\n",
     "\n",
     "# linear convolution\n",
     "y1 = np.convolve(x, h, \"full\")\n",
@@ -269,14 +261,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAJOCAYAAACqS2TfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAB7HklEQVR4nO3de1zUZf7//+eIyngABBUZwwzKMgIFQgzNc5qmpGXnKLStLTM7UJ/K2hapTcqtbu1Bad2+ixadtqO6Fpt52koLC9EQs7YorUAKClAXVHj//vDHxAgoM8yZx/12m5vMNdfM+zXje6739Zrr/b4uk2EYhgAAAAAAgNN18XQAAAAAAAD4K5JuAAAAAABchKQbAAAAAAAXIekGAAAAAMBFSLoBAAAAAHARkm4AAAAAAFyEpBsAAAAAABch6QYAAAAAwEVIugEAAAAAcBGSbgBAh61YsUImk8l669q1qywWi6666ip9+eWXng5PkmQymbRo0SLr/ZKSEi1atEjffPON07e1fv16JSUlqVevXjKZTHrrrbdarffNN9/IZDJpxYoV1rKmz9IVcaH9xo8fr/Hjxzv03LfffttmX2vutNNO05w5cxyOCwDge7p6OgAAgP/Izc3V0KFDVVdXpw8//FCPPvqoNm7cqM8//1yhoaGeDs9GSUmJsrKyNH78eJ122mlOe13DMHTFFVfozDPP1OrVq9WrVy+dddZZ7X7+9OnTtXXrVlksFqfFBPd6++23tXTp0lYT7zfffFPBwcHuDwoA4DEk3QAAp4mNjVVSUpKkYyOFDQ0NyszM1FtvvaW5c+d6ODr3+OGHH1RVVaVLLrlEkyZNsvv5/fv3V//+/V0QmfMcOnRIPXv29HQYPikhIcHTIQAA3IzTywEALtOUgO/fv9+m/JNPPtHFF1+ssLAwmc1mJSQk6J///KdNnUOHDumee+5RVFSUzGazwsLClJSUpJdeeslap61TgOfMmXPC0esVK1bo8ssvlyRNmDDBelp889O8W/PBBx9o0qRJCgoKUs+ePTVq1CitXbvW+viiRYsUGRkpSbrvvvtkMpnsHkVv7fTy8ePHKzY2Vtu2bdOYMWPUs2dPRUdH67HHHlNjY6PN82tqaqyfW/fu3XXKKafozjvv1MGDB23qLV26VGPHjlV4eLh69eqluLg4LVmyREeOHLGp17Tt//znPxo1apR69uypG2644YTv4eOPP1Zqaqr69u0rs9ms008/XXfeeadNnZN9ls0/i40bN2revHnq16+f+vbtq0svvVQ//PCDtd6sWbM0ePDgFp+FJI0cOVKJiYnW+3V1dVq4cKHN5zN//nz98ssvJ3xPmzZtkslk0qZNm2zKj79EYM6cOVq6dKkk2Vxy0fT/2drp5Xv37lVaWprCw8MVGBios88+W08++aTN+2nazhNPPKGnnnpKUVFR6t27t1JSUvTRRx+dMHYAgGeRdAMAXKa0tFSSdOaZZ1rLNm7cqNGjR+uXX37RM888o1WrVik+Pl5XXnmlTdKbkZGhnJwc3X777crPz9fzzz+vyy+/XJWVlR2Oa/r06Vq8eLGkY8nn1q1btXXrVk2fPr3N52zevFkTJ05UdXW1/t//+3966aWXFBQUpNTUVL3yyiuSpBtvvFFvvPGGJGnBggXaunWr3nzzzQ7HK0nl5eW69tprlZaWptWrV2vatGlauHCh8vLyrHUOHTqkcePGaeXKlbr99tv1zjvv6L777tOKFSt08cUXyzAMa92vvvpK11xzjZ5//nn961//0m9+8xv98Y9/1M0339xi22VlZUpLS9M111yjt99+W7feemubcf773//WmDFjtHfvXj311FN655139Lvf/c7mh5f2fJbN3XjjjerWrZtefPFFLVmyRJs2bVJaWpr18RtuuEF79+7Vhg0bbJ73+eefq6CgwHqWhWEYmjVrlp544gldd911Wrt2rTIyMrRy5UpNnDhR9fX17fifOLGHHnpIl112mSRZ96sTXS7w448/atSoUXr33Xf1yCOPaPXq1brgggt0zz336LbbbmtRf+nSpVq3bp2efvppvfDCCzp48KAuuugiVVdXdzh2AICLGAAAdFBubq4hyfjoo4+MI0eOGLW1tUZ+fr4RERFhjB071jhy5Ii17tChQ42EhASbMsMwjBkzZhgWi8VoaGgwDMMwYmNjjVmzZp1wu+PGjTPGjRvXojw9Pd0YPHiwTZkkIzMz03r/1VdfNSQZGzdubNd7PO+884zw8HCjtrbWWnb06FEjNjbWiIyMNBobGw3DMIzS0lJDkvHHP/7xpK/ZVDc3N9da1vRZlpaWWsvGjRtnSDI+/vhjm+fHxMQYF154ofV+dna20aVLF2Pbtm029V577TVDkvH222+3GkdDQ4Nx5MgR47nnnjMCAgKMqqqqFttev379Sd+PYRjG6aefbpx++unG//73vzbrtPezbPosbr31VpvnL1myxJBklJWVGYZhGEeOHDEGDBhgXHPNNTb17r33XqN79+7GTz/9ZBiGYeTn5xuSjCVLltjUe+WVVwxJxvLly23ed/N9a+PGja3uL639H86fP99oq4s1ePBgIz093Xr//vvvb/X/dt68eYbJZDL27Nljs524uDjj6NGj1noFBQWGJOOll15qdXsAAM9jpBsA4DTnnXeeunXrpqCgIE2dOlWhoaFatWqVunY9NoXIf//7X33++ee69tprJUlHjx613i666CKVlZVpz549kqTk5GS98847uv/++7Vp0yb973//89j7OnjwoD7++GNddtll6t27t7U8ICBA1113nb777jtr3K4SERGh5ORkm7Jhw4bp22+/td7/17/+pdjYWMXHx9t8thdeeGGLU6O3b9+uiy++WH379lVAQIC6deum66+/Xg0NDfriiy9sthMaGqqJEyeeNMYvvvhCX331lX7zm9/IbDa3WseRz/Liiy9u8b4lWd97165dlZaWpjfeeMM64tvQ0KDnn39eM2fOVN++fSXJOhJ+/Ondl19+uXr16qX169ef9D0624YNGxQTE9Pi/3bOnDkyDKPF6P306dMVEBBgvX/8ZwEA8D4k3QAAp3nuuee0bds2bdiwQTfffLN2796tq6++2vp40ynG99xzj7p162Zzazpl+aeffpIk/fnPf9Z9992nt956SxMmTFBYWJhmzZrlkSXIfv75ZxmG0eopwgMHDpQkp5z2fiJNiWNzgYGBNj9G7N+/Xzt37mzx2QYFBckwDOtnu3fvXo0ZM0bff/+9/vSnP+n999/Xtm3brNciH/8DR3tnUv/xxx8lyXpde2sc+SyPf++BgYEt4rzhhhtUV1enl19+WdKx09zLyspsJvCrrKxU165dW0xUZzKZFBER4fL/w9ZUVlY6/bMAAHgXZi8HADjN2WefbZ08bcKECWpoaNCzzz6r1157TZdddpn69esnSVq4cKEuvfTSVl+jaXmtXr16KSsrS1lZWdq/f7911Ds1NVWff/65JMlsNrd6LWtTcuksoaGh6tKli8rKylo81jShV9N786R+/fqpR48e+sc//tHm45L01ltv6eDBg3rjjTc0ePBg6+NFRUWtPs9kMrVr+03J7HfffddmHVd9lk2jxbm5ubr55puVm5urgQMHasqUKdY6ffv21dGjR/Xjjz/aJN6GYai8vFwjRoxo8/WbRu6Pv+67o/ta3759vX6/AgB0DCPdAACXWbJkiUJDQ/X73/9ejY2NOuusszRkyBDt2LFDSUlJrd6CgoJavM6AAQM0Z84cXX311dqzZ48OHTok6dhM0F988YVNIlRZWaktW7acNDZ7Rgh79eqlkSNH6o033rCp39jYqLy8PEVGRtpMFucpM2bM0FdffaW+ffu2+tk2zaTelEQ3fQbSscTz73//e4e2f+aZZ+r000/XP/7xjzYnJXPlZzl37lx9/PHH+uCDD7RmzRqlp6fbnIrdtIRb88nnJOn111/XwYMHT7jEW9Nnt3PnTpvy1atXt6hrz741adIklZSUqLCw0Kb8ueeek8lk0oQJE076GgAA78ZINwDAZUJDQ7Vw4ULde++9evHFF5WWlqa//e1vmjZtmi688ELNmTNHp5xyiqqqqrR7924VFhbq1VdflXRsqacZM2Zo2LBhCg0N1e7du/X8888rJSXFukb0ddddp7/97W9KS0vTTTfdpMrKSi1ZskTBwcEnjS02NlaStHz5cgUFBclsNisqKqrV07glKTs7W5MnT9aECRN0zz33qHv37lq2bJmKi4v10ksvtXs02JXuvPNOvf766xo7dqzuuusuDRs2TI2Njdq7d6/effdd3X333Ro5cqQmT56s7t276+qrr9a9996ruro65eTk6Oeff+5wDEuXLlVqaqrOO+883XXXXTr11FO1d+9e/fvf/9YLL7wgyXWf5dVXX62MjAxdffXVqq+vb3Ht9uTJk3XhhRfqvvvuU01NjUaPHq2dO3cqMzNTCQkJuu6669p87YiICF1wwQXKzs5WaGioBg8erPXr11tnq28uLi5OkvT4449r2rRpCggI0LBhw9S9e/cWde+66y4999xzmj59uh5++GENHjxYa9eu1bJlyzRv3jyv+DEHANAxjHQDAFxqwYIFOvXUU/Xwww+roaFBEyZMUEFBgfr06aM777xTF1xwgebNm6f33ntPF1xwgfV5EydO1OrVqzV37lxNmTJFS5Ys0fXXX681a9ZY64wePVorV67Url27NHPmTP3hD3/QwoULW127+3hRUVF6+umntWPHDo0fP14jRoywee3jjRs3Ths2bFCvXr00Z84cXXXVVaqurtbq1at15ZVXdugzcpZevXrp/fff15w5c7R8+XJNnz5dV1xxhf785z8rMjLSOlo7dOhQvf766/r555916aWXasGCBYqPj9ef//znDsdw4YUX6j//+Y8sFotuv/12TZ06VQ8//LAGDBhgreOqzzIkJESXXHKJvvvuO40ePbpFwmoymfTWW28pIyNDubm5uuiii6zLh23YsMFm5L81zz//vCZNmqT77rtPl19+ub7//nubdeObXHPNNbrxxhu1bNkypaSkaMSIETbrijfXv39/bdmyRRMnTtTChQs1Y8YM/fvf/9aSJUv0l7/8xeHPAgDgPUyG0WzRTgAAAAAA4DSMdAMAAAAA4CIk3QAAAAAAuAhJNwAAAAAALkLSDQAAAACAi5B0AwAAAADgIiTdAAAAAAC4SFdPB+BMjY2N+uGHHxQUFCSTyeTpcAAAAAAAfsowDNXW1mrgwIHq0qXt8Wy/Srp/+OEHDRo0yNNhAAAAAAA6iX379ikyMrLNx/0q6Q4KCpJ07E0HBwd7OBoAAAAAgL+qqanRoEGDrHloW/wq6W46pTw4OJikGwAAAADgcie7tJmJ1AAAAAAAcBGSbgAAAAAAXMSvTi8HAAD2aWg0VFBapYraOoUHmZUcFaaALqwAAgCAs3hV0n306FEtWrRIL7zwgsrLy2WxWDRnzhz97ne/O+EU7AAAwH75xWXKWlOisuo6a5klxKzM1BhNjbV4MDIAAPyHVyXdjz/+uJ555hmtXLlS55xzjj755BPNnTtXISEhuuOOOzwdHgAALueukef84jLNyyuUcVx5eXWd5uUVKict0SWJNyPrAIDOxquS7q1bt2rmzJmaPn26JOm0007TSy+9pE8++cTDkQEA4HruGnluaDSUtaakRcItSYYkk6SsNSWaHBPh1ISYkXUAQGfkVedsn3/++Vq/fr2++OILSdKOHTv0wQcf6KKLLmq1fn19vWpqamxuAAD4oqaR5+YJqfTryHN+cZnTtlVQWtViO80Zksqq61RQWuW0bbrz/QEA4E28Kum+7777dPXVV2vo0KHq1q2bEhISdOedd+rqq69utX52drZCQkKst0GDBrk5YgAAOu5kI8/SsZHnhsbWativorbthNuReifj7vcHAIA38aqk+5VXXlFeXp5efPFFFRYWauXKlXriiSe0cuXKVusvXLhQ1dXV1tu+ffvcHDEAwN81NBra+lWlVhV9r61fVbokMXT3yHN4kNmp9U7GEyPrTdzx/wcAwIl41TXd//d//6f7779fV111lSQpLi5O3377rbKzs5Went6ifmBgoAIDA90dJgCgk3DXNcjuHnlOjgqTJcSs8uq6VkefTZIiQo5NcuYM7n5/TbiGHADgDbxqpPvQoUMtlgYLCAhQY2OjhyICAHRW7rwG2d0jzwFdTMpMjZF0LMFurul+ZmqM0yZRc/f7k7iGHADgPbwq6U5NTdWjjz6qtWvX6ptvvtGbb76pp556SpdccomnQwMAdCLuvga5aeS5rRTXpGMjtM4aeZakqbEW5aQlKjzY9oyxiBCz05cLc/f74xpyAIA38aqk+y9/+Ysuu+wy3XrrrTr77LN1zz336Oabb9Yjjzzi6dAAAJ2Iu69BdvfIc5OpsRa9lzHOen/F3BH64L6JTj/12t3vz5PXkAMAcDyvSrqDgoL09NNP69tvv9X//vc/ffXVV/rDH/6g7t27ezo0AEAn4olrkN058txc80Q3OSrM6Yl9E3e+P09dQw4AQGu8aiI1AAC8gSeuQZaOJaajz+inuEXvSjo28jxmSH+XJcLu5q7356n/PwAAWuNVI90AAHgDT1xj3cRdI8+e4o7358n/PwAAjkfSDQDwKe5Yd9lT11jDOTz5/8e64ACA43F6OQDAZ7hz3eWma5AzV+/S/pp6a3kE6zz7BE/8/7EuOACgNYx0AwB8gifWXXbX7N5wDXf+/7EuOACgLSTdAACv58l1l/39Gmt/547/P9YFBwCcCEk3AMDrse4yvBn7JwDgREi6AQBej3WX4c3YPwEAJ0LSDQDweqy7DG/G/gkAOBGSbgCA12PdZXgz9k8AwImQdAMAvB7rZsObsX8CAE6EpBsA4BOa1l0ODw60KY8IMSsnLZFlvOBR7J8AgLZ09XQAAADf1tBoqKC0ShW1dQoPMrt0Wa2psRaNPqOf4ha9K+nYustjhvRnBBFewVP7pzu/gwAA+5F0AwAcll9cpqw1JTbLJVlCzMpMjXHZyB7rZsObuXv/9MR3EABgH04vBwA4JL+4TPPyClusT1xeXad5eYXKLy7zUGRA58B3EAB8A0k3AMBuDY2GstaUyGjlsaayrDUlamhsrQaAjuI7CAC+g6QbAGC3gtKqFqNrzRmSyqrrVFBa5b6ggE6E7yAA+A6SbgCA3Spq2+7sO1IPgH34DgKA7yDpBgDYLTzI7NR6AOzDdxAAfAdJNwDAbslRYbKEmNXWvMwmHZtBOTkqzJ1hAZ0G30EA8B0k3QAAuwV0MSkzNUaSWnT6m+5npsawnBfgInwHAcB3kHQDABwyNdainLREhQcH2pRHhJiVk5bIGsGAi/EdBADf0NXTAQAAfNfUWItGn9FPcYvelSStmDtCY4b0Z3QNcBO+gwDg/RjpBgB0SPPOfXJUGJ19wM34DgKAdyPpBgAAAADARUi6AQAAAABwEa7pBgA/0tBoqKC0ShW1dQoPMnOqKQCno50BAPuQdAOAn8gvLlPWmhKVVddZyywhZmWmxjCLMQCnoJ0BAPtxejkA+IH84jLNyyu06QhLUnl1neblFSq/uMxDkQHwF7QzAOAYu0a6V69ebfcGJk+erB49etj9PABA+zQ0GspaUyKjlccMSSZJWWtKNDkmglNAATiEdgYAHGdX0j1r1iy7XtxkMunLL79UdHS0Xc8DALRfQWlVi5Gn5gxJZdV1KiitUsrpfd0XGAC/QTsDAI6z+/Ty8vJyNTY2tuvWs2dPV8QMAGimorbtjrAj9QDgeLQzAOA4u5Lu9PR0u04VT0tLU3BwsN1BAQDaLzzI7NR6AHA82hkAcJxdSXdubq6CgoIkSfv37z9p/ZycHPXr18+xyAAA7ZIcFSZLiFltXUVp0rHZhZOjwtwZFgA/QjsDAI5zePby2bNn6+jRo60+1lY5AMD5ArqYlJkaI0ktOsRN9zNTY5jcCIDDaGcAwHEOJ92hoaFasGBBi/LKykpdcMEFHQoKAGCfqbEW5aQlKjw40KY8IsSsnLRE1s8F0GG0MwDgGIeT7ueff17r16/Xs88+ay3bvXu3kpOTuY4bADxgaqxF72WMs95fMXeEPrhvIh1hAE5DOwMA9nM46e7Tp49ef/113Xvvvfr444+Vn5+vlJQUzZ49W6tWrXI4oO+//15paWnq27evevbsqfj4eH366acOvx4AdCbNT+1MjgrjVE8ATkc7AwD2sWud7pkzZyo+Pl4JCQmKj49XXFycli5dqunTp6uurk5Lly5Venq6w8H8/PPPGj16tCZMmKB33nlH4eHh+uqrr9SnTx+HXxMAAAAAAE+xK+keMmSIPvzwQy1btkyVlZXq06ePhg8fLsMwdO211yo+Pl5HjhxRt27dHArm8ccf16BBg5Sbm2stO+200xx6LQAAAAAAPM2upPuJJ56w/v3dd9+pqKhIRUVF6tu3r/X67q5du2ro0KHasWOH3cGsXr1aF154oS6//HJt3rxZp5xyim699VbddNNNrdavr69XfX299X5NTY3d2wQAAAAAwFXsSrqbi4yMVGRkpGbMmGEtO3DggLZv366dO3c69Jpff/21cnJylJGRoQceeEAFBQW6/fbbFRgYqOuvv75F/ezsbGVlZTn6FgAAAAAAcCm7JlLbuXOnGhsb23y8d+/eGjNmjObPny9J2rVrl11rdjc2NioxMVGLFy9WQkKCbr75Zt10003Kyclptf7ChQtVXV1tve3bt8+etwMALtfQaGjrV5VaVfS9tn5VqYZGw9MhAYBPoR0F4OvsGulOSEhQeXm5+vfv3676KSkpKioqUnR0dLvqWywWxcTE2JSdffbZev3111utHxgYqMDAwFYfAwBPyy8uU9aaEpVV11nLLCFmZabGsLwOALQD7SgAf2BX0m0Yhh566CH17NmzXfUPHz5sVzCjR4/Wnj17bMq++OILDR482K7XAQBPyy8u07y8Qh0/HlNeXad5eYXKSUukwwgAJ0A7CsBf2JV0jx07tkVSfCIpKSnq0aNHu+vfddddGjVqlBYvXqwrrrhCBQUFWr58uZYvX25PmADgUQ2NhrLWlLToKEqSIckkKWtNiSbHRLC+LQC0gnYUgD+xK+netGmTi8I4ZsSIEXrzzTe1cOFCPfzww4qKitLTTz+ta6+91qXbBQBnKiitsjkV8niGpLLqOhWUVinl9L7uCwwAfATtKAB/4vDs5a4yY8YMmxnRAcDXVNS23VF0pB4AdDa0owD8SYeT7oiICMXExCg2NlZxcXGKjY1VbGysgoKCnBEfAPic8CCzU+sBQGdDOwrAn3Q46d63b592796t4uJiFRcXa/Xq1SopKZFhGDrnnHO0Zs0aZ8QJAD4jOSpMlhCzyqvrWr0e0SQpIsSs5Kgwd4cGAD6BdhSAP+lw0t2tWzcNGzZMw4YNkyQVFBTonXfe0Wuvvabvv/++wwECgK8J6GJSZmqM5uUVyiTZdBibpvvJTI1h8h8AaAPtKAB/0qWjL1BZWakXX3xRaWlpOvvss/X0008rKipK7733ngoLC50RIwD4nKmxFuWkJSo8ONCmPCLEzDI3ANAOtKMA/EWHR7rDw8M1fPhw3X333Vq5cqUCAgKcERcA+LypsRaNPqOf4ha9K0laMXeExgzpz8gMALQT7SgAf9DhpHvJkiXatWuX/vSnPykjI0ODBg2yTqYWGxurqVOnOiNOAPBJzTuGyVFhdBQBwE60owB8XYeT7rvvvtvm/tdff22dVC0vL4+kGwAAAADQaTl9ne7o6GhFR0fr4osvdvZLAwAAAADgUxxOurdt26b7779fP/74o8444wzFx8dbb6eeeqozYwQAAAAAwCc5PHv5ddddp4CAAN1yyy2Kjo7W5s2bNXfuXJ122mnq27evM2MEAAAAAMAnOTzSvW/fPq1du1ann366Tfm3336roqKijsYFAAAAAIDPczjpHj16tPbt29ci6R48eLAGDx7c4cAAAAAAAPB1diXdM2fO1PDhwzV8+HDdcsstevjhhxUXF8fp5AAAAAAAtMKupHvIkCHasmWLcnJyVFlZKUk666yzNHPmTKWkpCghIUFxcXHq3r27S4IFAAAAAMCX2JV0P/HEE9a/v/vuOxUVFVlvjz32mEpLSxUQEKChQ4dq586dTg8WADqqodFQQWmVKmrrFB5kVnJUmAK6mDwdFgDAS3CcAOBsDl/THRkZqcjISM2YMcNaduDAAW3fvp2EG4BXyi8uU9aaEpVV11nLLCFmZabGaGqsxYORAQC8AccJAK7g8JJhrendu7fGjBmj+fPnO/NlAaDD8ovLNC+v0KYjJUnl1XWal1eo/OIyD0UGAPAGHCcAuIpTk24A8EYNjYay1pTIaOWxprKsNSVqaGytBgDA33GcAOBKDiXdW7duVVnZsV/7ysrKtHXrVqcGBQDOVFBa1WLkojlDUll1nQpKq9wXFADAa3CcAOBKDiXdhw4d0t133y1JysjI0P/+9z+nBgUAzlRR23ZHypF6AAD/wnECgCs5lHRPmjRJoaGh+t3vfqewsDBNnDjR2XEBgNOEB5mdWg8A4F84TgBwJbtnL58wYYJMJpNqampUWFioc88911q2YcMGV8QIAB2SHBUmS4hZ5dV1rV6vZ5IUEXJsWRgAQOfDcQKAK9k90r1x40Zt2LBBI0eO1P3336/k5GRrGQB4o4AuJmWmxkg61nFqrul+ZmoM67ACQCfFcQKAKzl0evn69ev1008/afHixaqqqiLhBuD1psZalJOWqPDgQJvyiBCzctISWX8VADo5jhMAXMXu08slqUePHnryySclSU8++aS++eYbZ8YEAC4xNdai0Wf0U9yidyVJK+aO0Jgh/Rm5AABI4jgBwDUcSrpHjRpl/XvgwIEaOHCg0wICAFdq3nFKjgqjIwUAsMFxAoCzOXR6OQAAAAAAODmSbgAAAAAAXISkGwAAAAAAF7Hrmu7Vq1fbvYHJkyerR48edj8PAAAAAABfZ1fSPWvWLLte3GQy6csvv1R0dLRdzwMAAAAAwB/YfXp5eXm5Ghsb23Xr2bOnK2IGAAAAAMAn2JV0p6en23WqeFpamoKDg+0OCgAAAAAAf2DX6eW5ubnWv/fv368BAwacsH5OTo5jUQEAAAAA4Accnr189uzZOnr0aKuPtVUOAAAAAEBn4nDSHRoaqgULFrQor6ys1AUXXNChoAAAAAAA8AcOJ93PP/+81q9fr2effdZatnv3biUnJ3MdNwAAAAAA6kDS3adPH73++uu699579fHHHys/P18pKSmaPXu2Vq1a1eHAsrOzZTKZdOedd3b4tQB4r4ZGQ1u/qtSqou+19atKNTQang4JAAC34TgI+D+7JlKbOXOm4uPjlZCQoPj4eMXFxWnp0qWaPn266urqtHTpUqWnp3c4qG3btmn58uUaNmxYh18LgPfKLy5T1poSlVXXWcssIWZlpsZoaqzFg5EBAOB6HAeBzsGuke4hQ4boww8/1E033aTo6GiFhYVp+fLlMgxD1157reLj43XkyJEOBXTgwAFde+21+vvf/67Q0NAOvRYA75VfXKZ5eYU2HQ1JKq+u07y8QuUXl3koMgAAXI/jINB52JV0P/HEE3rvvff0448/au/evXruuec0adIkTZgwQevXr1diYqJ69+6t4cOHOxzQ/PnzNX36dCZjA/xYQ6OhrDUlau0EuqayrDUlnGIHAPBLHAeBzsWu08ubi4yMVGRkpGbMmGEtO3DggLZv366dO3c69Jovv/yyCgsLtW3btnbVr6+vV319vfV+TU2NQ9sF4F4FpVUtftlvzpBUVl2ngtIqpZze132BAQDgBhwHgc7FrpHunTt3qrGxsc3He/furTFjxmj+/PmSpF27drV7ze59+/bpjjvuUF5ensxmc7uek52drZCQEOtt0KBB7XoeAM+qqG27o+FIPQAAfAnHQaBzsSvpTkhIUGVlZbvrp6SkaO/eve2q++mnn6qiokLnnnuuunbtqq5du2rz5s3685//rK5du6qhoaHFcxYuXKjq6mrrbd++fe2ODYDnhAe174e19tYDAMCXcBwEOhe7Ti83DEMPPfSQevbs2a76hw8fbvdrT5o0SZ999plN2dy5czV06FDdd999CggIaPGcwMBABQYGtnsbALxDclSYLCFmlVfXtXo9m0lSRIhZyVFh7g4NAACX4zgIdC52Jd1jx47Vnj172l0/JSVFPXr0aFfdoKAgxcbG2pT16tVLffv2bVEOwLcFdDEpMzVG8/IKZZJsOhym///fzNQYBXQxtfJsAAB8G8dBoHOxK+netGmTi8IA0NlMjbUoJy1Rmat3aX/NrxMiRrA+KQCgE+A4CHQeDs9e7g4k+YB/mxpr0egz+ilu0buSpBVzR2jMkP78sg8A6BQ4DgKdg10TqdnrmmuuceXLA/ADzTsWyVFhdDQAAJ0Kx0HA/7k06f7oo49c+fIAAAAAAHi1DifdWVlZeu211/T555+fcA1vAAAAAAA6mw5f0x0UFKS3335bS5Ys0ddff63IyEidc845io2N1YEDB5wRIwAAAAAAPsnhpLu2tlZBQUHKyMiwKf/6669VXFys4uJiTZ48ucMBAgAAAADgqxxOuseMGaP8/HxFRETYlEdHRys6OloXX3xxh4MDAAAAAMCXOXxNd1JSkkaOHKnPP//cpnz79u266KKLOhwYAAAAAAC+zuGk+9lnn9UNN9yg888/Xx988IG++OILXXHFFUpKSlJgYKAzYwQAAAAAwCd1aCK1zMxMde/eXZMnT1ZDQ4MuvPBCbdu2TYmJic6KDwAAAAAAn+XwSHdZWZluv/12PfLII4qJiVG3bt101VVXkXADAAAAAPD/czjpjo6O1vvvv69XX31Vn376qd544w3deuutevzxx50ZHwAAAAAAPsvh08tzc3N11VVXWe9feOGF2rhxo2bMmKFvv/1Wy5Ytc0qAANyrodFQQWmVKmrrFB5kVnJUmAK6mDwdFgAAcAKO84D7OZx0N0+4myQmJmrLli3MXg74qPziMmWtKVFZdZ21zBJiVmZqjKbGWjwYGQAA6CiO84BnOHx6eVtOO+00ffjhh85+WQAull9cpnl5hTYHYkkqr67TvLxC5ReXeSgyAADQURznAc9xetItSaGhoa54WQAu0tBoKGtNiYxWHmsqy1pToobG1moAAABvxnEe8CyXJN0AfEtBaVWLX76bMySVVdepoLTKfUEBAACn4DgPeFaHku4PP/xQ9fX1Lf4G4Fsqats+EDtSDwAAeA+O84BndSjpnjZtmr7//vsWfwPwLeFBZqfWAwAA3oPjPOBZHUq6DcNo9W8AviU5KkyWELPaWjDEpGOzmyZHhbkzLAAA4AQc5wHP4ppuAAroYlJmaowktTggN93PTI1hHU8AAHwQx3nAs0i6AUiSpsZalJOWqPDgQJvyiBCzctISWb8TAAAfxnEe8Jyung4AgPeYGmvR6DP6KW7Ru5KkFXNHaMyQ/vzyDQCAH+A4D3gGI90AbDQ/8CZHhXEgBgDAj3CcB9yPpBsAAAAAABch6QYAAAAAwEU6lHQ/8MADCgsLa/E3AAAAAADo4ERqCxcubPVvAAAAAADA6eUAAAAAALgMSTcAAAAAAC5C0g0AAAAAgIvYdU336tWr7d7A5MmT1aNHD7ufBwAAAACAr7Mr6Z41a5ZdL24ymfTll18qOjrarucB+FVDo6GC0ipV1NYpPMis5KgwBXQxeTosAACAk6IfAzgwe3l5ebnCw8PbVTcoKMjugAD8Kr+4TFlrSlRWXWcts4SYlZkao6mxFg9GBgAAcGL0Y4Bj7LqmOz093a5TxdPS0hQcHGx3UACOHajm5RXaHKgkqby6TvPyCpVfXOahyAAAAE6MfgzwK7uS7tzcXLtGr3NyctSvXz+7gwI6u4ZGQ1lrSmS08lhTWdaaEjU0tlYDAADAc+jHALYcnr18//79zowDQDMFpVUtfhluzpBUVl2ngtIq9wUFAADQDvRjAFsOJ92zZ8/W0aNHW32srXIA7VNR2/aBypF6AAAA7kI/BrDlcNIdGhqqBQsWtCivrKzUBRdc0KGggM4uPMjs1HoAAADuQj8GsOVw0v38889r/fr1evbZZ61lu3fvVnJyssOTp2VnZ2vEiBEKCgpSeHi4Zs2apT179jgaIuCzkqPCZAkxq60FNUw6NvtnclSYO8MCAAA4KfoxgC2Hk+4+ffro9ddf17333quPP/5Y+fn5SklJ0ezZs7Vq1SqHXnPz5s2aP3++PvroI61bt05Hjx7VlClTdPDgQUfDBHxSQBeTMlNjJKnFAavpfmZqDOtcAgAAr0M/BrBl1zrdM2fOVHx8vBISEhQfH6+4uDgtXbpU06dPV11dnZYuXar09HSHg8nPz7e5n5ubq/DwcH366acaO3asw68L+KKpsRblpCUqc/Uu7a+pt5ZHsL4lAADwcvRjgF/ZlXQPGTJEH374oZYtW6bKykr16dNHw4cPl2EYuvbaaxUfH68jR46oW7duTgmuurpakhQW1vqpJ/X19aqv//VLXFNT45TtAt5iaqxFo8/op7hF70qSVswdoTFD+vPLMAAA8Hr0Y4Bj7Eq6n3jiCevf3333nYqKilRUVKS+fftar+/u2rWrhg4dqh07dnQoMMMwlJGRofPPP1+xsbGt1snOzlZWVlaHtgN4u+YHpuSoMA5UAADAZ9CPAexMupuLjIxUZGSkZsyYYS07cOCAtm/frp07d3Y4sNtuu007d+7UBx980GadhQsXKiMjw3q/pqZGgwYN6vC2AQAAAABwBruS7p07dyo2NlZdurQ+/1rv3r01ZswYjRkzRpK0a9cunXXWWera1b7cfsGCBVq9erX+85//KDIyss16gYGBCgwMtOu1AQAAAABwF7tmL09ISFBlZWW766ekpGjv3r3trm8Yhm677Ta98cYb2rBhg6KiouwJDwAAAAAAr2LXELRhGHrooYfUs2fPdtU/fPiwXcHMnz9fL774olatWqWgoCCVl5dLkkJCQtSjRw+7XgsAAAAAAE+zK+keO3as9uzZ0+76KSkpdiXLOTk5kqTx48fblOfm5mrOnDntfh0AAAAAALyBXUn3pk2brH/v27fP6ZOWGYbh1NcDXKGh0VBBaZUqausUHmRmJk4AAAAvQT8N3sjh2cuHDh2qjIwMLVy4sN2nmwO+Lr+4TFlrSlRWXWcts4SYlZkao6mxFg9GBgAA0LnRT4O3smsitebWrVund999V2eccYZyc3OdGRPglfKLyzQvr9CmIZek8uo6zcsrVH5xmYciAwAA6Nzop8GbOZx0jxo1Sh9//LEee+wx/f73v1dCQoLN6eeAP2loNJS1pkStXQDRVJa1pkQNjVwiAQAA4E700+DtHE66m1x//fX64osvlJqaqunTp+uSSy7Rf//7X2fEBniNgtKqFr+cNmdIKquuU0FplfuCAgAAAP00eL0OJ93SsQnQpkyZot/+9rdavXq1YmNjdffdd6u2ttYZLw94XEVt2w25I/UAAADgHPTT4O0cnkjtmWee0bZt27Rt2zbt3r1bAQEBGjZsmObPn6/4+Hi98MILiomJ0ZtvvqmkpCRnxgy4XXiQ2an1AAAA4Bz00+DtHE66H330UZ133nlKT0/Xeeedp6SkJAUGBlofv+GGG7R48WLNmTNHxcXFTgkW8JTkqDBZQswqr65r9Xohk6SIkGPLUgAAAMB96KfB2zmcdO/bt++kdX7zm9/ooYcecnQTgNcI6GJSZmqM5uUVyiTZNOhNKz9mpsawDiQAAICb0U+Dt3PKNd1tCQ8P14YNG1y5CcBtpsZalJOWqPDgQJvyiBCzctISWf8RAADAQ+inwZs5PNLdHiaTSePGjXPlJgC3mhpr0egz+ilu0buSpBVzR2jMkP78cgoAAOBh9NPgrVw60g34o+YNd3JUGA05AACAl6CfBm9E0g0AAAAAgIu49PRywB0aGg0VlFaporZO4UFmftUEAACAW9APRXuQdMOn5ReXKWtNicqq66xllhCzMlNjmDADAAAALkM/FO3F6eXwWfnFZZqXV2jT0ElSeXWd5uUVKr+4zEORAQAAwJ/RD4U9SLrhkxoaDWWtKbFZh7FJU1nWmhI1NLZWAwAAAHAM/VDYi6QbPqmgtKrFL4vNGZLKqutUUFrlvqAAAADg9+iHwl4k3fBJFbVtN3SO1AMAAADag34o7EXSDZ8UHmR2aj0AAACgPeiHwl4k3fBJyVFhsoSY1daCDCYdmz0yOSrMnWEBAADAz9EPhb1IuuGTArqYlJkaI0ktGrym+5mpMayTCAAAAKeiHwp7kXTDZ02NtSgnLVHhwYE25REhZuWkJbI+IgAAAFyCfijs0dXTAQAdMTXWotFn9FPconclSSvmjtCYIf35ZREAAAAuRT8U7UXSDadraDRUUFqlito6hQcdu57FlY1P89d29bYAAACAJp7oh7q7r42OI+mGU+UXlylrTYnN2oWWELMyU2M4zQYAAADoAPravolruuE0+cVlmpdXaNMISFJ5dZ3m5RUqv7jMQ5EBAAAAvo2+tu8i6YZTNDQaylpTIqOVx5rKstaUqKGxtRoAAAAA2kJf27eRdMMpCkqrWvzq1pwhqay6TgWlVe4LCgAAAPAD9LV9G0k3nKKitu1GwJF6AAAAAI6hr+3bSLrhFOFBZqfWAwAAAHAMfW3fxuzlfs5dSwokR4XJEmJWeXVdq9eamCRFhBzbPgAAAID282RfmyXKOo6k24+5c0mBgC4mZabGaF5eoUySTWPQ9JXMTI3hCwoAAADYyVN9bZYocw5OL/dTnlhSYGqsRTlpiQoPDrQpjwgxKyctkS8mAAAA4CB397VZosx5GOn2QydbUsCkY0sKTI6JcPqvYVNjLRp9Rj/FLXpXkrRi7giNGdKfEW4AAACgg9zV1/ZkPuGPGOn2Q55eUqD5F49rPgAAAADncUdf29P5hL9hpNvN3DERAUsKAAAAAHCUJ/MJf5y4jaTbjdw1EQFLCgAAAABwlKfyCX+duM3rTi9ftmyZoqKiZDabde655+r999/3dEhO4c6JCJqWFGjr9yCTju28LN8FAAAA4HieyCf8eeI2r0q6X3nlFd1555168MEHtX37do0ZM0bTpk3T3r17PR1ah5xsIgLp2EQEDY2t1bBf05ICklp8UVi+CwAAAMCJuDufcHe+5G5elXQ/9dRT+s1vfqMbb7xRZ599tp5++mkNGjRIOTk5ng6tQzwxEQHLdwEAAABwlDvzCX+fuM1rruk+fPiwPv30U91///025VOmTNGWLVs8FJVz2EwwYBgKbDjcar0ff/xZjZYeTtvulOgQpcwboeRH10uS/nbduRp9ej8FdDGp8dAhp23neI2HjyrwaP2xvw8dUuNR1+5mbI/tsT3Pbc8T22R7bI/teXabbI/tsT3Pbc/d23RXPvHjjz9b31Nz9QHdJdOvo+m+OhG0yTAMrxij/+GHH3TKKafoww8/1KhRo6zlixcv1sqVK7Vnz54Wz6mvr1d9/a//OTU1NRo0aJCqq6sVHBzslrjbY+tXlbr67x9JkgKP1uutfz3o4YgAAAAAwLvNmvGo6rv+OtL+0k3nKeX0vh6MyFZNTY1CQkJOmn961enlkmQy2V4XYBhGi7Im2dnZCgkJsd4GDRrkjhDtdrKJCAAAAAAArfP1iaC95vTyfv36KSAgQOXl5TblFRUVGjBgQKvPWbhwoTIyMqz3m0a6vU3TRATz8gp1OKC7Zs141PpYUyL+p6viNTkmwjMBAgAAAIAHrSsp1x0vF0n6dfK0+oDufjERtNck3d27d9e5556rdevW6ZJLLrGWr1u3TjNnzmz1OYGBgQoMDGz1MW/TNBHBsXXnft1Zmtadu5CJzQAAAAB0UhcmRetpc48W63RH+ME63V6TdEtSRkaGrrvuOiUlJSklJUXLly/X3r17dcstt3g6NKeYGmvR5JgIFZRWqaK2TuFBx06R8NVfbAAAAADAWfw1X/KqpPvKK69UZWWlHn74YZWVlSk2NlZvv/22Bg8e7OnQnCagi8mrLv4HAAAAAG/hj/mS18xe7gztnT0OAAAAAICO8NnZywEAAAAA8Bck3QAAAAAAuIhXXdPdUU1nytfU1Hg4EgAAAACAP2vKO092xbZfJd21tbWS5JVrdQMAAAAA/E9tba1CQkLafNyvJlJrbGzUDz/8oKCgIJlM3jutfE1NjQYNGqR9+/Yx4RvahX0G9mB/gb3YZ2Av9hnYg/0F9vKVfcYwDNXW1mrgwIHq0qXtK7f9aqS7S5cuioyM9HQY7RYcHOzVOxG8D/sM7MH+Anuxz8Be7DOwB/sL7OUL+8yJRribMJEaAAAAAAAuQtINAAAAAICLkHR7QGBgoDIzMxUYGOjpUOAj2GdgD/YX2It9BvZin4E92F9gL3/bZ/xqIjUAAAAAALwJI90AAAAAALgISTcAAAAAAC5C0g0AAAAAgIuQdAMAAAAA4CIk3R6wbNkyRUVFyWw269xzz9X777/v6ZDgpRYtWiSTyWRzi4iI8HRY8BL/+c9/lJqaqoEDB8pkMumtt96yedwwDC1atEgDBw5Ujx49NH78eO3atcszwcIrnGyfmTNnTos257zzzvNMsPC47OxsjRgxQkFBQQoPD9esWbO0Z88emzq0M2jSnv2FNgbN5eTkaNiwYQoODlZwcLBSUlL0zjvvWB/3p/aFpNvNXnnlFd1555168MEHtX37do0ZM0bTpk3T3r17PR0avNQ555yjsrIy6+2zzz7zdEjwEgcPHtTw4cP117/+tdXHlyxZoqeeekp//etftW3bNkVERGjy5Mmqra11c6TwFifbZyRp6tSpNm3O22+/7cYI4U02b96s+fPn66OPPtK6det09OhRTZkyRQcPHrTWoZ1Bk/bsLxJtDH4VGRmpxx57TJ988ok++eQTTZw4UTNnzrQm1n7Vvhhwq+TkZOOWW26xKRs6dKhx//33eygieLPMzExj+PDhng4DPkCS8eabb1rvNzY2GhEREcZjjz1mLaurqzNCQkKMZ555xgMRwtscv88YhmGkp6cbM2fO9Eg88H4VFRWGJGPz5s2GYdDO4MSO318MgzYGJxcaGmo8++yzfte+MNLtRocPH9ann36qKVOm2JRPmTJFW7Zs8VBU8HZffvmlBg4cqKioKF111VX6+uuvPR0SfEBpaanKy8tt2pvAwECNGzeO9gYntGnTJoWHh+vMM8/UTTfdpIqKCk+HBC9RXV0tSQoLC5NEO4MTO35/aUIbg9Y0NDTo5Zdf1sGDB5WSkuJ37QtJtxv99NNPamho0IABA2zKBwwYoPLycg9FBW82cuRIPffcc/r3v/+tv//97yovL9eoUaNUWVnp6dDg5ZraFNob2GPatGl64YUXtGHDBj355JPatm2bJk6cqPr6ek+HBg8zDEMZGRk6//zzFRsbK4l2Bm1rbX+RaGPQ0meffabevXsrMDBQt9xyi958803FxMT4XfvS1dMBdEYmk8nmvmEYLcoA6djBqUlcXJxSUlJ0+umna+XKlcrIyPBgZPAVtDewx5VXXmn9OzY2VklJSRo8eLDWrl2rSy+91IORwdNuu+027dy5Ux988EGLx2hncLy29hfaGBzvrLPOUlFRkX755Re9/vrrSk9P1+bNm62P+0v7wki3G/Xr108BAQEtfp2pqKho8SsO0JpevXopLi5OX375padDgZdrmuWe9gYdYbFYNHjwYNqcTm7BggVavXq1Nm7cqMjISGs57Qxa09b+0hraGHTv3l1nnHGGkpKSlJ2dreHDh+tPf/qT37UvJN1u1L17d5177rlat26dTfm6des0atQoD0UFX1JfX6/du3fLYrF4OhR4uaioKEVERNi0N4cPH9bmzZtpb9BulZWV2rdvH21OJ2UYhm677Ta98cYb2rBhg6Kiomwep51BcyfbX1pDG4PjGYah+vp6v2tfOL3czTIyMnTdddcpKSlJKSkpWr58ufbu3atbbrnF06HBC91zzz1KTU3VqaeeqoqKCv3hD39QTU2N0tPTPR0avMCBAwf03//+13q/tLRURUVFCgsL06mnnqo777xTixcv1pAhQzRkyBAtXrxYPXv21DXXXOPBqOFJJ9pnwsLCtGjRIs2ePVsWi0XffPONHnjgAfXr10+XXHKJB6OGp8yfP18vvviiVq1apaCgIOuIU0hIiHr06CGTyUQ7A6uT7S8HDhygjYGNBx54QNOmTdOgQYNUW1url19+WZs2bVJ+fr7/tS8emze9E1u6dKkxePBgo3v37kZiYqLNUgpAc1deeaVhsViMbt26GQMHDjQuvfRSY9euXZ4OC15i48aNhqQWt/T0dMMwji3nk5mZaURERBiBgYHG2LFjjc8++8yzQcOjTrTPHDp0yJgyZYrRv39/o1u3bsapp55qpKenG3v37vV02PCQ1vYVSUZubq61Du0Mmpxsf6GNwfFuuOEGa07Uv39/Y9KkSca7775rfdyf2heTYRiGO5N8AAAAAAA6C67pBgAAAADARUi6AQAAAABwEZJuAAAAAABchKQbAAAAAAAXIekGAAAAAMBFSLoBAAAAAHARkm4AAAAAAFyEpBsAAAAAABch6QYAAAAAwEVIugEA6MTuvvtupaamejoMAAD8Fkk3AACdWFFRkeLj4z0dBgAAfoukGwCATmzHjh1KSEjwdBgAAPgtkm4AADqpffv2qbKy0jrS/csvvyg1NVWjRo1SWVmZZ4MDAMBPkHQDANBJFRUVKSQkRFFRUfrss880YsQIWSwWbdq0SRaLxdPhAQDgF0i6AQDopIqKijR8+HC99NJLGjt2rO655x4tX75c3bt393RoAAD4DZNhGIangwAAAO43e/Zsbdy4UZL0r3/9S6NGjfJwRAAA+B9GugEA6KSKioo0e/Zs1dXV6ZdffvF0OAAA+CVGugEA6IRqa2sVEhKiTz/9VDt27NAdd9yhLVu26JxzzvF0aAAA+JWung4AAAC4X1FRkQICAhQTE6OEhATt2rVLqampKigoUL9+/TwdHgAAfoPTywEA6IR27NihoUOHKjAwUJL0+OOPKyYmRpdeeqkOHz7s4egAAPAfnF4OAAAAAICLMNINAAAAAICLkHQDAAAAAOAiJN0AAAAAALgISTcAAAAAAC5C0g0AAAAAgIuQdAMAAAAA4CIk3QAAAAAAuAhJNwAAAAAALkLSDQAAAACAi5B0AwAAAADgIiTdAAAAAAC4CEk3AAAAAAAuQtINAAAAAICLkHQDAAAAAOAiJN0AAAAAALgISTcAAAAAAC5C0g0AcLkVK1bIZDJZb127dpXFYtFVV12lL7/80tPhSZJMJpMWLVpkvV9SUqJFixbpm2++cfq21q9fr6SkJPXq1Usmk0lvvfVWm3W3b9+ucePGKSQkRCaTSU8//bRTY3Hl+/Rmc+bM0WmnnebQc7ds2aJFixbpl19+afHY+PHjNX78+A7FBgDwL109HQAAoPPIzc3V0KFDVVdXpw8//FCPPvqoNm7cqM8//1yhoaGeDs9GSUmJsrKyNH78eIeTs9YYhqErrrhCZ555plavXq1evXrprLPOarP+DTfcoIMHD+rll19WaGioU2ORXPc+/dmWLVuUlZWlOXPmqE+fPjaPLVu2zDNBAQC8Fkk3AMBtYmNjlZSUJOnYiGBDQ4MyMzP11ltvae7cuR6Ozj1++OEHVVVV6ZJLLtGkSZNOWr+4uFg33XSTpk2b5obo0FExMTGeDgEA4GU4vRwA4DFNCfj+/fttyj/55BNdfPHFCgsLk9lsVkJCgv75z3/a1Dl06JDuueceRUVFyWw2KywsTElJSXrppZesddo61fdkpxavWLFCl19+uSRpwoQJ1tPiV6xYccL388EHH2jSpEkKCgpSz549NWrUKK1du9b6+KJFixQZGSlJuu+++2QymdqMo+mU/KNHjyonJ8cagyT9+OOPuvXWWxUTE6PevXsrPDxcEydO1Pvvv9/idXJycjR8+HD17t1bQUFBGjp0qB544IEOvc/PP/9cV199tQYMGKDAwECdeuqpuv7661VfX2+tU1xcrJkzZyo0NFRms1nx8fFauXKlzets2rRJJpNJL730kh588EENHDhQwcHBuuCCC7Rnzx5rvTvvvFO9evVSTU1Ni1iuvPJKDRgwQEeOHJEkNTY2asmSJRo6dKgCAwMVHh6u66+/Xt99990J39M333zT5ntvfunBokWL9H//93+SpKioKOtntmnTJkmt73NVVVW69dZbdcopp6h79+6Kjo7Wgw8+aPN5NW3ntttu0/PPP6+zzz5bPXv21PDhw/Wvf/3rhLEDALwbSTcAwGNKS0slSWeeeaa1bOPGjRo9erR++eUXPfPMM1q1apXi4+N15ZVX2iREGRkZysnJ0e233678/Hw9//zzuvzyy1VZWdnhuKZPn67FixdLkpYuXaqtW7dq69atmj59epvP2bx5syZOnKjq6mr9v//3//TSSy8pKChIqampeuWVVyRJN954o9544w1J0oIFC7R161a9+eabbcawdetWSdJll11mjUE6lsRJUmZmptauXavc3FxFR0dr/Pjx1uRPkl5++WXdeuutGjdunN5880299dZbuuuuu3Tw4EGH3+eOHTs0YsQIffTRR3r44Yf1zjvvKDs7W/X19Tp8+LAkac+ePRo1apR27dqlP//5z3rjjTcUExOjOXPmaMmSJS1e84EHHtC3336rZ599VsuXL9eXX36p1NRUNTQ0SDp2iv2hQ4da/PDyyy+/aNWqVUpLS1O3bt0kSfPmzdN9992nyZMna/Xq1XrkkUeUn5+vUaNG6aeffmrzfbXXjTfeqAULFkiS3njjDetnlpiY2Gr9uro6TZgwQc8995wyMjK0du1apaWlacmSJbr00ktb1F+7dq3++te/6uGHH9brr7+usLAwXXLJJfr66687HDsAwEMMAABcLDc315BkfPTRR8aRI0eM2tpaIz8/34iIiDDGjh1rHDlyxFp36NChRkJCgk2ZYRjGjBkzDIvFYjQ0NBiGYRixsbHGrFmzTrjdcePGGePGjWtRnp6ebgwePNimTJKRmZlpvf/qq68akoyNGze26z2ed955Rnh4uFFbW2stO3r0qBEbG2tERkYajY2NhmEYRmlpqSHJ+OMf/9iu15VkzJ8//4R1jh49ahw5csSYNGmScckll1jLb7vtNqNPnz4nfK6973PixIlGnz59jIqKijbrXHXVVUZgYKCxd+9em/Jp06YZPXv2NH755RfDMAxj48aNhiTjoosusqn3z3/+05BkbN261VqWmJhojBo1yqbesmXLDEnGZ599ZhiGYezevduQZNx666029T7++GNDkvHAAw9Yy47fB5r+X3Jzc1u8n+P3jT/+8Y+GJKO0tLRF3eP3uWeeecaQZPzzn/+0qff4448bkox3333XZjsDBgwwampqrGXl5eVGly5djOzs7BbbAgD4Bka6AQBuc95556lbt24KCgrS1KlTFRoaqlWrVqlr12NTjPz3v//V559/rmuvvVaSdPToUevtoosuUllZmfW04+TkZL3zzju6//77tWnTJv3vf//z2Ps6ePCgPv74Y1122WXq3bu3tTwgIEDXXXedvvvuO5vTpZ3hmWeeUWJiosxms7p27apu3bpp/fr12r17t7VOcnKyfvnlF1199dVatWpVh0d6Dx06pM2bN+uKK65Q//7926y3YcMGTZo0SYMGDbIpnzNnjg4dOmQdsW9y8cUX29wfNmyYJOnbb7+1ls2dO1dbtmyx+Rxzc3M1YsQIxcbGSjp2lkTTdppLTk7W2WefrfXr17fznTrPhg0b1KtXL1122WU25U0xHh/ThAkTFBQUZL0/YMAAhYeH23wWAADfQtINAHCb5557Ttu2bdOGDRt08803a/fu3br66qutjzdd233PPfeoW7duNrdbb71VkqyJ45///Gfdd999euuttzRhwgSFhYVp1qxZHlmC7Oeff5ZhGLJYLC0eGzhwoCQ55bT3Jk899ZTmzZunkSNH6vXXX9dHH32kbdu2aerUqTY/Plx33XX6xz/+oW+//VazZ89WeHi4Ro4cqXXr1jm03Z9//lkNDQ3W69LbUllZaddn0bdvX5v7gYGBkmTzXq699loFBgZaLzEoKSnRtm3bbCbga3rdtrbtzP+D9qqsrFRERIT1evwm4eHh6tq160k/C+nY5+HJH5UAAB1D0g0AcJuzzz5bSUlJmjBhgp555hndeOONys/P12uvvSZJ6tevnyRp4cKF2rZtW6u3+Ph4SVKvXr2UlZWlzz//XOXl5crJydFHH32k1NRU6/bMZnOLyaokOeXa3uZCQ0PVpUsXlZWVtXjshx9+sHlvzpCXl6fx48crJydH06dP18iRI5WUlKTa2toWdZtGiKurq7V27VoZhqEZM2Y4NHIaFhamgICAk05K1rdvX6d/FqGhoZo5c6aee+45NTQ0KDc3V2az2eZHm6aEta1tn2i7ZrNZklrsLx1N1Pv27av9+/fLMAyb8oqKCh09etSp+wUAwDuRdAMAPGbJkiUKDQ3V73//ezU2Nuqss87SkCFDtGPHDiUlJbV6a37qbZMBAwZozpw5uvrqq7Vnzx4dOnRIknTaaafpiy++sEmkKisrtWXLlpPG1tpoa1t69eqlkSNH6o033rCp39jYqLy8PEVGRtpMFtdRJpPJGl+TnTt3tjht+/gYp02bpgcffFCHDx/Wrl27JNn3Pnv06KFx48bp1VdfPeEPF5MmTdKGDRusSXaT5557Tj179tR555130m21Zu7cufrhhx/09ttvKy8vT5dcconNOtkTJ06UdOxHiea2bdum3bt3n3CJtgEDBshsNmvnzp025atWrWpR157PbNKkSTpw4IDeeustm/LnnnvO+jgAwL+xTjcAwGNCQ0O1cOFC3XvvvXrxxReVlpamv/3tb5o2bZouvPBCzZkzR6eccoqqqqq0e/duFRYW6tVXX5UkjRw5UjNmzNCwYcMUGhqq3bt36/nnn1dKSop69uwp6djp1X/729+Ulpamm266SZWVlVqyZImCg4NPGlvTdcLLly9XUFCQzGazoqKiWj39V5Kys7M1efJkTZgwQffcc4+6d++uZcuWqbi4WC+99FKL04s7YsaMGXrkkUeUmZmpcePGac+ePXr44YcVFRWlo0ePWuvddNNN6tGjh0aPHi2LxaLy8nJlZ2crJCREI0aMcOh9PvXUUzr//PM1cuRI3X///TrjjDO0f/9+rV69Wn/7298UFBSkzMxM/etf/9KECRP0+9//XmFhYXrhhRe0du1aLVmyRCEhIQ697ylTpigyMlK33nqrysvLW6ztftZZZ+m3v/2t/vKXv6hLly6aNm2avvnmGz300EMaNGiQ7rrrrjZf22QyKS0tTf/4xz90+umna/jw4SooKNCLL77Yom5cXJwk6U9/+pPS09PVrVs3nXXWWa3+IHT99ddr6dKlSk9P1zfffKO4uDh98MEHWrx4sS666CJdcMEFDn0WAAAf4uGJ3AAAnUDT7OXbtm1r8dj//vc/49RTTzWGDBliHD161DAMw9ixY4dxxRVXGOHh4Ua3bt2MiIgIY+LEicYzzzxjfd79999vJCUlGaGhoUZgYKARHR1t3HXXXcZPP/1k8/orV640zj77bMNsNhsxMTHGK6+80q7Zyw3DMJ5++mkjKirKCAgIaHNm6+bef/99Y+LEiUavXr2MHj16GOedd56xZs0amzrOmL28vr7euOeee4xTTjnFMJvNRmJiovHWW2+1eF8rV640JkyYYAwYMMDo3r27MXDgQOOKK64wdu7c2aH3WVJSYlx++eVG3759je7duxunnnqqMWfOHKOurs5a57PPPjNSU1ONkJAQo3v37sbw4cNbvG7T7OWvvvpqq59Ra3E88MADhiRj0KBB1pnsm2toaDAef/xx48wzzzS6detm9OvXz0hLSzP27dtnU6+1faC6utq48cYbjQEDBhi9evUyUlNTjW+++abVfWPhwoXGwIEDjS5dutjM/t7ajPmVlZXGLbfcYlgsFqNr167G4MGDjYULF9p8XobR9kz1gwcPNtLT01uUAwB8g8kwjrvICAAAAAAAOAXXdAMAAAAA4CIk3QAAAAAAuAhJNwAAAAAALkLSDQAAAACAi5B0AwAAAADgIiTdAAAAAAC4CEk3AAAAAAAu0tXTAThTY2OjfvjhBwUFBclkMnk6HAAAAACAnzIMQ7W1tRo4cKC6dGl7PNuvku4ffvhBgwYN8nQYAAAAAIBOYt++fYqMjGzzcb9KuoOCgiQde9PBwcEejgYAAAAA4K9qamo0aNAgax7aFr9KuptOKQ8ODibpBgAAAAC43MkubWYiNQAAAAAAXISkGwAAAAAAF/GqpPvo0aP63e9+p6ioKPXo0UPR0dF6+OGH1djY6OnQAADwSw2NhrZ+ValVRd9r61eVamg0PB0SAAB+xauu6X788cf1zDPPaOXKlTrnnHP0ySefaO7cuQoJCdEdd9zh6fAAAHC5hkZDBaVVqqitU3iQWclRYQro4pplMPOLy5S1pkRl1XXWMkuIWZmpMZoaa3HJNt35/gAA8AZelXRv3bpVM2fO1PTp0yVJp512ml566SV98sknHo4MAADXc2cSnF9cpnl5hTp+XLu8uk7z8gqVk5bokm26O8kHAMDTvOr08vPPP1/r16/XF198IUnasWOHPvjgA1100UUejgwAANdqSoKbJ6TSr0lwfnGZ07bV0Ggoa01Ji4RbkrUsa02JU081d+f7AwDAm3jVSPd9992n6upqDR06VAEBAWpoaNCjjz6qq6++utX69fX1qq+vt96vqalxV6gAADjNyZJgk44lwZNjIpxyKnZBaVWL5Pf4bZZV16mgtEopp/ft8Pbc/f4AAPAmXjXS/corrygvL08vvviiCgsLtXLlSj3xxBNauXJlq/Wzs7MVEhJivQ0aNMjNEQMA0HH2JMHOUFHb9rYcqXcy7n5/AAB4E68a6f6///s/3X///brqqqskSXFxcfr222+VnZ2t9PT0FvUXLlyojIwM6/2amhoSbwCAU7lj4i93J8HhQWan1jsZd7+/5pi4DQDgaV6VdB86dEhdutgOvgcEBLS5ZFhgYKACAwPdERoAoBNy18Rf7k6Ck6PCZAkxq7y6rtVTvk2SIkKOJajO4O7314SJ2wAA3sCrTi9PTU3Vo48+qrVr1+qbb77Rm2++qaeeekqXXHKJp0MDAHQy7pz4qykJbmv81aRjyaKzkuCALiZlpsZYX/v4bUlSZmqM00aE3f3+JCZuAwB4D69Kuv/yl7/osssu06233qqzzz5b99xzj26++WY98sgjng4NANCJuHt2b3cnwZI0NdainLREhQfbnjEWEWJ2+nJh7n5/npidHQCAtpgMw/CbI05NTY1CQkJUXV2t4OBgT4cDAPBRW7+q1NV//+ik9V666TynzO7dJL+4TJmrd2l/za8rc7j6dOjauiOKW/SuJGnF3BEaM6S/y655dtf789T/HwCgc2lv/ulV13QDAOANPDXx19RYi0af0c9tSbAkm9d29SRj7np/npy4DQCA43nV6eUAAHgDT038Jbk3CfYEd7w/T/7/AQBwPEa6AQA+xR1LQLl7dm84lyf//1iiDABwPJJuAIDPcNcSUE0Tf83LK5RJskncXDWxGZzHU/9/LFEGAGgNp5cDAHyCu5eAcufs3nA+d///sUQZAKAtjHQDALzeyZaAMunYElCTYyKcvqyWuyc2g/O46//PU/snAMA3MNINAPB6BaVVLUYQmzMklVXXqaC0yunb9veJzfydO/7/PLl/AgC8H0k3AMDrsQQUvBn7JwDgREi6AQBejyWg4M3YPwEAJ0LSDQDwek1LQLV1YrBJx2aJZgkveAL7JwDgREi6AQBer2kJKEktEhuW8IKnsX8CAE6EpBsA4BNYwgvejP0TANAWlgwDAPgMlvCCN2P/BAC0hqQbANAhDY2GCkqrVFFbp/Ags8uX1WIJL3gzT+yf7v4OAgDsQ9INAHBYfnGZstaU2KxRbAkxKzM1htNpATfgOwgA3o9rugEADskvLtO8vEKbzr4klVfXaV5eofKLyzwUGdA58B0EAN9A0g0AsFtDo6GsNSUyWnmsqSxrTYkaGlurAaCj+A4CgO8g6QYA2K2gtKrF6FpzhqSy6joVlFa5LyigE+E7CAC+g6QbAGC3itq2O/uO1ANgH76DAOA7SLoBAHYLDzI7tR4A+/AdBADfQdINALBbclSYLCFmtbUokUnHZlBOjgpzZ1hAp8F3EAB8B0k3AMBuAV1MykyNkaQWnf6m+5mpMawVDLgI30EA8B0k3QAAh0yNtSgnLVHhwYE25REhZuWkJbJGMOBifAcBwDd09XQAAADfNTXWotFn9FPconclSSvmjtCYIf0ZXQPchO8gAHg/RroBAB3SvHOfHBVGZx9wM76DAODdSLoBAAAAAHARTi8HAD/S0GiooLRKFbV1Cg8yM+oFwOloZwDAPiTdAOAn8ovLlLWmRGXVddYyS4hZmakxTKgEwCloZwDAfpxeDgB+IL+4TPPyCm06wpJUXl2neXmFyi8u81BkAPwF7QwAOMauke7Vq1fbvYHJkyerR48edj8PANA+DY2GstaUyGjlMUPH1uzNWlOiyTERnAIKwCG0MwDgOLuS7lmzZtn14iaTSV9++aWio6Pteh4AoP0KSqtajDw1Z0gqq65TQWmVUk7v677AAPgN2hkAcJzdp5eXl5ersbGxXbeePXu6ImYAQDMVtW13hB2pBwDHo50BAMfZlXSnp6fbdap4WlqagoOD7Q4KANB+4UFmp9YDgOPRzgCA4+xKunNzcxUUFCRJ2r9//0nr5+TkqF+/fo5FBgBol+SoMFlCzGrrKkqTjs0unBwV5s6wAPgR2hkAcJzDs5fPnj1bR48ebfWxtsoBAM4X0MWkzNQYSWrRIW66n5kaw+RGABxGOwMAjnM46Q4NDdWCBQtalFdWVuqCCy7oUFAAAPtMjbUoJy1R4cGBNuURIWblpCWyfi6ADqOdAQDHOJx0P//881q/fr2effZZa9nu3buVnJzMddwA4AFTYy16L2Oc9f6KuSP0wX0T6QgDcBraGQCwn8NJd58+ffT666/r3nvv1ccff6z8/HylpKRo9uzZWrVqlcMBff/990pLS1Pfvn3Vs2dPxcfH69NPP3X49QCgM2l+amdyVBinegJwOtoZALCPXet0z5w5U/Hx8UpISFB8fLzi4uK0dOlSTZ8+XXV1dVq6dKnS09MdDubnn3/W6NGjNWHCBL3zzjsKDw/XV199pT59+jj8mgAAAAAAeIpdSfeQIUP04YcfatmyZaqsrFSfPn00fPhwGYaha6+9VvHx8Tpy5Ii6devmUDCPP/64Bg0apNzcXGvZaaed5tBrAQAAAADgaXadXv7EE0/ovffe048//qi9e/fqueee06RJkzRhwgStX79eiYmJ6t27t4YPH+5QMKtXr1ZSUpIuv/xyhYeHKyEhQX//+98dei0AAAAAADzNrpHu5iIjIxUZGakZM2ZYyw4cOKDt27dr586dDr3m119/rZycHGVkZOiBBx5QQUGBbr/9dgUGBur6669vUb++vl719fXW+zU1NQ5tFwAAAAAAV7BrpHvnzp1qbGxs8/HevXtrzJgxmj9/viRp165ddq3Z3djYqMTERC1evFgJCQm6+eabddNNNyknJ6fV+tnZ2QoJCbHeBg0aZM/bAQAAAADApexKuhMSElRZWdnu+ikpKdq7d2+761ssFsXExNiUnX322W2+xsKFC1VdXW297du3r93bAgB3aGg0tPWrSq0q+l5bv6pUQ6Ph6ZAAwKfQjgLwdXadXm4Yhh566CH17NmzXfUPHz5sVzCjR4/Wnj17bMq++OILDR48uNX6gYGBCgwMtGsbAOAu+cVlylpTorLqOmuZJcSszNQY1rQFgHagHQXgD+xKuseOHdsiKT6RlJQU9ejRo93177rrLo0aNUqLFy/WFVdcoYKCAi1fvlzLly+3J0wA8Lj84jLNyyvU8eMx5dV1mpdXqJy0RDqMAHACtKMA/IVdSfemTZtcFMYxI0aM0JtvvqmFCxfq4YcfVlRUlJ5++mlde+21Lt0uADhTQ6OhrDUlLTqKkmRIMknKWlOiyTERCuhicnN0AOD9aEcB+BOHZy93lRkzZtjMiA4AvqagtMrmVMjjGZLKqutUUFqllNP7ui8wAPARtKMA/EmHk+6IiAjFxMQoNjZWcXFxio2NVWxsrIKCgpwRHwD4nIratjuKjtQDgM6GdhSAP+lw0r1v3z7t3r1bxcXFKi4u1urVq1VSUiLDMHTOOedozZo1zogTAHxGeJDZqfUAoLOhHQXgTzqcdHfr1k3Dhg3TsGHDJEkFBQV655139Nprr+n777/vcIAA4GuSo8JkCTGrvLqu1esRTZIiQsxKjgpzd2gA4BNoRwH4E7vW6W5NZWWlXnzxRaWlpenss8/W008/raioKL333nsqLCx0RowA4FMCupiUmRoj6VjHsLmm+5mpMUz+AwBtoB0F4E86PNIdHh6u4cOH6+6779bKlSsVEBDgjLgAwKdNjbUoJy1Rmat3aX9NvbU8gvVlAaBdaEcB+IsOJ91LlizRrl279Kc//UkZGRkaNGiQdTK12NhYTZ061RlxAoDPmRpr0egz+ilu0buSpBVzR2jMkP6MzABAO9GOAvAHHU667777bpv7X3/9tXVStby8PJJuAJ1a845hclQYHUUAsBPtKABf5/R1uqOjoxUdHa2LL77Y2S8NAAAAAIBPcTjp3rZtm+6//379+OOPOuOMMxQfH2+9nXrqqc6MEQAAAAAAn+Tw7OXXXXedAgICdMsttyg6OlqbN2/W3Llzddppp6lv377OjBEAAAAAAJ/k8Ej3vn37tHbtWp1++uk25d9++62Kioo6GhcAAAAAAD7P4aR79OjR2rdvX4uke/DgwRo8eHCHAwMAAAAAwNfZlXTPnDlTw4cP1/Dhw3XLLbfo4YcfVlxcHKeTAwAAAADQCruS7iFDhmjLli3KyclRZWWlJOmss87SzJkzlZKSooSEBMXFxal79+4uCRYAAAAAAF9iV9L9xBNPWP/+7rvvVFRUZL099thjKi0tVUBAgIYOHaqdO3c6PVgAAAAAAHyJw9d0R0ZGKjIyUjNmzLCWHThwQNu3byfhBuC1GhoNFZRWqaK2TuFBZiVHhSmgi8nTYQEAvATHCQDO5nDS3ZrevXtrzJgxGjNmjDNfFgCcIr+4TFlrSlRWXWcts4SYlZkao6mxFg9GBgDwBhwnALiCw+t0A4AvyS8u07y8QpuOlCSVV9dpXl6h8ovLPBQZAMAbcJwA4CoOJd1bt25VWdmxhqesrExbt251alAA4EwNjYay1pTIaOWxprKsNSVqaGytBgDA33GcAOBKDiXdhw4d0t133y1JysjI0P/+9z+nBgUAzlRQWtVi5KI5Q1JZdZ0KSqvcFxQAwGtwnADgSg4l3ZMmTVJoaKh+97vfKSwsTBMnTnR2XADgNBW1bXekHKkHAPAvHCcAuJLdE6lNmDBBJpNJNTU1Kiws1Lnnnmst27BhgytiBIAOCQ8yO7UeAMC/cJwA4Ep2J90bN26UJM2fP19TpkxRdXW1li5d6vTAAMBZkqPCZAkxq7y6rtXr9UySIkKOLQsDAOh8OE4AcCWHTi9fv369fvrpJy1evFhVVVWMcAPwagFdTMpMjZF0rOPUXNP9zNQY1mEFgE6K4wQAV3Io6e7Ro4eefPJJSdKTTz4ps5lTbQB4t6mxFuWkJSo8ONCmPCLErJy0RNZfBYBOjuMEAFex+/RySRo1apT174EDB2rgwIFOCwgAXGVqrEWjz+inuEXvSpJWzB2hMUP6M3IBAJDEcQKAazg00g0Avqp5xyk5KoyOFADABscJAM5G0g0AAAAAgIuQdAMAAAAA4CJ2XdO9evVquzcwefJk9ejRw+7nAQAAAADg6+xKumfNmmXXi5tMJn355ZeKjo6263kAAAAAAPgDu08vLy8vV2NjY7tuPXv2dEXMAAAAAAD4BLuS7vT0dLtOFU9LS1NwcLDdQQEAAAAA4A/sOr08NzfX+vf+/fs1YMCAE9bPyclxLCoAAAAAAPyAw7OXz549W0ePHm31sbbKAQAAAADoTBxOukNDQ7VgwYIW5ZWVlbrgggs6FBQAAAAAAP7A4aT7+eef1/r16/Xss89ay3bv3q3k5GSu4wYAAAAAQHZe091cnz599Prrr2vcuHGKi4vTzz//rKuuukq//e1v9fjjjzszRgB+rKHRUEFplSpq6xQeZFZyVJgCupg8HRYAAG7BcRDwf3Yl3TNnzlR8fLwSEhIUHx+vuLg4LV26VNOnT1ddXZ2WLl2q9PR0pwSWnZ2tBx54QHfccYeefvppp7wmAO+SX1ymrDUlKquus5ZZQszKTI3R1FiLByMDAMD1OA4CnYNdp5cPGTJEH374oW666SZFR0crLCxMy5cvl2EYuvbaaxUfH68jR450OKht27Zp+fLlGjZsWIdfC4B3yi8u07y8QpuOhiSVV9dpXl6h8ovLPBQZAACux3EQ6DzsSrqfeOIJvffee/rxxx+1d+9ePffcc5o0aZImTJig9evXKzExUb1799bw4cMdDujAgQO69tpr9fe//12hoaEOvw4A79XQaChrTYmMVh5rKstaU6KGxtZqAADg2zgOAp2Lw9d0R0ZGKjIyUjNmzLCWHThwQNu3b9fOnTsdDmj+/PmaPn26LrjgAv3hD384Yd36+nrV19db79fU1Di8XQDuU1Ba1eKX/eYMSWXVdSoorVLK6X3dFxgAAG7AcRDoXOwa6d65c6caGxvbfLx3794aM2aM5s+fL0natWuXXWt2v/zyyyosLFR2dna76mdnZyskJMR6GzRoULu3BcBzKmrb7mg4Ug8AAF/CcRDoXOxKuhMSElRZWdnu+ikpKdq7d2+76u7bt0933HGH8vLyZDab2/WchQsXqrq62nrbt29fu2MD4DnhQe37jre3HgAAvoTjINC52HV6uWEYeuihh9SzZ8921T98+HC7X/vTTz9VRUWFzj33XGtZQ0OD/vOf/+ivf/2r6uvrFRAQYPOcwMBABQYGtnsbALxDclSYLCFmlVfXtXo9m0lSRMixZVMAAPA3HAeBzsWupHvs2LHas2dPu+unpKSoR48e7ao7adIkffbZZzZlc+fO1dChQ3Xfffe1SLgB+K6ALiZlpsZoXl6hTJJNh6NpZdLM1BjWKQUA+CWOg0DnYlfSvWnTJheFIQUFBSk2NtamrFevXurbt2+LcgC+b2qsRTlpicpcvUv7a36dEDGC9UkBAJ0Ax0Gg83B49nIA6KipsRaNPqOf4ha9K0laMXeExgzpzy/7AIBOgeMg0Dm4NOm+5ppr9OKLLzr8fFeOrAPwDs07FslRYXQ0AACdCsdBwP/ZNXu5vT766CNXvjwAAAAAAF6tw0l3VlaWXnvtNX3++ecnXMMbAAAAAIDOpsOnlwcFBentt9/WkiVL9PXXXysyMlLnnHOOYmNjdeDAAWfECAAAAACAT3I46a6trVVQUJAyMjJsyr/++msVFxeruLhYkydP7nCAAAAAAAD4KoeT7jFjxig/P18RERE25dHR0YqOjtbFF1/c4eAAAAAAAPBlDl/TnZSUpJEjR+rzzz+3Kd++fbsuuuiiDgcGAAAAAICvczjpfvbZZ3XDDTfo/PPP1wcffKAvvvhCV1xxhZKSkhQYGOjMGAEAAAAA8EkdmkgtMzNT3bt31+TJk9XQ0KALL7xQ27ZtU2JiorPiAwAAAADAZzk80l1WVqbbb79djzzyiGJiYtStWzddddVVJNwAAAAAAPz/HE66o6Oj9f777+vVV1/Vp59+qjfeeEO33nqrHn/8cWfGBwAAAACAz3L49PLc3FxdddVV1vsXXnihNm7cqBkzZujbb7/VsmXLnBIgAAAAAAC+yuGku3nC3SQxMVFbtmxh9nLAhzU0GioorVJFbZ3Cg8xKjgpTQBeTp8MCAABOwHEecL8OTaTWmtNOO00ffvihs18WgBvkF5cpa02JyqrrrGWWELMyU2M0NdbiwcgAAEBHcZwHPMPha7pPJDQ01BUvC8CF8ovLNC+v0OZALEnl1XWal1eo/OIyD0UGAAA6iuM84DkuSboB+JaGRkNZa0pktPJYU1nWmhI1NLZWAwAAeDOO84BndSjp/vDDD1VfX9/ibwC+paC0qsUv380Zksqq61RQWuW+oAAAgFNwnAc8q0NJ97Rp0/T999+3+BuAb6mobftA7Eg9AADgPTjOA57VoaTbMIxW/wbgW8KDzE6tBwAAvAfHecCzuKYbgJKjwmQJMautBUNMOja7aXJUmDvDAgAATsBxHvAskm4ACuhiUmZqjCS1OCA33c9MjWEdTwAAfBDHecCzSLoBSJKmxlqUk5ao8OBAm/KIELNy0hJZvxMAAB/GcR7wnK6eDgCA95gaa9HoM/opbtG7kqQVc0dozJD+/PINAIAf4DgPeAYj3QBsND/wJkeFcSAGAMCPcJwH3I+kGwAAAAAAF+lQ0v3AAw8oLCysxd8AAAAAAKCD13QvXLiw1b8BAAAAAACnlwMAAAAA4DIk3QAAAAAAuAhJNwAAAAAALmLXNd2rV6+2ewOTJ09Wjx497H4eAAAAAAC+zq6ke9asWXa9uMlk0pdffqno6Gi7ngcAAAAAgD+we/by8vJyhYeHt6tuUFCQ3QEBsNXQaKigtEoVtXUKDzIrOSpMAV1Mng4LAADgpOjHAHYm3enp6XadKp6Wlqbg4GC7gwJwTH5xmbLWlKisus5aZgkxKzM1RlNjLR6MDAAA4MToxwDH2DWRWm5url2j1zk5OerXr5/dQQE4dqCal1doc6CSpPLqOs3LK1R+cZmHIgMAADgx+jHArxyevXz//v3OjANAMw2NhrLWlMho5bGmsqw1JWpobK0GAACA59CPAWw5nHTPnj1bR48ebfWxtsoBtE9BaVWLX4abMySVVdepoLTKfUEBAAC0A/0YwJbDSXdoaKgWLFjQoryyslIXXHBBh4ICOruK2rYPVI7UAwAAcBf6MYAth5Pu559/XuvXr9ezzz5rLdu9e7eSk5MdnjwtOztbI0aMUFBQkMLDwzVr1izt2bPH0RABnxUeZHZqPQAAAHehHwPYcjjp7tOnj15//XXde++9+vjjj5Wfn6+UlBTNnj1bq1atcug1N2/erPnz5+ujjz7SunXrdPToUU2ZMkUHDx50NEzAJyVHhckSYlZbC2qYdGz2z+SoMHeGBQAAcFL0YwBbdi0ZNnPmTMXHxyshIUHx8fGKi4vT0qVLNX36dNXV1Wnp0qVKT093OJj8/Hyb+7m5uQoPD9enn36qsWPHOvy6gK8J6GJSZmqM5uUVyiTZTETSdADLTI1hnUsAAOB16McAtuwa6R4yZIg+/PBD3XTTTYqOjlZYWJiWL18uwzB07bXXKj4+XkeOHHFacNXV1ZKksDB+BUPnMzXWopy0RIUHB9qUR4SYlZOWyPqWAADAa9GPAX5l10j3E088Yf37u+++U1FRkYqKitS3b1/r9d1du3bV0KFDtWPHjg4FZhiGMjIydP755ys2NrbVOvX19aqvr7fer6mp6dA2AW8zNdai0Wf0U9yidyVJK+aO0Jgh/fllGAAAeD36McAxdiXdzUVGRioyMlIzZsywlh04cEDbt2/Xzp07OxzYbbfdpp07d+qDDz5os052draysrI6vC3AmzU/MCVHhXGgAgAAPoN+DGDn6eU7d+5UY2Njm4/37t1bY8aM0fz58yVJu3btcmjN7gULFmj16tXauHGjIiMj26y3cOFCVVdXW2/79u2ze1sAAAAAALiKXUl3QkKCKisr210/JSVFe/fubXd9wzB022236Y033tCGDRsUFRV1wvqBgYEKDg62uQEAAAAA4C3sOr3cMAw99NBD6tmzZ7vqHz582K5g5s+frxdffFGrVq1SUFCQysvLJUkhISHq0aOHXa8FAAAAAICn2ZV0jx07Vnv27Gl3/ZSUFLuS5ZycHEnS+PHjbcpzc3M1Z86cdr8OAAAAAADewK6ke9OmTda/9+3bp0GDBjk1GMMwTl4J8LCGRkMFpVWqqK1TeJCZSUEAAAC8BP00eCOHZy8fOnSoMjIytHDhwnafbg74uvziMmWtKVFZdZ21zBJiVmZqDOtNAgAAeBD9NHgruyZSa27dunV69913dcYZZyg3N9eZMQFeKb+4TPPyCm0ackkqr67TvLxC5ReXeSgyAACAzo1+GryZw0n3qFGj9PHHH+uxxx7T73//eyUkJNicfg74k4ZGQ1lrStTaBRBNZVlrStTQyCUSAAAA7kQ/Dd7O4aS7yfXXX68vvvhCqampmj59ui655BL997//dUZsgNcoKK1q8ctpc4aksuo6FZRWuS8oAAAA0E+D1+tw0i0dmwBtypQp+u1vf6vVq1crNjZWd999t2pra53x8oDHVdS23ZA7Ug8AAADOQT8N3s7hidSeeeYZbdu2Tdu2bdPu3bsVEBCgYcOGaf78+YqPj9cLL7ygmJgYvfnmm0pKSnJmzIDbhQeZnVoPAAAAzkE/Dd7O4aT70Ucf1Xnnnaf09HSdd955SkpKUmBgoPXxG264QYsXL9acOXNUXFzslGABT0mOCpMlxKzy6rpWrxcySYoIObYsBQAAANyHfhq8ncNJ9759+05a5ze/+Y0eeughRzcBeI2ALiZlpsZoXl6hTJJNg9608mNmagzrQAIAALgZ/TR4O6dc092W8PBwbdiwwZWbANxmaqxFOWmJCg8OtCmPCDErJy2R9R8BAAA8hH4avJnDI93tYTKZNG7cOFduAnCrqbEWjT6jn+IWvStJWjF3hMYM6c8vpwAAAB5GPw3eyqUj3YA/at5wJ0eF0ZADAAB4Cfpp8EYk3QAAAAAAuAhJNwAAAAAALuLSa7oBd2hoNFRQWqWK2jqFB5k5lQgAAABuQT8U7UHSDZ+WX1ymrDUlKquus5ZZQszKTI1hlkoAAAC4DP1QtBenl8Nn5ReXaV5eoU1DJ0nl1XWal1eo/OIyD0UGAAAAf0Y/FPYg6YZPamg0lLWmREYrjzWVZa0pUUNjazUAAAAAx9APhb1IuuGTCkqrWvyy2Jwhqay6TgWlVe4LCgAAAH6PfijsRdINn1RR23ZD50g9AAAAoD3oh8JeJN3wSeFBZqfWAwAAANqDfijsRdINn5QcFSZLiFltLchg0rHZI5OjwtwZFgAAAPwc/VDYi6QbPimgi0mZqTGS1KLBa7qfmRrDOokAAABwKvqhsBdJN3zW1FiLctISFR4caFMeEWJWTloi6yMCAADAJeiHwh5dPR0A/E9Do6GC0ipV1NYpPOjYqTWu+qVvaqxFo8/op7hF70qSVswdoTFD+vPLIgAAAFzKU/1Qd/a14Rwk3XCq/OIyZa0psVlGwRJiVmZqjMt+8WveyNDoAAAAwF3c3Q/1RF8bHcfp5XCa/OIyzcsrbLFuYXl1neblFSq/uMxDkQEAAAC+jb627yLphlM0NBrKWlMio5XHmsqy1pSoobG1GgAAAADaQl/bt5F0wykKSqta/OrWnCGprLpOBaVV7gsKAAAA8AP0tX0bSTecoqK27UbAkXoAAAAAjqGv7dtIuuEU4UFmp9YDAAAAcAx9bd9G0g2nSI4KkyXErLbmazTp2MyKyVFh7gwLAAAA8Hn0tX0bSbefa2g0tPWrSq0q+l5bv6p02eQKAV1MykyNkaQWjUHT/czUGJbzAgAAAOzkyb62u/IJf8Y63X7M3ev4TY21KCctUZmrd2l/Tb21PIK1AwEAAIAO8URfm3XBnYORbj/lqXX8psZa9F7GOOv9FXNH6IP7JvKlBAAAADrInX1t1gV3HpJuP+Tpdfyan9aSHBXGKeUAAACAk7ijr+3pfMLfkHT7IdbxAwAAAOAo8gnn4ppuN2toNFRQWqWK2jqFB5ld8usU6/gBAAAAcJQn8wl35EvuRtLtRu6aiIB1/AAAAAA4ylP5hL9O3OZ1p5cvW7ZMUVFRMpvNOvfcc/X+++97OiSncOdEBKzjBwAAAMBRnsgn/HniNq9Kul955RXdeeedevDBB7V9+3aNGTNG06ZN0969ez0dWoe4eyIC1swGAAAA4Ch35xP+PnGbV51e/tRTT+k3v/mNbrzxRknS008/rX//+9/KyclRdna2h6NznM1EBIahwIbDLepUVdarYPf3GumkX4umRIfomcvO1h/W7lZFbbN1/ILNeuCioZocHaLGQ4ecsq3jNR4+qsCjx7bZeOiQGo+6djdje2yP7Xlue57YJttje2zPs9tke2yP7Xlue+7cpjvziYLSKlVVVivwuPL6gO6SyWQzcVvK6X2dsk13MhmG4RU/Fxw+fFg9e/bUq6++qksuucRafscdd6ioqEibN29u8Zz6+nrV1/+6A9TU1GjQoEGqrq5WcHCwW+Juj1VF3+uOl4skSYFH6/XWvx70bEAAAAAA4OVmzXhU9V1/TcX/dFW8Zsaf4sGIbNXU1CgkJOSk+afXnF7+008/qaGhQQMGDLApHzBggMrLy1t9TnZ2tkJCQqy3QYMGuSNUuzFhGQAAAAB0jK/mVV51erkkmUy21wUYhtGirMnChQuVkZFhvd800u1tmiYiKK+uU31Ad82a8ajN4yZJA4LNei9jHNdZAwAAAOhUGhoNXfDUZu2vqbO5rrs+oLukY/lShA9PBO01SXe/fv0UEBDQYlS7oqKixeh3k8DAQAUGHn/mv/dpmohgXl6hTCaTzSkSTSn2wksT1K13L88ECAAAAAAe0kXH8qF5eYWSZJN4+8NE0F5zenn37t117rnnat26dTbl69at06hRozwUlfNMjbUoJy1RESG2p0REhJiVk5bo0+vOAQAAAEBH+HO+5DUj3ZKUkZGh6667TklJSUpJSdHy5cu1d+9e3XLLLZ4OzSmmxlo0OSZCBaVVqqitU3jQsVMkfPUXGwAAAABwFn/Nl7wq6b7yyitVWVmphx9+WGVlZYqNjdXbb7+twYMHezo0pwnoYvLJae4BAAAAwNX8MV/ymiXDnKG9U7YDAAAAANARPrdkGAAAAAAA/oakGwAAAAAAF/Gqa7o7qulM+ZqaGg9HAgAAAADwZ01558mu2ParpLu2tlaSNGjQIA9HAgAAAADoDGpraxUSEtLm4341kVpjY6N++OEHBQUFyWTy3mnla2pqNGjQIO3bt48J39Au7DOwB/sL7MU+A3uxz8Ae7C+wl6/sM4ZhqLa2VgMHDlSXLm1fue1XI91dunRRZGSkp8Not+DgYK/eieB92GdgD/YX2It9BvZin4E92F9gL1/YZ040wt2EidQAAAAAAHARkm4AAAAAAFyEpNsDAgMDlZmZqcDAQE+HAh/BPgN7sL/AXuwzsBf7DOzB/gJ7+ds+41cTqQEAAAAA4E0Y6QYAAAAAwEVIugEAAAAAcBGSbgAAAAAAXISk2wOWLVumqKgomc1mnXvuuXr//fc9HRK81KJFi2QymWxuERERng4LXuI///mPUlNTNXDgQJlMJr311ls2jxuGoUWLFmngwIHq0aOHxo8fr127dnkmWHiFk+0zc+bMadHmnHfeeZ4JFh6XnZ2tESNGKCgoSOHh4Zo1a5b27NljU4d2Bk3as7/QxqC5nJwcDRs2zLoWd0pKit555x3r4/7UvpB0u9krr7yiO++8Uw8++KC2b9+uMWPGaNq0adq7d6+nQ4OXOuecc1RWVma9ffbZZ54OCV7i4MGDGj58uP7617+2+viSJUv01FNP6a9//au2bdumiIgITZ48WbW1tW6OFN7iZPuMJE2dOtWmzXn77bfdGCG8yebNmzV//nx99NFHWrdunY4ePaopU6bo4MGD1jq0M2jSnv1Foo3BryIjI/XYY4/pk08+0SeffKKJEydq5syZ1sTar9oXA26VnJxs3HLLLTZlQ4cONe6//34PRQRvlpmZaQwfPtzTYcAHSDLefPNN6/3GxkYjIiLCeOyxx6xldXV1RkhIiPHMM894IEJ4m+P3GcMwjPT0dGPmzJkeiQfer6KiwpBkbN682TAM2hmc2PH7i2HQxuDkQkNDjWeffdbv2hdGut3o8OHD+vTTTzVlyhSb8ilTpmjLli0eigre7ssvv9TAgQMVFRWlq666Sl9//bWnQ4IPKC0tVXl5uU17ExgYqHHjxtHe4IQ2bdqk8PBwnXnmmbrppptUUVHh6ZDgJaqrqyVJYWFhkmhncGLH7y9NaGPQmoaGBr388ss6ePCgUlJS/K59Iel2o59++kkNDQ0aMGCATfmAAQNUXl7uoajgzUaOHKnnnntO//73v/X3v/9d5eXlGjVqlCorKz0dGrxcU5tCewN7TJs2TS+88II2bNigJ598Utu2bdPEiRNVX1/v6dDgYYZhKCMjQ+eff75iY2Ml0c6gba3tLxJtDFr67LPP1Lt3bwUGBuqWW27Rm2++qZiYGL9rX7p6OoDOyGQy2dw3DKNFGSAdOzg1iYuLU0pKik4//XStXLlSGRkZHowMvoL2Bva48sorrX/HxsYqKSlJgwcP1tq1a3XppZd6MDJ42m233aadO3fqgw8+aPEY7QyO19b+QhuD45111lkqKirSL7/8otdff13p6enavHmz9XF/aV8Y6Xajfv36KSAgoMWvMxUVFS1+xQFa06tXL8XFxenLL7/0dCjwck2z3NPeoCMsFosGDx5Mm9PJLViwQKtXr9bGjRsVGRlpLaedQWva2l9aQxuD7t2764wzzlBSUpKys7M1fPhw/elPf/K79oWk2426d++uc889V+vWrbMpX7dunUaNGuWhqOBL6uvrtXv3blksFk+HAi8XFRWliIgIm/bm8OHD2rx5M+0N2q2yslL79u2jzemkDMPQbbfdpjfeeEMbNmxQVFSUzeO0M2juZPtLa2hjcDzDMFRfX+937Qunl7tZRkaGrrvuOiUlJSklJUXLly/X3r17dcstt3g6NHihe+65R6mpqTr11FNVUVGhP/zhD6qpqVF6erqnQ4MXOHDggP773/9a75eWlqqoqEhhYWE69dRTdeedd2rx4sUaMmSIhgwZosWLF6tnz5665pprPBg1POlE+0xYWJgWLVqk2bNny2Kx6JtvvtEDDzygfv366ZJLLvFg1PCU+fPn68UXX9SqVasUFBRkHXEKCQlRjx49ZDKZaGdgdbL95cCBA7QxsPHAAw9o2rRpGjRokGpra/Xyyy9r06ZNys/P97/2xWPzpndiS5cuNQYPHmx0797dSExMtFlKAWjuyiuvNCwWi9GtWzdj4MCBxqWXXmrs2rXL02HBS2zcuNGQ1OKWnp5uGMax5XwyMzONiIgIIzAw0Bg7dqzx2WefeTZoeNSJ9plDhw4ZU6ZMMfr3729069bNOPXUU4309HRj7969ng4bHtLaviLJyM3NtdahnUGTk+0vtDE43g033GDNifr3729MmjTJePfdd62P+1P7YjIMw3Bnkg8AAAAAQGfBNd0AAAAAALgISTcAAAAAAC5C0g0AAAAAgIuQdAMAAAAA4CIk3QAAAAAAuAhJNwAAAAAALkLSDQAAAACAi5B0AwAAAADgIiTdAAAAAAC4CEk3AACd2N13363U1FRPhwEAgN8i6QYAoBMrKipSfHy8p8MAAMBvkXQDANCJ7dixQwkJCZ4OAwAAv0XSDQBAJ7Vv3z5VVlZaR7p/+eUXpaamatSoUSorK/NscAAA+AmSbgAAOqmioiKFhIQoKipKn332mUaMGCGLxaJNmzbJYrF4OjwAAPwCSTcAAJ1UUVGRhg8frpdeekljx47VPffco+XLl6t79+6eDg0AAL9hMgzD8HQQAADA/WbPnq2NGzdKkv71r39p1KhRHo4IAAD/w0g3AACdVFFRkWbPnq26ujr98ssvng4HAAC/xEg3AACdUG1trUJCQvTpp59qx44duuOOO7Rlyxadc845ng4NAAC/0tXTAQAAAPcrKipSQECAYmJilJCQoF27dik1NVUFBQXq16+fp8MDAMBvcHo5AACd0I4dOzR06FAFBgZKkh5//HHFxMTo0ksv1eHDhz0cHQAA/oPTywEAAAAAcBFGugEAAAAAcBGSbgAAAAAAXISkGwAAAAAAFyHpBgAAAADARUi6AQAAAABwEZJuAAAAAABchKQbAAAAAAAXIekGAAAAAMBFSLoBAAAAAHARkm4AAAAAAFyEpBsAAAAAABch6QYAAAAAwEX+P9uBN5O0UkITAAAAAElFTkSuQmCC",
       "text/plain": [
-       "<Figure size 720x432 with 2 Axes>"
+       "<Figure size 1000x600 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -287,7 +277,7 @@
     "\n",
     "# generate signals\n",
     "x = np.ones(L)\n",
-    "h = sig.triang(N)\n",
+    "h = sig.windows.triang(N)\n",
     "\n",
     "# linear convolution\n",
     "y1 = np.convolve(x, h, \"full\")\n",
@@ -325,14 +315,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABOgAAANaCAYAAAAzmnMZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAACSSUlEQVR4nOzdeVxU9f7H8fcwDAMoiIqKJu7lvpT7Uq6Aikt6s9JcUivLytTKJVMh19TMrv60vJXWNdPKJTNFUVxTc0tLM82FrJTMFQWBAc7vD2OuE6iQwEF5PR8PH875nu8553NmOF/0/fieORbDMAwBAAAAAAAAMIWb2QUAAAAAAAAA+RkBHQAAAAAAAGAiAjoAAAAAAADARAR0AAAAAAAAgIkI6AAAAAAAAAATEdABAAAAAAAAJiKgAwAAAAAAAExEQAcAAAAAAACYiIAOAAAAAAAAMBEBHQAAJvv+++/Vt29flS9fXp6enipYsKAeeOABTZkyRefPnze7vBz35JNPqly5cmaXkaH58+fLYrFo9+7d2bbPbdu2KSwsTBcvXsy2fd4pLBaLwsLCnMtp7290dHSu1zJ79mzNnz//pn26du2qzp07O5dnzpypSpUqycPDQxaLJds/w4ULF2rGjBnZus87wd9/LrLiRp9jdHS0LBbLLT9jAADyCgI6AABM9J///Ed169bVrl279OqrryoiIkLLli1Tt27d9O6776p///5ml5jjRo8erWXLlpldRq7Ztm2bwsPD82VA93ehoaHavn27SpYsmevHvlVAFxcXp4iICP3rX/+SJO3bt0+DBg1Sy5YtFRUVpe3bt8vHxydba8qvAd3tuNHnWLJkSW3fvl2hoaG5XxQAAP+Au9kFAACQX23fvl3PPfecgoKCtHz5ctntdue6oKAgvfzyy4qIiDCxwpwVHx8vb29vVaxY0exSYJJixYqpWLFit+yX9rOSm1atWqXk5GR17NhRknTw4EFJ0tNPP60GDRrkai3IOrvdrkaNGpldBgAAmcYMOgAATDJx4kRZLBbNnTvXJZxL4+HhoU6dOjmXU1NTNWXKFFWpUkV2u13FixdX79699dtvv7ls16JFC9WoUUPbt29XkyZN5OXlpXLlymnevHmSpK+//loPPPCAvL29VbNmzXQhYFhYmCwWi7777jt17dpVvr6+KlSokHr27Kk///zTpe/ixYsVHByskiVLysvLS1WrVtWIESMUFxfn0u/JJ59UwYIF9cMPPyg4OFg+Pj5q3bq1c93fb3H9/PPP1bBhQxUqVEje3t6qUKGC+vXr59Ln5MmT6tmzp4oXLy673a6qVavqrbfeUmpqqrNP2m1u06ZN0/Tp01W+fHkVLFhQjRs31o4dO2728bi4cOGC+vbtqyJFiqhAgQLq2LGjjh8/nq7funXr1Lp1a/n6+srb21tNmzbV+vXrXd7bV199VZJUvnx5WSwWWSwWbdy4Ua+++qoKFSqklJQUZ/8XX3xRFotFU6dOdbadO3dObm5umjlzprMtNjZWr7zyisqXLy8PDw/dc889Gjx4cLrPwTAMzZ49W3Xq1JGXl5cKFy6sRx55JN25pP0M7dq1Sw8++KDzM5g8ebLL+3sjsbGxevrpp1W0aFEVLFhQbdu21ZEjR9L1y+gW17Rjb968WU2aNJG3t7fzs8/seaampmrmzJnO8/Tz81OjRo20YsUKSVK5cuV08OBBbdq0yfkZ/P1ncMmSJWrVqpUKFy6sFi1aqGfPnpKkhg0bymKx6Mknn5QkRUZGqnPnzipdurQ8PT1VqVIlDRgwQGfPnnXZ359//qlnnnlGgYGBstvtKlasmJo2bap169Y5z/vrr7/WL7/84qzJYrHc8r1euHChGjdurIIFC6pgwYKqU6eOPvjgA5c+H374oWrXri1PT08VKVJEXbp00aFDh1z6pF2jR48eVfv27VWwYEEFBgbq5ZdfVmJioiTJ4XCoePHi6tWrV7o6Ll68KC8vLw0dOtTZlplrNCNpY9Df/f3n5Waf441ucd26datat24tHx8feXt7q0mTJvr6668zPM6GDRv03HPPyd/fX0WLFlXXrl116tSpm9YOAMA/RUAHAIAJUlJSFBUVpbp16yowMDBT2zz33HMaPny4goKCtGLFCo0bN04RERFq0qRJujAgJiZGffv21VNPPaUvv/xSNWvWVL9+/fTGG29o5MiRGjZsmJYsWaKCBQvq4YcfzvA/nV26dFGlSpX0xRdfKCwsTMuXL1dISIgcDoezz88//6z27dvrgw8+UEREhAYPHqzPPvvMOevoeklJSerUqZNatWqlL7/8UuHh4Rme5/bt2/XYY4+pQoUKWrRokb7++muNGTNGycnJzj5//vmnmjRporVr12rcuHFasWKF2rRpo1deeUUvvPBCun3+3//9nyIjIzVjxgx98skniouLU/v27XXp0qVMvff9+/eXm5ub8xbEnTt3qkWLFi63qS5YsEDBwcHy9fXVRx99pM8++0xFihRRSEiIM6R76qmn9OKLL0qSli5dqu3bt2v79u164IEH1KZNG8XGxmrnzp3Ofa5bt05eXl6KjIx0tq1fv16GYahNmzaSrs0ua968uT766CMNGjRIq1ev1vDhwzV//nx16tRJhmE4tx0wYIAGDx6sNm3aaPny5Zo9e7YOHjyoJk2a6I8//nA555iYGD3xxBPq2bOnVqxYoXbt2mnkyJFasGDBTd8rwzD08MMP67///a9efvllLVu2TI0aNVK7du0y9V5L0unTp9WzZ0/16NFDq1at0sCBA7N0nk8++aReeukl1a9fX4sXL9aiRYvUqVMnZ7CzbNkyVahQQffff7/zM7j+NuuEhAR9/fXXzttbZ8+erddff12SNG/ePG3fvl2jR4+WJB07dkyNGzfWnDlztHbtWo0ZM0bffvutmjVr5nKt9OrVS8uXL9eYMWO0du1avf/++2rTpo3OnTvnPEbTpk0VEBDgrGn79u03fZ/GjBmjJ554QqVKldL8+fO1bNky9enTR7/88ouzz6RJk9S/f39Vr15dS5cu1TvvvKPvv/9ejRs31s8//+yyP4fDoU6dOql169b68ssv1a9fP7399tt68803JUk2m009e/bUkiVLFBsb67Ltp59+qoSEBPXt21dS1q/Rf+JWn+Pfbdq0Sa1atdKlS5f0wQcf6NNPP5WPj486duyoxYsXp+v/1FNPyWazaeHChZoyZYo2btzoDGoBAMh2BgAAyHUxMTGGJOPxxx/PVP9Dhw4ZkoyBAwe6tH/77beGJOO1115ztjVv3tyQZOzevdvZdu7cOcNqtRpeXl7G77//7mzft2+fIcn497//7WwbO3asIckYMmSIy7E++eQTQ5KxYMGCDGtMTU01HA6HsWnTJkOSsX//fue6Pn36GJKMDz/8MN12ffr0McqWLetcnjZtmiHJuHjx4g3fjxEjRhiSjG+//dal/bnnnjMsFotx+PBhwzAM48SJE4Yko2bNmkZycrKz386dOw1JxqeffnrDYxiGYcybN8+QZHTp0sWl/ZtvvjEkGePHjzcMwzDi4uKMIkWKGB07dnTpl5KSYtSuXdto0KCBs23q1KmGJOPEiRMufePi4gwPDw/jjTfeMAzDMH777TdDkjF8+HDDy8vLSEhIMAzDMJ5++mmjVKlSzu0mTZpkuLm5Gbt27XLZ3xdffGFIMlatWmUYhmFs377dkGS89dZbLv1+/fVXw8vLyxg2bJizLe1n6O/vb7Vq1YyQkJCbvmerV682JBnvvPOOS/uECRMMScbYsWOdbWnv7/XvRdqx169f77J9Zs9z8+bNhiRj1KhRN62zevXqRvPmzTNct3z5csNqtRpnzpxJV+vfj3+9tGvgl19+MSQZX375pXNdwYIFjcGDB9+0ptDQUJdr4WaOHz9uWK1W44knnrhhnwsXLhheXl5G+/btXdpPnjxp2O12o0ePHs62tGv0s88+c+nbvn17o3Llys7l77//3pBkzJ0716VfgwYNjLp16zqXM3uNGoaR7ucibQz6u4x+Xm70OaZd+/PmzXO2NWrUyChevLhx+fJlZ1tycrJRo0YNo3Tp0kZqaqrLcf4+3k6ZMsWQZJw+fTrd8QAAuF3MoAMA4A6wYcMGSXLeVpemQYMGqlq1qsttlNK1L0ivW7euc7lIkSIqXry46tSpo1KlSjnbq1atKkkuM27SPPHEEy7Ljz76qNzd3Z21SNLx48fVo0cPBQQEyGq1ymazqXnz5pKU7hY6Sc4ZSTdTv3595/E+++wz/f777+n6REVFqVq1aum+C+zJJ5+UYRiKiopyaQ8NDZXVanUu16pVS1LG552Rv78XTZo0UdmyZZ3vxbZt23T+/Hn16dNHycnJzj+pqalq27atdu3ale42zL/z9vZW48aNnbc8RkZGys/PT6+++qqSkpK0detWSddm1aXNnpOklStXqkaNGqpTp47LsUNCQpy3z6b1s1gs6tmzp0u/gIAA1a5d29kvTUBAQLr3t1atWrd8z9Lek7+/Zz169LjpdtcrXLiwWrVq5dKW2fNcvXq1JOn555/P9PH+bsmSJXrwwQcz9f14Z86c0bPPPqvAwEC5u7vLZrOpbNmyklyvgQYNGmj+/PkaP368duzY4TK77p+IjIxUSkrKTc9z+/btunr1arpxIzAwUK1atUo3blgslnSzX//+mdesWVN169Z13jIvXTvPnTt3utyGntVrNKfFxcXp22+/1SOPPKKCBQs6261Wq3r16qXffvtNhw8fdtnm+q8YkLI+bgAAkBUEdAAAmMDf31/e3t46ceJEpvqn3QaX0dMuS5Uq5VyfpkiRIun6eXh4pGv38PCQdO2Wvr8LCAhwWXZ3d1fRokWdx7py5YoefPBBffvttxo/frw2btyoXbt2aenSpZKkq1evumzv7e0tX1/fm56nJD300ENavny5kpOT1bt3b5UuXVo1atTQp59+6uxz7ty5G74XaeuvV7RoUZfltO/8+3uNN/L39yKtLe04abeHPvLII7LZbC5/3nzzTRmGofPnz9/yOG3atNGOHTsUFxendevWqVWrVipatKjq1q2rdevW6cSJEzpx4oRLQPfHH3/o+++/T3dcHx8fGYbhvP35jz/+kGEYKlGiRLq+O3bsSHeb9N/fs7T37Vbv2blz55w/K7d6D28ko882s+f5559/ymq1Zul413M4HPrqq68yFSanpqYqODhYS5cu1bBhw7R+/Xrt3LnT+f2G179XixcvVp8+ffT++++rcePGKlKkiHr37q2YmJh/VGfa90GWLl36hn2yOm54e3vL09PTpc1ut6cbH/r166ft27frp59+knTttl+73a7u3bu7HDsr12hOu3DhggzDyNVxAwCArOAprgAAmMBqtap169ZavXq1fvvtt5v+J1v6338UT58+na7vqVOn5O/vn+01xsTE6J577nEuJycn69y5c85aoqKidOrUKW3cuNE5a06Sy/eyXS8zX3ifpnPnzurcubMSExO1Y8cOTZo0ST169FC5cuXUuHFjFS1aVKdPn063Xdp36WX3+5FRiBITE6NKlSq5HG/mzJk3fHJkiRIlbnmc1q1ba/To0dq8ebPWr1+vsWPHOtvXrl2r8uXLO5fT+Pv7y8vLSx9++GGG+0yrzd/fXxaLRVu2bMnwoSQZtf0TRYsWTfezImX8Ht5IRj8rmT3PYsWKKSUlRTExMRmGMbeybt06Xbp0SV26dLll3wMHDmj//v2aP3+++vTp42w/evRohvXNmDFDM2bM0MmTJ7VixQqNGDFCZ86c+UdPa06b3ffbb7/d8Hssrx83/u52xo3u3btr6NChmj9/viZMmKD//ve/evjhh1W4cGGXY//TazQtJExMTHT5ufx7iJwVhQsXlpubW66OGwAAZAUz6AAAMMnIkSNlGIaefvppJSUlpVufNpNHkvN2v79/Qf+uXbt06NAhl8Amu3zyyScuy5999pmSk5PVokULSf8LUf4e7Lz33nvZVoPdblfz5s2dX1L/3XffSboWUP3444/au3evS/+PP/5YFotFLVu2zLYapPTvxbZt2/TLL78434umTZvKz89PP/74o+rVq5fhn7TZijebhdOgQQP5+vpqxowZiomJUVBQkKRrM+u+++47ffbZZ6pWrZrLbcodOnTQsWPHVLRo0QyPm/ZUyw4dOsgwDP3+++8Z9qtZs2a2vFdp7/3f37OFCxfe1n4ze55pD6OYM2fOTfd3o9mAS5YsUaNGjVzC6Rv5p9dAmTJl9MILLygoKMjlZzgzMxTTBAcHy2q13vQ8GzduLC8vr3Tjxm+//aaoqKh/PG4ULlxYDz/8sD7++GOtXLlSMTEx6Z6yfDvXaNpn+f3337u0p42H18vse1agQAE1bNhQS5cudemfmpqqBQsWqHTp0rrvvvtuuR8AAHIKM+gAADBJ2pMfBw4cqLp16+q5555T9erV5XA49N1332nu3LmqUaOGOnbsqMqVK+uZZ57RzJkz5ebmpnbt2ik6OlqjR49WYGCghgwZku31LV26VO7u7goKCtLBgwc1evRo1a5dW48++qika9/DVrhwYT377LMaO3asbDabPvnkE+3fv/+2jjtmzBj99ttvat26tUqXLq2LFy/qnXfecfl+uyFDhujjjz9WaGio3njjDZUtW1Zff/21Zs+ereeeey7b/6O9e/duPfXUU+rWrZt+/fVXjRo1Svfcc48GDhwoSSpYsKBmzpypPn366Pz583rkkUdUvHhx/fnnn9q/f7/+/PNPZ5CSFoS988476tOnj2w2mypXriwfHx9ZrVY1b95cX331lcqXL6+KFStKuhYA2u12rV+/XoMGDXKpbfDgwVqyZIkeeughDRkyRLVq1VJqaqpOnjyptWvX6uWXX1bDhg3VtGlTPfPMM+rbt692796thx56SAUKFNDp06e1detW1axZU88999xtv1fBwcF66KGHNGzYMMXFxalevXr65ptv9N///ve29pvZ83zwwQfVq1cvjR8/Xn/88Yc6dOggu92u7777Tt7e3s6n6NasWVOLFi3S4sWLVaFCBXl6eqpatWr68ssvNWLEiEzVVKVKFVWsWFEjRoyQYRgqUqSIvvrqK5en7krSpUuX1LJlS/Xo0UNVqlSRj4+Pdu3apYiICHXt2tXZr2bNmlq6dKnmzJmjunXrys3NTfXq1cvw2OXKldNrr72mcePG6erVq+revbsKFSqkH3/8UWfPnlV4eLj8/Pw0evRovfbaa+rdu7e6d++uc+fOKTw8XJ6ens4Zmv9Ev379tHjxYr3wwgsqXbq0y23X0u1do+3bt1eRIkXUv39/vfHGG3J3d9f8+fP166+/puub0ed4o7B50qRJCgoKUsuWLfXKK6/Iw8NDs2fP1oEDB/Tpp59maZYvAADZzqynUwAAgGv27dtn9OnTxyhTpozh4eFhFChQwLj//vuNMWPGuDxFMiUlxXjzzTeN++67z7DZbIa/v7/Rs2dP49dff3XZX/PmzY3q1aunO07ZsmWN0NDQdO2SjOeff965nPYExT179hgdO3Y0ChYsaPj4+Bjdu3c3/vjjD5dtt23bZjRu3Njw9vY2ihUrZjz11FPG3r170z09sU+fPkaBAgUyPP+/P8V15cqVRrt27Yx77rnH8PDwMIoXL260b9/e2LJli8t2v/zyi9GjRw+jaNGihs1mMypXrmxMnTrVSElJcfZJe5Lj1KlTMzzv658cmZG0pzmuXbvW6NWrl+Hn5+d8KubPP/+crv+mTZuM0NBQo0iRIobNZjPuueceIzQ01Pj8889d+o0cOdIoVaqU4ebmZkgyNmzY4Fz3zjvvGJKMp59+2mWboKAgQ5KxYsWKdMe9cuWK8frrrxuVK1c2PDw8jEKFChk1a9Y0hgwZYsTExLj0/fDDD42GDRsaBQoUMLy8vIyKFSsavXv3dnnq741+hv7+Wd3IxYsXjX79+hl+fn6Gt7e3ERQUZPz000+ZfoprRsfOynmmpKQYb7/9tlGjRg1nv8aNGxtfffWVs090dLQRHBxs+Pj4GJKMsmXLGuvWrTMkGcePH0937Bs9xfXHH380goKCDB8fH6Nw4cJGt27djJMnT7qca0JCgvHss88atWrVMnx9fQ0vLy+jcuXKxtixY424uDjnvs6fP2888sgjhp+fn2GxWDJ8kunfffzxx0b9+vUNT09Po2DBgsb999/vcu0ZhmG8//77Rq1atZzvRefOnY2DBw+69LnRNXqjJ6qmpKQYgYGBN31ibmauUcPI+FrcuXOn0aRJE6NAgQLGPffcY4wdO9Z4//330/28ZPQ5GkbGT3E1DMPYsmWL0apVK+fPf6NGjVx+Lgzjxp/1hg0b0l2vAABkF4thGEbuxYEAACCvCwsLU3h4uP7880++kwn5ysCBA/Xtt99qz549ZpcCAADyGW5xBQAAACTNnj3b7BIAAEA+xUMiAAAAAAAAABNxiysAAAAAAABgImbQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIinuGaj1NRUnTp1Sj4+PrJYLGaXAwAAAAAAAJMYhqHLly+rVKlScnO7+Rw5ArpsdOrUKQUGBppdBgAAAAAAAPKIX3/9VaVLl75pHwK6bOTj4yPp2hvv6+trcjUAbpfD4dDatWsVHBwsm81mdjkA4MT4BCAvYmwCkFeZNT7FxsYqMDDQmRfdDAFdNkq7rdXX15eADrgLOBwOeXt7y9fXl39kAshTGJ8A5EWMTQDyKrPHp8x8DRoPiQAAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJCOgAICOGIcXFyZqQcO01AAAAAAA5xN3sAgAgT4qPl61wYXWQ5LhwQfLwMLsiAAAAAMBdihl0AAAAAAAAgIkI6AAAAAAAAAATEdABAAAAAAAAJiKgAwAAAAAAAExEQAcAAAAAAACYiIAOAAAAAAAAMBEBHQAAAAAAAGAiAjoAAAAAAADARAR0AAAAAAAAgIkI6AAAAAAAAAATEdABAAAAAAAAJiKgAwAAAAAAAExEQAcAAAAAAACYiIAOAAAAAAAAMBEBHQAAAAAAAGAiAjoAAAAAAADARAR0AAAAAAAAgIkI6AAAAAAAAAATEdABAAAAAAAAJiKgAwAAAAAAAExEQAcAAAAAAACYiIAOAAAAAAAAMBEBHQAAAAAAAGAid7MLuBvVGLtGbnZvs8sAcBu8khJ06K/X9Ses00Wrl6n1AMD17FZDUxpINcLWKDHFYnY5ACCJsQnA7YueHGp2CaZhBh0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJTA/ofv/9d/Xs2VNFixaVt7e36tSpoz179jjXP/nkk7JYLC5/GjVq5LKPFi1apOvz+OOPu/Tp1KmTypQpI09PT5UsWVK9evXSqVOn0tUzf/581apVS56engoICNALL7yQMycOAAAAAAAASHI38+AXLlxQ06ZN1bJlS61evVrFixfXsWPH5Ofn59Kvbdu2mjdvnnPZw8Mj3b6efvppvfHGG85lLy8vl/UtW7bUa6+9ppIlS+r333/XK6+8okceeUTbtm1z9pk+fbreeustTZ06VQ0bNlRCQoKOHz+eTWcLAAAAAAAApGdqQPfmm28qMDDQJXwrV65cun52u10BAQE33Ze3t/dN+wwZMsT5umzZshoxYoQefvhhORwO2Ww2XbhwQa+//rq++uortW7d2tm3evXqWTgjAAAAAAAAIGtMDehWrFihkJAQdevWTZs2bdI999yjgQMH6umnn3bpt3HjRhUvXlx+fn5q3ry5JkyYoOLFi7v0+eSTT7RgwQKVKFFC7dq109ixY+Xj45Phcc+fP69PPvlETZo0kc1mkyRFRkYqNTVVv//+u6pWrarLly+rSZMmeuuttxQYGJjhfhITE5WYmOhcjo2NlSR5WA1ZrcY/fl8AmM9+3TVsdzNclgHAbHY3w+VvAMgLGJsA3C6Hw5Gj+82p/d/quJlhMQzDtNHT09NTkjR06FB169ZNO3fu1ODBg/Xee++pd+/ekqTFixerYMGCKlu2rE6cOKHRo0crOTlZe/bskd1ulyT95z//Ufny5RUQEKADBw5o5MiRqlSpkiIjI12ON3z4cM2aNUvx8fFq1KiRVq5cqaJFi0qSJk+erDFjxqhChQp65513VKhQIb3++uv67bff9P3332d4W21YWJjCw8PTtS9cuFDe3t7Z+l4ByF3WhAR1+Ou7LFcuWqSUv8YrAAAAAAAyIz4+Xj169NClS5fk6+t7076mBnQeHh6qV6+ey/fADRo0SLt27dL27dsz3Ob06dMqW7asFi1apK5du2bYZ8+ePapXr5727NmjBx54wNl+9uxZnT9/Xr/88ovCw8NVqFAhrVy5UhaLRRMnTtSoUaO0Zs0aBQcHS5L+/PNPBQQEaNWqVQoJCUl3nIxm0AUGBqriy4tltRPQAXcyr6QE7ZvWTZLUcNhnuujudYstACD32N0MjauXqtG73ZSYajG7HACQxNgE4PYdCEufvWQHh8OhyMhIBQUFOe+kzA2xsbHy9/fPVEBn6i2uJUuWVLVq1VzaqlatqiVLltx0m7Jly+rnn3++YZ8HHnhANptNP//8s0tA5+/vL39/f913332qWrWqAgMDtWPHDjVu3FglS5aUJJd6ihUrJn9/f508eTLD49jtducsvuslpVjklsIvJOBOdv01nJhqUSLXNIA8iPEJQF7E2ATgn8rp8Mxms+VqQJeVY7nlYB231LRpUx0+fNil7ciRIypbtuwNtzl37px+/fVXZ6CWkYMHD8rhcNy0T9rEwbQZcE2bNpUkl3rOnz+vs2fP3rQeAAAAAAAA4HaYGtANGTJEO3bs0MSJE3X06FEtXLhQc+fO1fPPPy9JunLlil555RVt375d0dHR2rhxozp27Ch/f3916dJFknTs2DG98cYb2r17t6Kjo7Vq1Sp169ZN999/vzN027lzp2bNmqV9+/bpl19+0YYNG9SjRw9VrFhRjRs3liTdd9996ty5s1566SVt27ZNBw4cUJ8+fVSlShW1bNnSnDcIAAAAAAAAdz1TA7r69etr2bJl+vTTT1WjRg2NGzdOM2bM0BNPPCFJslqt+uGHH9S5c2fdd9996tOnj+677z5t377d+YRWDw8PrV+/XiEhIapcubIGDRqk4OBgrVu3TlarVZLk5eWlpUuXqnXr1qpcubL69eunGjVqaNOmTS63qH788cdq2LChQkND1bx5c9lsNkVEROTq9EcAAAAAAADkL6Z+B50kdejQQR06dMhwnZeXl9asWXPT7QMDA7Vp06ab9qlZs6aioqJuWYuvr68++OADffDBB7fsCwAAAAAAAGQHU2fQAQAAAAAAAPkdAR0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADCRu9kF3I0OhIfI19fX7DIA3I64OOntay93jWojm5+fqeUAwPUcDodWrVqlA2EhstlsZpcDAJIYmwDgdjCDDgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACZyN7uAu1GNsWvkZvc2uwwAt8ErKUGH/npdf8I6XbR6mVoPAFzPbjU0pYFUI2yNElMsZpcDAJIYm4DrRU8ONbsE3GGYQQcAAAAAAACYiIAOAAAAAAAAMBEBHQAAAAAAAGAiAjoAAAAAAADARAR0AAAAAAAAgIkI6AAAAAAAAAATEdABAAAAAAAAJiKgAwAAAAAAAExEQAcAAAAAAACYiIAOAAAAAAAAMBEBHQAAAAAAAGAiUwO6OXPmqFatWvL19ZWvr68aN26s1atXS5IcDoeGDx+umjVrqkCBAipVqpR69+6tU6dOObePjo6WxWLJ8M/nn3/ucqyvv/5aDRs2lJeXl/z9/dW1a1eX9bt27VLr1q3l5+enwoULKzg4WPv27cvx9wAAAAAAAAD5m6kBXenSpTV58mTt3r1bu3fvVqtWrdS5c2cdPHhQ8fHx2rt3r0aPHq29e/dq6dKlOnLkiDp16uTcPjAwUKdPn3b5Ex4ergIFCqhdu3bOfkuWLFGvXr3Ut29f7d+/X99884169OjhXH/58mWFhISoTJky+vbbb7V161b5+voqJCREDocjV98TAAAAAAAA5C/uZh68Y8eOLssTJkzQnDlztGPHDvXv31+RkZEu62fOnKkGDRro5MmTKlOmjKxWqwICAlz6LFu2TI899pgKFiwoSUpOTtZLL72kqVOnqn///s5+lStXdr4+fPiwLly4oDfeeEOBgYGSpLFjx6pWrVo6efKkKlasmK3nDQAAAAAAAKQxNaC7XkpKij7//HPFxcWpcePGGfa5dOmSLBaL/Pz8Mly/Z88e7du3T//3f//nbNu7d69+//13ubm56f7771dMTIzq1KmjadOmqXr16pKuhXX+/v764IMP9NprryklJUUffPCBqlevrrJly96w5sTERCUmJjqXY2NjJUkeVkNWq5HVtwBAHmK/7hq2uxkuywBgNrub4fI3AOQFjE3A/3A3Xt6S9nnk9ueSleNZDMMwdfT84Ycf1LhxYyUkJKhgwYJauHCh2rdvn65fQkKCmjVrpipVqmjBggUZ7mvgwIHauHGjfvzxR2fbokWL1L17d5UpU0bTp09XuXLl9NZbb2nt2rU6cuSIihQpIkk6ePCgOnfurBMnTkiS7rvvPq1Zs0ZlypS5Ye1hYWEKDw9P175w4UJ5e3tn6X0AkLdYExLU4fHHJUkrFy1SiqenyRUBAAAAAO4k8fHx6tGjhy5duiRfX9+b9jU9oEtKStLJkyd18eJFLVmyRO+//742bdqkatWqOfs4HA5169ZNJ0+e1MaNGzM8qatXr6pkyZIaPXq0Xn75ZWf7woUL9cQTT+i9997TM888I+nazLfSpUtr/PjxGjBggK5evaoWLVqoSpUqeuGFF5SSkqJp06bpp59+0q5du+Tl5ZVh7RnNoAsMDFTFlxfLaiegA+5kXkkJ2jetmySp4bDPdNE943EAAMxgdzM0rl6qRu92U2KqxexyAEASYxNwvQNhIWaXgOs4HA5FRkYqKChINpst144bGxsrf3//TAV0pt/i6uHhoUqVKkmS6tWrp127dumdd97Re++9J+nam/joo4/qxIkTioqKuuEJffHFF4qPj1fv3r1d2kuWLClJLoGf3W5XhQoVdPLkSUnXQrzo6Ght375dbm5uzrbChQvryy+/1ON/zaL5O7vdLrvdnq49KcUitxR+IQF3suuv4cRUixK5pgHkQYxPAPIixiZAuRoCIfNsNluufjZZOZapT3HNiGEYzllpaeHczz//rHXr1qlo0aI33O6DDz5Qp06dVKxYMZf2unXrym636/Dhw842h8Oh6Oho5/fLxcfHy83NTRbL/36JpC2npqZm5+kBAAAAAAAALkydQffaa6+pXbt2CgwM1OXLl7Vo0SJt3LhRERERSk5O1iOPPKK9e/dq5cqVSklJUUxMjCSpSJEi8vDwcO7n6NGj2rx5s1atWpXuGL6+vnr22Wc1duxYBQYGqmzZspo6daokqVu3a7evBQUF6dVXX9Xzzz+vF198UampqZo8ebLc3d3VsmXLXHgnAAAAAAAAkF+ZGtD98ccf6tWrl06fPq1ChQqpVq1aioiIUFBQkKKjo7VixQpJUp06dVy227Bhg1q0aOFc/vDDD3XPPfcoODg4w+NMnTpV7u7u6tWrl65evaqGDRsqKipKhQsXliRVqVJFX331lcLDw9W4cWPnE18jIiKct8gCAAAAAAAAOcHUgO6DDz644bpy5cops8+vmDhxoiZOnHjD9TabTdOmTdO0adNu2CcoKEhBQUGZOh4AAAAAAACQXfLcd9ABAAAAAAAA+QkBHQAAAAAAAGAiAjoAAAAAAADARAR0AAAAAAAAgIkI6AAAAAAAAAATEdABAAAAAAAAJiKgAwAAAAAAAExEQAcAAAAAAACYyN3sAu5GB8JD5Ovra3YZAG5HXJz09rWXu0a1kc3Pz9RyAOB6DodDq1at0oGwENlsNrPLAQBJjE0AcDuYQQcAAAAAAACYiIAOAAAAAAAAMBEBHQAAAAAAAGAiAjoAAAAAAADARAR0AAAAAAAAgIkI6AAAAAAAAAATEdABAAAAAAAAJnI3u4C7UY2xa+Rm9za7DAC3wSspQYf+el1/wjpdtHqZWg8AXM9uNTSlgVQjbI0SUyxmlwMAkhibskP05FCzSwBgEmbQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACYioAMAAAAAAABMZGpAt3nzZnXs2FGlSpWSxWLR8uXL0/U5dOiQOnXqpEKFCsnHx0eNGjXSyZMnnesHDBigihUrysvLS8WKFVPnzp31008/uezjyJEj6ty5s/z9/eXr66umTZtqw4YNGdZ07tw5lS5dWhaLRRcvXszO0wUAAAAAAADSMTWgi4uLU+3atTVr1qwM1x87dkzNmjVTlSpVtHHjRu3fv1+jR4+Wp6ens0/dunU1b948HTp0SGvWrJFhGAoODlZKSoqzT2hoqJKTkxUVFaU9e/aoTp066tChg2JiYtIds3///qpVq1b2nywAAAAAAACQAXczD96uXTu1a9fuhutHjRql9u3ba8qUKc62ChUquPR55plnnK/LlSun8ePHq3bt2oqOjlbFihV19uxZHT16VB9++KEzeJs8ebJmz56tgwcPKiAgwLn9nDlzdPHiRY0ZM0arV6/OrtMEAAAAAAAAbijPfgddamqqvv76a913330KCQlR8eLF1bBhwwxvg00TFxenefPmqXz58goMDJQkFS1aVFWrVtXHH3+suLg4JScn67333lOJEiVUt25d57Y//vij3njjDX388cdyc8uzbwsAAAAAAADuMqbOoLuZM2fO6MqVK5o8ebLGjx+vN998UxEREeratas2bNig5s2bO/vOnj1bw4YNU1xcnKpUqaLIyEh5eHhIkiwWiyIjI9W5c2f5+PjIzc1NJUqUUEREhPz8/CRJiYmJ6t69u6ZOnaoyZcro+PHjmaoxMTFRiYmJzuXY2FhJkofVkNVqZNM7AcAM9uuuYbub4bIMAGazuxkufwNAXsDYdPscDofZJQB3pbRrK7evsawcL88GdKmpqZKkzp07a8iQIZKkOnXqaNu2bXr33XddAronnnhCQUFBOn36tKZNm6ZHH31U33zzjTw9PWUYhgYOHKjixYtry5Yt8vLy0vvvv68OHTpo165dKlmypEaOHKmqVauqZ8+eWapx0qRJCg8PT9c+rm6KvL1TMtgCwJ3CmvC/a3j0A6lK8eSaBpD3jKuXanYJAJAOY9M/t2rVKrNLAO5qkZGRuXq8+Pj4TPfNswGdv7+/3N3dVa1aNZf2qlWrauvWrS5thQoVUqFChXTvvfeqUaNGKly4sJYtW6bu3bsrKipKK1eu1IULF+Tr6yvp2oy7yMhIffTRRxoxYoSioqL0ww8/6IsvvpAkGYbhrGHUqFEZhnCSNHLkSA0dOtS5HBsbq8DAQI3eY5XVbs229wJA7vNKsqrDX6/H7XXTRXeuaQB5h93N0Lh6qRq9202JqRazywEASYxN2eFAWIjZJQB3JYfDocjISAUFBclms+XacdPutMyMPBvQeXh4qH79+jp8+LBL+5EjR1S2bNmbbmsYhvPW07S08u/fK+fm5uacpbdkyRJdvXrVuW7Xrl3q16+ftmzZoooVK97wOHa7XXa7PV17UopFbin8QgLuZNdfw4mpFiVyTQPIgxifAORFjE3/XG4GB0B+ZLPZcvU6y8qxTA3orly5oqNHjzqXT5w4oX379qlIkSIqU6aMXn31VT322GN66KGH1LJlS0VEROirr77Sxo0bJUnHjx/X4sWLFRwcrGLFiun333/Xm2++KS8vL7Vv316S1LhxYxUuXFh9+vTRmDFj5OXlpf/85z86ceKEQkNDJSldCHf27FlJ12brpX1PHQAAAAAAAJATTH1c6e7du3X//ffr/vvvlyQNHTpU999/v8aMGSNJ6tKli959911NmTJFNWvW1Pvvv68lS5aoWbNmkiRPT09t2bJF7du3V6VKlfToo4+qQIEC2rZtm4oXLy7p2m2qERERunLlilq1aqV69epp69at+vLLL1W7dm1zThwAAAAAAAD4i6kz6Fq0aOH8vrcb6devn/r165fhulKlSmXqSzTr1aunNWvWZGtdAAAAAAAAQHYwdQYdAAAAAAAAkN8R0AEAAAAAAAAmIqADAAAAAAAATERABwAAAAAAAJiIgA4AAAAAAAAwEQEdAAAAAAAAYCICOgAAAAAAAMBEBHQAAAAAAACAiQjoAAAAAAAAABO5m13A3ehAeIh8fX3NLgPA7YiLk96+9nLXqDay+fmZWg4AXM/hcGjVqlU6EBYim81mdjkAIImxCQBuBzPoAAAAAAAAABMR0AEAAAAAAAAmIqADAAAAAAAATERABwAAAAAAAJiIgA4AAAAAAAAwEQEdAAAAAAAAYCICOgAAAAAAAMBE7mYXcDeqMXaN3OzeZpcB4DZ4JSXo0F+v609Yp4tWL1PrAYDr2a2GpjSQaoStUWKKxexyAEBS9oxN0ZNDs7kqALgzMIMOAAAAAAAAMBEBHQAAAAAAAGAiAjoAAAAAAADARAR0AAAAAAAAgIkI6AAAAAAAAAATEdABAAAAAAAAJiKgAwAAAAAAAExEQAcAAAAAAACYiIAOAAAAAAAAMBEBHQAAAAAAAGCiPB3QJScn6/XXX1f58uXl5eWlChUq6I033lBqaqqzz9KlSxUSEiJ/f39ZLBbt27cv3X6OHTumLl26qFixYvL19dWjjz6qP/74w7k+Ojpa/fv3dx6nYsWKGjt2rJKSknLjNAEAAAAAAJCP5emA7s0339S7776rWbNm6dChQ5oyZYqmTp2qmTNnOvvExcWpadOmmjx5cob7iIuLU3BwsCwWi6KiovTNN98oKSlJHTt2dAZ9P/30k1JTU/Xee+/p4MGDevvtt/Xuu+/qtddey5XzBAAAAAAAQP7lbnYBN7N9+3Z17txZoaGhkqRy5crp008/1e7du519evXqJenaLLiMfPPNN4qOjtZ3330nX19fSdK8efNUpEgRRUVFqU2bNmrbtq3atm3r3KZChQo6fPiw5syZo2nTpuXQ2QEAAAAAAAB5fAZds2bNtH79eh05ckSStH//fm3dulXt27fP9D4SExNlsVhkt9udbZ6ennJzc9PWrVtvuN2lS5dUpEiRf148AAAAAAAAkAl5egbd8OHDdenSJVWpUkVWq1UpKSmaMGGCunfvnul9NGrUSAUKFNDw4cM1ceJEGYah4cOHKzU1VadPn85wm2PHjmnmzJl66623brrvxMREJSYmOpdjY2MlSR5WQ1arkekaAeQ99uuuYbub4bIMAGazuxkufwNAXpAdY5PD4ciucgDAKW1sye0xJivHy9MB3eLFi7VgwQItXLhQ1atX1759+zR48GCVKlVKffr0ydQ+ihUrps8//1zPPfec/v3vf8vNzU3du3fXAw88IKvVmq7/qVOn1LZtW3Xr1k1PPfXUTfc9adIkhYeHp2sfVzdF3t4pmTtJAHmSNeF/1/DoB1KV4sk1DSDvGVcv9dadACCX3c7YtGrVqmysBABcRUZG5urx4uPjM903Twd0r776qkaMGKHHH39cklSzZk398ssvmjRpUqYDOkkKDg7WsWPHdPbsWbm7u8vPz08BAQEqX768S79Tp06pZcuWaty4sebOnXvL/Y4cOVJDhw51LsfGxiowMFCj91hltacP/wDcObySrOrw1+txe9100Z1rGkDeYXczNK5eqkbvdlNiqsXscgBAUvaMTQfCQrK5KgC4NpMtMjJSQUFBstlsuXbctDstMyNPB3Tx8fFyc3P9mjyr1ep8+mpW+fv7S5KioqJ05swZderUybnu999/V8uWLVW3bl3Nmzcv3XEzYrfbXb7bLk1SikVuKfxjGbiTXX8NJ6ZalMg1DSAPYnwCkBfdztiUm/9xBpD/2Gy2XB1nsnKsPB3QdezYURMmTFCZMmVUvXp1fffdd5o+fbr69evn7HP+/HmdPHlSp06dkiQdPnxYkhQQEKCAgABJ157aWrVqVRUrVkzbt2/XSy+9pCFDhqhy5cqSrs2ca9GihcqUKaNp06bpzz//dO4/bR8AAAAAAABATsjTAd3MmTM1evRoDRw4UGfOnFGpUqU0YMAAjRkzxtlnxYoV6tu3r3M57XbYsWPHKiwsTNK10G7kyJE6f/68ypUrp1GjRmnIkCHObdauXaujR4/q6NGjKl26tEsNhsGXLwMAAAAAACDnWAwSqGwTGxurQoUKKXDwZ3Kze5tdDoDb4JWUoENvPyJJqvPK57po9TK5IgD4H7vV0JQGKRq208otrgDyjOwYm6Inh2ZzVQBw7TvoVq1apfbt2+f6d9AVKlRIly5dkq+v70373vqL1gAAAAAAAADkGAI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgInezC7gbHQgPka+vr9llALgdcXHS29de7hrVRjY/P1PLAYDrORwOrVq1SgfCQmSz2cwuBwAkMTYBwO1gBh0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmMjd7ALuRjXGrpGb3dvsMgDcBq+kBB3663X9Cet00eplaj0AcD271dCUBlKNsDVKTLGYXQ6ATIieHGp2CQCAPIwZdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAE91RAd2kSZNksVg0ePBgZ5thGAoLC1OpUqXk5eWlFi1a6ODBgy7bHTt2TF26dFGxYsXk6+urRx99VH/88Ue6/X/99ddq2LChvLy85O/vr65du+b0KQEAAAAAACCfu2MCul27dmnu3LmqVauWS/uUKVM0ffp0zZo1S7t27VJAQICCgoJ0+fJlSVJcXJyCg4NlsVgUFRWlb775RklJSerYsaNSU1Od+1myZIl69eqlvn37av/+/frmm2/Uo0ePXD1HAAAAAAAA5D/uZheQGVeuXNETTzyh//znPxo/fryz3TAMzZgxQ6NGjXLOdvvoo49UokQJLVy4UAMGDNA333yj6Ohofffdd/L19ZUkzZs3T0WKFFFUVJTatGmj5ORkvfTSS5o6dar69+/v3H/lypVz90QBAAAAAACQ79wRM+ief/55hYaGqk2bNi7tJ06cUExMjIKDg51tdrtdzZs317Zt2yRJiYmJslgsstvtzj6enp5yc3PT1q1bJUl79+7V77//Ljc3N91///0qWbKk2rVrl+5WWQAAAAAAACC75fkZdIsWLdLevXu1a9eudOtiYmIkSSVKlHBpL1GihH755RdJUqNGjVSgQAENHz5cEydOlGEYGj58uFJTU3X69GlJ0vHjxyVJYWFhmj59usqVK6e33npLzZs315EjR1SkSJEMa0tMTFRiYqJzOTY2VpLkYTVktRq3eeYAzGS/7hq2uxkuywBgNrub4fI3gLzP4XCYXUKOSzvH/HCuAO4sZo1PWTleng7ofv31V7300ktau3atPD09b9jPYrG4LBuG4WwrVqyYPv/8cz333HP697//LTc3N3Xv3l0PPPCArFarJDm/i27UqFH617/+JenabbClS5fW559/rgEDBmR43EmTJik8PDxd+7i6KfL2Tsn6CQPIM6wJ/7uGRz+QqhRPrmkAec+4eqm37gQgT1i1apXZJeSayMhIs0sAgAzl9vgUHx+f6b55OqDbs2ePzpw5o7p16zrbUlJStHnzZs2aNUuHDx+WdG0mXcmSJZ19zpw54zKrLjg4WMeOHdPZs2fl7u4uPz8/BQQEqHz58pLk3LZatWrObex2uypUqKCTJ0/esL6RI0dq6NChzuXY2FgFBgZq9B6rrHbrbZ49ADN5JVnV4a/X4/a66aI71zSAvMPuZmhcvVSN3u2mxFTLrTcAYLoDYSFml5DjHA6HIiMjFRQUJJvNZnY5AOBk1viUdqdlZuTpgK5169b64YcfXNr69u2rKlWqaPjw4apQoYICAgIUGRmp+++/X5KUlJSkTZs26c0330y3P39/f0lSVFSUzpw5o06dOkmS6tatK7vdrsOHD6tZs2aSrn140dHRKlu27A3rs9vtLt9tlyYpxSK3FP6xDNzJrr+GE1MtSuSaBpAHMT4Bd478FFjZbLZ8db4A7hy5PT5l5Vh5OqDz8fFRjRo1XNoKFCigokWLOtsHDx6siRMn6t5779W9996riRMnytvbWz169HBuM2/ePFWtWlXFihXT9u3b9dJLL2nIkCHOp7T6+vrq2Wef1dixYxUYGKiyZctq6tSpkqRu3brl0tkCAAAAAAAgP8rTAV1mDBs2TFevXtXAgQN14cIFNWzYUGvXrpWPj4+zz+HDhzVy5EidP39e5cqV06hRozRkyBCX/UydOlXu7u7q1auXrl69qoYNGyoqKkqFCxfO7VMCAAAAAABAPnLHBXQbN250WbZYLAoLC1NYWNgNt5k8ebImT5580/3abDZNmzZN06ZNy4YqAQAAAAAAgMxxM7sAAAAAAAAAID8joAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACZyN7uAu9GB8BD5+vqaXQaA2xEXJ7197eWuUW1k8/MztRwAuJ7D4dCqVat0ICxENpvN7HIAAABwm5hBBwAAAAAAAJiIgA4AAAAAAAAwEQEdAAAAAAAAYCICOgAAAAAAAMBEBHQAAAAAAACAiQjoAAAAAAAAABMR0AEAAAAAAAAmcje7gLtRjbFr5Gb3NrsMALfBKylBh/56XX/COl20eplaDwBcz241NKWBVCNsjRJTLGaXA9xQ9ORQs0sAAOCOwAw6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJ8nRAN2nSJNWvX18+Pj4qXry4Hn74YR0+fNilj2EYCgsLU6lSpeTl5aUWLVro4MGDGe7PMAy1a9dOFotFy5cvd1l35MgRde7cWf7+/vL19VXTpk21YcOGnDo1AAAAAAAAQFIeD+g2bdqk559/Xjt27FBkZKSSk5MVHBysuLg4Z58pU6Zo+vTpmjVrlnbt2qWAgAAFBQXp8uXL6fY3Y8YMWSyWDI8VGhqq5ORkRUVFac+ePapTp446dOigmJiYHDs/AAAAAAAAwN3sAm4mIiLCZXnevHkqXry49uzZo4ceekiGYWjGjBkaNWqUunbtKkn66KOPVKJECS1cuFADBgxwbrt//35Nnz5du3btUsmSJV32e/bsWR09elQffvihatWqJUmaPHmyZs+erYMHDyogICCHzxQAAAAAAAD5VZ4O6P7u0qVLkqQiRYpIkk6cOKGYmBgFBwc7+9jtdjVv3lzbtm1zBnTx8fHq3r27Zs2alWHYVrRoUVWtWlUff/yxHnjgAdntdr333nsqUaKE6tate8N6EhMTlZiY6FyOjY2VJHlYDVmtxu2fMADT2K+7hu1uhssyAJjN7ma4/A3kVQ6Hw+wSkIvSPm8+dwB5jVnjU1aOd8cEdIZhaOjQoWrWrJlq1KghSc7bT0uUKOHSt0SJEvrll1+cy0OGDFGTJk3UuXPnDPdtsVgUGRmpzp07y8fHR25ubipRooQiIiLk5+d3w5omTZqk8PDwdO3j6qbI2zslq6cIIA+xJvzvGh79QKpSPLmmAeQ94+qlml0CcFOrVq0yuwSYIDIy0uwSACBDuT0+xcfHZ7rvHRPQvfDCC/r++++1devWdOv+/r1yhmE421asWKGoqCh99913N9y3YRgaOHCgihcvri1btsjLy0vvv/++OnTokOEtsWlGjhypoUOHOpdjY2MVGBio0Xusstqt/+Q0AeQRXklWdfjr9bi9brrozjUNIO+wuxkaVy9Vo3e7KTE14+/XBfKCA2EhZpeAXORwOBQZGamgoCDZbDazywEAJ7PGp7Q7LTPjjgjoXnzxRa1YsUKbN29W6dKlne1pt6vGxMS4hGhnzpxxzqqLiorSsWPH0s2E+9e//qUHH3xQGzduVFRUlFauXKkLFy7I19dXkjR79mxFRkbqo48+0ogRIzKsy263y263p2tPSrHILYV/LAN3suuv4cRUixK5pgHkQYxPyOsIafInm83GZw8gT8rt8Skrx8rTT3E1DEMvvPCCli5dqqioKJUvX95lffny5RUQEOAyRTEpKUmbNm1SkyZNJEkjRozQ999/r3379jn/SNLbb7+tefPmSfrflEM3N9e3w83NTamp3DoCAAAAAACAnJOnZ9A9//zzWrhwob788kv5+Pg4v3OuUKFC8vLyksVi0eDBgzVx4kTde++9uvfeezVx4kR5e3urR48ekq7NssvowRBlypRxBn6NGzdW4cKF1adPH40ZM0ZeXl76z3/+oxMnTig0NDT3ThgAAAAAAAD5Tp4O6ObMmSNJatGihUv7vHnz9OSTT0qShg0bpqtXr2rgwIG6cOGCGjZsqLVr18rHxyfTx/H391dERIRGjRqlVq1ayeFwqHr16vryyy9Vu3bt7DodAAAAAAAAIJ08HdAZhnHLPhaLRWFhYQoLC7ut/darV09r1qzJSnkAAAAAAADAbcvT30EHAAAAAAAA3O0I6AAAAAAAAAATEdABAAAAAAAAJiKgAwAAAAAAAExEQAcAAAAAAACYiIAOAAAAAAAAMBEBHQAAAAAAAGAiAjoAAAAAAADARAR0AAAAAAAAgInczS7gbnQgPES+vr5mlwHgdsTFSW9fe7lrVBvZ/PxMLQcArudwOLRq1SodCAuRzWYzuxwAAADcJmbQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJ3M0u4G5UY+waudm9zS4DwG3wSkrQob9e15+wThetXqbWAwDXs1sNTWkg1Qhbo8QUi9nlZFr05FCzSwAAAMiTmEEHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADBRng/oNm/erI4dO6pUqVKyWCxavny5y3rDMBQWFqZSpUrJy8tLLVq00MGDB53rz58/rxdffFGVK1eWt7e3ypQpo0GDBunSpUsZHi8xMVF16tSRxWLRvn37cvDMAAAAAAAAgDsgoIuLi1Pt2rU1a9asDNdPmTJF06dP16xZs7Rr1y4FBAQoKChIly9fliSdOnVKp06d0rRp0/TDDz9o/vz5ioiIUP/+/TPc37Bhw1SqVKkcOx8AAAAAAADgeu5mF3Ar7dq1U7t27TJcZxiGZsyYoVGjRqlr166SpI8++kglSpTQwoULNWDAANWoUUNLlixxblOxYkVNmDBBPXv2VHJystzd//cWrF69WmvXrtWSJUu0evXqnD0xAAAAAAAAQHdAQHczJ06cUExMjIKDg51tdrtdzZs317Zt2zRgwIAMt7t06ZJ8fX1dwrk//vhDTz/9tJYvXy5vb+9MHT8xMVGJiYnO5djYWEmSh9WQ1Wr8k1MCkEfYr7uG7W6GyzIAmM3uZrj8fadwOBxmlwAgB6Vd41zrAPIas8anrBzvjg7oYmJiJEklSpRwaS9RooR++eWXDLc5d+6cxo0b5xLeGYahJ598Us8++6zq1aun6OjoTB1/0qRJCg8PT9c+rm6KvL1TMnkWAPIia8L/ruHRD6QqxZNrGkDeM65eqtklZMmqVavMLgFALoiMjDS7BADIUG6PT/Hx8Znue0cHdGksFovLsmEY6dqkazPcQkNDVa1aNY0dO9bZPnPmTMXGxmrkyJFZOu7IkSM1dOhQl/0HBgZq9B6rrHZrFs8CQF7ilWRVh79ej9vrpovuXNMA8g67m6Fx9VI1erebElPT/5snrzoQFmJ2CQBykMPhUGRkpIKCgmSz2cwuBwCczBqf0u60zIw7OqALCAiQdG0mXcmSJZ3tZ86cSTer7vLly2rbtq0KFiyoZcuWuXwgUVFR2rFjh+x2u8s29erV0xNPPKGPPvoow+Pb7fZ020hSUopFbil3zj+WAaR3/TWcmGpRItc0gDzoThuf+A87kD/YbDaudwB5Um6PT1k5Vp5/iuvNlC9fXgEBAS5TFJOSkrRp0yY1adLE2RYbG6vg4GB5eHhoxYoV8vT0dNnPv//9b+3fv1/79u3Tvn37nLdfLF68WBMmTMidkwEAAAAAAEC+lOdn0F25ckVHjx51Lp84cUL79u1TkSJFVKZMGQ0ePFgTJ07Uvffeq3vvvVcTJ06Ut7e3evToIenazLng4GDFx8drwYIFio2NdU4xLFasmKxWq8qUKeNyzIIFC0q69sTX0qVL59KZAgAAAAAAID/K8wHd7t271bJlS+dy2ne+9enTR/Pnz9ewYcN09epVDRw4UBcuXFDDhg21du1a+fj4SJL27Nmjb7/9VpJUqVIll32fOHFC5cqVy50TAQAAAAAAADKQ5wO6Fi1ayDCMG663WCwKCwtTWFjYP9o+I+XKlcvyNgAAAAAAAMA/cUd/Bx0AAAAAAABwpyOgAwAAAAAAAExEQAcAAAAAAACYiIAOAAAAAAAAMBEBHQAAAAAAAGAiAjoAAAAAAADARAR0AAAAAAAAgIkI6AAAAAAAAAATEdABAAAAAAAAJnI3u4C70YHwEPn6+ppdBoDbERcnvX3t5a5RbWTz8zO1HAC4nsPh0KpVq3QgLEQ2m83scgAAAHCbmEEHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwERZDuj27t2rH374wbn85Zdf6uGHH9Zrr72mpKSkbC0OAAAAAAAAuNtlOaAbMGCAjhw5Ikk6fvy4Hn/8cXl7e+vzzz/XsGHDsr1AAAAAAAAA4G6W5YDuyJEjqlOnjiTp888/10MPPaSFCxdq/vz5WrJkSXbXBwAAAAAAANzV3LO6gWEYSk1NlSStW7dOHTp0kCQFBgbq7Nmz2VvdHarG2DVys3ubXQaA2+CVlKBDf72uP2GdLlq9TK0HQOZETw41uwQAAAAgy7I8g65evXoaP368/vvf/2rTpk0KDb32D+ETJ06oRIkS2V4gAAAAAAAAcDfLckA3Y8YM7d27Vy+88IJGjRqlSpUqSZK++OILNWnSJNsLBAAAAAAAAO5mWb7FtVatWi5PcU0zdepUWa3WbCkKAAAAAAAAyC+yHNDdiKenZ3btCgAAAAAAAMg3MhXQFS5cWBaLJVM7PH/+/G0VBAAAAAAAAOQnmQroZsyYkcNlAAAAAAAAAPlTpgK6Pn365HQdAAAAAAAAQL50W99Bd/XqVTkcDpc2X1/f2yoIAAAAAAAAyE/csrpBXFycXnjhBRUvXlwFCxZU4cKFXf4AAAAAAAAAyLwsB3TDhg1TVFSUZs+eLbvdrvfff1/h4eEqVaqUPv7445yoEQAAAAAAALhrZTmg++qrrzR79mw98sgjcnd314MPPqjXX39dEydO1CeffJITNd5UWFiYLBaLy5+AgADn+qVLlyokJET+/v6yWCzat2+fy/bnz5/Xiy++qMqVK8vb21tlypTRoEGDdOnSpVw+EwAAAAAAAORHWQ7ozp8/r/Lly0u69n1z58+flyQ1a9ZMmzdvzt7qMql69eo6ffq0888PP/zgXBcXF6emTZtq8uTJGW576tQpnTp1StOmTdMPP/yg+fPnKyIiQv3798+t8gEAAAAAAJCPZfkhERUqVFB0dLTKli2ratWq6bPPPlODBg301Vdfyc/PLwdKvDV3d3eXWXPX69WrlyQpOjo6w/U1atTQkiVLnMsVK1bUhAkT1LNnTyUnJ8vd/baeowEAAAAAAADcVJbTp759+2r//v1q3ry5Ro4cqdDQUM2cOVPJycmaPn16TtR4Sz///LNKlSolu92uhg0bauLEiapQocI/3t+lS5fk6+t7y3AuMTFRiYmJzuXY2FhJkofVkNVq/OPjAzCf/bpr2O5muCwDyLv+/nT5u1XaeeaX8wVwZ2BsApBXmTU+ZeV4FsMwbut/nSdPntTu3btVsWJF1a5d+3Z29Y+sXr1a8fHxuu+++/THH39o/Pjx+umnn3Tw4EEVLVrU2S86Olrly5fXd999pzp16txwf+fOndMDDzygXr16afz48Tc9dlhYmMLDw9O1L1y4UN7e3v/4nACYz5qQoA6PPy5JWrlokVI8PU2uCAAAAABwJ4mPj1ePHj2cE8Fu5rYDurwmLi5OFStW1LBhwzR06FBne2YCutjYWAUHB6tw4cJasWKFbDbbTY+V0Qy6wMBAVXx5sax2AjrgTuaVlKB907pJkhoO+0wX3b1MrghAZhwICzG7hFzhcDgUGRmpoKCgW/57BQByC2MTgLzKrPEpNjZW/v7+mQro/tEXrK1fv17r16/XmTNnlJqa6rLuww8//Ce7zDYFChRQzZo19fPPP2dpu8uXL6tt27YqWLCgli1blqkPzG63y263p2tPSrHILcWSpeMDyFuuv4YTUy1K5JoG7gj57T+ENpst350zgLyPsQlAXpXb41NWjpXlp7iGh4crODhY69ev19mzZ3XhwgWXP2ZLTEzUoUOHVLJkyUxvkzZzzsPDQytWrJAnt7IBAAAAAAAgl2R5Bt27776r+fPnO5+OarZXXnlFHTt2VJkyZXTmzBmNHz9esbGx6tOnjyTp/PnzOnnypE6dOiVJOnz4sCQpICBAAQEBunz5soKDgxUfH68FCxYoNjbW+bCHYsWKyWq1mnNiAAAAAAAAyBeyHNAlJSWpSZMmOVHLP/Lbb7+pe/fuOnv2rIoVK6ZGjRppx44dKlu2rCRpxYoV6tu3r7P/43996fvYsWMVFhamPXv26Ntvv5UkVapUyWXfJ06cULly5XLnRAAAAAAAAJAvZTmge+qpp7Rw4UKNHj06J+rJskWLFt10/ZNPPqknn3zyhutbtGihu+w5GQAAAAAAALiDZDmgS0hI0Ny5c7Vu3TrVqlUr3RfeTZ8+PduKAwAAAAAAAO52WQ7ovv/+e9WpU0eSdODAAZd1FgtPOQQAAAAAAACyIssB3YYNG3KiDgAAAAAAACBfcjO7AAAAAAAAACA/y/IMui5dumR4K6vFYpGnp6cqVaqkHj16qHLlytlSIAAAAAAAAHA3y/IMukKFCikqKkp79+51BnXfffedoqKilJycrMWLF6t27dr65ptvsr1YAAAAAAAA4G6T5Rl0AQEB6tGjh2bNmiU3t2v5Xmpqql566SX5+Pho0aJFevbZZzV8+HBt3bo12wsGAAAAAAAA7iZZnkH3wQcfaPDgwc5wTpLc3Nz04osvau7cubJYLHrhhRfSPeEVAAAAAAAAQHpZDuiSk5P1008/pWv/6aeflJKSIkny9PTM8HvqAAAAAAAAALjK8i2uvXr1Uv/+/fXaa6+pfv36slgs2rlzpyZOnKjevXtLkjZt2qTq1atne7F3igPhIfL19TW7DAC3Iy5Oevvay12j2sjm52dqOQAAAACAu1eWA7q3335bJUqU0JQpU/THH39IkkqUKKEhQ4Zo+PDhkqTg4GC1bds2eysFAAAAAAAA7kJZDuisVqtGjRqlUaNGKTY2VpLSzRYrU6ZM9lQHAAAAAAAA3OWyHNBdj9s4AQAAAAAAgNuTqYDugQce0Pr161W4cGHdf//9N30AxN69e7OtOAAAAAAAAOBul6mArnPnzrLb7ZKkhx9+OCfrAQAAAAAAAPKVTAV0Y8eOzfA1AAAAAAAAgNvjltUNfv31V/3222/O5Z07d2rw4MGaO3duthYGAAAAAAAA5AdZfkhEjx499Mwzz6hXr16KiYlRmzZtVKNGDS1YsEAxMTEaM2ZMTtR5R6kxdo3c7N5mlwHgNnglJejQX6/rT1ini1YvU+vBjUVPDjW7BAAAAAC4LVmeQXfgwAE1aNBAkvTZZ5+pZs2a2rZtmxYuXKj58+dnd30AAAAAAADAXS3LAZ3D4XA+MGLdunXq1KmTJKlKlSo6ffp09lYHAAAAAAAA3OWyHNBVr15d7777rrZs2aLIyEi1bdtWknTq1CkVLVo02wsEAAAAAAAA7mZZDujefPNNvffee2rRooW6d++u2rVrS5JWrFjhvPUVAAAAAAAAQOZk+SERLVq00NmzZxUbG6vChQs725955hl5e/NgBAAAAAAAACArshzQSZLVanUJ5ySpXLly2VEPAAAAAAAAkK9k+RZXAAAAAAAAANmHgA4AAAAAAAAwEQEdAAAAAAAAYKJMBXRFihTR2bNnJUn9+vXT5cuXc7QoAAAAAAAAIL/IVECXlJSk2NhYSdJHH32khISEHC0qKyZNmqT69evLx8dHxYsX18MPP6zDhw+79HnyySdlsVhc/jRq1CjdvrZv365WrVqpQIEC8vPzU4sWLXT16tXcOhUAAAAAAADkQ5l6imvjxo318MMPq27dujIMQ4MGDZKXl1eGfT/88MNsLfBWNm3apOeff17169dXcnKyRo0apeDgYP34448qUKCAs1/btm01b94857KHh4fLfrZv3662bdtq5MiRmjlzpjw8PLR//365uXEXMAAAAAAAAHJOpgK6BQsW6O2339axY8dksVh06dKlPDOLLiIiwmV53rx5Kl68uPbs2aOHHnrI2W632xUQEHDD/QwZMkSDBg3SiBEjnG333ntv9hcMAAAAAAAAXCdTAV2JEiU0efJkSVL58uX13//+V0WLFs3Rwv6pS5cuSbr2vXnX27hxo4oXLy4/Pz81b95cEyZMUPHixSVJZ86c0bfffqsnnnhCTZo00bFjx1SlShVNmDBBzZo1u+GxEhMTlZiY6FxOuw3Yw2rIajWy+9QA5CL7ddew3c1wWUbe4nA4zC4ByHVpP/f8/APISxibAORVZo1PWTmexTCMu+Z/nYZhqHPnzrpw4YK2bNnibF+8eLEKFiyosmXL6sSJExo9erSSk5O1Z88e2e127dixQ40bN1aRIkU0bdo01alTRx9//LFmz56tAwcO3HAmXVhYmMLDw9O1L1y4UN7e3jl2ngBynjUhQR0ef1yStHLRIqV4eppcEQAAAADgThIfH68ePXro0qVL8vX1vWnffxTQbdq0SdOmTdOhQ4dksVhUtWpVvfrqq3rwwQf/cdHZ4fnnn9fXX3+trVu3qnTp0jfsd/r0aZUtW1aLFi1S165dtW3bNjVt2lQjR47UxIkTnf1q1aql0NBQTZo0KcP9ZDSDLjAwUBVfXiyrnYAOuJN5JSVo37RukqSGwz7TRfeMv3cT5jsQFmJ2CUCuczgcioyMVFBQkGw2m9nlAIAkxiYAeZdZ41NsbKz8/f0zFdBl6hbX6y1YsEB9+/ZV165dNWjQIBmGoW3btql169aaP3++evTo8Y8Lvx0vvviiVqxYoc2bN980nJOkkiVLqmzZsvr555+dy5JUrVo1l35Vq1bVyZMnb7gfu90uu92erj0pxSK3FEtWTwFAHnL9NZyYalEi13SexX8AkJ/ZbDauAQB5DmMTgLwqt8enrBwrywHdhAkTNGXKFA0ZMsTZ9tJLL2n69OkaN25crgd0hmHoxRdf1LJly7Rx40aVL1/+ltucO3dOv/76qzOYK1eunEqVKqXDhw+79Dty5IjatWuXI3UDAAAAAAAAkuSW1Q2OHz+ujh07pmvv1KmTTpw4kS1FZcXzzz+vBQsWaOHChfLx8VFMTIxiYmJ09epVSdKVK1f0yiuvaPv27YqOjtbGjRvVsWNH+fv7q0uXLpIki8WiV199Vf/+97/1xRdf6OjRoxo9erR++ukn9e/fP9fPCQAAAAAAAPlHlmfQBQYGav369apUqZJL+/r16xUYGJhthWXWnDlzJEktWrRwaZ83b56efPJJWa1W/fDDD/r444918eJFlSxZUi1bttTixYvl4+Pj7D948GAlJCRoyJAhOn/+vGrXrq3IyEhVrFgxN08HAAAAAAAA+UyWA7qXX35ZgwYN0r59+9SkSRNZLBZt3bpV8+fP1zvvvJMTNd7UrZ5x4eXlpTVr1mRqXyNGjNCIESOyoywAAAAAAAAgU7Ic0D333HMKCAjQW2+9pc8++0zStYcpLF68WJ07d872AgEAAAAAAIC7WZYDOknq0qWL8/vbAAAAAAAAAPxzWX5IBAAAAAAAAIDsQ0AHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgIgI6AAAAAAAAwERZfoprSkqK5s+fr/Xr1+vMmTNKTU11WR8VFZVtxQEAAAAAAAB3uywHdC+99JLmz5+v0NBQ1ahRQxaLJSfqAgAAAAAAAPKFLAd0ixYt0meffab27dvnRD13hQPhIfL19TW7DAC3Iy5Oevvay12j2sjm52dqOQAAAACAu1eWv4POw8NDlSpVyolaAAAAAAAAgHwnywHdyy+/rHfeeUeGYeREPQAAAAAAAEC+kqlbXLt27eqyHBUVpdWrV6t69eqy2Wwu65YuXZp91QEAAAAAAAB3uUwFdIUKFXJZ7tKlS44UAwAAAAAAAOQ3mQro5s2bl9N1AAAAAAAAAPlSlr+DrlWrVrp48WK69tjYWLVq1So7agIAAAAAAADyjUzNoLvexo0blZSUlK49ISFBW7ZsyZai7nQ1xq6Rm93b7DIAZCB6cqjZJQAAAAAA4CLTAd3333/vfP3jjz8qJibGuZySkqKIiAjdc8892VsdAAAAAAAAcJfLdEBXp04dWSwWWSyWDG9l9fLy0syZM7O1OAAAAAAAAOBul+mA7sSJEzIMQxUqVNDOnTtVrFgx5zoPDw8VL15cVqs1R4oEAAAAAAAA7laZDujKli0rSUpNTc2xYgAAAAAAAID8JssPiVixYkWG7RaLRZ6enqpUqZLKly9/24UBAAAAAAAA+UGWA7qHH35YFotFhmG4tKe1WSwWNWvWTMuXL1fhwoWzrVAAAAAAAADgbuSW1Q0iIyNVv359RUZG6tKlS7p06ZIiIyPVoEEDrVy5Ups3b9a5c+f0yiuv5ES9AAAAAAAAwF0lyzPoXnrpJc2dO1dNmjRxtrVu3Vqenp565plndPDgQc2YMUP9+vXL1kIBAAAAAACAu1GWZ9AdO3ZMvr6+6dp9fX11/PhxSdK9996rs2fP3n51AAAAAAAAwF0uywFd3bp19eqrr+rPP/90tv35558aNmyY6tevL0n6+eefVbp06eyrEgAAAAAAALhLZfkW1w8++ECdO3dW6dKlFRgYKIvFopMnT6pChQr68ssvJUlXrlzR6NGjs71YAAAAAAAA4G6T5Rl0lStX1qFDh/Tll19q0KBBeuGFF7RixQodPHhQ9913n6RrT3rt1atXthd7I5s3b1bHjh1VqlQpWSwWLV++3LnO4XBo+PDhqlmzpgoUKKBSpUqpd+/eOnXqlMs+YmJi1KtXLwUEBKhAgQJ64IEH9MUXX+TaOQAAAAAAACB/yvIMOkmyWCxq27at2rZtm931/CNxcXGqXbu2+vbtq3/9618u6+Lj47V3716NHj1atWvX1oULFzR48GB16tRJu3fvdvbr1auXLl26pBUrVsjf318LFy7UY489pt27d+v+++/P7VMCAAAAAABAPvGPArr169dr/fr1OnPmjFJTU13Wffjhh9lSWFa0a9dO7dq1y3BdoUKFFBkZ6dI2c+ZMNWjQQCdPnlSZMmUkSdu3b9ecOXPUoEEDSdLrr7+ut99+W3v37iWgAwAAAAAAQI7JckAXHh6uN954Q/Xq1VPJkiVlsVhyoq4cdenSJVksFvn5+TnbmjVrpsWLFys0NFR+fn767LPPlJiYqBYtWtxwP4mJiUpMTHQux8bGSpI8rIasViOnygdwGxwOR2Y7ynb9NpndDgByQdpYlukxDQByAWMTgLzKrPEpK8fLckD37rvvav78+bn6HXPZKSEhQSNGjFCPHj3k6+vrbF+8eLEee+wxFS1aVO7u7vL29tayZctUsWLFG+5r0qRJCg8PT9c+rm6KvL1TcqR+ALdn1apVmepnTUhQh79eR0VFKcXTM+eKAoB/6O93CQBAXsDYBCCvyu3xKT4+PtN9sxzQJSUlqUmTJlndLE9wOBx6/PHHlZqaqtmzZ7use/3113XhwgWtW7dO/v7+Wr58ubp166YtW7aoZs2aGe5v5MiRGjp0qHM5NjZWgYGBGr3HKqvdmqPnAuCfORAWkrmOcXHOl61atZLtuhm3AGA2h8OhyMhIBQUFyWaz3XoDAMgFjE0A8iqzxqe0Oy0zI8sB3VNPPaWFCxdq9OjRWd3UVA6HQ48++qhOnDihqKgol9lzx44d06xZs3TgwAFVr15dklS7dm1t2bJF//d//6d33303w33a7XbZ7fZ07UkpFrml3Hm3/gL5QaYH4+v62Ww2/pEJIE9ifAKQFzE2Acircnt8ysqxshzQJSQkaO7cuVq3bp1q1aqV7mDTp0/P6i5zXFo49/PPP2vDhg0qWrSoy/q0KYdubm4u7VarNd1DMAAAAAAAAIDslOWA7vvvv1edOnUkSQcOHHBZZ9YDI65cuaKjR486l0+cOKF9+/apSJEiKlWqlB555BHt3btXK1euVEpKimJiYiRJRYoUkYeHh6pUqaJKlSppwIABmjZtmooWLarly5crMjJSK1euNOWcAAAAAAAAkD9kOaDbsGFDTtRxW3bv3q2WLVs6l9O+F65Pnz4KCwvTihUrJMkZLKbZsGGDWrRoIZvNplWrVmnEiBHq2LGjrly5okqVKumjjz5S+/btc+08AAAAAAAAkP9kOaBLc/ToUR07dkwPPfSQvLy8ZBiGaTPoWrRoIcMwbrj+ZuvS3HvvvVqyZEl2lgUAAAAAAADcktutu7g6d+6cWrdurfvuu0/t27fX6dOnJV17eMTLL7+c7QUCAAAAAAAAd7MsB3RDhgyRzWbTyZMn5e3t7Wx/7LHHFBERka3FAQAAAAAAAHe7LN/iunbtWq1Zs0alS5d2ab/33nv1yy+/ZFthAAAAAAAAQH6Q5Rl0cXFxLjPn0pw9e1Z2uz1bigIAAAAAAADyiywHdA899JA+/vhj57LFYlFqaqqmTp3q8iRVAAAAAAAAALeW5Vtcp06dqhYtWmj37t1KSkrSsGHDdPDgQZ0/f17ffPNNTtQIAAAAAAAA3LWyPIOuWrVq+v7779WgQQMFBQUpLi5OXbt21XfffaeKFSvmRI0AAAAAAADAXSvLM+gkKSAgQOHh4S5tv/76q/r166cPP/wwWwoDAAAAAAAA8oMsz6C7kfPnz+ujjz7Krt0BAAAAAAAA+cI/mkGHmzsQHiJfX1+zywAAAAAAAMAdINtm0AEAAAAAAADIOgI6AAAAAAAAwESZvsW1a9euN11/8eLF260FAAAAAAAAyHcyHdAVKlTolut79+592wUBAAAAAAAA+UmmA7p58+blZB0AAAAAAABAvsR30AEAAAAAAAAmyvQMOmRejbFr5Gb3NrsM5KDoyaFmlwAAAAAAAO4SzKADAAAAAAAATERABwAAAAAAAJiIgA4AAAAAAAAwEQEdAAAAAAAAYCICOgAAAAAAAMBEBHQAAAAAAACAiQjoAAAAAAAAABMR0AEAAAAAAAAmIqADAAAAAAAATERABwAAAAAAAJiIgA4AAAAAAAAwUb4J6H7//Xf17NlTRYsWlbe3t+rUqaM9e/Zk2HfAgAGyWCyaMWNG7hYJAAAAAACAfMfd7AJyw4ULF9S0aVO1bNlSq1evVvHixXXs2DH5+fml67t8+XJ9++23KlWqVO4XCgAAAAAAgHwnXwR0b775pgIDAzVv3jxnW7ly5dL1+/333/XCCy9ozZo1Cg0NzcUKAQAAAAAAkF/li4BuxYoVCgkJUbdu3bRp0ybdc889GjhwoJ5++mlnn9TUVPXq1Uuvvvqqqlevnqn9JiYmKjEx0bkcGxsrSfKwGrJajew9CeQpDofD7BKQ0xwO2ZwvHRKfOYA8JO33EL+PAOQljE0A8iqzxqesHC9fBHTHjx/XnDlzNHToUL322mvauXOnBg0aJLvdrt69e0u6NsvO3d1dgwYNyvR+J02apPDw8HTt4+qmyNs7JdvqR96zatUqs0tADrMmJKjDX6+joqKU4ulpaj0AkJHIyEizSwCAdBibAORVuT0+xcfHZ7qvxTCMu36ql4eHh+rVq6dt27Y52wYNGqRdu3Zp+/bt2rNnj0JDQ7V3717nd8+VK1dOgwcP1uDBg2+434xm0AUGBqriy4tltXvn2PnAfAfCQswuATktLk62woUlSfFnzsiWwXdWAoBZHA6HIiMjFRQUJJvNdusNACAXMDYByKvMGp9iY2Pl7++vS5cuydfX96Z988UMupIlS6patWoubVWrVtWSJUskSVu2bNGZM2dUpkwZ5/qUlBS9/PLLmjFjhqKjozPcr91ul91uT9eelGKRW4ol+04AeQ7/4MgHrvuMbTYbnzmAPInxCUBexNgEIK/K7fEpK8fKFwFd06ZNdfjwYZe2I0eOqGzZspKkXr16qU2bNi7rQ0JC1KtXL/Xt2zfX6gQAAAAAAED+ky8CuiFDhqhJkyaaOHGiHn30Ue3cuVNz587V3LlzJUlFixZV0aJFXbax2WwKCAhQ5cqVzSgZAAAAAAAA+YSb2QXkhvr162vZsmX69NNPVaNGDY0bN04zZszQE088YXZpAAAAAAAAyOfyxQw6SerQoYM6dOhw645/udH3zgEAAAAAAADZKV/MoAMAAAAAAADyKgI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADCRu9kF3I0OhIfI19fX7DIAAAAAAABwB2AGHQAAAAAAAGAiAjoAAAAAAADARAR0AAAAAAAAgIkI6AAAAAAAAAATEdABAAAAAAAAJiKgAwAAAAAAAExEQAcAAAAAAACYyN3sAu5GNcaukZvd2+wy7hjRk0PNLgEAAAAAAMA0zKADAAAAAAAATERABwAAAAAAAJiIgA4AAAAAAAAwEQEdAAAAAAAAYCICOgAAAAAAAMBEBHQAAAAAAACAiQjoAAAAAAAAABMR0AEAAAAAAAAmIqADAAAAAAAATERABwAAAAAAAJgoXwR0c+bMUa1ateTr6ytfX181btxYq1evliQ5HA4NHz5cNWvWVIECBVSqVCn17t1bp06dMrlqAAAAAAAA5Af5IqArXbq0Jk+erN27d2v37t1q1aqVOnfurIMHDyo+Pl579+7V6NGjtXfvXi1dulRHjhxRp06dzC4bAAAAAAAA+YC72QXkho4dO7osT5gwQXPmzNGOHTvUv39/RUZGuqyfOXOmGjRooJMnT6pMmTK5WSoAAAAAAADymXwR0F0vJSVFn3/+ueLi4tS4ceMM+1y6dEkWi0V+fn65WxwAAAAAAADynXwT0P3www9q3LixEhISVLBgQS1btkzVqlVL1y8hIUEjRoxQjx495Ovre9N9JiYmKjEx0bkcGxsrSfKwGrJajew9gbuYw+EwuwQgPYdDNudLh8TPKYA8JO13J79DAeQljE0A8iqzxqesHM9iGEa+SJKSkpJ08uRJXbx4UUuWLNH777+vTZs2uYR0DodD3bp108mTJ7Vx48ZbBnRhYWEKDw9P175w4UJ5e3tn+zkAyD3WhAR1ePxxSdLKRYuU4ulpckUAAAAAgDtJfHy8evTooUuXLt0yY8o3Ad3ftWnTRhUrVtR7770n6Vo49+ijj+r48eOKiopS0aJFb7mPjGbQBQYGquLLi2W1E9Bl1oGwELNLANKLi5OtcGFJUvyZM7JxyzuAPMThcCgyMlJBQUGy2Wy33gAAcgFjE4C8yqzxKTY2Vv7+/pkK6PLNLa5/ZxiGM1xLC+d+/vlnbdiwIVPhnCTZ7XbZ7fZ07UkpFrmlWLK13rsZv7yRJ133c2mz2fg5BZAnMT4ByIsYmwDkVbk9PmXlWPkioHvttdfUrl07BQYG6vLly1q0aJE2btyoiIgIJScn65FHHtHevXu1cuVKpaSkKCYmRpJUpEgReXh4mFw9AAAAAAAA7mb5IqD7448/1KtXL50+fVqFChVSrVq1FBERoaCgIEVHR2vFihWSpDp16rhst2HDBrVo0SL3CwYAAAAAAEC+kS8Cug8++OCG68qVK6d8+jV8AAAAAAAAyAPczC4AAAAAAAAAyM8I6AAAAAAAAAATEdABAAAAAAAAJiKgAwAAAAAAAExEQAcAAAAAAACYiIAOAAAAAAAAMBEBHQAAAAAAAGAiAjoAAAAAAADARAR0AAAAAAAAgInczS7gbnQgPES+vr5mlwEAAAAAAIA7ADPoAAAAAAAAABMR0AEAAAAAAAAmIqADAAAAAAAATERABwAAAAAAAJiIgA4AAAAAAAAwEQEdAAAAAAAAYCICOgAAAAAAAMBE7mYXcDeqMXaN3OzeZpeRI6Inh5pdAgAAAAAAwF2FGXQAAAAAAACAiQjoAAAAAAAAABMR0AEAAAAAAAAmIqADAAAAAAAATERABwAAAAAAAJiIgA4AAAAAAAAwEQEdAAAAAAAAYCICOgAAAAAAAMBEBHQAAAAAAACAiQjoAAAAAAAAABPlm4Bu8+bN6tixo0qVKiWLxaLly5en63Po0CF16tRJhQoVko+Pjxo1aqSTJ0/mfrEAAAAAAADIN/JNQBcXF6fatWtr1qxZGa4/duyYmjVrpipVqmjjxo3av3+/Ro8eLU9Pz1yuFAAAAAAAAPmJu9kF5JZ27dqpXbt2N1w/atQotW/fXlOmTHG2VahQITdKAwAAAAAAQD6Wb2bQ3Uxqaqq+/vpr3XfffQoJCVHx4sXVsGHDDG+DBQAAAAAAALJTvplBdzNnzpzRlStXNHnyZI0fP15vvvmmIiIi1LVrV23YsEHNmzfPcLvExEQlJiY6l2NjYyVJHlZDVquRK7XnNofDYXYJQO5wOGRzvnRI/OwDyEPSfh/zexlAXsLYBCCvMmt8ysrxCOh0bQadJHXu3FlDhgyRJNWpU0fbtm3Tu+++e8OAbtKkSQoPD0/XPq5uiry9U3KuYBOtWrXK7BKAXGFNSFCHv15HRUUphe+jBJAHRUZGml0CAKTD2AQgr8rt8Sk+Pj7TfQnoJPn7+8vd3V3VqlVzaa9ataq2bt16w+1GjhypoUOHOpdjY2MVGBio0XusstqtOVavmQ6EhZhdApA74uKcL1u1aiWbn595tQDA3zgcDkVGRiooKEg2m+3WGwBALmBsApBXmTU+pd1pmRkEdJI8PDxUv359HT582KX9yJEjKlu27A23s9vtstvt6dqTUixyS7Fke515Ab9okW9c97Nus9n42QeQJzE+AciLGJsA5FW5PT5l5Vj5JqC7cuWKjh496lw+ceKE9u3bpyJFiqhMmTJ69dVX9dhjj+mhhx5Sy5YtFRERoa+++kobN240r2gAAAAAAADc9fJNQLd79261bNnSuZx2a2qfPn00f/58denSRe+++64mTZqkQYMGqXLlylqyZImaNWtmVskAAAAAAADIB/JNQNeiRQsZxs2frNqvXz/169cvlyoCAAAAAAAAJDezCwAAAAAAAADyMwI6AAAAAAAAwEQEdAAAAAAAAICJCOgAAAAAAAAAExHQAQAAAAAAACYioAMAAAAAAABMREAHAAAAAAAAmIiADgAAAAAAADARAR0AAAAAAABgInezC7gbHQgPka+vr9llAAAAAAAA4A7ADDoAAAAAAADARAR0AAAAAAAAgIkI6AAAAAAAAAATEdABAAAAAAAAJiKgAwAAAAAAAExEQAcAAAAAAACYiIAOAAAAAAAAMJG72QXcjWqMXSM3u7fZZWS76MmhZpcAAAAAAABw12EGHQAAAAAAAGAiAjoAAAAAAADARAR0AAAAAAAAgIkI6AAAAAAAAAATEdABAAAAAAAAJiKgAwAAAAAAAExEQAcAAAAAAACYiIAOAAAAAAAAMBEBHQAAAAAAAGAiAjoAAAAAAADARAR0f0lOTtbrr7+u8uXLy8vLSxUqVNAbb7yh1NRUs0sDAAAAAADAXczd7ALyijfffFPvvvuuPvroI1WvXl27d/9/e/ceXGV95w/8cwghCCZcvXCJpYpF7gyIrsoquiIrFqXjpQrrpXXYbaWKYxXb3a2Cl8Vlx0sVkbHbFaqouMvFjmW1sYpo2SogsXUKuFqoVlFWqwTIGEJ4fn+I+RG5CCXJ95C8XjOdyXnOc57n/SQ5n0PffnPO8vjWt74V7dq1i4kTJ6aOBwAAAEATpaDb4X/+53/ivPPOi3POOSciInr06BGPPfZYLF++PHEyAAAAAJoyf+K6w7Bhw+JXv/pVvPHGGxER8dprr8VLL70Uo0aNSpwMAAAAgKbMCrodbrzxxti4cWMcd9xxUVBQEDU1NXH77bfHJZdcssfHVFVVRVVVVe3tioqKiIhoVZBFQUHW4JkbW3V1deoI0Hiqq6Ow9svqCL//QB75/DXZazOQT8wmIF+lmk/7cz4F3Q5z586NRx55JB599NHo27dvlJeXx7XXXhtdu3aNyy+/fLePmTp1akyZMmWX7bcOqYk2bWoaOnKjW7RoUeoI0GgKPv00vr7j6+eeey5qWrdOmgdgd8rKylJHANiF2QTkq8aeT5WVlfu8by7Lsqa31OsvUFpaGj/4wQ9iwoQJtdtuu+22eOSRR2L16tW7fczuVtCVlpbGMd+fGwVFbRo8c2N7ffLI1BGg8WzZEoUdOkREROWGDVHYvn3aPAA7qa6ujrKyshgxYkQUFhZ++QMAGoHZBOSrVPOpoqIiOnfuHBs3boySkpK97msF3Q6VlZXRokXdt+QrKCiI7du37/ExRUVFUVRUtMv2rTW5aFGTq/eMqXmRpVnZ6fe9sLDQ7z+Ql8wnIB+ZTUC+auz5tD/nUtDtMHr06Lj99tvjqKOOir59+8bKlSvjrrvuim9/+9upowEAAADQhCnodrjvvvviRz/6UVx11VWxYcOG6Nq1a/zDP/xD3HTTTamjAQAAANCEKeh2KC4ujnvuuSfuueee1FEAAAAAaEZafPkuAAAAAEBDUdABAAAAQEIKOgAAAABISEEHAAAAAAkp6AAAAAAgIQUdAAAAACSkoAMAAACAhBR0AAAAAJCQgg4AAAAAEmqZOkBT9PqUkVFSUpI6BgAAAAAHASvoAAAAACAhBR0AAAAAJKSgAwAAAICEFHQAAAAAkJCCDgAAAAASUtABAAAAQEIKOgAAAABIqGXqAE1Rv5ufiRZFbVLHqBfr7jgndQQAAACAJs0KOgAAAABISEEHAAAAAAkp6AAAAAAgIQUdAAAAACSkoAMAAACAhBR0AAAAAJCQgg4AAAAAElLQAQAAAEBCCjoAAAAASEhBBwAAAAAJKej2YOrUqZHL5eLaa69NHQUAAACAJkxBtxvLli2LBx98MAYMGJA6CgAAAABNnILuCzZv3hzjxo2Ln/zkJ9GhQ4fUcQAAAABo4lqmDpBvJkyYEOecc06ceeaZcdttt+1136qqqqiqqqq9XVFRERERrQqyKCjIGjRnY6murk4dAdKoro7C2i+rIzwXgDzy+euz12kgn5hNQL5KNZ/253wKup08/vjj8eqrr8ayZcv2af+pU6fGlClTdtl+65CaaNOmpr7jJbFo0aLUESCJgk8/ja/v+Pq5556Lmtatk+YB2J2ysrLUEQB2YTYB+aqx51NlZeU+76ug2+Gdd96JiRMnxi9/+ctovY//R/yHP/xhXHfddbW3KyoqorS0NH60oiAKigoaKmqjen3yyNQRII0tW2q/POOMM6Kwfft0WQC+oLq6OsrKymLEiBFRWFj45Q8AaARmE5CvUs2nz//Scl8o6HZYsWJFbNiwIYYMGVK7raamJpYsWRLTp0+PqqqqKCioW7oVFRVFUVHRLsfaWpOLFjW5Bs/cGLyw0mzt9LtfWFjouQDkJfMJyEdmE5CvGns+7c+5FHQ7/M3f/E387ne/q7PtW9/6Vhx33HFx44037lLOAQAAAEB9UNDtUFxcHP369auzrW3bttGpU6ddtgMAAABAfWmROgAAAAAANGdW0O3F4sWLU0cAAAAAoImzgg4AAAAAElLQAQAAAEBCCjoAAAAASEhBBwAAAAAJKegAAAAAICEFHQAAAAAkpKADAAAAgIQUdAAAAACQkIIOAAAAABJqmTpAU/T6lJFRUlKSOgYAAAAABwEr6AAAAAAgIQUdAAAAACSkoAMAAACAhBR0AAAAAJCQgg4AAAAAElLQAQAAAEBCCjoAAAAASKhl6gBNUb+bn4kWRW1Sx6hX6+44J3UEAAAAgCbJCjoAAAAASEhBBwAAAAAJKegAAAAAICEFHQAAAAAkpKADAAAAgIQUdAAAAACQkIIOAAAAABJS0AEAAABAQgo6AAAAAEhIQQcAAAAACSnodpg6dWoMHTo0iouL4/DDD48xY8bEmjVrUscCAAAAoIlT0O3wwgsvxIQJE+I3v/lNlJWVxbZt2+Kss86KLVu2pI4GAAAAQBPWMnWAfPH000/Xuf3QQw/F4YcfHitWrIhTTz01USoAAAAAmjoF3R5s3LgxIiI6duy4x32qqqqiqqqq9nZFRUVERLQqyKKgIGvYgI2suro6dQRoXNXVUVj7ZXWE5wCQRz5/Xfb6DOQTswnIV6nm0/6cL5dlWdNqkupBlmVx3nnnxccffxwvvvjiHvebPHlyTJkyZZftjz76aLRp06YhIwINrODTT+PrF18cERFPPf541LRunTgRAAAAB5PKysoYO3ZsbNy4MUpKSva6r4JuNyZMmBC/+MUv4qWXXoru3bvvcb/draArLS2NY74/NwqKmlZB9/rkkakjQOPasiUKO3SIiIjKDRuisH37tHkAdlJdXR1lZWUxYsSIKCws/PIHADQCswnIV6nmU0VFRXTu3HmfCjp/4voFV199dfz85z+PJUuW7LWci4goKiqKoqKiXbZvrclFi5pcQ0VMwgsszc5Ov/OFhYWeA0BeMp+AfGQ2AfmqsefT/pxLQbdDlmVx9dVXx4IFC2Lx4sXx1a9+NXUkAAAAAJoBBd0OEyZMiEcffTSefPLJKC4ujvfffz8iItq1axeHHHJI4nQAAAAANFUtUgfIFw888EBs3Lgxhg8fHl26dKn939y5c1NHAwAAAKAJs4JuB5+VAQAAAEAKVtABAAAAQEIKOgAAAABISEEHAAAAAAkp6AAAAAAgIQUdAAAAACSkoAMAAACAhBR0AAAAAJCQgg4AAAAAElLQAQAAAEBCLVMHaIpenzIySkpKUscAAAAA4CBgBR0AAAAAJKSgAwAAAICEFHQAAAAAkJCCDgAAAAASUtABAAAAQEIKOgAAAABISEEHAAAAAAm1TB2gKep38zPRoqhN6hgcBNbdcU7qCAAAAEBiVtABAAAAQEIKOgAAAABISEEHAAAAAAkp6AAAAAAgIQUdAAAAACSkoAMAAACAhBR0AAAAAJCQgg4AAAAAElLQAQAAAEBCCjoAAAAASEhBt5MlS5bE6NGjo2vXrpHL5WLhwoWpIwEAAADQxCnodrJly5YYOHBgTJ8+PXUUAAAAAJqJlqkD5JOzzz47zj777NQxAAAAAGhGFHQHoKqqKqqqqmpvV1RUREREq4IsCgqyVLE4iFRXV6eOwJ5UV0dh7ZfVEX5WQB75/PXD6wiQT8wmIF+lmk/7cz4F3QGYOnVqTJkyZZfttw6piTZtahIk4mCzaNGi1BHYg4JPP42v7/j6ueeei5rWrZPmAdidsrKy1BEAdmE2AfmqsedTZWXlPu+by7LMUq/dyOVysWDBghgzZswe99ndCrrS0tI45vtzo6CoTSOk5GD3+uSRqSOwJ1u2RGGHDhERUblhQxS2b582D8BOqquro6ysLEaMGBGFhYVf/gCARmA2Afkq1XyqqKiIzp07x8aNG6OkpGSv+1pBdwCKioqiqKhol+1ba3LRoiaXIBEHG/9wyWM7/WwKCwv9rIC8ZD4B+chsAvJVY8+n/TmXT3EFAAAAgISsoNvJ5s2b480336y9vXbt2igvL4+OHTvGUUcdlTAZAAAAAE2Vgm4ny5cvj9NPP7329nXXXRcREZdffnnMmjUrUSoAAAAAmjIF3U6GDx8ePjMDAAAAgMbkPegAAAAAICEFHQAAAAAkpKADAAAAgIQUdAAAAACQkIIOAAAAABJS0AEAAABAQgo6AAAAAEhIQQcAAAAACSnoAAAAACChlqkDNEWvTxkZJSUlqWMAAAAAcBCwgg4AAAAAElLQAQAAAEBCCjoAAAAASEhBBwAAAAAJKegAAAAAICEFHQAAAAAkpKADAAAAgIQUdAAAAACQkIIOAAAAABJS0AEAAABAQgo6AAAAAEhIQQcAAAAACSnoAAAAACAhBR0AAAAAJKSgAwAAAICEFHQAAAAAkJCCDgAAAAASUtABAAAAQEIKOgAAAABISEEHAAAAAAkp6AAAAAAgIQUdAAAAACSkoAMAAACAhBR0ALvTpk1Uf/xxPPX44xFt2qROAwAAQBOmoAPYnVwuom3bqGnd+rOvAQAAoIEo6AAAAAAgIQUdAAAAACSkoAMAAACAhBR0AAAAAJCQgg4AAAAAElLQAQAAAEBCCjoAAAAASEhBBwAAAAAJKegAAAAAICEFHQAAAAAkpKADAAAAgIQUdAAAAACQkIIOAAAAABJS0AEAAABAQgo6AAAAAEhIQQcAAAAACSnoAAAAACAhBR0AAAAAJKSgAwAAAICEFHQAAAAAkJCCDgAAAAASUtABAAAAQEIKOgAAAABISEEHAAAAAAkp6AAAAAAgIQUdAAAAACSkoAMAAACAhBR0AAAAAJCQgg4AAAAAElLQAQAAAEBCCjoAAAAASKhl6gBNSZZlERFRUVGROAlQH6qrq6OysjIqKiqisLAwdRyAWuYTkI/MJiBfpZpPn/dDn/dFe6Ogq0ebNm2KiIjS0tLESQAAAADIB5s2bYp27drtdZ9cti81Hvtk+/bt8d5770VxcXHkcrnUceoYOnRoLFu2LHWMepOP15MiU0Oes76PXR/HO9Bj7O/jKyoqorS0NN55550oKSn5i8/L3uXj8/lA5OP1mE8Nf7wDOcZf8ljzqXHk4/P5QOTj9TR2poY+X3OfT2ZT48jH5/KBysdrMp8a/ljNYT5lWRabNm2Krl27RosWe3+XOSvo6lGLFi2ie/fuqWPsVkFBQZN6kczH60mRqSHPWd/Hro/jHegx/tLHl5SU5N3vW1OSj8/nA5GP12M+NfzxDuQYB/JY86lh5ePz+UDk4/U0dqaGPp/59BmzqWHl43P5QOXjNZlPDX+s5jKfvmzl3Od8SEQzMWHChNQR6lU+Xk+KTA15zvo+dn0c70CPkY+/NzS9n0s+Xo/51PDHO5Bj5OPvDJ9paj+bfLyexs7U0Oczn2gMTfHnko/XZD41/LHMp7r8iSvAHlRUVES7du1i48aNefdf9IDmzXwC8pHZBOSrg2E+WUEHsAdFRUVx8803R1FRUeooAHWYT0A+MpuAfHUwzCcr6AAAAAAgISvoAAAAACAhBR0AAAAAJKSgAwAAAICEFHQAAAAAkJCCDgAAAAASUtAB/AWeeuqp6NWrVxx77LHx7//+76njANT6xje+ER06dIgLLrggdRSAWu+8804MHz48+vTpEwMGDIj//M//TB0JICIiNm3aFEOHDo1BgwZF//794yc/+UmSHLksy7IkZwY4SG3bti369OkTzz//fJSUlMTgwYPj5Zdfjo4dO6aOBhDPP/98bN68OWbPnh3/9V//lToOQERErF+/Pj744IMYNGhQbNiwIQYPHhxr1qyJtm3bpo4GNHM1NTVRVVUVbdq0icrKyujXr18sW7YsOnXq1Kg5rKAD2E+vvPJK9O3bN7p16xbFxcUxatSoeOaZZ1LHAoiIiNNPPz2Ki4tTxwCoo0uXLjFo0KCIiDj88MOjY8eO8ec//zltKICIKCgoiDZt2kRExKeffho1NTWRYi2bgg5odpYsWRKjR4+Orl27Ri6Xi4ULF+6yz4wZM+KrX/1qtG7dOoYMGRIvvvhi7X3vvfdedOvWrfZ29+7d4913322M6EATd6DzCaCh1Od8Wr58eWzfvj1KS0sbODXQHNTHfPrkk09i4MCB0b1795g0aVJ07ty5kdL/fwo6oNnZsmVLDBw4MKZPn77b++fOnRvXXntt/NM//VOsXLky/vqv/zrOPvvsePvttyMidvtfU3K5XINmBpqHA51PAA2lvubTRx99FJdddlk8+OCDjREbaAbqYz61b98+XnvttVi7dm08+uij8cEHHzRW/Fregw5o1nK5XCxYsCDGjBlTu+3EE0+MwYMHxwMPPFC7rXfv3jFmzJiYOnVqLF26NP7t3/4tFixYEBEREydOjBNPPDHGjh3b2PGBJuwvmU+fW7x4cUyfPt170AEN4i+dT1VVVTFixIgYP358XHrppY0dG2gGDuTfT5/77ne/G2eccUZceOGFjRG5lhV0ADvZunVrrFixIs4666w6288666xYunRpRESccMIJ8frrr8e7774bmzZtikWLFsXIkSNTxAWakX2ZTwAp7Mt8yrIsrrjiijjjjDOUc0Cj2Zf59MEHH0RFRUVERFRUVMSSJUuiV69ejZ61ZaOfESCPffjhh1FTUxNHHHFEne1HHHFEvP/++xER0bJly7jzzjvj9NNPj+3bt8ekSZMa/RN+gOZnX+ZTRMTIkSPj1VdfjS1btkT37t1jwYIFMXTo0MaOCzQj+zKffv3rX8fcuXNjwIABte8P9fDDD0f//v0bOy7QjOzLfPrTn/4UV155ZWRZFlmWxfe+970YMGBAo2dV0AHsxhffUy7Lsjrbzj333Dj33HMbOxbAl84nnyoNpLK3+TRs2LDYvn17ilgAe51PQ4YMifLy8gSp6vInrgA76dy5cxQUFNRZjRIRsWHDhl3+qwtAYzKfgHxlPgH56mCaTwo6gJ20atUqhgwZEmVlZXW2l5WVxcknn5woFYD5BOQv8wnIVwfTfPInrkCzs3nz5njzzTdrb69duzbKy8ujY8eOcdRRR8V1110Xl156aRx//PFx0kknxYMPPhhvv/12fOc730mYGmgOzCcgX5lPQL5qKvMpl2VZljoEQGNavHhxnH766btsv/zyy2PWrFkRETFjxoyYNm1arF+/Pvr16xd33313nHrqqY2cFGhuzCcgX5lPQL5qKvNJQQcAAAAACXkPOgAAAABISEEHAAAAAAkp6AAAAAAgIQUdAAAAACSkoAMAAACAhBR0AAAAAJCQgg4AAAAAElLQAQAAAEBCCjoAgAYya9asaN++fYOfp7KyMs4///woKSmJXC4Xn3zyyW73e/DBB6O0tDRatGgR99xzT4PnOpgsXrx4r9+7fbVu3brI5XJRXl5eL7kAgOZBQQcA8AXvv/9+TJw4MXr27BmtW7eOI444IoYNGxYzZ86MysrKfT7ON7/5zXjjjTcaMOlnZs+eHS+++GIsXbo01q9fH+3atdtln4qKivje974XN954Y7z77rvx93//9wd83uHDh8e11157wMc5WF1xxRUxZsyYOttKS0tj/fr10a9fvzShAICDUsvUAQAA8skf/vCHOOWUU6J9+/bxL//yL9G/f//Ytm1bvPHGG/Ef//Ef0bVr1zj33HP36ViHHHJIHHLIIQ2cOOKtt96K3r1777UUevvtt6O6ujrOOeec6NKlS4Nnaq4KCgriyCOPTB0DADjIWEEHALCTq666Klq2bBnLly+Piy66KHr37h39+/eP888/P37xi1/E6NGja/e96667on///tG2bdsoLS2Nq666KjZv3lx7/xf/xHXy5MkxaNCgePjhh6NHjx7Rrl27uPjii2PTpk17zTRv3rzo27dvFBUVRY8ePeLOO++svW/48OFx5513xpIlSyKXy8Xw4cN3efysWbOif//+ERFx9NFHRy6Xi3Xr1sVbb70V5513XhxxxBFx6KGHxtChQ+PZZ5+t89gZM2bEscceW7uS8IILLoiIz1aPvfDCC/HjH/84crlc7TF3p6qqKiZNmhSlpaVRVFQUxx57bPz0pz+tvf+FF16IE044IYqKiqJLly7xgx/8ILZt21bnGq+55pqYNGlSdOzYMY488siYPHly7f2XXHJJXHzxxXXOWV1dHZ07d46HHnqoNsM111wThx9+eLRu3TqGDRsWy5Yt2+P3/POf1c7uueee6NGjR+39s2fPjieffLL2+hcvXrzbP3E90OsDAJo+BR0AwA4fffRR/PKXv4wJEyZE27Ztd7tPLper/bpFixZx7733xuuvvx6zZ8+O5557LiZNmrTXc7z11luxcOHCeOqpp+Kpp56KF154Ie6444497r9ixYq46KKL4uKLL47f/e53MXny5PjRj34Us2bNioiI+fPnx/jx4+Okk06K9evXx/z583c5xje/+c3a4u2VV16J9evXR2lpaWzevDlGjRoVzz77bKxcuTJGjhwZo0ePjrfffjsiIpYvXx7XXHNN3HLLLbFmzZp4+umn49RTT42IiB//+Mdx0kknxfjx42P9+vW1x9ydyy67LB5//PG49957Y9WqVTFz5sw49NBDIyLi3XffjVGjRsXQoUPjtddeiwceeCB++tOfxm233VbnGLNnz462bdvGyy+/HNOmTYtbbrklysrKIiJi3Lhx8fOf/7xOOfrMM8/Eli1b4vzzz4+IiEmTJsW8efNi9uzZ8eqrr0bPnj1j5MiR8ec//3mvP689uf766+Oiiy6Kv/3bv629/pNPPnmX/erj+gCAZiADACDLsiz7zW9+k0VENn/+/DrbO3XqlLVt2zZr27ZtNmnSpD0+/oknnsg6depUe/uhhx7K2rVrV3v75ptvztq0aZNVVFTUbrvhhhuyE088cY/HHDt2bDZixIg622644YasT58+tbcnTpyYnXbaaXu9tpUrV2YRka1du3av+/Xp0ye77777sizLsnnz5mUlJSV18u7stNNOyyZOnLjX461ZsyaLiKysrGy39//jP/5j1qtXr2z79u212+6///7s0EMPzWpqamrPM2zYsDqPGzp0aHbjjTdmWZZlW7duzTp37pz97Gc/q73/kksuyS688MIsy7Js8+bNWWFhYTZnzpza+7du3Zp17do1mzZtWpZlWfb8889nEZF9/PHHWZZ99rMaOHBgnXPefffd2Ve+8pXa25dffnl23nnn1dln7dq1WURkK1eurLfrAwCaPivoAAC+YOdVchGfrTorLy+Pvn37RlVVVe32559/PkaMGBHdunWL4uLiuOyyy+Kjjz6KLVu27PHYPXr0iOLi4trbXbp0iQ0bNuxx/1WrVsUpp5xSZ9spp5wS//u//xs1NTX7e2l1bNmyJSZNmhR9+vSJ9u3bx6GHHhqrV6+uXUE3YsSI+MpXvhJHH310XHrppTFnzpz9+pCMiIjy8vIoKCiI0047bbf3r1q1Kk466aQ63/NTTjklNm/eHH/6059qtw0YMKDO43b+vhUWFsaFF14Yc+bMqb2uJ598MsaNGxcRn61arK6urvN9LCwsjBNOOCFWrVq1X9ezv+rj+gCApk9BBwCwQ8+ePSOXy8Xq1avrbD/66KOjZ8+edT7w4Y9//GOMGjUq+vXrF/PmzYsVK1bE/fffHxGfvf/ZnhQWFta5ncvlYvv27XvcP8uyXQrDLMv2+Zr25oYbboh58+bF7bffHi+++GKUl5dH//79Y+vWrRERUVxcHK+++mo89thj0aVLl7jpppti4MCB8cknn+zzOb7sQzL2dn07b/+y79u4cePi2WefjQ0bNsTChQujdevWcfbZZ+/xeHs69+datGixy/d5bz/XPamv6wMAmjYFHQDADp06dYoRI0bE9OnT97oKLuKz92fbtm1b3HnnnfFXf/VX8bWvfS3ee++9es/Up0+feOmll+psW7p0aXzta1+LgoKCAzr2iy++GFdccUV84xvfiP79+8eRRx65ywc9tGzZMs4888yYNm1a/Pa3v41169bFc889FxERrVq1+tJVfP3794/t27fHCy+8sNv7+/TpE0uXLq1Thi1dujSKi4ujW7du+3wtJ598cpSWlsbcuXNjzpw5ceGFF0arVq0i4rPitVWrVnW+j9XV1bF8+fLo3bv3bo932GGHxfvvv18n184f/BCxb9dfX9cHADRtCjoAgJ3MmDEjtm3bFscff3zMnTs3Vq1aFWvWrIlHHnkkVq9eXVuKHXPMMbFt27a477774g9/+EM8/PDDMXPmzHrP8/3vfz9+9atfxa233hpvvPFGzJ49O6ZPnx7XX3/9AR+7Z8+eMX/+/CgvL4/XXnstxo4dW2fV1lNPPRX33ntvlJeXxx//+Mf42c9+Ftu3b49evXpFxGd/rvvyyy/HunXr4sMPP9ztiq8ePXrE5ZdfHt/+9rdj4cKFsXbt2li8eHE88cQTEfHZp+a+8847cfXVV8fq1avjySefjJtvvjmuu+66aNFi3/+pmsvlYuzYsTFz5swoKyuLv/u7v6u9r23btvHd7343brjhhnj66afj97//fYwfPz4qKyvjyiuv3O3xhg8fHv/3f/8X06ZNi7feeivuv//++O///u9dru23v/1trFmzJj788MPdrrCrr+sDAJo2/yoAANjJMcccEytXrowzzzwzfvjDH8bAgQPj+OOPj/vuuy+uv/76uPXWWyMiYtCgQXHXXXfFv/7rv0a/fv1izpw5MXXq1HrPM3jw4HjiiSfi8ccfj379+sVNN90Ut9xyS1xxxRUHfOy77747OnToECeffHKMHj06Ro4cGYMHD669v3379jF//vw444wzonfv3jFz5sx47LHHom/fvhHx2SeZFhQURJ8+feKwww6rfe+6L3rggQfiggsuiKuuuiqOO+64GD9+fO0KxW7dusWiRYvilVdeiYEDB8Z3vvOduPLKK+Of//mf9/t6xo0bF7///e+jW7duu7xv3x133BHnn39+XHrppTF48OB4880345lnnokOHTrs9li9e/eOGTNmxP333x8DBw6MV155ZZdSdPz48dGrV684/vjj47DDDotf//rXuxynPq8PAGi6cll9vYkJAAAAALDfrKADAAAAgIQUdAAAAACQkIIOAAAAABJS0AEAAABAQgo6AAAAAEhIQQcAAAAACSnoAAAAACAhBR0AAAAAJKSgAwAAAICEFHQAAAAAkJCCDgAAAAASUtABAAAAQEL/D1TJhpgPbpYfAAAAAElFTkSuQmCC",
       "text/plain": [
-       "<Figure size 1080x720 with 1 Axes>"
+       "<Figure size 1500x1000 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -400,7 +388,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -414,7 +402,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.9"
+   "version": "3.11.5"
   }
  },
  "nbformat": 4,
diff --git a/nonrecursive_filters/segmented_convolution.ipynb b/nonrecursive_filters/segmented_convolution.ipynb
index b094c12..d4c7c35 100644
--- a/nonrecursive_filters/segmented_convolution.ipynb
+++ b/nonrecursive_filters/segmented_convolution.ipynb
@@ -73,74 +73,72 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x144 with 2 Axes>"
+       "(0.0, 80.0, 0.0, 4.0)"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x200 with 2 Axes>"
+      ]
      },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
+       "<Figure size 1000x200 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
+       "<Figure size 1000x200 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
+       "<Figure size 1000x200 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
+       "<Figure size 1000x200 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
+       "<Figure size 1000x200 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -156,9 +154,9 @@
     "\n",
     "\n",
     "# generate input signal\n",
-    "x = sig.triang(L)\n",
+    "x = sig.windows.triang(L)\n",
     "# generate impulse response\n",
-    "h = sig.triang(N)\n",
+    "h = sig.windows.triang(N)\n",
     "\n",
     "# overlap-add convolution\n",
     "xp = np.zeros((L // P, P))\n",
@@ -277,86 +275,82 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x144 with 2 Axes>"
+       "(0.0, 88.0, 0.0, 4.0)"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1AAAADwCAYAAAAO74VCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAABDs0lEQVR4nO3de1xUdf4/8Ndwm8kEvAJjKkJawOIVNEGRTcU7u6WlVuYl++2SlRpZhrahdkHdMmxN3DRjXdt0Wy218IJ5yQumIFPevuYtMBtEMAF1AYHz+8OdiYEZOGeYYc6ZeT0fDx4P5sz5nHl/Bpg3n3M+5/1RCYIggIiIiIiIiBrl5ugAiIiIiIiIlIIDKCIiIiIiIpE4gCIiIiIiIhKJAygiIiIiIiKROIAiIiIiIiISiQMoIiIiIiIikTiAIiIiIiIiEokDKCIiIiIiIpE4gCIiIiIiIhKJAygiIiIiIiKROIAiIiIiIiISiQMoIjO+++47PProo+jcuTPUajX8/f0RFRWFl19+2bhPeno6VCoVfvrpJ8cFWout45k6dSpUKhVUKhXCw8NNnispKYGbmxtSU1Mttv/yyy+N7VUqFbKzs20SFxGRNQyfkXL+LJJbXiHxxORFgLnVWXAARVTH119/jejoaJSWlmLp0qXYtWsXli9fjgEDBmDjxo3G/UaPHo2srCxotVoHRmtfAQEByMrKwr/+9S+T7dnZ2RAEAX379rXYNjY2FllZWXj99dftHSYREZFDGfJiv379Gt2XuVX5PBwdAJHcLF26FEFBQdi5cyc8PH77E5k4cSKWLl1qfNy+fXu0b9/eESE2G7Vajf79+9fbnp2dDQ8PD/Tp08di29atW6N///74v//7P3uGSERENnb79m20aNHC0WEoSnZ2Njw9PRvMiwbMrcrHK1BEdRQXF6Ndu3YmgycDN7ff/mQsTbXYsmULevToAbVajeDgYCxfvhwLFiyASqUy7mN4fOrUKTzxxBPw9fWFv78/nnnmGZSUlJgc7/z585g2bRq6deuGFi1a4L777kN8fDxOnDhhVf/0ej1atmyJiRMnmmz/6quv4Onpifnz5zd6jGPHjiE8PBz33HMPAEAQBLz//vvQaDR47bXXUF1dbVVsRETNxfA5/MMPP+Dxxx+Hr68v2rRpg8TERFRVVeHs2bMYMWIEvL290aVLF5MTaLXb5+bmYuzYsfDx8YGvry8mTZqEa9eumew7depUdOnSxWIMDbl27Rr+9Kc/oVOnTlCr1Wjfvj0GDBiA3bt3G/c5d+4cnnzySfj5+UGtViM0NBQffvihpPfh+PHjeOyxx9C6dWvcf//9ko4tJkYp79fBgwcxZMgQeHt7o0WLFoiOjsbXX39tMfbGcqmY+Jr6Ph47dgzdu3fHkSNHMGTIELRs2RIBAQFYtGiRqPaGYzC3KgOvQBHVERUVhTVr1mDmzJl46qmn0KdPH3h6eopqu2PHDowdOxaDBg3Cxo0bUVVVhXfffRdXr141u/+4ceMwYcIETJ8+HSdOnEBSUhIAYO3atcZ9fvnlF7Rt2xaLFy9G+/btcf36dfzjH//AQw89hNzcXDz44IOS+qfVavHqq69iwYIFeOWVVxAREYF9+/bh8ccfx3PPPYe333670WNkZ2dj2LBhAICioiJMnToVR44cwRdffIGRI0dKioeIyJHGjx+PSZMm4c9//jMyMzOxdOlS3LlzB7t378aMGTMwZ84c/Otf/8LcuXPRtWtXjB071qT9o48+ivHjxyMhIQGnTp3CX/7yF5w+fRrfffed6NzRkKeffhrHjx/H22+/jQceeAA3btzA8ePHUVxcDAA4ffo0oqOj0blzZ7z33nsICAjAzp07MXPmTBQVFSE5OVnU64wdOxYTJ05EQkICbt26JenYjcUo5f3av38/4uLi0KNHD3z88cdQq9VYuXIl4uPj8dlnn2HChAn1jtlYLhUTX1Pfx+zsbNTU1CAxMRGzZ8/G/PnzsWrVKiQnJyM2NhaxsbGN/gyYWxVEICITRUVFwsCBAwUAAgDB09NTiI6OFlJSUoSysjLjfp988okAQLh06ZJxW9++fYVOnToJFRUVxm1lZWVC27Zthdp/bsnJyQIAYenSpSavPWPGDEGj0Qg1NTUW46uqqhIqKyuFbt26CS+99FKD8Vhy69YtoUOHDsKQIUOEo0ePCt7e3sK0adNMXnfKlClCYGBgvbbXrl0TAAirV68W9u/fL9x3333CgAEDhMuXL5t9LUNcx44dazQuIiJ7qftZZPgcfu+990z269WrlwBA2Lx5s3HbnTt3hPbt2wtjx441bjO0r/05LAiC8OmnnwoAhPXr1xu3Wfo8NRyjboy1P8dbtmwpzJ4922K/hg8fLnTs2FEoKSkx2f7CCy8IGo1GuH79usW2tWN44403rD52YzHWfp3G3q/+/fsLfn5+Jvm2qqpKCA8PFzp27GiSp8TmUjHxNeV9NOTFvn37CuXl5cbtP//8swBAWLlypXEbc6tz4BQ+ojratm2LAwcO4NixY1i8eDH++Mc/4scff0RSUhK6d++OoqIis+1u3bqF7OxsPPLII/Dy8jJub9myJeLj4822+cMf/mDyuEePHigvL0dhYaFxW1VVFd555x2EhYXBy8sLHh4e8PLywrlz53DmzBmr+tiiRQu89dZb+Oabb/Dwww9j5MiRWL16daNTSYC7UwwAIDMzE0OGDMGTTz6Jffv2oWPHjlbFQkTkSGPGjDF5HBoaCpVKZXLG38PDA127dkVeXl699k899ZTJ4/Hjx8PDwwN79+61SXz9+vVDeno63nrrLRw5cgR37twxPldeXo5vvvkGjz76KFq0aIGqqirj16hRo1BeXo4jR46Iep1x48aZPJZy7IZirKuh9+vWrVv47rvv8Nhjj6Fly5bGfdzd3fH000/j559/xtmzZ+sds7Fc2lh8TX0fDXnxrbfeglqtNm43XOHq0KGDxbZ1j8HcqgwcQBFZEBkZiblz5+Lzzz/HL7/8gpdeegk//fRTvXnwBr/++isEQYC/v3+958xtA+4O1mozfPD+97//NW5LTEzEX/7yFzzyyCPYtm0bvvvuOxw7dgw9e/Y02U+qBx54AACgUqmQnp4Od3d3Ue2ys7Oh0WiQkZGBQYMGYenSpWbvFyMiUoI2bdqYPPby8kKLFi2g0WjqbS8vL6/XPiAgwOSxh4cH2rZta3b6mjU2btyIKVOmYM2aNYiKikKbNm0wefJkFBQUoLi4GFVVVfjb3/4GT09Pk69Ro0YBgMWTfnXVrSgr5dgNxVhXQ++XIY+aq25rGISYe18by6WNxdfU9zE7Oxv33HMPBg8ebLL9+PHjAIDevXtbbFv7GMytysGfDJEInp6eSE5Oxvvvv4+TJ0+a3ad169ZQqVRm73cyl0TEWr9+PSZPnox33nnHZHtRURFatWpl1TF1Oh3GjBmDAQMG4NChQ1i7di2ef/55UW2zs7PRu3dvJCcnY8yYMUhKSkJKSopVcRARKV1BQQHuu+8+4+OqqioUFxeb/FOv0WhQUVFRr62YwU27du2QmpqK1NRU5OfnY+vWrXjttddQWFiIzZs3G6/OWPoMDwoKEtWPujMQWrduLfrYDcW4Y8cOkzYNvV+tW7eGm5sb9Hp9vdf65ZdfjK8lVWPxSemrOdnZ2ejZs2e9AU92djbatWuHzp07Nxojc6uycABFVIderzd79sswXc7Spfh7770XkZGR+PLLL/Huu+8ap/HdvHkTX331ldXxqFQqkykBwN21qq5cuYKuXbtKPt7Zs2cxfPhwREVFYcuWLXj88cexYMECTJo0Cb6+vo22P3bsGMaNG4fhw4dj9erVmDZtGjp27Ch6AEZE5Ew+/fRTREREGB//+9//RlVVFX7/+98bt3Xp0gWFhYW4evWqcUZCZWUldu7cKem1OnfujBdeeAHffPMNDh06hBYtWuDhhx9Gbm4uevToYTJ9vKmsPXbdGOtq6P2699578dBDD2Hz5s149913jdXoampqsH79enTs2NE4e8Ja5uJr6vt47NixesVFACAnJ8ekr40dg7lVOTiAIqpj+PDh6NixI+Lj4xESEoKamhrodDq89957aNmyJWbNmmWx7aJFizB69GgMHz4cs2bNQnV1Nf7617+iZcuWuH79ulXxjBkzBunp6QgJCUGPHj2Qk5ODv/71r1bNi/7pp58wdOhQPPjgg9i0aRM8PT2xePFihIeH45133sGSJUsabK/X66HX640JYerUqfj5558xc+ZMBAQE1JtDT0Tk7DZv3gwPDw/ExcUZq8r17NkT48ePN+4zYcIEvPHGG5g4cSJeeeUVlJeX44MPPmi0LHVJSQkefvhhPPnkkwgJCYG3tzeOHTtmrPgKAMuXL8fAgQMRExOD5557Dl26dEFZWRnOnz+Pbdu2Yc+ePVb3TcyxxcQo5f1KSUlBXFwcHn74YcyZMwdeXl5YuXIlTp48ic8++0zUvbpS38OmvI+GvBgZGWmyvaqqCt9//z0SExMbjZG5VXk4gCKq4/XXX8eWLVvw/vvvQ6/Xo6KiAlqtFkOHDkVSUhJCQ0Mtth0xYgQ2bdqEN954AxMmTEBAQABmzJiBX375Bf/85z+timf58uXw9PRESkoKbt68iT59+mDz5s2SVyHX6/UYOnQo/Pz88NVXXxnP7IWEhOCZZ57B8uXLjUnDEsNNrrXPqL3++uu4fPkyJk2aBD8/P8TExEjvJBGRQm3evBkLFixAWloaVCoV4uPjkZqaanIVIygoCFu2bMG8efPw2GOPQavVIjExEdeuXcPChQstHluj0eChhx7CP//5T/z000+4c+cOOnfujLlz5+LVV18FAISFheH48eN488038frrr6OwsBCtWrVCt27djPfvWEvMscXEKOX9io2NxZ49e5CcnIypU6eipqYGPXv2xNatW+sV/BBDbHzWvo/m8iJwtyz6f//7X1FXoJhblUclCILg6CCInNmdO3fQq1cv3Hfffdi1a5ejwxFt6tSp2LdvH86fPw+VSiW6yISBIAiorq7GunXrMH36dBw7dqzeGToiIqVasGABFi5ciGvXrll1X46r4ft1F3Orc+AVKCIbmz59OuLi4qDValFQUIBVq1bhzJkzWL58uaNDkywvLw+enp743e9+Z7F4hiVbtmzBo48+aqfIiIiIlIm5Vfk4gCKysbKyMsyZMwfXrl2Dp6cn+vTpg4yMDAwdOtTRoUmyYMECvPDCCwBgnO4nxe9//3vjtATg7vQIIiIiV8bc6hw4hY+IiIiIiEgkWSyk++233yI+Ph4dOnSASqXCl19+2Wib/fv3IyIiAhqNBsHBwVi1apX9AyUiIpfB3ERERObIYgB169Yt9OzZEytWrBC1/6VLlzBq1CjExMQgNzcX8+bNw8yZM7Fp0yY7R0pERK6CuYmIiMyR3RQ+lUqFL774Ao888ojFfebOnYutW7caFzYFgISEBHz//ffIyspqhiiJiMiVMDcREZGBIotIZGVlYdiwYSbbhg8fjo8//hh37tyBp6en2XYVFRWoqKgwPq6pqcH169fRtm1byQuzERGR9QRBQFlZGTp06AA3N1lMhmgya3IT8xIRkXyIzU2KHEAVFBTA39/fZJu/vz+qqqpQVFQErVZrtl1KSkqDC9YREVHzunz5Mjp27OjoMGzCmtzEvEREJD+N5SZFDqAA1DszZ5iJ2NAZu6SkJCQmJhofl5SUoHPnzrh8+TJ8fHzsEyiRREcvXscz/zjW+I4WrJ3SF/2C29gwIiLbKy0tRadOneDt7e3oUGxKam5iXiIikg+xuUmRA6iAgAAUFBSYbCssLISHhwfatm1rsZ1arYZara633cfHh4mKHK66RsDRS9fxbd5NuKlbWH2cb/Nu4l5vb/QLagN3N04BInlzpmlq1uQm5iUiIvlpLDcpcgAVFRWFbdu2mWzbtWsXIiMjLd7/RCRnO07qsXDbaehLypt8rHVZeViXlQetrwbJ8WEYEW5+SisR2RZzExGRa5DFnbs3b96ETqeDTqcDcLcUrE6nQ35+PoC7UxwmT55s3D8hIQF5eXlITEzEmTNnsHbtWnz88ceYM2eOI8InapIdJ/V4bv1xmwyeaisoKcdz649jx0m9TY9L5CqYm4iIyBxZDKCys7PRu3dv9O7dGwCQmJiI3r1744033gAA6PV6Y8ICgKCgIGRkZGDfvn3o1asX3nzzTXzwwQcYN26cQ+InslZ1jYCF207DHmsJGI65cNtpVNfIarUCIkVgbiIiInNktw5UcyotLYWvry9KSko415wcIutCMZ5YfUT0/lpfDf7QU4svdb/gamlF4w3+57P/1x9R91u+P5CoufHz1zy+L0REjiP2M1iR90ARKZmhWERhWTnOXb0pul36tL6I6dYe7m4qvDC4G7ov2CW67aHz11BYVg4/bw2LSxARERE1AQdQRM2oKcUiag98pA6AVuy9YPyexSWIiIiIrCeLe6CIXIE1xSLEDJP8fdSi9jNgcQkiIiIi63EARdQMrCkWIXZQNG9UqKT9WVyCiIiIyHocQBE1g6OXrkuethfgq0HqxF6N7hcX5o+0SX3g51N/MU5LBAD6knIcvXRdUkxEREREro4DKCI7qq4RkHWhGNslTpdLn9YXB+cORlyYv6j9R4RrsTsx1vg4ITZYVLvtJ/XIulDMK1FEREREIrGIBJGd2KpghFi19+8f3Bar9l9stM26rDysy8pjYQkiIiIikXgFisgOpBaMUAEI8NHY7PUjAltD66sRfV8UC0sQOQfDVe8tuivGq8vmthERkfV4BYrIxqQWjDAMcpJGhWDWBp1NYnB3UyE5PgzPrT8OFdBoLML/4li47TTiwgK4ThSRApm76t2qhScA4MbtO8ZtvOJMRNQ0vAJFZAO1z/CmH7okadpegK8GaZP6iL7fSawR4VpJxSUMhSXSD13imWoihbF01fvG7TsmgyeAV5yJiJqKV6CImqgp9zqlT+uLmG7t4e6mwu3KKpvHNiJciwFd26H7gl2i27z59Rnj9zxTTSR/Uq9684ozEVHT8AoUURNYszhubdYUi5CqKcfnmWoi+bNmmQQuZUBEZD0OoIisZM3iuID4BW/twd9HLen1uegukfwVlll3AqepbYmIXBUHUERWsuasr6MnyswbFSo5Dp6pJpI3P2/rK3g2pS0RkaviAIpIImsXxwXuFoxIndjL9kGJFBfmL6mwRG1cdJdInvoFtZG0bAFw9ySK1leDfkFt7BUWEZHTYhEJIglsUTCioqraDpGJV7ewxNwRD2LJjrONtuOiu0TyJHXZAsNAKzk+jAUkiIiswCtQRCI1dXHc5igYIVbtOCb1D+Siu0QKZ2nZglYtPNHqHk+TbYalE3gShIjIOhxAEYnQlMVx5c5w9hoQd28UC0sQydOIcC12J8YaH6dP64uc1+NwYO7DJtsOzh3MwRMRURNwAEUkgtSCEfZaHNderF10l4UliOSl9tVlw1Vvc9uIiMh6vAeKyILqGgFHL11HYVk5zl29KbqdvRfHtRdrFt09dP4aCsvK4eet4T9mRERE5BJkdQVq5cqVCAoKgkajQUREBA4cONDg/p9++il69uyJFi1aQKvVYtq0aSguLm6maMmZ7Tipx8Ale/DE6iOYtUGHFXvPi26r5IGE1LhX7L2AWRt0eGL1EQxcsof3RZHTYV4iIqK6ZDOA2rhxI2bPno358+cjNzcXMTExGDlyJPLz883uf/DgQUyePBnTp0/HqVOn8Pnnn+PYsWN49tlnmzlycjZSi0UAjl/fyR6kLrrL4hLkbJiXiIjIHNkMoJYtW4bp06fj2WefRWhoKFJTU9GpUyekpaWZ3f/IkSPo0qULZs6ciaCgIAwcOBB//vOfkZ2d3cyRkzORWiwCcM7BEyB90V0WlyBnw7xERETmyGIAVVlZiZycHAwbNsxk+7Bhw3D48GGzbaKjo/Hzzz8jIyMDgiDg6tWr+M9//oPRo0dbfJ2KigqUlpaafBHVJrVYBOD4xXHtxZpFd1lcgpwF8xIREVkiiwFUUVERqqur4e9vWrHM398fBQUFZttER0fj008/xYQJE+Dl5YWAgAC0atUKf/vb3yy+TkpKCnx9fY1fnTp1smk/SLmqawRkXSjGdonTzwwlgZVSbU+qumWRE2KDRbXbflKPrAvFvBJFisW8RERElshiAGWgUplOFhIEod42g9OnT2PmzJl44403kJOTgx07duDSpUtISEiwePykpCSUlJQYvy5fvmzT+EmZaheMWJeVJ6mtkgtGiFW7f/2D24pqsy4rj4UlyCkwLxERUV2yKGPerl07uLu71zurV1hYWO/sn0FKSgoGDBiAV155BQDQo0cP3HvvvYiJicFbb70Frbb+IoFqtRpqtfjpSOT8DAUjpCyQ6++jQUGptGl+ziIisDW0vhoUlJSLes8MhSXSJvXhwp2kKMxLRERkiSyuQHl5eSEiIgKZmZkm2zMzMxEdHW22ze3bt+HmZhq+u7s7gLtnCIkaI7VghOGcc9KoEHuFJHvubiokx4cBEFdcgoUlSKmYl4iIyBJZDKAAIDExEWvWrMHatWtx5swZvPTSS8jPzzdOfUhKSsLkyZON+8fHx2Pz5s1IS0vDxYsXcejQIcycORP9+vVDhw4dHNUNUhCpBSMCfDVIm9THae93EmtEuFZScQkWliClYl4iIiJzZDGFDwAmTJiA4uJiLFq0CHq9HuHh4cjIyEBgYCAAQK/Xm6y9MXXqVJSVlWHFihV4+eWX0apVKwwePBhLlixxVBdIAaprBBy9dB2FZeU4d/Wm6Hbp0/oiplt7uLupcLuyyo4RKsOIcC0GdG2H7gt2iW5z6Pw1FJaVw89b4xL3jpHyMS8REZE5shlAAcCMGTMwY8YMs8+lp6fX2/biiy/ixRdftHNU5Cx2nNRj4bbTksuUA65RLEIqqe/Hir0XjN9rfTVIjg/jfVEke8xLRERUl2ym8BHZk6FYhJTBE4dL4vn7qCW9X4biEqzQR0RERErDARQ5PanFIgAOnqSaNyoUgPj3jcUliIiISKk4gCKnZVgc9/3Ms5Kn7QX4apA6sZd9AnNCcWH+kgpLAL8Vl3g/80cuuktERESKIat7oIhspSn3OxkKRlRUVdshMudVt7BEQmwwVu2/2Gi7FXvPY8Xe87wvioiIiBSBV6DI6Vhzv1NtLBhhvdrvW//gtpLa8r4oIiIiUgIOoMipWHu/U4CPxl4huayIwNbQ+mp4XxQRERE5FQ6gyKlIXRzX8M990qgQ+wTkwtzdVEiODwMgrbgEF90lIiIiOeMAihTPUCxii+4KDp0vktQ2wFeDtEl9EBfmb6foXNuIcK3k4hLA3UV3t+iusLgEERERyQ6LSJCi2aJYhLubCrcrq+wQHQH1i0uIwUV3iYiISK54BYoUq6mL47JYRPOp/T5z0V0iIiJSMg6gSJG4OK5ycdFdIiIiUjIOoEiRpBaLALg4rlw0ZdFdFpcgIiIiR+MAihTFUDBiu8TpXOnT+uLg3MEsFiETI8K12J0Ya3ycEBssqt32k3oWliAiIiKHYhEJUoymFIzg/U7yU3fR3VX7LzbaZl1WHtZl5bGwBBERETkMr0CRIkgtGMHFcZVF6qK7LCxBrq728g3WXpW1xTGIiFwRr0CR7EktGFF7cdxZG3R2iopsybDo7nPrj0MFNPqzFnD357xw22nEhQXw6iK5FHNX4w1XZQc90L7Jx+CVXSKihvEKFMme1IIRXBxXmaQuusvCEuSKLF2NN1yVzTx9tcnH4JVdIqKG8QoUyVJ1jYCjl66jsKwc567eFN2Oi+MqmzWL7h46fw2FZeXw89bwXjdyag1djTdclU3J+L8mH4NXdomIGsYBFMkOi0W4Nqk/vxV7Lxi/5xQkcmaNXY0XABSUNvy5mZP3a6PHMFzZjbq/rZWREhE5N1lN4Vu5ciWCgoKg0WgQERGBAwcONLh/RUUF5s+fj8DAQKjVatx///1Yu3ZtM0VL9iC1WATABXKdmb+PWtLPl1OQyNbklJcKy6SfVKrrWllFs70WEZGzks0VqI0bN2L27NlYuXIlBgwYgL///e8YOXIkTp8+jc6dO5ttM378eFy9ehUff/wxunbtisLCQlRVcdqWUkktFgFw8OTs5o0KxewNOlGFJQBOQSLbklte8vNuemXR9t7i7jG0xWsRETkr2VyBWrZsGaZPn45nn30WoaGhSE1NRadOnZCWlmZ2/x07dmD//v3IyMjA0KFD0aVLF/Tr1w/R0dHNHDnZitRiEcDdghGpE3vZJyByuLgwf0mFJQAWlyDbkVte6hfUpsFy/2KWb2hsyQAV7k6F7RfUpgmREhE5N1kMoCorK5GTk4Nhw4aZbB82bBgOHz5sts3WrVsRGRmJpUuX4r777sMDDzyAOXPm4L///a/F16moqEBpaanJFzmeYS2S7RKnXaVP64uDcwez2p6TGxGuxe7EWOPjhNhgUe22n9RzbRuymhzzkqHcP1D/6nvt5RsaIuYYyfFhvHpLRNQAWQygioqKUF1dDX9/03+E/f39UVBQYLbNxYsXcfDgQZw8eRJffPEFUlNT8Z///AfPP/+8xddJSUmBr6+v8atTp0427QdJt+OkHgOX7METq49gXVaepLYsGOE6av+c+weLu7F9XVYenlh9BAOX7OE9USSZXPOSpXL/UpZvaOwYLMJCRNQwWQygDFQq03+GBUGot82gpqYGKpUKn376Kfr164dRo0Zh2bJlSE9Pt3i2LykpCSUlJcavy5cv27wPJJ7UghFipqeQ82tsClJdLCxBTSHHvFT3qqzharyUgY8tjkFE5KpkMYBq164d3N3d653VKywsrHf2z0Cr1eK+++6Dr6+vcVtoaCgEQcDPP/9sto1arYaPj4/JFzmG1IIRYqenkPNraAqSOYbfsYXbTnM6H4km97xU+6qstVfjbXEMIiJXJIsBlJeXFyIiIpCZmWmyPTMz0+LNtwMGDMAvv/yCmzd/W2T1xx9/hJubGzp27GjXeKnppBaMkDI9hZyfpSlIlrCwBEnFvERERJaILmO+detWyQePi4vDPffcI2rfxMREPP3004iMjERUVBQ++ugj5OfnIyEhAcDdaQ5XrlzBunXrAABPPvkk3nzzTUybNg0LFy5EUVERXnnlFTzzzDOiX5OaV3WNgKOXrqOwrBznrt5svMH/pE/ri5hu7eHupsLtSpapp7tGhGsxoGs7dF+wS3SbQ+evobCsHH7eGp5xdxL2zE3MS0REZI7oAdQjjzwi6cAqlQrnzp1DcLC4ilkTJkxAcXExFi1aBL1ej/DwcGRkZCAwMBAAoNfrkZ+fb9y/ZcuWyMzMxIsvvojIyEi0bdsW48ePx1tvvSUpTmoeO07qsXDbacllygFOLSHLpP5erNh7wfi91leD5Pgw3vOhcPbMTcxLRERkjqSFdAsKCuDn5ydqX29vb8nBzJgxAzNmzDD7XHp6er1tISEh9aZXkPwYikVIXSCXd6uQFP4+ahSWVoj+vTEUl2DVMeWzZ25iXiIiorpE3wM1ZcoUSVMQJk2axCINJLlYBCCuMABRXfNGhQIQ//vD4hLOgbmJiIiam+gB1CeffCLpzF1aWhratWtnVVCkfIbFcd/PPCt52l6ArwapE3vZJzByWnFh/pIKSwC/FZd4P/NHLrqrULVz09WrVxvdn7mJiIiaStIUPoOrV69aLONK1JT7nQwFIyqqqu0QGTm7uoUlEmKDsWr/xUbbrdh7Hiv2nud9UQo3btw47Nu3Dx4e9VNbVVWV2e1ERERSWVXGfNy4caiqMl8NzdJ2cg1SF8etiwUjqKlq//70D24rqS0X3VW21q1b48UXX6y3vbi4GEOHDnVARERE5IysGkAxSZE51t7vFOCjsVdI5OIiAltD66vhfVEu4p///Ce++eYbrFmzxrjtzJkz6NevH+97IiIim7FqAMUkReZIXRzX8E9t0qgQ+wRELs/dTYXk+DAA0opLcNFdZWrVqhU2bdqEV199Fd999x127NiBqKgojBs3Dlu2bHF0eERE5CSsmhBuSFKxsbHo3r07fv31V0ycOBF/+tOfsGTJElvHSDJm7eK4wN1iEcnxYRj0QHs7RUd0976otEl9kLz1FK6WVohux0V3leGPf/wjevXqhd69e6NXr17o3r07PvzwQ4wePRrl5eX48MMPMWXKFEeHSURETkT0AIpJiuqyRbEIdzcVblfyvjmyr7rFJcTgorvK0K1bNxw6dAgrV65EcXExWrVqhZ49e0IQBDz11FPo1asX7ty5A09PT0eHSkRETkL0AIpJimpr6uK4PKNPza327xsX3XUe7777rvH7n3/+GTqdDjqdDm3btjVONffw8EBISAi+//57B0ZKRETOQvQAikmKDLg4LindvFGhmL1BZzKob4iAu7/DC7edRlxYAAf/MtWxY0d07NgRY8aMMW67efMmcnNz8cMPPzgwMiIiciZW3QPFJOXapBaLAO7e7/TayBDM2qCzT1BEEhgW3ZVyX1Tt4hJR90srj06O07JlS8TExCAmJsbRoRARkZMQXYXvhx9+QE1NjcXnDUnq+eefBwCcOnWKa0I5meoaAVkXirFd4ho56dP64uDcwYgL4+LLJB8jwrXYnRhrfJwQGyyq3faTemRdKGaZc5loLDfVxdxERERNJXoA1bt3bxQXF4s+cFRUFPLz860KiuRnx0k9Bi7ZgydWH8G6rDxJbXm/E8mVNYvursvKwxOrj2Dgkj1ccFcGmJuIiKi5iZ7CJwgC/vKXv6BFixai9q+srLQ6KJIXqQUjVAD8fTQoKJVenY/IUQyL7haUlIv6XWdhCXlgbiIiouYmegA1aNAgnD17VvSBo6KicM8991gVFMmH1IIRtRfH5f1OpCSGRXefW39cVHEJFpaQB+YmIiJqbqIHUPv27TN+X1ZWBm9vb3vEQzIjtWAEF8clJZO66C4LSzhe7dxERETUHKyqwhcTE4MdO3YgICDA1vGQDFTXCDh66ToKy8px7upN0e24OC45A2sW3T10/hoKy8rh563hPX8OdOzYMbz22mu4du0aunbtarL4e6dOnRwdHhEROQmrBlCRkZF46KGHsHPnToSEhBi35+bmYv78+cjIyLBZgNS8dpzUY+G205LLlAMsFkHOQ+rv8Yq9F4zfa/93FZb3RTW/p59+Gp07d0ZCQgIuXryI/fv3Y/ny5fj111/RunVrScUmiIiILLFqALVmzRosXLgQAwcOxJdffgk/Pz+8/vrr2LRpE/7whz/YOkZqJlKLRQAQvRApkVL5+6hRWFoh+vecxSUc5/Lly/j6669x//33m2zPy8uDTqdzTFBEROR0rBpAAUBycjK8vLwQFxeH6upqDB8+HMeOHUOfPn1sGR81E6nFIoDfCkYQObN5o0Ixe4NO9MkCFpdwnAEDBuDy5cv1BlCBgYEIDAx0UFRERORsRK8DVZter8fMmTPx5ptvIiwsDJ6enpg4cWKTB08rV65EUFAQNBoNIiIicODAAVHtDh06BA8PD/Tq1atJr+/KpBaLAO4WjEid2Ms+ARHJRFyYP9Im9YGfj1p0m9rFJci+/vjHP+KNN97Apk2bkJCQgEWLFtl0qh7zEhER1WXVACo4OBgHDhzA559/jpycHGzevBkzZszAkiVLrA5k48aNmD17NubPn4/c3FzExMRg5MiRjS54WFJSgsmTJ2PIkCFWv7Yrq64RkHWhGNslLgiaPq0vDs4djLgwfztFRiQfI8K12J0Ya3ycEBssqt32k3pkXShGdQ0nutpLt27dcPjwYSQkJOCxxx7Dvn378OCDD2L69OlYs2YNcnJyrF77iXmJiIjMsWoA9cknnyA3NxejR48GAAwfPhx79+7F8uXLMWPGDKsCWbZsGaZPn45nn30WoaGhSE1NRadOnZCWltZguz//+c948sknERUVZdXrurIdJ/UYuGQPnlh9BOuy8iS1ZcEIcjW1f9/7B4srWb4uKw9PrD6CgUv2YIfEkxQkzrvvvovdu3fj2rVryM/Px9atWzF79myUlJRg8eLF6NevH1q2bIkePXpIPjbzEhERmWPVPVATJ06st61Pnz44fPgwRo0aJfl4lZWVyMnJwWuvvWayfdiwYTh8+LDFdp988gkuXLiA9evX46233mr0dSoqKlBR8dvaLqWlpZJjdRZSC0aoAPj7aFBQKr06H5GziQhsDa2vBgUl5aL+hlhYonl07NgRHTt2xJgxY4zbbt68idzcXPzwww+SjiWnvFR7aQlDqXx7MfdaPFlGRGTK6iIS5nTp0gWHDh2S3K6oqAjV1dXw9zedDubv74+CggKzbc6dO4fXXnsNBw4cgIeHuG6kpKRg4cKFkuNzNlILRhhSZ9KoEMzaoLNTVETK4e6mQnJ8GJ5bf1xUcQkWlnCcli1bIiYmBjExMZLaySUvmVtaQuurwWsjQyy2sZal12JZfiIiU1ZN4WtI69atrW6rUpn+UyEIQr1tAFBdXY0nn3wSCxcuxAMPPCD6+ElJSSgpKTF+Xb582epYlcZwr9MW3RWkH7okqWBEgK8GaZP68H4nolpGhGslFZcwFJZIP3QJW3RXeG+UQjgyLxlmCtT9vC4oKcdsG5/Myjx91eJrPbf+OKegEhHVYtMrUNZq164d3N3d653VKywsrHf2DwDKysqQnZ2N3NxcvPDCCwCAmpoaCIIADw8P7Nq1C4MHD67XTq1WQ60WX0nLWTRlcdz0aX0R06093N1UuF1ZZYfoiJRrRLgWA7q2Q/cFu0S3efPrM8bveXZfvhydlxqaKWC4omlL72ScafC1ePWUiOg3Nr8CZQ0vLy9EREQgMzPTZHtmZiaio6Pr7e/j44MTJ05Ap9MZvxISEvDggw9Cp9PhoYceaq7QZc/SGUyxOP+dqGFN+fvg2X35cnReyvnp1wY/t2197fJqaYXF51iWn4jIlCyuQAFAYmIinn76aURGRiIqKgofffQR8vPzkZCQAODuNIcrV65g3bp1cHNzQ3h4uEl7Pz8/aDSaettdmTWL4wIQvWAoEZny91GjsLRC9N8Pz+7LmyPz0rWb8ivYU1gmv5iIiBxBNgOoCRMmoLi4GIsWLYJer0d4eDgyMjKMq8fr9fpG194gU9Ysjst/34isN29UKGZv0Ek6CVH77H7U/eLKo1PzcGReat9SY5fjNoWft/xiIiJyBFlM4TOYMWMGfvrpJ1RUVCAnJweDBg0yPpeeno59+/ZZbLtgwQLodDr7B6kA1i6OC9wtGJE6sZftgyJyAXFh/pIKS9TGRXflyVF5KaLL3VL5lk5q2fpkl7+PusHX0vrat3w6EZGSyGoARU3XlMVx06f1xcG5g1ltj6gJRoRrsTsx1vh47ogHRbXjortUm6FUPlB/sGSPmQLzRoU2+FrJ8WGcYkpE9D8cQDkRqQUjVAACfH6bksGCEUS2UfvvaFL/wAavJNTFwhJkYKlUvj1mCli6empYxoKVIomIfsMBlJNoyuK4RGQ/DV1JMMfwN7xw22lO56N6VzTtOVPA0mtx8EREZIoDKCchtWAEF8claj7WLrrLstEEmF7RtPdMgeZ8LSIipZJNFT6SrrpGwNFL11FYVo5zV2+KbsfFcYmanzWL7h46fw2FZeXw89bwn1kiIiKZ4ABKoXac1GPhttNWLZDLf8SIHEPq392KvReM32t9NUiOD+N0KiIiIgfjFD4FklosAuD6TkRy01DZaHNYXIKIiEgeOIBSGKnFIgAOnojkyFLZaEtYXIKIiEgeOIBSGKnFIgAujkskR9YsusviEkRERI7HAZRCVNcIyLpQjO0Sp+9wcVwi+apbNjohNlhUu+0n9ci6UMwrUURERA7AIhIKwIIRRM6r9t9n/+C2WLX/YqNt1mXlYV1WHgtLEBEROQCvQMmc1IIRKgABPhr7BkVEdhER2BpaX43o+6JYWIKIiKj5cQAlY1ILRhj+6UoaFWKvkIjIjtzdVEiODwMgrrgEC0sQERE1Pw6gZExqwYgAXw3SJvXh/U5ECjYiXCupuAQLSxARETUv3gMlM9U1Ao5euo7CsnKcu3pTdLv0aX0R06093N1UuF1ZZccIicjeRoRrMaBrO3RfsEt0m0Pnr6GwrBx+3hre+0hERGRHHEDJCItFEJGB1L/nFXsvGL9ncQkiIiL74RQ+mZBaLALgArlErsLfRy3p753FJYiIiOyHAygZkFosAuDgiciVzBsVCkD83z2LSxAREdkPB1AOZFgc9/3Ms5Kn7QX4apA6sZd9AiMiWYkL85dUWAL4rbjE+5k/ctFdIiIiG+I9UA7SlPudDAUjKqqq7RAZEclR3cISCbHBohbdXbH3PFbsPc/7ooiIiGxEVlegVq5ciaCgIGg0GkRERODAgQMW9928eTPi4uLQvn17+Pj4ICoqCjt37mzGaK1nzf1OtbFgBJFrqv133z+4raS2vC/KOq6Sl4iISDzZDKA2btyI2bNnY/78+cjNzUVMTAxGjhyJ/Px8s/t/++23iIuLQ0ZGBnJycvDwww8jPj4eubm5zRy5NNbe7xTgo7FXSESkQBGBraH11fC+KDtylbxERETSyGYAtWzZMkyfPh3PPvssQkNDkZqaik6dOiEtLc3s/qmpqXj11VfRt29fdOvWDe+88w66deuGbdu2NXPk0khdHNfwz1HSqBD7BEREiuTupkJyfBgAacUluOiueK6Sl4iISBpZDKAqKyuRk5ODYcOGmWwfNmwYDh8+LOoYNTU1KCsrQ5s2bSzuU1FRgdLSUpOv5mAoFrFFdwWHzhdJahvgq0HapD6IC/O3U3REpFQjwrWSi0sAdxfd3aK7wuISDXD2vERERNaTRRGJoqIiVFdXw9/fdJDg7++PgoICUcd47733cOvWLYwfP97iPikpKVi4cGGTYpXKFsUi3N1UuF1ZZYfoiEjp6haXEIOL7jbOmfMSERE1jSyuQBmoVKYTUQRBqLfNnM8++wwLFizAxo0b4efnZ3G/pKQklJSUGL8uX77c5Jgb0tTFcVksgojEqP05wUV3bcvZ8hIRETWdLAZQ7dq1g7u7e72zeoWFhfXO/tW1ceNGTJ8+Hf/+978xdOjQBvdVq9Xw8fEx+bIXLo5LRI7ARXdtwxnzEhER2YYsBlBeXl6IiIhAZmamyfbMzExER0dbbPfZZ59h6tSp+Ne//oXRo0fbO0xJpBaLALg4LhE1XVMW3WVxid84Y14iIiLbkMU9UACQmJiIp59+GpGRkYiKisJHH32E/Px8JCQkALg7zeHKlStYt24dgLtJavLkyVi+fDn69+9vPEt4zz33wNfX12H9qK4RcPTSdWyXOB2Gi+MSka1Yu+iu4XOL04fvcpa8REREtiWbAdSECRNQXFyMRYsWQa/XIzw8HBkZGQgMDAQA6PV6k7U3/v73v6OqqgrPP/88nn/+eeP2KVOmID09vbnDB9C0ghH8h4WIbKnuortiBlDrsvKwLiuPhSX+xxnyEhER2Z5sBlAAMGPGDMyYMcPsc3WTz759++wfkASGghFi7yBQAfD30aCgVPpgi4hICsOiuwUl5aI+owyFJdIm9XH5QZSj8tLRi9fxcA9v2ZxYM8yuKCwrh5+3hif9iMilyeIeKKWTWjCCi+MSUXOSuuguC0s43jP/OIaBS/bIojrijpN6DFyyB0+sPoJZG3R4YvUR2cRGROQIHEDZgNSCEVwcl4iam9RFd1lYwvEMVwIzT191WAyWluNg+XsicmWymsKnJLWnM5y7elN0Oy6OS0SOYs2iu4fOX+O0LQcRcPeKYUrG/znk9RuaXWGIbeG204gLC+DvBRG5FA6grMBiEUSkVFI/f1bsvWD8nsUlmp8AOOxe2Zy8XxvMc7WvUkbd37b5AiMicjBO4ZPI0nSGhnC4RERy5O+jlvT5xGlbruVaWYWo/QrLWAyJiFwLB1ASSC0WAXDwRETyNW9UKADxn1MsLuFa2nuLu1/Oz1tj50iIiOSFAygJpBaLAO4WjEid2Ms+ARERNUFcmL+kwhIAi0s0NxWAAB/HDFAM5e8tDbBVuDuts19Qm+YMi4jI4TiAEqG6RkDWhWJslzhtJX1aXxycO5jV9ohItkaEa7E7Mdb4OCE2WFS77Sf1yLpQzCtRduToJS8aKn9veJwcH8b7eonI5XAA1Yja61+sy8qT1JYFI4hICWp/TvUPFlcMYF1WHtcDsjM5LHlhqfy9ITYWFCEiV8QqfA0wFIyQskCuv4/GYRWTiIiayjBtq6CkXNRnn6GwBP+Ztq20SX0wonewLJa8qFv+vvZyHERErohXoCyQWjDC0VMtiIhsoaFpW+awsIR9RAS2ltUApXYsnF1BRK6OAygLpBaMkMNUCyIiW7A0bcsSFpYgIiJXwil8tVTXCDh66ToKy8px7upN0e1qT2dw9FQLIiJbqDttS4xD56+hsKwcft4aXqUgIiKnxQHU/+w4qcfCbacllykHOJ2BiJyT1M+1FXsvGL/X+mqQHB/G+6KIiMjpcAofgMzTBXhu/XFJgycOl4jIlfj7qCV97hmKS7BCHxERORsOoAAs3v5/ootFABw8EZHrmTcqFID4zz8WlyAiImfFARSAq6UVkvYP8NUgdWIv+wRDRCRDcWH+kgpLAL8Vl3g/80cuuktERE6DAyiJ0qf1xcG5g1ltj4hczohwLXYnxhofJ8QGi2q3Yu95LrpLREROgwMoiVgwgohcWe3Pv/7BbSW15X1RRETkDDiAaoQKQICPxtFhEBHJTkRga2h9NZLvi1qw9RSOXCi2V1hERER2JasB1MqVKxEUFASNRoOIiAgcOHCgwf3379+PiIgIaDQaBAcHY9WqVTaNx/BPQdKoEJsel4jIGbi7qZAcHwZAWnGJgtIKPLsu225x2ZLc8hIRETmebAZQGzduxOzZszF//nzk5uYiJiYGI0eORH5+vtn9L126hFGjRiEmJga5ubmYN28eZs6ciU2bNtkspgBfDdIm9eH9TkREFowI10ouLqEUcsxLRETkeLJZSHfZsmWYPn06nn32WQBAamoqdu7cibS0NKSkpNTbf9WqVejcuTNSU1MBAKGhocjOzsa7776LcePGSXptr6oKuLu7m2z7+9MRGHB/O7i7qXD79m2oq+5W6qu5fRs1VR6oqayqtw2A2e3cl/tyX+7rzPsOC/ZF1HN90e/tbyBWdZW06qeO4Mi8VHP7Nmpu350+7uifb919BYHVFInItakEGXwSVlZWokWLFvj888/x6KOPGrfPmjULOp0O+/fvr9dm0KBB6N27N5YvX27c9sUXX2D8+PG4ffs2PD0967WpqKhARcVvSbukpASdO3fGnuBgtHRzr7c/ERHZx82aagy+eBE3btyAr6+vo8Oph3nJsvu+2YOWrXwcHQYRkc2VlpaiU6dOjeYmWVyBKioqQnV1Nfz9TafK+fv7o6CgwGybgoICs/tXVVWhqKgIWq22XpuUlBQsXLiw3vbBFy82IXoiIrJWWVmZLAdQzEsNCOzk6AiIiOyqsdwkiwGUgUplehuyIAj1tjW2v7ntBklJSUhMTDQ+vnHjBgIDA5Gfny/LBN4UhhH05cuX4ePjXGcK2TdlYt+UyV59EwQBZWVl6NChg82OaQ/MS7bDvxPlcub+sW/K5OjcJIsBVLt27eDu7l7vrF5hYWG9s3kGAQEBZvf38PBA27bm1yZRq9VQq+vf6Ozr6+t0v1gGPj4+7JsCsW/KxL5JI+cBAvOS/fDvRLmcuX/smzI5KjfJogqfl5cXIiIikJmZabI9MzMT0dHRZttERUXV23/Xrl2IjIw0O8+ciIhILOYlIiKyRBYDKABITEzEmjVrsHbtWpw5cwYvvfQS8vPzkZCQAODuNIfJkycb909ISEBeXh4SExNx5swZrF27Fh9//DHmzJnjqC4QEZETYV4iIiJzZDGFDwAmTJiA4uJiLFq0CHq9HuHh4cjIyEBgYCAAQK/Xm6y9ERQUhIyMDLz00kv48MMP0aFDB3zwwQeSSsWq1WokJyebnT6hdOybMrFvysS+OSfmJdti35TLmfvHvimTo/smizLmRERERERESiCbKXxERERERERyxwEUERERERGRSBxAERERERERicQBFBERERERkUguO4BauXIlgoKCoNFoEBERgQMHDjg6JMm+/fZbxMfHo0OHDlCpVPjyyy9NnhcEAQsWLECHDh1wzz334Pe//z1OnTrlmGAlSklJQd++feHt7Q0/Pz888sgjOHv2rMk+Su1fWloaevToYVz8LSoqCtu3bzc+r9R+mZOSkgKVSoXZs2cbtym1fwsWLIBKpTL5CggIMD6v1H4ZXLlyBZMmTULbtm3RokUL9OrVCzk5Ocbnld4/pWBukjfmJuX1qy5nyksAc5PD+ie4oA0bNgienp7C6tWrhdOnTwuzZs0S7r33XiEvL8/RoUmSkZEhzJ8/X9i0aZMAQPjiiy9Mnl+8eLHg7e0tbNq0SThx4oQwYcIEQavVCqWlpY4JWILhw4cLn3zyiXDy5ElBp9MJo0ePFjp37izcvHnTuI9S+7d161bh66+/Fs6ePSucPXtWmDdvnuDp6SmcPHlSEATl9quuo0ePCl26dBF69OghzJo1y7hdqf1LTk4Wfve73wl6vd74VVhYaHxeqf0SBEG4fv26EBgYKEydOlX47rvvhEuXLgm7d+8Wzp8/b9xHyf1TCuYm+f8uMTcpr1+1OVteEgTmJkf1zyUHUP369RMSEhJMtoWEhAivvfaagyJqurpJqqamRggICBAWL15s3FZeXi74+voKq1atckCETVNYWCgAEPbv3y8IgvP1r3Xr1sKaNWucpl9lZWVCt27dhMzMTCE2NtaYqJTcv+TkZKFnz55mn1NyvwRBEObOnSsMHDjQ4vNK759SMDcp73eJuUk5/XLGvCQIzE2O6p/LTeGrrKxETk4Ohg0bZrJ92LBhOHz4sIOisr1Lly6hoKDApJ9qtRqxsbGK7GdJSQkAoE2bNgCcp3/V1dXYsGEDbt26haioKKfp1/PPP4/Ro0dj6NChJtuV3r9z586hQ4cOCAoKwsSJE3Hx4kUAyu/X1q1bERkZiccffxx+fn7o3bs3Vq9ebXxe6f1TAuYmZf4uMTcpp1/OmpcA5iZH9M/lBlBFRUWorq6Gv7+/yXZ/f38UFBQ4KCrbM/TFGfopCAISExMxcOBAhIeHA1B+/06cOIGWLVtCrVYjISEBX3zxBcLCwhTfLwDYsGEDjh8/jpSUlHrPKbl/Dz30ENatW4edO3di9erVKCgoQHR0NIqLixXdLwC4ePEi0tLS0K1bN+zcuRMJCQmYOXMm1q1bB0DZPzelYG5SXj+Zm5TTL2fNSwBzE+CY/nnY9egyplKpTB4LglBvmzNwhn6+8MIL+OGHH3Dw4MF6zym1fw8++CB0Oh1u3LiBTZs2YcqUKdi/f7/xeaX26/Lly5g1axZ27doFjUZjcT8l9m/kyJHG77t3746oqCjcf//9+Mc//oH+/fsDUGa/AKCmpgaRkZF45513AAC9e/fGqVOnkJaWhsmTJxv3U2r/lMRV3mNn6CdzkzL65cx5CWBuAhzTP5e7AtWuXTu4u7vXG5kWFhbWG8EqmaECi9L7+eKLL2Lr1q3Yu3cvOnbsaNyu9P55eXmha9euiIyMREpKCnr27Inly5crvl85OTkoLCxEREQEPDw84OHhgf379+ODDz6Ah4eHsQ9K7V9t9957L7p3745z584p/uem1WoRFhZmsi00NBT5+fkAlP/3pgTMTcrqJ3PTXUrolyvlJYC5CWie/rncAMrLywsRERHIzMw02Z6ZmYno6GgHRWV7QUFBCAgIMOlnZWUl9u/fr4h+CoKAF154AZs3b8aePXsQFBRk8rzS+1eXIAioqKhQfL+GDBmCEydOQKfTGb8iIyPx1FNPQafTITg4WNH9q62iogJnzpyBVqtV/M9twIAB9Uox//jjjwgMDATgfH9vcsTcpIzfJeYm5fXLlfISwNzUbP2za4kKmTKUiv3444+F06dPC7Nnzxbuvfde4aeffnJ0aJKUlZUJubm5Qm5urgBAWLZsmZCbm2ssebt48WLB19dX2Lx5s3DixAnhiSeeUEzpyueee07w9fUV9u3bZ1Ka8/bt28Z9lNq/pKQk4dtvvxUuXbok/PDDD8K8efMENzc3YdeuXYIgKLdfltSudiQIyu3fyy+/LOzbt0+4ePGicOTIEWHMmDGCt7e38XNDqf0ShLulfT08PIS3335bOHfunPDpp58KLVq0ENavX2/cR8n9UwrmJvn/LjE3Ka9f5jhLXhIE5iZH9c8lB1CCIAgffvihEBgYKHh5eQl9+vQxliBVkr179woA6n1NmTJFEIS75R2Tk5OFgIAAQa1WC4MGDRJOnDjh2KBFMtcvAMInn3xi3Eep/XvmmWeMv3vt27cXhgwZYkxQgqDcfllSN1EptX+GtSU8PT2FDh06CGPHjhVOnTplfF6p/TLYtm2bEB4eLqjVaiEkJET46KOPTJ5Xev+UgrlJ3piblNcvc5wlLwkCc5Oj+qcSBEGw7zUuIiIiIiIi5+By90ARERERERFZiwMoIiIiIiIikTiAIiIiIiIiEokDKCIiIiIiIpE4gCIiIiIiIhKJAygiIiIiIiKROIAiIiIiIiISiQMoIiIiIiIikTiAIiIiIiIiEokDKCIFevnllxEfH+/oMIiIiAAwL5Fr4QCKSIF0Oh169erl6DCIiIgAMC+Ra+EAikiBvv/+e/Tu3dvRYRAREQFgXiLXwgEUkcJcvnwZxcXFxjN9N27cQHx8PKKjo6HX6x0bHBERuRzmJXI1HEARKYxOp4Ovry+CgoJw4sQJ9O3bF1qtFvv27YNWq3V0eERE5GKYl8jVcABFpDA6nQ49e/bEZ599hkGDBmHOnDn46KOP4OXl5ejQiIjIBTEvkatRCYIgODoIIhJv3Lhx2Lt3LwDgq6++QnR0tIMjIiIiV8a8RK6GV6CIFEan02HcuHEoLy/HjRs3HB0OERG5OOYlcjW8AkWkIGVlZfD19UVOTg6+//57zJo1C4cPH8bvfvc7R4dGREQuiHmJXJGHowMgIvF0Oh3c3d0RFhaG3r1749SpU4iPj8fRo0fRrl07R4dHREQuhnmJXBGn8BEpyPfff4+QkBCo1WoAwJIlSxAWFoaxY8eisrLSwdEREZGrYV4iV8QpfERERERERCLxChQREREREZFIHEARERERERGJxAEUERERERGRSBxAERERERERicQBFBERERERkUgcQBEREREREYnEARQREREREZFIHEARERERERGJxAEUERERERGRSBxAERERERERicQBFBERERERkUj/H8bhg1T3h7kPAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1000x200 with 2 Axes>"
+      ]
      },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAACuCAYAAAArtTldAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAGNRJREFUeJzt3X20XGV96PHvj5wkJESMkdRLEuSltSjlJbHR4kV7EfCCaBWpt4Kttva60q4rV7hLg8bVLqWrFCu9llpu28tFRa0gL2IqLi1FkSt4lZcQDG/SggbzAgQK4S2BcJLf/WPvIZOTmTl7TmbOzJn5ftbKyuw9ez/798zec87vPM+znx2ZiSRJklrbq9cBSJIkTQUmTZIkSRWYNEmSJFVg0iRJklSBSZMkSVIFJk2SJEkVmDRJkiRVYNIkSZJUgUmThkJErI2IEzpU1qERsToino6ID3eizHGOd3dEHDvBfS+JiD/vRFn9Yk/PZS8+g25cMxGREfFsRJw7Zv26iFjSYPvrI+K5iLipE8cfJ7Zdrrsm26yLiNe2WW7f1lnDYaTXAWj4RMRa4BXAduAZ4J+BMzLzmUk8/gcz87sTLOJs4IbM3O2HdDdk5q/1Y1lTQaNz3aPPoFvXzFGZeX9tISJeBuwP3Dt2w8w8LiL+APhgh2NoWxnnAuCnE9h9StZZg8GWJvXKb2XmHGAxsARY0eN42nEgcHe3DxIR/lEzOCblmgGOAO7PzOcm4Vh74gjg55m5pUNlTYU6awCYNKmnMvNh4FqK5AmAiFgQEV+PiEcj4uf13RkR8bGI2FB2c9wXEceX6zMifqVuu4bdAxHxFeCVwDUR8UxEnN0oroh4TUTcEBGby+6cd5TrrwfeDFxY7v+rDfZdGxErIuKeiHgiIr4YEXtXrN/aso5rgGcjYmRsd1Sz2Mr3lkTE7eXncznw4nHryj+hfH1ARFxdxvHvEXFhk8+i6XbjxLI2Ij4aEWsi4smIuLz2OUTExyPiqjHH+ZuI+Nx45TaIr+G5b3aux3wGLY/Tqg4N4tiTa+YzEfGNuuXzI+J7ETG9Wb2bOBK4qyxjdkRcWp67OePtWJ6TB8pr556IeNeY91udz5bXXZM4HyjP+aMRsTEi3tJmXevLmlCdpXaZNKmnImIR8Fbg/nJ5L+Aa4CfAQuB44KyIODEiDgXOAF6XmS8BTgTWtnO8zHwf8AvKlq7M/EyDmKaXMfwL8EvAfwe+GhGHZuZxwI0U3YlzMvNfmxzqd8v4fhn4VeBPxqtf3b6nA28D5mbmaNXYImIGsBL4CjAPuBL47UbBRcQ04FvAg8BBZSxfa2e7VrHUFfE7wEnAwRS/3P6gXH8ZcHJE7Ft3nN8BLq1Y7rjGO9dtHKdZHSqVVfGa+UvgzRGxOCL+uDzeqZn5Qjt1LuO7MyIOBm4C7gN+u2LX9wPAm4CXAucA/xgR+4/ZZrfPop3rbkycS4FvU3TV/2/gYxVibFbWROsstcWkSb2yMiKeBtYBm4BPlutfB8zPzD/LzG2Z+TPg/wCnUYyBmgkcFhHTM3NtZj7QhdiOBuYAny5juJ4icTi9jTIuzMx1mfk4cG7dvq3qV/O5ct+tbcZ2NDAduCAzX8jMq4Bbm8T3eooxJcsz89nMfC4zGw2WbbVdlc/pc5m5sfwcrqFsUczMB4HbgVPK7Y4DtmTmjyuW2wlVj9OwDhMsq6HM/HfgAuDLFF3VJ2fmkwARcW5E3BgRV0XE7HGKOoJifM/1wDmZeU5mZsUYrizruSMzLwf+jeL812v0WbRz3dXHeW5mXpuZO4B7am9ExJURcUXd8q0REd2os9Qukyb1yilla9GxwKuB/cr1BwILyi6OzRGxGfgE8Ipy8OdZwKeATRHxtYhY0IXYFgDryh/mNQ9StLJUtW7MvrU4m9avyb7txLYA2DDmF8aDTco5AHhwbEtWm9tV+Zwernu9hSKxqLmUnUnFe8vlquV2QtXjtKpDu2W1spoiAViRmesAIuJw4Jcz803Ad4E/bLZzmVgcDrwL+IfM/Kc2jk1EvD8i7qi7Lg9n5/eyptFn0c51Vx/nNXWrD2dn4nQIMC8ippWtWC80S4L2tM5Su0ya1FOZ+X+BS4C/KletoxggOrfu30sy8+Ry+0sz840UyUdSdGtA8QO8/q/w/9DqsOOEtRE4oOxKq3klsKFKnUoHjNl3Y/m6Zf0qxNcqtoeAhWP+Kn9lk3LWAa+M8Qebt9puTz+nK4Fjyy7ad7EzaWq33FbnfqKfZbv2qKyIOAL4e+BL7JoYvQn4Tvn6O8AbWxRzcPn/CcBHImJplWOXxz+QosXzDODlmTmXYpxQqxaemnauu/o4769btwS4o5YkAT+iaMF6DUV323hltV1naSJMmtQPLgDeEhGLgVuAp6IYDD2r/Gvz8Ih4XTlu57iImAk8B2yl6LIDuAN4b7n9ScB/anG8Ryj+mm3mZuBZ4OyImB7FnD6/RYMxPy18KCIWRcQ8ipaky8v1TetXsdxWsf0IGAU+HMUA8lPZvXul5haKX3afjoh9ImLviDimze326HPKzEeBG4AvUiSStVvG2y231blvda47cZ73uKyIWEjR6vLHwH8Djoid80i9DHiyfP0kxZihZo4E1mTmncAy4BsNxiQ1sw9FgvloGdMHKFpwqmjnuqvFeeeY1qMlFOP8aknStRRjpw6nHOTdoqyJ1llqm0mTeq785fll4E8zczvFL5vFwM+Bx4CLKQanzgQ+Xa57mGLA7SfKYs4s99tMMQh7ZYtDngf8SdkN8dEG8WwD3kExQP0x4O+A92dmO3PKXEoxKPhn5b8/L8tuVb9xtYqtfO9UioHKTwDvAa5uUk4tjl+hGCy9vty+8nYd/JxOYGcr00TKbXXum57rDsW/R2WVA+G/DXw2M7+ZxS3451OMg4PiPNaujZcCj7co7ghgTRnPSuAiirGD493JRmbeA/xPigTokbKsH463X7lv5euuLs6f1BYi4uUUrYN3sTNJ+jHwhnK51VQNE66zNBHheDmps2LPJ8+UgBe77VZk5nsjYhkwMzP/tnzvOeB5isHZf1qhrOsourxuyczjuxn3REXEecAPMvM7UUxJsQh4d2auL98fuDpranHyPEnqU5l5Z0Q8GBE3Utxl+v6699pqTcnMic6DNJl+jaKVDuA64DO1hAkGts6aQiq3NEUxj8ptFHdJvL2rUUlTmC1NkjSY2mlpOpPi2T77dikWaSBk5kG9jkGS1HmVBoKXtwS/jWLAqiRJ0tCpevfcBRRP6d4x3oaSJEmDaNzuuYh4O7ApM1fVzR3SaLtlFPNksM/06b/+6v3GTiQ7RSzoxgTTkiSpX61ateqxzJw/3nbjDgQvbwF9H8XkZXtTjGm6OjN/r9k+SxcsyNuWLWsv4n7xqU/1OgJJkjSJImJVZo47o/y43XOZuSIzF5WDW08Drm+VMEmSJA0iZwSXJEmqoK3JLTPzBopnRUmSJA0VW5okSZIqMGmSJEmqwKRJkiSpApMmSZKkCkyaJEmSKjBpkiRJqsCkSZIkqQKTJkmSpApMmiRJkiowaZIkSarApEmSJKkCkyZJkqQKTJokSZIqMGmSJEmqwKRJkiSpApMmSZKkCkyaJEmSKjBpkiRJqmDcpCki9o6IWyLiJxFxd0ScMxmBSZIk9ZORCts8DxyXmc9ExHTgpoj4Tmb+uMuxSZIk9Y1xk6bMTOCZcnF6+S+7GZQkSVK/qTSmKSKmRcQdwCbgusy8ubthSZIk9ZdKSVNmbs/MxcAi4PURcfjYbSJiWUTcFhG3PbplS6fjlCRJ6qm27p7LzM3ADcBJDd67KDOXZubS+bNndyg8SZKk/lDl7rn5ETG3fD0LOAH4abcDkyRJ6idV7p7bH/hSREyjSLKuyMxvdTcsSZKk/lLl7rk1wJJJiEWSJKlvOSO4JElSBSZNkiRJFZg0SZIkVWDSJEmSVIFJkyRJUgUmTZIkSRWYNEmSJFVg0iRJklSBSZMkSVIFJk2SJEkVmDRJkiRVYNIkSZJUgUmTJElSBSZNkiRJFZg0SZIkVWDSJEmSVIFJkyRJUgUmTZIkSRWYNEmSJFUwbtIUEQdExPcj4t6IuDsizpyMwCRJkvrJSIVtRoGPZObtEfESYFVEXJeZ93Q5NkmSpL4xbktTZj6UmbeXr58G7gUWdjswSZKkftLWmKaIOAhYAtzc4L1lEXFbRNz26JYtnYlOkiSpT1ROmiJiDvB14KzMfGrs+5l5UWYuzcyl82fP7mSMkiRJPVcpaYqI6RQJ01cz8+ruhiRJktR/qtw9F8DngXsz87PdD0mSJKn/VGlpOgZ4H3BcRNxR/ju5y3FJkiT1lXGnHMjMm4CYhFgkSZL6VldmBL8z9+GY545k5ei8bhQvSZI06br2GJUNzGTF6EEmTpIkaSBUmRF8wrYyjfNHFwFw/ugiNjKDBWxj+ch6Thl5vJuH1hS1cvUGzr/2PjZu3sqCubNYfuKhnLLEuVQlSb3X1aQJYAMzWDF6EFuZVi4XLVCAiZN2sXL1BlZcfSdbX9gOwIbNW1lx9Z0AJk6SpJ7rWvdczTR4MWGqqW+BkmrOv/a+FxOmmq0vbOf8a+/rUUSSJO3U1ZamWWxna5O8bCMzunlo9blG3XAbN29tuG2z9ZIkTaautTQt5HnOG1nLQrY1fH9Bk/UafLVuuA2bt5Ls7IabO3t6w+0XzJ01uQFKktRAV1qa9mE7P9x7zYvL9WOaoGiBWj6yvhuH1hTQrBtu5shezJo+bZf3Zk2fxvITD53sECVJ2k3XB4LXBnufPXow2wgWevfcUGmnG+7JrS/w1+9ZzNlXrWHb9h0s9O45SVIf6XrSBEXidNn2+QBcPnPnoN6Vo/OcimCANbsbbu7s6Tyx5YXdtl8wdxanLFnIZbf8AoDL/+gNkxqvJEmtdP3uuWZWjs5jxehBbGAmSTgZ5gBq1g2XWXS71bMbTpLU73qWNJ0/usipCAZcq2648049ghnTistv4dxZnHfqEXbDSZL62qR0zzXSbMoBpyKYeprN4r1g7iw2NEic7IaTJE1FPWtpajblgFMRTC3Npg9YuXoDy0881G44SdLA6FnStHxkPbPYdbyLUxFMPa1m8T5lyUK74SRJA6Nn3XNORTD1TGQWb7vhJEmDomdJEzSfikD9ZyLTB0iSNEh61j2nqcXpAyRJw27cpCkivhARmyLirskISP3J6QMkScOuSvfcJcCFwJe7G8qunC28dxqNXXL6AEnSsBu3pSkzfwBMarbibOG902wKgTe/er7dcJKkodaXY5qcLbx3mo1d+v5PH7UbTpI01Dp291xELAOWAcyZf+AeleVs4d3XbBbvVlMI2A0nSRpmHUuaMvMi4CKAefsfkntS1gK2sYGZDddrzzWbPgBoOXZJkqRh1pfdc84W3l2tZvH20SeSJDU2bktTRFwGHAvsFxHrgU9m5ue7GZSzhXdOu7N418YonX3VGrZt38HCuq47SZKG2bhJU2aePhmBjOVs4XtuorN4O3ZJkqTd9WX3nDrDWbwlSeock6YB5izekiR1Tk8f2KvOcRZvSZK6y5amAeAs3pIkdd+US5pWjs7jmOeO5ODnlnLMc0f6aBWcxVuSpMkwpbrnas+kqz1ipfZMOmAopiNwFm9JknpnSiVNrZ5JN+hJk7N4S5LUW1Oqe26Yn0nnLN6SJPXWlEqamj17bhieSTdeF5xjlyRJ6q4p1T23fGT9LmOaYDCfSdfu9AHgLN6SJHXblGppOmXkcc4bWcsMdgDJQp7nvJG1AzWeyekDJEnqT1MqaYIicVoSz/Ab8TQ/3HvNQCVM4PQBkiT1qynVPdfKytF5nD+6iI3MYAHbWD6yvu8TqkbdcE4fIElSfxqIpGkqzt/UbAqBubOn88SWF3bb3ukDJEnqrYFImvp5/qZmE1I264abObIXs6ZP2+U9xy5JktR7U25MUyP9On9Ts0HdK1dvaNoN9+TWFxy7JElSHxqIlqYFbGMDMxuunyyNWpRaTUjZagoBxy5JktR/BqKlafnIemaxa3JSP39Ttx/y26xFqVFSBMWgbmfxliRpaqnU0hQRJwF/A0wDLs7MT3c1qjbVxi2dPXow2wgW1t09N5FB4s3GITV7r1mL0rQItmfuVn6tNQng7KvWsG37DhaOOY4kSeov4yZNETEN+F/AW4D1wK0R8c3MvKfbwbXjlJHHuWz7fAAun3nfi+tbDRKvvV8/TQEtHowLNHxvbMJUsz2z5aBuu+EkSZo6qrQ0vR64PzN/BhARXwPeCfRV0tRMs8HgG5jRsAVq72vubjoOqfZ67HvNWpRqrUe2JkmSNPVFNvhlv8sGEe8GTsrMD5bL7wN+IzPPaLbPq+a8NL+75Khd1t2TswE4LLZUWj+RfRqtX71jDs8Tu9cLaF3z9uy1V7BjR+6yfMh++7DfnJnc89BTRVz777vbfs3ea3f9oJX18PwD+MBlf7tbWZIkdVpErMrMpeNtV6WlafeMo0G+ERHLgGXl4vMH3XTjXRXK7rq9Zu07b2Tf+QcSsXPQe+aOXZYryO2j2wBi2shuTVe5fXTb9mce3zBtzryFsdfIjNxRLO/Y+lR/zqzZPfsBj3WqsD/82oWdKmqydLT+U8ww1x2Gu/7WfXgNUv0PrLJRlaRpPXBA3fIiYOPYjTLzIuAigIi4rUrGNois+3DWHYa7/sNcdxju+lv34aw7DGf9q7S23Aq8KiIOjogZwGnAN7sbliRJUn8Zt6UpM0cj4gzgWoopB76QmXd3PTJJkqQ+Ummepsz8NvDtNsq9aGLhDATrPryGuf7DXHcY7vpb9+E1dPUf9+45SZIkDchjVCRJkrqto0lTRJwUEfdFxP0R8fFOlt2PIuILEbEpIu6qWzcvIq6LiH8r/39ZL2Pslog4ICK+HxH3RsTdEXFmuX7g6x8Re0fELRHxk7Lu55TrD46Im8u6X17eODGQImJaRKyOiG+Vy8NU97URcWdE3BERt5XrBv66B4iIuRFxVUT8tPzuv2GI6n5oec5r/56KiLOGqP7/o/x5d1dEXFb+HBya731Nx5KmusetvBU4DDg9Ig7rVPl96hLgpDHrPg58LzNfBXyvXB5Eo8BHMvM1wNHAh8rzPQz1fx44LjOPAhYDJ0XE0cBfAn9d1v0J4L/2MMZuOxO4t255mOoO8ObMXFx3u/UwXPdQPIP0nzPz1cBRFNfAUNQ9M+8rz/li4NeBLcA3GIL6R8RC4MPA0sw8nOKmsNMYvu99R1uaXnzcSmZuA2qPWxlYmfkDYOwElu8EvlS+/hJwyqQGNUky86HMvL18/TTFD8+FDEH9s/BMuTi9/JfAccBV5fqBrDtARCwC3gZcXC4HQ1L3Fgb+uo+IfYHfBD4PkJnbMnMzQ1D3Bo4HHsjMBxme+o8AsyJiBJgNPMQQfu87mTQtBNbVLa8v1w2bV2TmQ1AkFsAv9TierouIg4AlwM0MSf3L7qk7gE3AdcADwObMHC03GeTr/wLgbGBHufxyhqfuUCTI/xIRq8onIcBwXPeHAI8CXyy7Zi+OiH0YjrqPdRpwWfl64OufmRuAvwJ+QZEsPQmsYri+90Bnk6ZKj1vRYImIOcDXgbMy86lexzNZMnN72Uy/iKKV9TWNNpvcqLovIt4ObMrMVfWrG2w6cHWvc0xmvpZiKMKHIuI3ex3QJBkBXgv8fWYuAZ5lALuixlOO23kHcGWvY5ks5TitdwIHAwuAfSiu/7EG+XsPdDZpqvS4lSHwSETsD1D+v6nH8XRNREynSJi+mplXl6uHpv4AZffEDRTjuuaWTdcwuNf/McA7ImItRRf8cRQtT8NQdwAyc2P5/yaKMS2vZziu+/XA+sy8uVy+iiKJGoa613srcHtmPlIuD0P9TwB+npmPZuYLwNXAf2SIvvc1nUyafNxK4ZvA75evfx/4px7G0jXlOJbPA/dm5mfr3hr4+kfE/IiYW76eRfED5V7g+8C7y80Gsu6ZuSIzF2XmQRTf8esz83cZgroDRMQ+EfGS2mvgPwN3MQTXfWY+DKyLiEPLVccD9zAEdR/jdHZ2zcFw1P8XwNERMbv82V8790Pxva/X0cktI+Jkir86a49bObdjhfehiLgMOJbiSc+PAJ8EVgJXAK+kuND+S2aOHSw+5UXEG4EbgTvZObblExTjmga6/hFxJMWgx2kUf3hckZl/FhGHULS+zANWA7+Xmc/3LtLuiohjgY9m5tuHpe5lPb9RLo4Al2bmuRHxcgb8ugeIiMUUNwDMAH4GfIDyO8CA1x0gImZTjN09JDOfLNcNy7k/B3gPxZ3Tq4EPUoxhGvjvfT1nBJckSarAGcElSZIqMGmSJEmqwKRJkiSpApMmSZKkCkyaJEmSKjBpkiRJqsCkSZIkqQKTJkl9LyJOiIiv9DoOScPNpEnSVHAUxYzDktQzJk2SpoKjgNURMTMiLomIvyifgSVJk2Zk/E0kqeeOonh6/LXAxZn5jz2OR9IQ8tlzkvpaREwHHgMeBP4oM3/U45AkDSm75yT1u8OAWymerr69x7FIGmImTZL63VHA/wNOA74YEa/ocTyShpRJk6R+dxRwV2b+K/Ax4Iqyy06SJpVjmiRJkiqwpUmSJKkCkyZJkqQKTJokSZIqMGmSJEmqwKRJkiSpApMmSZKkCkyaJEmSKjBpkiRJquD/A/gEFSl7uGStAAAAAElFTkSuQmCC\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
+       "<Figure size 1000x200 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
+       "<Figure size 1000x200 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
+       "<Figure size 1000x200 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
+       "<Figure size 1000x200 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
+       "<Figure size 1000x200 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
+       "<Figure size 1000x200 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -367,9 +361,9 @@
     "\n",
     "\n",
     "# generate input signal\n",
-    "x = sig.triang(L)\n",
+    "x = sig.windows.triang(L)\n",
     "# generate impulse response\n",
-    "h = sig.triang(N)\n",
+    "h = sig.windows.triang(N)\n",
     "\n",
     "# overlap-save convolution\n",
     "nseg = (L + N - 1) // (P - N + 1) + 1\n",
@@ -478,7 +472,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.11.5"
   }
  },
  "nbformat": 4,
diff --git a/spectral_analysis_deterministic_signals/window_functions.ipynb b/spectral_analysis_deterministic_signals/window_functions.ipynb
index 53c361d..1900fb5 100644
--- a/spectral_analysis_deterministic_signals/window_functions.ipynb
+++ b/spectral_analysis_deterministic_signals/window_functions.ipynb
@@ -96,7 +96,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
@@ -106,7 +106,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2UAAAHACAYAAAAiOMAnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAD9AElEQVR4nOy9d3hc13Utvu5UYNAIEGDvpERRzeqyJBfJsRplvzhKeX52nDixleKX+OcothPHSVxi2XlxS+LEvTtukdxiiSokJVGVlFhFir0XFBJ1gOnl/v6495x7bj9nBkOCxF7fp08gsOfMnbnl7LXL2pqu6zoIBAKBQCAQCAQCgXBOEDnXB0AgEAgEAoFAIBAI0xlEyggEAoFAIBAIBALhHIJIGYFAIBAIBAKBQCCcQxApIxAIBAKBQCAQCIRzCCJlBAKBQCAQCAQCgXAOQaSMQCAQCAQCgUAgEM4hiJQRCAQCgUAgEAgEwjkEkTICgUAgEAgEAoFAOIeInesDuJBQrVbR29uLtrY2aJp2rg+HQCAQCAQCgUAgnCPouo7x8XHMmzcPkUhwLoxI2SSit7cXCxcuPNeHQSAQCAQCgUAgEKYITpw4gQULFgTaECmbRLS1tQEwvvj29vaa1ymVSnjiiSdwxx13IB6PT9bhEaYg6FxPL9D5nj6gcz19QOd6eoHO9/TBZJzrdDqNhQsXco4QBCJlkwhWstje3l43KUulUmhvb6cb/gIHnevpBTrf0wd0rqcP6FxPL9D5nj6YzHMt09ZEQh8EAoFAIBAIBAKBcA5BpIxAIBAIBAKBQCAQziGIlBEIBAKBQCAQCATCOQSRMgKBQCAQCAQCgUA4hyBSRiAQCAQCgUAgEAjnEETKCAQCgUAgEAgEAuEcgkgZgUAgEAgEAoFAIJxDECkjEAgEAoFAIBAIhHMIImUEAoFAIBAIBAKBcA5BpIxAIBAIBAKBQCAQziGIlBEIBAKBQCAQCATCOQSRMg98+ctfxtKlS9HU1IRrr70Wzz777Lk+JAKBQCAQCAQCgXCBgkiZAz/96U/xgQ98AB/96Eexbds2vP71r8fdd9+N48ePn+tDIxAIBAKBQCAQCBcgiJQ58IUvfAHvec978N73vherVq3Cv/7rv2LhwoX4yle+cq4PjUAgEAgEAoFAIFyAiJ3rA5hKKBaL2LJlC/72b//W9vs77rgDL7zwgsu+UCigUCjwf6fTaQBAqVRCqVSq+TjYa+tZg3B+gM719AKd7wsf1aqOrz5zBD/YdBylYhQnWg7hT96wDJqmnetDIzQIdF9PL9D5nj6YjHOt8lpN13W95ne6wNDb24v58+fj+eefx80338x//+lPfxrf+973sG/fPpv9xz/+cXziE59wrfOjH/0IqVSq4cdLIBAIhKmFXxyN4Ok+exHKXQuquHth9RwdEYFAIBDOFbLZLN7xjndgbGwM7e3tgbaUKfOAM6Kp67pnlPMjH/kI7r//fv7vdDqNhQsX4o477gj94oNQKpWwdu1a3H777YjH4zWvQ5j6oHM9vUDn+8LGy0dH8PSLLwMA/v7ui7Bz91786lgUT5yK4M//1824dG7t+wJh6oLu6+kFOt/TB5NxrlkVnQyIlAno7u5GNBpFf3+/7fenT5/G7NmzXfbJZBLJZNL1+3g8Pik36mStQ5j6oHM9vUDn+8LEF9cfBAD8nxsW4g9vXoo1o3tQbpuDR3b14/PrDuH7f3zDOT5CQiNB9/X0Ap3v6YN6zrXK60joQ0AikcC1116LtWvX2n6/du1aWzkjgUAgEAgith0fwctHRxCPavjAmy/mv7//9hWIaMAz+8/gwMD4OTxCAoFAIExlEClz4P7778c3v/lNfPvb38aePXvwV3/1Vzh+/Dj+7M/+7FwfGoFAIBCmKB7cchIA8NYr52F2exP//aKuFN68yqi0+O/NJ87JsREIBAJh6oPKFx343//7f2NoaAif/OQn0dfXh8svvxxr1qzB4sWLz/WhEQgEAmEKolyp4rFdRtn7vdcscP393mvm44ndA3jklT585O5ViERIiZFAIBAIdhAp88D73vc+vO997zvXh0EgEAiE8wAbDw9jOFNEV0sCr13W5fr7rStnoSURRe9YHttPjuKaRZ3n4CgJBAKBMJVB5YsEAoFAINSBp/edBgDcvmo2YlH3ttoUj+KNK3sAGL1lBAKBQCA4QaSMQCAQCIQ68MKhIQDALRd1+9q8boVByp4/OHhWjolAIBAI5xeIlBEIBAKBUCNGMkXs7jPm0Ny0bKav3etNwrbt+CgmCuWzcmwEAoFAOH9ApIxAIBAIhBqx6YiRJbt4dit62txzKxkWdqUwf0YzylUdr5wYPUtHRyAQCITzBUTKCAQCgUCoEdtPjAEArl3sFvhw4qqFM4zXnBxt4BERCAQC4XwEkTICgUAgEGrErlMGKbtyQUeoLSdlx0cbeEQEAoFAOB9BpIxAIBAIhBqg6zp2mqTsivnhpOw1JinbQZkyAoFAIDhApIxAIBAIhBpwYjiHsVwJiWgEF89uC7W/Yn4HIhowkC7gdDp/Fo6QQCAQCOcLiJQRCAQCgVADWJbskrltSMTCt9PmRBRLZrYAAPYPTDT02AgEAoFwfoFIGYFAIBAINWDfwDgAYNWcdunXXDS71fZaAoFAIBAAImUEAoFAINSEQ2eMbNeKWa3Sr2FljgeIlBEIBAJBAJEyAoFAIBBqwOEzGQDAsp4W6ddcZJKy/UTKCAQCgSCASBmBQCAQCIqoVnUcNjNly3vkM2UrOSmbgK7rDTk2AoFAIJx/IFJGIBAIBIIiTo3mUChXkYhGsKCzWfp1S7pT0DRgolDG4ESxgUdIIBAIhPMJRMoIBAKBQFAE6ydb0p1CLCq/lSZjUcxtbwIAHB/ONuTYCAQCgXD+gUgZgUAgEAiK4P1k3fKliwyLZqYAAMeHM5N6TAQCgUA4f0GkjEAgEAgERZwYMbJcjGCpYFGXScqGcpN6TAQCgUA4f0GkjEAgEAgERZwaMQjV/Bny/WQMnJRR+SKBQCAQTBApIxAIBAJBEadGaydlC01SdoJIGYFAIBBMECkjEAgEAkERjJQt6FInZYtnGnPNjlFPGYFAIBBMECkjEAgEAkEBmUIZo9kSgNoyZUxC//R4AaVKdVKPjUAgEAjnJ4iUEQgEAoGgAJYla2+Koa0prvz6rlQC8agGXTeIGYFAIBAIRMoIBAKBQFAAF/noVFdeBIBIRMOsNmNWWf9YftKOi0AgEAjnL4iUEQgEAoGggN4xJvLRVPMaczqM1w6kiZQRCAQCgUgZgUAgEAhKOJ02Sg5ntddBytopU0YgEAgEC0TKCAQCgUBQwJkJg5T1tCZrXmN2O2XKCAQCgWCBSBmBQCAQCAo4Y4pz9LTVTsrmdBiv7SdSRiAQCAQQKSMQCAQCQQmTQcpmU/kigUAgEAQQKSMQCAQCQQGTQcqY+uIZksQnEAgEAoiUEQgEAoEgDV3XJ6WnbGZrAgAwnC1OynERCAQC4fwGkTICgUAgECSRzpdRLFcB1Jcp62oxSNlotoRypTopx0YgEAiE8xdEyggEAoFAkAQrN2xriqEpHq15nc5UAppm/DySLU3GoREIBALhPAaRMgKBQCAQJMH7yeooXQSAaETDjOY4AGA4QyWMBAKBMN1BpIxAIBAIBEmM5QwC1WmWH9YDVsI4lCGxDwKBQJjuIFJGIBAIBIIkRs1SQ5blqgczW4xsG2XKCAQCgUCkjEAgEAgESbD+r45U/aSMZcqIlBEIBAKBSBmBQCAQCJIYZeWLqUkoXzRl8YcmiJQRCATCdAeRMgKBQCAQJDE2ieWLXSaxG6FZZQQCgTDtQaSMQCAQCARJ8J6ySShf7DCJXTpHkvgEAoEw3UGkjEAgEAgESbCsVscklC+2N8cAGAOpCQQCgTC9QaSMQCAQCAQTuWIFj7/ajxPDWc+/j5lZrc5JyJS1NwVnyo4PZfH4q/3Ilyp1vxeBQCAQpjZi5/oACAQCgUCYCihVqnj711/EjpNjaE3G8Ku/uAXLe1ptNpYk/mRkykxSlneTsn394/jN/3wO+VIVNy7two/uey2iEa3u9yQQCATC1ARlyggEAoFAAPCLraew4+QYAGCiUMZ/PnnQZcPKFyejp8zKlLnLFz/3xD7kS1UAwKYjw3hsV3/d70cgEAiEqQsiZQQCgUAgAPj5tpMAgDsvmw0AeGRnn610sFCuoFA2iBIjVPXA6imzZ8rS+RI27DtjO5afbj5R9/sRCAQCYeqCSBmBQCAQpj0GJwp46cgwAOAf3nIpZrcnUShXsfnoCLfJFCyC1pKM1v2ejNhlixWUKlX++xcODqFYqWJ5Tws+dOclAICNh4aQLZIgCIFAIFyoIFJGIBAIhGmPzUeHUdWBS+a0YUFnCjctmwkA2HZcJGUGKWqKRxCL1r99tjVZbd3jggLjjpOjAIAblnZheU8LFnQ2o1ipYpNJGgkEAoFw4YFIGYFAIBCmPbadGAUAXLO4EwBw2bwOAMCe/jS3YcSpNVl/6SIAxKIRtCSMjJuowLjDPJbXLJgBTdNww9IuAMArJ8Ym5X0JBAKBMPVApIxAIBAI0x7bjo8CAK5aOAMAsGpuOwBgT984t8kUGSmrv3SRgSkwjgmkbP/ABADg0nnGMVw53yCIO0+NTtr7EggEAmFqgUgZgUAgEKY1dF3Hq6eMLBQjZRfPMaTwjw5lUDTFPSbM8sWW5ORNk2k112KlkZlCGYMTBQDA4pktAIArFhikjClDEggEAuHCA5EyAoFAIExr9KfzyBQriEU0LO02iFBPaxJN8Qh0HegbywEAJnj54uSRspS5VrZoiIgcN4dWz0jF0WFm0S6ZY2TMzowXMGpK8hMIBALhwgKRMgKBQCBMaxw+kwEALOpKIW4KeGiahgWdKQDAyRGDlLFs1qSSsrhRCslKI48NGceyuCvFbVqSMcxpbwIAHBnMTNp7EwgEAmHqgEgZgUAgEKY1Dp8xeriW9bTYfr+gsxkAcMLMXrHyxdamySNlTFrfmSlbNNN+LOzYGIEkEAgEwoUFImUEAoFAmNY4ZBKdZT2ttt/Pn2GQMpYpa0RPWSphL1/sHzP6yebNaLLZsbJKypQRCATChQkiZQQCgUCY1jhqlgwy4sMw2ywZZMIbDSlfNCXxs+baZ8z36mlN2uzYsbFjJRAIBMKFBSJlBAKBQJjW6B/LAwDmmZkxhm6TGA1OGOIaEw0hZab6opkpGxw3SVmbnZSxY+szj5VAIBAIFxaIlBEIBAJhWqN31ChPnNdhLxmc2ZoAAAxlDKI0UTCI02SWL7Kespwp9DHokymbax5bn3msBAKBQLiwQKSMQCAQCNMWmUIZaVPqfo6DlHUzUmZmynJmNouVHE4GnJkyVr7Y7ZMpGxgvoFLVJ+39CQQCgTA1QKSMQCAQCBckKlUd33z2MP7xV7twciTradOfNsoBW5MxtDXFbX+b2WIQoyGTKBXKBnFqik/e1sl7yopllCpVjGZLANyZsu7WJGIRDZWqjtPj3iWMx4Yy+OgvduL7Lx6FrhNxIxAIhPMJk1eDQSAQCATCFMLXnzmM//fYXgDAxsNDWPP+1yMWtROqvlGD4Mx1ZMkAq3wxU6wgV6wgXzJJWWwyM2WWJP6IORg6ooEPjmaIRjTMbm/CqdEcekfzmNth738rlqt417de4pL61aqOd9+ydNKOk0AgEAiNBWXKCAQCgXDBoVCu4CtPH+T/3j8wgaf3nXHZ9Y0ZPVrO0kXAyJ4lTBI3nC0iX6oCAJrik0fKWH9atlDBeN4SEolENJctO8aBtDtT9sjOXk7IAOCrGw6jVKlO2nESCAQCobEgUkYgEAiECw7P7B9EOl/G7PYk/tjMGD38Sq/L7rSpdsjk70VomoY2c1D0eL7EM2XJSSxfbDYzZZliGemcUbrY7siSMcxsYcIjRdffHt81AAD4szcuR1dLAv3pPDYfHZm04yQQCARCY0GkjEAgEAgXHDbsPw0AuOuyOXjzqlkAgI2Hh129VsMmwWGExwmLlJWR5z1lk5cpS8aMbbhYrvJMmbO3jWFmq73HjaFS1fHsASMLuPqKObj14h4AwIb97swggUAgEKYmpgUpO3r0KN7znvdg6dKlaG5uxvLly/Gxj30MxaI92nj8+HG89a1vRUtLC7q7u/H+97/fZUMgEAiEqQ+WJXrtspm4elEnYhEN/ek8To7YJeVHTFLW5UvKDIJkZMrM8sVJ7CljBK9QriKdNzNlTd7t3kwNctiRKTsymEGmWEFzPIrL5nXgdRd1AwA2HRmatOMkEAgEQmMxLYQ+9u7di2q1iq997WtYsWIFdu3ahfvuuw+ZTAaf+9znAACVSgX33HMPenp68Nxzz2FoaAh/+Id/CF3X8aUvfekcfwICgUAgyGI8X8K+gXEAwLVLOtGciGLlnDa82pvG7r40FnaluO2wKa7RKZMpK02++iLLlBXKldBMGSOOTKKf4dXeMQDAqrltiEY0vGbhDADAnr40ypWqS9yEQCAQCFMP04KU3XXXXbjrrrv4v5ctW4Z9+/bhK1/5CidlTzzxBHbv3o0TJ05g3rx5AIDPf/7zePe7340HHngA7e3t5+TYCQQCgaCGff3j0HVjGPSsNqNX7OLZBik7MDCOOy+bw215piwVTMrS+TIKDRD6SJpZt3ypKvSUeW/NrHxx0FG++GpvGgBw+fwOAMDSmS1oTcYwUSjj0JkMVs5pm7TjJRAIBEJjMC1ImRfGxsbQ1dXF//3iiy/i8ssv54QMAO68804UCgVs2bIFt912m2uNQqGAQsHaHNNpY2MslUoolUo1Hxt7bT1rEM4P0LmeXqDzfXawr8/IHC3vaeHf9fJuIzu2rz9t+/6ZaEZ7MuJ5XlpMIY6RiTyKppphFNXQcyh7rqMw1iyUKxjNFvh7er2uI2lkvIYmCra/HxhI88/Ifr9qbhtePjqCV04MY9lMt4gJYfJA9/X0Ap3v6YPJONcqr52WpOzQoUP40pe+hM9//vP8d/39/Zg9e7bNrrOzE4lEAv39/Z7rfOYzn8EnPvEJ1++feOIJpFIpj1eoYe3atXWvQTg/QOd6eoHOd2Ox9mgEQASRzBmsWbMGADA6rAGIYvuhPqxZc5LbnklHAWjY8fIL6NvlXmuoz1hr8679YG3YG55ch6RksizsXKeLABBDoVTBrr2HAERw+sRRrFlz2GXbmzFs+0Ym+OcCgD3Hjc/Qd3AX1gzuBADEc8Zxr934ChK92+UOllAX6L6eXqDzPX1Qz7nOZrPhRibOa1L28Y9/3JMUiXj55Zdx3XXX8X/39vbirrvuwu/+7u/ive99r81W09xzYXRd9/w9AHzkIx/B/fffz/+dTqexcOFC3HHHHXWVO5ZKJaxduxa333474nHv3gLChQE619MLdL7PDn72/S0AhvDm6y/H6usXAACW9o3jm/teRAYJrF5tVD4UylUUXlwHAPit1be7BjYDwP71B7Gh/zBau+cC/Ybs/G/ec7fnHDERsuc6nSvhH7Y8BR0a2nvmAgP9uOryS7D6dUtctqfHC/h/r2xArqLhrruMY9B1HX+7eT2AKu694w1Y2t0CAOh7/iheeGw/4p3zsHr1lWFfGaEO0H09vUDne/pgMs41q6KTwXlNyv7iL/4Cb3/72wNtlixZwn/u7e3Fbbfdhptuuglf//rXbXZz5szBpk2bbL8bGRlBqVRyZdAYkskkksmk6/fxeHxSbtTJWocw9UHnenqBzndt2N2bxkd+sRNtyRj+5XeuxLwZzZ52hweNyOTKuR38e17cbfRVDWdKqCCCpngUwzljCHM0oqGrtdmTaLU2Gb1mY6YIRyIaQTLp3X/mhbBz3SKIIKcL5vDo5oTna2a2GbZVHSjqGtricQxOFJArVaFpwOKeNsTNHrXls4zA4LGRrO/7HxvK4IMP7kC5quOzv/MarJjVKv25CG7QfT29QOd7+qCec63yuvOalHV3d6O7u1vK9tSpU7jttttw7bXX4jvf+Q4iEbsa1U033YQHHngAfX19mDt3LgCjDDGZTOLaa6+d9GMnEAgEgjzKlSr+8sdbcehMBgDwkZ/vxPf++AaXXaWqo2/MIFuLBJXF9uYYWhJRZIoV9I7msKynlUvLd6bivpmvZlNpcTRr9AVM5uBowFJfFN+jKeb9HslYBIloBMWKMdOsrSmOE8MGAZ3d1sRFQwBgyUzjsx8dzPpWfHzooVfwsjk64AM/3YZf/8XrfCtDCAQCgdBYTAud3N7eXtx6661YuHAhPve5z+HMmTPo7++39YrdcccduPTSS/Gud70L27Ztw/r16/HBD34Q9913HykvEggEwjnGMwfOcEIGGIORjwxmXHZnxguoVHVEIxp62qxKBk3TML/TyKydGjVmlVlqh/6RTKa0yAnTJCovsuNKmCRsNGeQxOaE93tomsaVGdlMs36TgM6bYRfzYLL/E4UyP3YRu06N4aUjw8K/09gk/JtAIBAIZxfTgpQ98cQTOHjwIJ588kksWLAAc+fO5f8xRKNRPPLII2hqasItt9yC3/u938Pb3vY2LplPIBAIhHOHNTuNINq7b16C15vDkdftHnDZ9Y4ZhGt2WxJRR/ZrdrtBXAbShsrhhFku2Jb0LxphBGnEnGc2mTPKGFi2bMwkT80BxK/dnGGWzhnHPmhm+7pb7aX0TfEoOlOGbX8671pn/Z7TAIC7LpuD37nW6Lt7/FVvUSsCgUAgNB7TgpS9+93vhq7rnv+JWLRoER5++GFks1kMDQ3hS1/6kmfPGIFAIBDOLp4/OAgAuP3S2XjDRT0AgBcPD7ns+kYNAjLXo9+MEZfhjJ2UtTb5kzKWGcsWjcHRiQYMYmZlh2mzby0oG8fnpplZviFzZtnMVvdexUioFyl79sAZAMCtK3tw+6VG3/SG/WdqOn4CgUAg1I/zuqeMQCAQCBc++sZy6BvLI6IBVy2cwbNFW46NuPql+sxM2dwO92yurhZDoIPNJhs3SVBLIpyUMcQbQsrsawaRMlZqycoXhyZYpswtPjK3owl7+8cxMGYnZZWqjl29xiy3G5Z2odMcnH34TAZj2RI6UiReQCAQCGcb0yJTRiAQCITzF1uPjQIALpnTjpZkDBfPaUU0omEsV3JlgXpHWY+VO1PGSZlJZDISmTJnKWEsOvlCGE7xkKASSat80SRlZtZvZoublM3p8M6UHR3KIF+qojkexeKZLehsSXBhkG0nRmr8FAQCgUCoB0TKCAQCgTClsafPmPPymoUdAIxyv2XmPK69/eM22wGTgMxpd2fKWDaJqS7K9JQ5CVIs0rjyRYbAnjIu9GH2lJkEM6h8ccBByvb2Gd/ZxXPaeN/dFQtmGH9zfJ8EAoFAODsgUkYgEAiEc4Jf7+jF6/7fk7jv+5sxnncrBDIcHpwAACzvseZorZxjzB3b7yARPHPkUc7X1WIQF9aHxcoXVTJljegpizuyb8E9ZUambDzv7CnzyJQ5hE0Y9vUbJHeV+R0CwArzuz10esL3vcdyJfzht1/CrZ99Cms9RFYIBAKBUDuIlBEIBALhrKNvLIcPPbQDJ0dyWLt7AP+67oCv7WFTCn9ZTwv/3ZKZxs8nRrI2W5YFm9nizhwx4sKySyxT1hKYKWt8+WLMoRIZlClrdgiPDPmoLwJAp1nSyJQjGU6MGH13i2da3+fyWcbPh874k7L/99hebNh/BkeHsvjAT7ZhJFP0tSUQCASCGoiUEQgEAuGs479fPol8qWr9e/MJ5EsVl121qvN5ZGKmbIE5c+ykSTAYhjNGBqnLo8eqo9nejzWRlylfdJKyyd82nWsGZcpSpkR/rliBruv8s8zwmLXGvgMneTplfmfsOwSs7/bQmYxLmRgwsmQ/33qS/ztTrODBLSf8PxSBQCAQlECkjEAgEAhnHY/s7AUAfPZ3rsTcjiaM58vY6CFxf2o0h0K5ikQ0ggWdKf57Nhz5xLCVKatWdZ4V8iJlTCRjolhGtaojU5QoX3QMco5HJj9T5ixfdKoximCkLFusIFOsoGryJ1bWKIKpKg47SNlJM7s4XyBlS80evbFcyXPY9AsHB5EvVbGspwX/9JuXAQDW7T4d+LkIBAKBIA8iZQQCgUA4qxjOFLF/wCiTe/Oq2bhlhTEMetORYZctK09c0NlsGwYtZspYZmc8X0bFZCmdLW6SwmZ86bpBzHhPWdJfAt5JkBohiS+KhySiEUQCiF+zKd+fLVV4pi8a0TwVG9nw6HS+jHLFyEqWKlWuxrhAUKhsike5EAobwC3iOXNO3Bsu6sGtK2cBALYcH+HS/AQCgUCoD0TKCAQCgXBWseWYIbu+YlYrOlsSuGFpFwDgZQ9SxtUUHXPH5nYYhKJQrvLMDhP5aE3GXIqGgEE8mFDHeL5sDY8OKF909ns1uqfMmTVzwipfLHOxj7ammG1WG0NHcxzs16NmmWP/WB5VHUjEIq4+NPadsgHcIrYdHwUAvHZZFxZ2pbCwq9mYd3ZyTOITEggEAiEMRMoIBAKBMCnYenwEH/n5K6HKfFuPG6TsusWdAIArFxhS9/v6x139TP1jBtFyStwnYhHeIzZoKhAGlS4ysGzZeL6ErEnKUgn/Hi5N02xEqSGZMnH9gNJFwCqnzBYrGA8hlbFohJdsjprfDSO5s9uTrowcG7jd58iUlStVHDQFQFbNbQcAXDl/BgBg56lgUvbozj783S92YleIHYFAIEx3ECkjEAgEQt3oG8vh97+5CT9+6QTu+/5mvOSR9WI4YJYuXjrPcPCXdbciFtEwXii7Bh1zEtHhnjvW02Zkes6MG6SMiXx0SpGyMvJlo6QvSFgDsJcXOjNnkwFR6CNsDloqbgl9sPJLr34yBkZQ2XczFKBOyQZunxp1DpvOoliuIpWIYqHZ13f5fINIB5GyZ/afwZ//cCt+tOk43vGNjfw8EQgEAsENImUEAoFAqBvfevYIl2kHgK9tOORre/iMfe5YIhbhQhP7HHPH+sfCh0GfMTNlTImww0OJkIERmHSuxNUevfqxRIiZskaoL4riIYnQ8kWzp6xYkVKPnGH2lTGxD2tkgJu4+mXK2Dm5aHYbz65dPNs4d2xcgRf+86mD/Od0voz/2njM15ZAIBCmO4iUEQgEAqEuVKs6HtnZBwD4yN2XAACe3n8GYzm3CESxXMUxUzFRlLhnM8iOD9vnjvXxcjsvUmbPlLEesSCSYsuUcVIWnCkTSxbDSFMtsGXKQkifVb5o7ynzwwzHGIDAYdMdbNi0M1NmjiToFubEmT8fHfKW0B+cKHDhlr81r4lfv9Ib+NkIBAJhOoNIGYFAIBDqwoHTE+gbyyOViOIPb16CJTNTqFR1T+GO48MZVKo6WhJRzG63SuiY3L1z7tjAmLfQB2CVLzqHQQcJd7BB0el8icvJN3mIgoiINTpTFq1B6KNUsUhoAClrZWMATFtWvtjlUb5olTo65pqNuueaLexMIRrRkC1WcNqjLPGFQ8Z4g1Vz2/F/bliEaETD4TMZLsdPIBAIBDuIlBEIBALBEwdPT+AHLx5F76hbIl0EE+54zYIZaIpHcdPymQCATUfcc8dYuduynlabYqAlcW857bqucxGPWW1uEsEyZSz7wyXug+aOmVmxkYyVxUuGli+KmaxGqC9a64cJibSY5YulijWTLejzMoLKSFlQ+aIfKWPnX5xrlohF+DnzKmFkM+duWT4THc1xLuay6bB/ryFgnP/vv3gURwf9yyIJBALhQgSRMgKBQCC4cHQwg9/8j+fwD796FW/7z+e5ep8XtpoS99csngEAuGqh8f89feMu2z4z8zVfmJEl/vuUkCkbL5RRZnPHUh7DoFlpnlnGx8r5gjJlnJQJnydoWDNgJ0rxECGOWhBTUHcUh1kPmRlC1mfmBZZF45ky8zVe5YtM/GMkW0K1apUksnMyf0bKZr/IY4A3w56+NADgqkUzABiEHQBe7U37Huvp8Tx+8z+exz/+6lX8r/94LjQYQCAQCBcSiJQRCAQCwYUvPXkQGVO44/R4IVCkYZfpaDPHe+UcQ1Vxb7/bAe/3mTs2XxgGzTBqZrOSsYiNjDC0m4QjnTMIh0w5H1uHkbJkLOI540tEoyXxVTJxiViED9FmGa2gnjhGUFkW0SpfdJMyNnC7UtU50dV1nZcvipkywBIGcSpm6rqO/aY4yMrZbQAstcZdvf5qjd99/ig/vnS+jK8/c9jXlkAgEC40ECkjEAgEgg35UgWP7TKEO95x4yIAwC+2nfK0rVZ1HBk01BQvMh3wi2e3QtOMXi9WfsjQ79MjxoQ8hrNFlCuGVD0jTl5ZMsBSWWQEgqsRSpEy4zVhIh+AQxK/4cOjw7dlltljQipB6pEtjvLFIIXKZCzKRVI4OcqVuarmXMc5Y4qYTlJ2ajSHTLGCeFTjgiCXmvPNnOqaDLqu4+dbjWuMXXO/3H4KlapbRIRAIBAuRBApIxAIhGmCalXnioNB2HRkGJliBbPbk/jwnSsR0YBDZzIuqXQA6B3LIV+qIh7VsNDMpKQSMczrMH4+NmTvDWKkzOngd6YSiGiArhvEDLBIGZN1d8JVvsiFPvwl8Vn54liWZZnCt0FxoHOYEEctEMVDZNZPOElZgFAJI1kTjhJPv9lmXa32vrLBTMG0j7kILJsdx8RYGA6cNkj6su5WTjKXdKf4MXuVwh4ezKA/nUciGsFHV69CW1MMo9kSXjk56vvZGPKliqcCJIFAIJxPIFJGIBAI0wDDmSLe+h/P4bKPPY5/Xbc/0Jb1iN2yvBszUglcaZYlMvEGEUzkYfHMFhu5YCIQJ4btRK7fR+I+GtF4Sd3guOG0j5rZLL9MWTufOWaWL6oIfShkysQ5YmHDnWtBvMZMGStJDCxfNL+LTMEgLixj1u7zHbFzwHrPgoRB/DJlrAR10UyrBy2ViHG1zaND7h60F021xmsWz0BLMoabTbGYFz2uORH/8theXPIPj+Ft//k8J+cEAoFwPoJIGYFAIEwDfGHtPrzam0alquNf1x3AqwG9PTvM7MRrTMEOJtzx6il3j9gRUyVvmTDDCgAWeohA6LrOs23OTBlgqSmykkdevtjilykT5O2rupQkfpOjpyxMDh9wCH2EiILUAtucMgnS58yUNSf8X8N7ygpl5EoVPgbAj7h2mQSYZbMYOfPqQWPE2jnXjKs1OsRclsw0rhFn9hQAdp40rsfrl3QBAK5e1AnA+5pj2HJsBF9+2hhSvuPkGL78lP/AcgKBQJjqIFJGIBAIFzjypQrv12GlgD956YSnra7r2HFiFIBFxlbNNXrF9ngId3A1RYcIxEKPuWPpfBn5ktEvFjQM2iJlJfOYgzNlug5MSA5TZpkylmUKk8MHHOqIkckvXxRLFhMxifJFk8QxEhpELFu5+mKJf+aIZn0PTojDtQErU+Y114z1BQ5OFFEy+wABS61x3gz7OWak7IiH3P3+06YwyBxTGGReuDDID03xGdYf95OXj/N+RAKBQDjfQKSMQCAQzlOcHMlix4nR0H6aZw8MIlusYF5HE77we68BADy177Sn7XCmiJFsCZpmOcirTJEGL4n7fp/MFytfPCXImo+YDn5LIupZctdt9jMxUjbKhT68M2VN8Sgv5UvnSpyktARkylIOFUeZTFlCyGRFG0DKosrli47PIKG+OJEvW3PckjFfxUnWa8YI7rDZU9blka3sTCXAlmGlpoCYKbNL6LNrom/UrdZ4YMDoQ2NqjZfNM665Y0NZZItl13vruo6n958BAHzl969BZyqO0WwJW8zSWz/ouo4tx0ZoiDWBQJhyIFJGIBAI5yFeODSI2z73NH7zP5/HJx/eHWi7yezLue2SWbhx6UzEIhpOjuRw3KO3h2Ux5nU0c2d/WU8rAIOwOft2+riaoj1TNsvsHzozbqkvDnPhDu/MV2cLK50z3iNIKZCBkYjRbAmlikFOUwEkxZkhUs2UNZqUqZQvMgR9BvZ5c6WKMDIg6PtkJaFOCX13piwa0TDDPDfi3DdGypyZMl7uOO4odxzLY6JQtqk1drYkeFb36KD7Ot0/MIHhTBFN8QiuW9yFW1fOAgA8d3DQ97MBwN/9Yid++ysv4Dc+v4EPPScQCISpACJlBAKBcJ5B13V88te7OQn5zvNHcejMhK/9drMc8ZpFnWhJxnDFAqM0bNsJt1PKhDuW9Vg9Yq3JGBd6cBI5JvLgzJT1tJmkTJDEHw3rEWtySNwXKub7+5OIlKNHDAjOHDn/JiWJL2SvIiEzzWqBmLWSUV90Drv2K0UErM+XL1WlyjutTJm9fNFL6AOwRFhYFrRa1TFgEnHn2ANG1AfS9jEJrMdsYWfKlilk5Y5HPXrQXj46DAC4dnEnErEIrlls9KDtOOlf7ri7N40fm2W7hXIVn35kj68tgUAgnG0QKSMQCITzDHv6xrG3fxyJWATXmc7oz7ac9LQtVarYecpwVK9aNAOANTNqr8fMqMNmpmypQ7iDKem5hTvMTJmjR6zH7A8byVr9RiOZEDVFM+syZqopZng5oj/pYKSMkQfATVpEuLJMEsIdUYE0NYCTQUy+RSQycc7PEExCLVsm2hEkhGL1lLHyRUakg7ObjBSn8yU+W8wpDsIyZaddwiDefYlLzGvOi5SxeWdsKPVVpkJoUDnvf282CNkNS7oQi2jYfGzEs7+NQCAQzgWIlBEIBMIUwP6Bcbz5Cxvwxs8+FVpW9cTufgDArRf34PdfuxiA0TfmhWNDWRTKVaQSUSw1Mw+X8B4xt3AHI12LZzpImammeEwgZSPZEoplb+GOzlQC0YhmzB3L2OeO+Uvcm6VzZtliphiupsiGQbOSx0QsEkhsnCTMSXC8IJYXNqR8UWB6UQnW5/wMsplBVkoaNDLAKfTB/u9XQsrO5bBJuFm5Y1sy5up9Y9fIUKbIrxtAKHd0lMCyUsajXsIgAwYpu3iW0YO2ck4bohENY7kSTo8XXPYA8MwBowftva9fiptMyf11uwc8bRk2HR7CLf/8JO744gbP4yAQCITJApEyAoFAOMfQdR0fenAHDp6ewLGhLD7wk+082+AFJmbw+ot7uHO5q3cMY1n3nKbDZlnjsp4WTlYuMQU8mLiCCCZZP89RejbPlDfvFwYFMyn0mS0JF7mJRDQu3MHIgDV3TG4YNJs7JiPcwYhfUwjJcgppxCV6uMSSxUaUL4prypA+t9CH/2eIRyOImWsOcaEVCVJWYCWkwcSYCYAwwj0SkFnrTMV5eeZpoa/M6kHzVvDscwynBoCD5oDqi01hkEQswoeXe5Xynk7ncfhMBpoG3Lh0Jl63ohsAsPnYsOfnAoBiuYr3/2QbTo3msH9gAn/3i52+tgQCgVAviJQRCARCg1CuVFENIFcMr5wcs/XCHB/O4hlTWc6JalXnPWJXL5yB2e1NWDwzBV2H5+yxI7wcsZX/bnEXc3ZzNilzwOr3me3sBzJ7xERneiTjP8MKsCTuGSkLE/qwhkHLEQIAaI4bf2OkIBnSI+bs2YpJ9HDZygsbQcoiauWRTgKcCFFsZNky1tMXlFlz9pQxYuzXh2Zlysy5ZgHXhKZpmNVmljAK2axTIcIg/Q5SNpIp8vdZPsvK6DJBGtYXKYJlny+Z046OVJz3oG097l/u+MTuflv/2wuHhnBgwF3y60S1qgcGVQgEAsELRMoIBAKhAXhy7wCu+ae1eP2/POVZJiji0V1GOeI9V87FH9xklCOu3eNdVnVkKIPxfBlN8QjPeK2aY5YjevSIeQ137mlLIhmLoKpbWQrAFGlIe/eIcWc67VZT9CtHZOp5bMhxmMS9NQza2VMWXr7IM2UhaoquTJmEBL2YvWpA9aJtTZnyRScJCxtobZGykvlvf3tn+WIYMWbZTWcPmq8wCMusCT2ALBPmzJTN5sIgdlLGSFx3axIpIevH+iC9+sT29RvZM9ZPecX8DkQ0I2BwxqfckZU2/vmty/GmSwx1x8fMe9UPr5wcxQ2fXo+rP/kEXghRgiQQCAQRRMoIBAJhkpEtlvHhh15BOl/GqdEc/vbnwWVPG03J+jevmoXXX9Rj/O7QkKctKzm8aFYbVwW8hA139iB/TCRBFO7QNI33iB0XesQGMwWUqzoimqWeyMCU88QMBxvu7Kem2NFsJ2Xs/zKZsmpVR6ZoqC8GCn3E7eqLYXPHnP1YMQmWpSmWF6rCRvok1ndm98IzZcbfRyQyZay0MVMoo1rVLVLmkynzHzYdotYolNoOmQqd7mvOCASk82XkzGsBEOeg2QMHSwN60A6Yw6kvnm1k05riUX4PsFJIEbquY9MRo7Tx9Su6cZtJytjvvKDrOj744A4MThSQzpfxoYdesfXOEQgEQhCIlBEIBIIE8qUKfr71ZOhwWgBYu3sAgxNFXma248SoZ2khABTKFezuNcjUtYu6cMPSLgCGCuLQhDuCf3jQ6hFjYH01Xr00flmIhV1MTdHKlLEyse7WpCuDJJYvsnKv0UxwpsxJysJK4VjWpVCuYjRnOe1tAZL4VqaMZYHCyhcdpEwqU2b93GhJfJn1XZ8hhMix74Sdh6BMGevRK5SrGC9YQ5v9MmXsXDLyxklZq1/2lM2iM+wqVZ2fa+d11N4U43L/Mj1o81nfY9rdg8aDGbOtMt4Vs4yfD3rcNydHcugbyyMe1XD1ok6ucrrt+IhvaeLmY6PYb75PIhrBqdGc75B2ERsPD+HnW0+iUK6E2hIIhAsXRMoIBAIhBLqu48//awvu/+8d+O2vvIAnXg0uYVqzsw8A8KdvWIa7LpsDAFi/x9s5e7U3jWKlipktCSzsakZHcxyLTSnwfV6S9WyOmNAjtsiDYLHjZkTLOUeMD/IVHFhWmuhUUgSs8sV8yXLWQ3vEnKQspBxRdPzZcUU0ORIxIlu+GHOWL8r0lKllslQR1dTKI50kLCx71+wsXwzIJjKSC1i9gPGo5js6gM2QY5myMIVNVrrKjmUkWwRr6XKWtWqaJpQwWgGKXt9yR+8etGpV5yWNF5lqjQCw3OxBO+SRKdttZp1XzmlDcyKKi2e3oSURRaZY8Z0J+OQ+ow/03qvn411mGfLjIc+KX20/hbd/fSPu/+8duP+/dwTaEgiECxtEyggEwrTFRKHs2+QvYuPhYTy1zxLe+JfH9/m+Ttd1vHzUyKbddsks3HKRofL2ok854n6TeF02v4NnTFivmFePmKimyMCyXoMTBWSLVnZjNFtCwSyfYuWHDFbmy90j5lV61pyIWs59hvWIlUx7ufLFsP6kaMRy/hkhaEnGbJkkJ7j6okRpHuAh9KGsvhhqrgxbT5lU+aJ1zIloJPD7AdTKF0XCxiX0A84BO5fs3IZlQ2ek7HPNGJmekYp7Zi1ZMEAMHpzyyZSxwMNQpmjLOg1mCihWqoho9uAEI2WHvcodHZL70YiGFWZG2qvcEQC/729Z0Y1bV/aYv/Mvd6xWdXzuiX3834+80odXTo762ouvmxCymAQC4cIAkTICgTAt8c+P7sUVH38cb/2P53gplR9+tf0UAOAtV85FUzyCg6cnsOuUt3jHsaEshjNFJKIRXDavHTctM8oRt53wLns67CHEsdIU7tjX736PkyOGQ7pEmCPW0RznBEjMlrHSxZktCZeMOiNposgBlzP3EeJgwh2jOfvcMb9MmZOUZQqsRyxcuGMoY5KyAPl2w974O+vdcX5OJ5z9VzLqi3ahj6lQvmjZyBw/I2GMoAdlEyMCMWYlgzJzzSYkhUGcmTKu1uiXWWth9tY9etpHjGZGKs5LhkVBGjacenZ7k434MVLnJbl/wCReK8RyR5PEeY2SKFSAXWYZ8o3LunDVwhmIaMb96ByWzbDpyDBODOfQ1hTDHZfOBgD8cluvpy3D0EQBd/7rM7j8Y4/j39cfCLQlEAjnF4iUEQiEaYetx0fw1Q2HoOvArlNp/FuAc6PrOtbvNUoP3379Ii7E8ZyPshqTq798fjuSsSiWdreiKR5BvlS1iWowsMzXciHztbTbLcIBAKVKFWfMPrM5jnLEhV2Gg3lCeA1XUuzwL0c8I0rcc+GOYJLFS88Uesp0XefDoKWEOzLh/U+AWx4+zF7TNBupkStfFH9usNCHxPqivYxQiTMzFpZNZNlHK1Pm39PnypQV5CT0GaGvSRjE5zWapvFMmEi0+szMmrOEd64pFNI3mnNlvkVBHYagHrSBnNEfN7MlgQWdKbQ1xXmv5yvCuAsRLxwyniFvXjUbv33tAgAI7UH7l8f2ccL4xXX7PUucCQTC+QkiZQQC4YLAPz+6F5f942P44IM7QmcE/fSlEwCsOVo/23IS+ZJ3k/3JkRzOjBcQi2i4bkknblpmDGt+8bBPOaJZ9rTKlN6ORjTunO3ziLDzHrGe8B6x0+MF6LpBJJyS47MZyRLEQfp9MgqAd/niqKTE/ahLTTG4fDGdKyFbrPDeIRnhDj53LExNMeokZcH2gF0oQ6p88WxK4kvsyuLxO0mpF9zENfg7YmWqjDClEv72rYLQR7Wq84yZH5HrcIxJCCNlznJHwAoGzPQQE+F9ZRLljvM6jH9nihU+hoHhxIgR3GD9nYBFyg57kLL+nHESRSERdt97kTgA2HTYKG28cWkXbjQFfo4MZjDoIfADGGMH/meHkUnraklA14Efv3Tc05ahXKniL3+8DVd87HH82zrKrBEIUxlEyggEwpRFRrJv4ul9p/HVDYeQKVbw0JaTeHDzCV/balXH47uN5vt/e/tVmNWWRDpfxlYfVUU2dPayee1oikdx3RJDhW3nSe+hs4xkLRdI1krTOXOWPVWrOnf+lnS7e8Scw52ZgMHs9iaX4ASTE7fNEQtweJn94ESBfw5m75cpm9Fs/H7MdJAnzHJEf2U+SwSCZVDChTtitmOZ7EwZYCc1qkIfjZDEtw+Plugps2XKJD6v45jDSFkTJ8YGcWoOsBfPfaZY5iIwftcE+z27t8MGkDvLHYPUGgGg2yRq4hw0Vr7oJGXNiSgPKPSNWQGQ8XyJC5eIr1nQ2WyuZw+WAEB/1viOGREDhMyaRw9auVLFdrN/7PqlXZiRSuAi097vWbTx8DBypQqWzEzhX377SgDAE6/2B/bFfu/FY/j1jl6MF8r44rr92BzQ4yYiV6xI9dsSCITJA5EyAoEw5VAsV/EH334Jl33scXzowR2hzsEPN9mjxd9/8Ziv7cEzExjNltAcj+LGpV24eXlw5mvXKaP06KqFMwAYTldEMxxWr6GzXpL1jHAxAsYwmCmgVDHmgs0WZjT1tCbRFDeGO58acUvWB2e+hHLEAIeXObSlio6sOQOKOb5+PWXO8sWJgvF/Pwe8xXTuc6WKTXkxiHiwTBl7j6SixH1YZs35GilJfE2NNKlClfSJxxyPqUvohxFXS60xnBgnYxFObMfz5VChD9YjyAh92hw6za4tJzodEvqjAWqNov2wQMoGxq1ghhMsW9Y3KpQ7mvdZe1PMdm0zgjaSLdnmpgFG+SIATqwAi5Qd8CBlx4ezKJaraIpHsNTsD71iQQcAb9VVANhkPqNuXtGNW1Z0IxbR0DuW55lAJ3Rdxw832p+FQc9GwAgU/eWPt2HVPz6GP/3BFpQrNGeNQDhbIFJGIBDOCk6OZLF294BvmaCI7794FM/sN9QOH9xyMlBWOlMoY4OpjPiTP3ktIpohZ+2UxWZgUejXLOxALBrBa81yxM1HvaPTh8zM10VmBLwpHuUka6/DeapUdRwdMojXcq9yxBG788SOcVabXYDA6I1xz1xi0XyvHrEe0+H0UlP0EuJoikd4lollHoYVyhfLlSryJcNh8xPuYAQrUyjzzIgfgeOviTvLF9UyZTLlfOKaMj1ZquqIqlCVxLf1xMlkyhTLF7mipUlsgoixpmn8/I/lSsiVgrOnVg+anCInu+ZY1o4dU0ezt1ojC0B4ljt6BCfYvSSqO/rNQWtvivFAQ++Y/V4eyhvnZJEgwMOeAUc8yhe5kMisVp4pDepZAywlxxuXdqE5EcVl84wSab/ZiQdPT+DwYAbJWAT/9Z4bAQDr9wwEDrT+5fZT+LVZIvnE7gH89+aTvrYMuWIFa3cPeGYQCQSCPIiUEQiEhuPAwDju+OIzuO/7m/EH334psOdL13XeJ8Gi585MmIjtJ0ZRrFQxf0YzXrtsJq5YMAOAvxDHDrNk6JpFRhnipaZjs29g3Kcc0Z35WukjjT2QzqNYriIe1fggW0AY1OwgZSwi70my2tzqiKxfjIl02Oxb3fZBkvWapmFGs13ZLqynrEMoJcsImQI/4Q6WFSmUq7yHKEh5EXATgjAC4SRhzqyQF2I2oY+p1VOmLPQhUX7pVJwMI7pNCnPNAItID01YRMh3Fp2ZQcuXqihXqrxM0E/hkZXSjjqEQbwIFuCdKQsq42W/GxLs2X0530HKNE3D3BnuzBoAjJovnz/Dujfnm+WOaaF8l4E9O1YIwZsgdcdKVedBoCvNZ9zVi1gptbeQyKYjBom7dnEnbl4+EzNScWSKFd9B9gDwo032Z+9PXg7uWStVqvg/39iI+76/GXf96zM46jFegEAgyIFIGYFAUEa+VMHH/+dVvOtbm3wdAhH/8vg+XiL30pFhrN3tn/k6eHoCh85kkIhF8IP33ADAaIgX52+JYJmvaxYbDsprmQT9ce/oMXN4LjGFOC6aZZQjDmeKNpEMACiUK1wB0TvzZS9H7PPp+VpoOmcD6QJKQpDab7AzIPSIeUjWewkciD1iDMMZ/0wZIKgjZu3CHR0+5YusR2yiUOJOZiIa8S0ZTAlkjR1XS4BoBOAuXwwlZQ7C4eyf8oIqqYkqStarQrxWZDJxYnZMhlQ6++bCXuPMVoaVO7JzxM5xMhbxzViKBD5TrIRmypxjFcKEQbwyZUGvYfeSSCiZWqNXsIRlz3ptPWhl5CrGd8wy3OwztZtks8+RRWIDqFcI5Y4sG3/ozASqjsDVyZEsCuUqErEIf/6w/jWv8kjAeNYCwA1LuxCJaLjOfEb6ZdaGM0VsNv/24/uMqoNXTo75Vh0AwP9s7+WKs+l8Gf+6br+vLcOWYyN417c24VMP77b1zBII0x1EyggEAgAj4/TM/jNSzd3/vv4AvvvCUTx7YBDv/f7Lrv4KESOZIp4yJeXZLJ6HtviXxLABrNct7sQV8zswf0YzipUq/70T20yH4JpFMwAAl80z+jJ293nPETvkkKBvTkT5zC9nL8eJ4SyqukEkZgk9Xwu4OqKdlPmRrK6WBM9OpIWRaEGZMs8esay/2iHrrxkTpMNHA4ZBi+uM5koolCsoVYxz7196xsoRK7wcMUjePhGNcJLBnF7p0rkayxdVe8TU1Rcb21Mms37MNqdMTdjE699OsHJFRoRChUHiTgl9/2xoMhblJDFTCO9Bs4RBjGeMdQ8Ek7Jhc6SCruucoHmSMm5vBTNY1oyps4qYy9QdBaLSL/SgOTOEjMQ5+75YryjLogNG8CaiGZllZ4CIBZOW97Tye+ri2Syz5t2Dxp6BLKPG/u8n0c/KI1fMasWl89px+XzjWbrpiHe/LQA8uMUQVXrzKuPZ/tir/YGDrcdyJfzJ9zfj2QOD+OZzR/C1DYd8bRmqVR0b9p+RGqxNIJzPIFJGIFygKJQrgb0DIn6+9STe9p/P4w++/RI+8+jeQNt8qYIfCM3iA+kCfv2K/8DTZw6cQbmq45I5bfj/3nwRAOCFQ0O+EVIWxb12cSc0TeNS0duPj3raMwn6S83MF/v/3r5xV5nkcKbInbqlgtohk712zgVjqm0Lu1I2gQc/yXqr58td9sQyWWmLM/Ghsl4CBNYcMXemzGvQLssojBfK/LsdCRXuMNUUcyXu9AL+2SymjJgplm3CHX7QNI2TLCvrIlcKV5QYdAy4SZuMmqKYjVJVX5TgcMqwlS+qCn3IZNZcpCz4NSz7KDNsWvw7I9LNIdnQFmG2mZUp875GmW2xUkWhXMG4KQzS3ux93XU5SJZxP+i2v9ntjftyyKPc0SsjzX4nlkf2mffxPI/gitfcNPHfYmYtFo3wZ4GzP4tlw0QhETZDrXcs71KqLZarvJSQvWZlSGbtZSGzBoA/e1nGzYlcscJ7cf/hLauwsKsZ+VIVLwWQuF9tP2X7rr/7wtFQMZGP//pV/OG3X8L/+o/n8ejOvkBbhlKlKtW/TCBMJRApIxAuQDyz/wyu+6d1uOHT63j00w+lShWfXrOH//ubzx62yUM7sWH/GYwXypjb0YS/vv1iAAjcKFl54U3LZ2LVnHZ0tSSQLVaww8xwOeHX87XHI/OVL1V4BHq56Xgs7W5BIhpBrlRxOTasP2xeRxMnGIA/yer3yWSxcsSTI96Zsjnt7gg7y3yli5ZDPBwQwffqKRsJEO4Q1evSphDHWIB0uLGO1SPGMhZN8Yhv9kWUM7fmUQX3iLXUKXEfpqboypQply9KZMpEoY8Gly9KCX3YSKX6nLKwz+waMyDZUyZbctrqRcp81RqFcsdCeLljuzCGAbACGalE1PO4rEyZm5R53TczW91lwkEZ73m8B816tlSrOn/GzpvR5G3vIHF8dIYwN60jFeflkc5M3LGhDMpVHS2JKCeGFwvlkV59vSyzdpXZs8b6c72evYBRIl6u6pjb0YRFXSk+w5HNX/MCExH5u9WXYGZLAoMTRd775oUjgxmbYuSnHtnjKu104oWDg7j6k2tx46fX+xJKAmEqgkgZgXAe4MVDQ3jT557GO76x0VOGXUSxXMWHH3oF44UyRrMlfPihVwI3secODGJwooju1iSuW9yJqg78YtspX/uNpizz7ZfOxptWzQJgRFJ9M1/HrcxXJKLxMkMmNS+iVLGiu5fMNRwIlvnyKkc8MpiBrhtlQ8y5ikY0LOgyHJtjQ3bSdNIsGVokODaAKMTh3SPmLEdk0WyxJwawIubOTBlgZb7ETFlQ5muml4ocF+5w28eiEbQJKnjjwjBcP7lxLnGfK4ZmLACrtFAsXwwjZS4lvzCSFbX/PZTERdUIB+AgZYokruGS+BLrRxR74lw9ZSGfOeGwly1flJHQBxzkPuQ6ikUjnPTJ2DNyly1WUK5UeVbGLzDh1VMW2IMWQOK8yh3neAyzZqMwNM2dJWfPGmdAiZG6uQ7xkfmdxrPrlENEiAuJzG7j1+yCzmY0xSMolquuqgDxNWwANsus7R+Y8CxrZyXl1y/pgqZpuGGpQcq2+vTz5ksV3n9252Vz8MaLewAY+5sffmaWut+0bCbammI4NZoLJHGlShV//eAOTBTKGMuV8KGHdgQKSwFGhcPvffVF3P6FDb7HTiCcDRApIxDOAdbvGcCdX3wGH3poJwLasQAYjsj7f7INhwczeOHQED7+61cD7TfsP4P+dB6pRBSJaARHBjO+M7gAYP3eAQDA6ivm4DevmgfAIGp+2CqUF66a045OU9Frd6+bNJUqVeztM8oL2ZyvVQEk6/hwFuWqjlQiyp2ZlXMMx+DESNZVjsIHNc9qtTnLi02SdWzYrgTGSNY8B2laYDo2J509YmmzHLHdbt+StKSxbeqI5uDm2R6Zsh6PTBkvL/RQR2x3zASrVnVBHdGHZAk9Ysx5bY5HpTJfmSJzdsMHBcuWLwKW2MdIhmVRJjdL45LEVyRlMhxLa/DwaFUhkYimRipVe8pUB3K7MmUh56xFMePK7MU5aH6ZNdsw60IltK+Sz0HLicGPcLVG78ya+75kmTVbuaNZFj27rcl1LpjiY++oX7ljk6e9K1NmPsuWCgGoSETDQvascwSgxnIlLirEqg6W9bQgHtUwUSjzgJYIVjp+hdl7xiT69/Z7K9luPzGKUkXHrLYkFnWl+DiSoJ61Zw4Y405+7/oFuN3sSX7W/J0XNuw7g76xPJriESRjERwbygaSPgD4u5/vxEtHh3Hg9AT+8kfbUCgHb8qZQhnf3R/BW//jBTzvo/JLINQCImUEgg9GhQxFGL7z/BFc/8A6/PV/7whVkzo9nsf/95Pt2Dcwjl/u6MPjp4Jvw8d29dsc/8d29dtm6jjx6C6jlPDt1y/C2642SBYT2vDClmOjAIxI5M0rugEYM7u86vHzpQpeNcnXdUsMRS8mrOFV4nJsyCJZzHlgma89fe7m9EOnLfl55gh3tSTQmoxB1+FyDFhma3GXPfO12BTucEaD+33mfM33KRmyypL8SdZp4VxwZ84jKj/Lo6dsJCCKz0oLWQliOl8CC/j6iRzMEMQ+WKYsiDQxkY5soSJFslLm37KFClfTDBL6AIBU3CxflOwpc5UvKpI4VTVFmcyUuGQjJPHFQ5DpKRP9eCm1Rlc2MSRT5joHweeMnSPZvkGWPR3KFFE2L2o/kgUIAjNCMKDN5zpNxCK8z3C8YN0HfkIibYJEf6lSRbWqB2akeWYtI5fB9pLcZ1mz2YE9aPZnHcucOWX6F3R6kzK/WWtMpt8vszanvYmXgMajltJjUGZthZlZW97TilhEw3i+7HqWAuAl69ctMfqFrzarJnb3pj2rOSYKZb7f3Lh0Ji+P3BgQZFy72wgy/p8bFuHeaxaYv/NX+z0+lMVT+yySd2o0hyf3+O+XAPCFdQexbSiCvQMTeN8Pt9rElbxQKFfwf3+0FTd+eh0f9xIGXddD1yVceCBSRpgW6B/LY83OvkBVKIZKVcd939+Mqz65Fn/0nZdCSdauU2P45MO7cWa8gJ9tPYnvvXA00P5nW07ZjuOFAY031Hthjdmv9VdvvhhXL5qBSlXHkwEkizVev3FlD153kVEe4jezazxfwr5+Y9O7ZnEnlnW3oDMVR7FS9ZyVc+jMBMpVHTNScd7UHtTzZSkdWpksJgF9dDDjiqayQc3Luq1mdk3TBMfAnvniaocOx4OVI550CXF4R5tntVvN/mKpS78gce8EF+KYcPd8dXo5Z6YzZyaMUKpUMW5eB56krNnqjSlXqjzS3pqM+cqNi+WIMpkvm+CCRMaiNWGJLjDBhbCsCHPYGblUVVMMK3d0Ew5FNUXF8sVGqC+K60scvi1zJ1NO6RobEJYpc5WQyvWUWWqNchL6w0LJYCrgPRhhk+lBAyyiNSFT7ij8fjxfRjpf4s8AL5XTmS1W5osRiZGADHa3R3kkC8Z0ezwnZpnPGrFnbaJQRtq8P53POtaT5iRZLNPmImU+mTX2bF3SbQ9wsSoCp9JsuVLF4UH7rLVELMLnOe73UIRkAiMrZ7eb72X0/2aKFc9M3Pbjo6hUdcyf0Yx5M5pxo1keufPUmO++zHqoX7eiG6+/yAgyBpU7Pvaqsb/esmIm/vSNywAAj+7yJ3HZYhk/22qV94/lSvjldv9yfwD4+obDeOSVPgykC/j7X+5yzbd0olCu4B3f2ITXfPIJ/OWPt4X20AFGIG7Nzj6bWi/h/AORMsKUQK5YkX6YVKs6vrbhEN73wy1SM7JOjmRx578+g/f9cCt+5ysvhCoy/WzLSR5te2rfGfz05ROB9j/cdAwit/jBxmOBsvIPm0qFn3rb5ZjVlkS2rPHZME5UqzpeMjeZN10yC28wSZZfycTp8TyOD2ehacDVi2bwmV37BsY953zt7R9HVTeEL2a3N0HTNF5e6EWyeLmgQLIuMcsL9/a7N2FmLw5eZpv8uFnzL+LUqLHxL3JlvsxyREePGIsmO0kWK310XlMsQj3XUb44syUBTTMIuVhmxKLbPW1BmTLDeTKkt/0j5jNMpcNs2fjemCMX0axSRRE24Y58mUf8/frDxL+NZUtSzisT4cgW5XrExLljTHI8NIvCRgFIyqsnFbM6qv1SgL3kT4ZkaZoaiVOFqiS+aqbP+R2GkbJ4zG4vO2yaXdNh1wTvQROIetD3yq7TCeE+COp9bFUod4xFIzxzN54v8Xu+NRnzDAiwUuNKVedBFXYveAZjPModeZ+bbGbNfM61NcVc9yd7ljmrJ/yERPwyZX4kbqHZn+vstz0xkkOpoqM5HrVl71iVgpPEAUJmzQzMxaMRXiq5t9+93+xzlEcu7GpGazKGUkXne4uIwYkCDg9moGnAdYu7uIrk3v5x117DwIRAbr14Fu9x23RkyHcPf3rfGWSKFXQndfzd3SsBWNUpXqhUdfxw03Hbv3+0KThb9r0XjvKWg1/v6MWagPUBo5zyt778PN73w61Y/W/P2qo3/LDl2Aj+/L+24NvPHZEagwMYVSFB428I9aNuUjY0ZKWRT5w4gX/8x3/Ehz70ITz77LP1Lk2YQni1dyw0usOQLZbxmUf34B9+ucu2Eflhb38aN//zetz46fX45rOHQ+1//PJxfObRvVizsx/v/s5Lvg9bhn9bd4Db7O0fD5yRBQA/edl4YDKnO+gBWq3qPKr2rT+8Dk1xo4Z9v0eWCTBK0Fgv1R2XzsYty41N48VD3pG8g2cmMJ4vI5WIYtXcNty03IgU+g3/3HHCIKkXzWpFe1Mcs9qa0N2ahK67Z3ABVrngCrOhGwju+XLO+AKMaCfgvQkztUMx89UszPxylxeyzJdD7ZBlvhyOhKV26J35GkjbRVH8VNJi0Qhv4GdETtd1S4gjSB3RjGin8+XACDsjTFmTG7MeqxmphGcJWiwa4Q6YIVkfPhfM6vmqcGe0JRFAyjxU8ILKF+NRaygwkxwPl6w3jteSV1crXwwjEM7vTlXoQ4Zj2TJZDcmUWT+r9pSpli9qWvhrnJm1sD49linLm5PRw7KnTTF79lRWrTFju079X8OHnOfDM2WGvfG3dK7Mgwd+wY9kLMqvUZYttsqW/TNrE4UyDwjyIfCSQiKDE/7BoW4PNUjAW3IfsDJlJ51CIozEOeytHjRH6bj57F7Y1Wwj1H72uq7z/YYJiQCWXP+RQTfJcpI4TdN4j7EXiWN9zcu6W9CRiqO7NckrOrwyd9Wqbs3FXNKJaxZ1IhGNYCBdcAUAGRiJW9Wp49aLjUzc1uOjvsHe7SdG0J/Oo70phi+/8xoAwGO7+nyJkK7r+MlLRiCY7ZNhJY//tfEYDpvf3+BEEV9+Onj22+BEAX/83Zfx6K5+fPLh3YHCXgxfWn8AN3x6Pd7w2af4vh6E0+N5/P0vd+Kzj++VHk1wYGDcV+lzuqBmUrZz504sWbIEs2bNwiWXXILt27fj+uuvxxe/+EV8/etfx2233YZf/vKXk3io5y/29qfxH08ewMHT3gMendjXP46fH43guYPBzakMW4+P4D3ffRn/vv6AVJr7iVf7cd2n1uFt//m8VETlm88exj3//hxu/+IGLmcbhE/8z258bcNh/GDjMfx/P9kWav+xX72KkWwJug7886N7XapTInRdx9c2WMRtKFPEz7f6k6x8qcJJ052XGU3CPwuwP53OY+vxUWga8F/vuRGaZpATvx6u/afHMZotIZWI4o0X9+D6JQbJeuGQdyZr+/FR6LqRCZrV3sQzWX6Zsm2mEtRrFsxALBrhjdR9Y3nPnjdGmi6Z085/t8pUMfTs4fIgWWyTPDrk3iQPCZkyBpbV6kvnXQ3SzDFgfQ/O1zhJmZ8Qx2ye+ZJzPGabpYUD6Tzf/CpVHUOm4zLLM/Nlnws2XijzfheZni/maLUkop4RdmafNb8iS94+PPM1mi3yqHxgz1fCcl5lMl8tXE2xzOeUBWXWALdDrSpZr1q+GDZTyzn8WaqnLKJGamxzxBrSU6Yo9CF8ZBmOKJKyuMSgNec5CvtOncQ8lKibf7ck9EPUGsVyRNYjJpMpkyhfBEQZfWteX7C9lYkDRMEe93OivTnGM7OMaA0HlTmbvxvNlqx5gwEqrd0ePW75UoW/l/NZyjJh/c7+2VHvgJhf+aJVpeDd4+bMrA1OGM+wiAYsmWntN36ZOADcZ1ohzGZjpMyrvN6a5WYFGS/hcyvdzv6JkSzGciUkYhFcPr8DTfEoX9+PHLDyyOVtOpbMTGFWWxLFctV3xAsrnbx5eTduXdmDWERD71jes1wTMPbYw4MZJGMRfPePbgAAbDw8HNh6wXwa5uP8cvupwNlvP335hC2Y/fVnDgdmyw6fmcAX1+0HYOyPn3pkj68tYPhp7/uvrfivjcfxn08dwj+HzD4FgAc3n8DtX3wGd//bs/jhpmOh9qdGc3jLl57FDQ+sw4b9/sIvDOVKFZ9/Yh/e+73NnsrPXli/ZwCfeXQfBvxdUht29xq+/iEJ0uqHmknZhz/8YVxxxRXYsGEDbr31VrzlLW/B6tWrMTY2hpGREfzpn/4p/vmf/7nmA7tQcGI4i9/+8gv43BP78Vv/+UIg4QCMCMbvf3szNvRF8Mff34Itx4JnbIxkinjPd1/G+r2n8YW1+/H9F48G2o9mi/jrB3dgcKKA7SdG8YmHd4eu/y+P7wMA6DrwyYd3B/ZYnR7P48EtVrnfswcGA2+AY0MZbDoyjIhmPJzLVZ1L4Hphx8kxHB/OIpWI4m/uugQA8PAr/qn9l48aD7O5HU34+P+6zFjjxKhvdo2Ro0vmtGPlnDZcbopY+JEs1r919SKDNLFMFvu9E9vMAchMFv5yplY1MO5JqNnGw7JXbU1xvol5ZrJOWz1cDKy88IBHUCCIZHk1drPfLRY21ZktCTTHo9B1d0mMX3lhGClzZrIYiRLJcalS5VkqpyPBMmWFcpX3YqRzwUIZvBzRJGXMEWqOe883miGUCgLBjhbgzpSNhUTkjeO01BRlSJan1HhQ+SIT7ihWkC0Z9kG9PYBVmibbP+R08MNK21w9YiEkwkmSZEhHPWqHaAAps2e+VO3VJPFlSKtqttJJzEMl9GPsGlITBsmJZbZBwiCcNJVCyxcBIVOWL2OiUAq1ZyQunSshX7JEb7wyZZqm8ecNI6HDASRrRirBiTYL3ASVO7JMmUjiWNYsEY24hmyzTNyQI7PWO+ZdvsjKH50kzip39K5qcM58ZL7PrLYm2/W1sNPbHrD2J5GULZYRHvEgcfs8MmXMfll3C7/Gg8rxC+UK//3SNh2apuE1pqqw134MWAO5r1/ahVQixu39+twY6btq4QxcOq8dC7uaUanqvvNG+8Zy2D8wgYgGfObeK9HRHMdotoRdHmrIDP+z3Qiu//09q5CIRrC3fzyQSDy05SSqutVG8NS+067rQcTmYyO2QPOPXjoeKFqSL1XwT4Iv+pk1e13D0J34+1/sxK5TaZweL+D+n24Ptf/Gs0fwpScPYt2eAfzRd18O1Rd4/uAg3vO9zfj2C8fwpVejoRVZx4Yy+O2vMF//+UAxtiDUTMpefvllPPDAA3jd616Hz33uc+jt7cX73vc+RCIRRCIR/OVf/iX27g1nxxc6vvbMIWTMB/Z4oYxvPnsk0P4HLx7jdfa6Dnz5qeA09M+2nuRROgD41vNHArNlv97Ra5tf9Niu/sBerod39qFYruKiWa3obk3izHgBG/b5RyUeeaUPVd0gKfdcOddYI4A0sd6tm5d34//eugIA8HRA1INJ277+om68xVx/x4lR3xuMkaMbl3ZhbkczlvW0oKoDm3zUm1hZ4HWLO/nrAItMOcFmrlxrDjq+PECJELCIERPHWNrdgqimI1PwbnTmmaxZFgliWbD9XuWIHvaLeI2/e302E2xZtxi5tEQynNdSv0efgijEcUL4DLquW5ksx0bPSNSA8GAXo7t+c8HEzO5wpghdN5xSp3PTFI/yaDZ7ODIHp81HKIM13TMyFtQfBojy84a9JVcfrIxYqmrIl+R6uLhggWQZVoqr1MmpKbISsIlCGYWSXHlhUrH0zEnKmiY5U6Zpmq1HLMwecA5rViNlWgNYmRbwr7DjkcusqQ2bdkvoq/X1yQp98GsoTCzG/Hu+XOECNqmE/2vaxJ6yELVGwCp3HM+XhJ618PtyPG+VO2rQAwZaWyQRQGBZtPg8Y8/DoExZR3OcE3OeiRPWdwrBdJvBp0yxYusP8itftMoji7ZsSlimzCm5z+39SJzDPlMo88+xWJD1t0rZ3aTMqzxyqbm3eZUjBpE4r/LII4MZVKo62ppi6DBPBSNxXu0BgCFKAhgjZADgygWGj+CVuQMsUsb64V67lAV6vUkZ83FWzW1HV0uC+yx+YwCGM0VOUH/7mgW4fmlnoD0ArNtj+Gl/fcdKXLNoBnQdeHqfv9jYr0zhk9+5dgEumdOGYrmKxwMUMJ/YPYB0voz5M5qxeGYKE4VyoNjKyRG7YuZQpsgF0bxQrlTx7ect3/vMeIETUz986ckD/Ofxkob/Dml7+eqGQ8iZZZrpfBnffi7Y1/dDzaRseHgYc+bMAQC0traipaUFXV1d/O+dnZ0YH5cr17tQUapUOSH5o1uWAAD+Z8epQNLELuY7FxgO0tP7zwRKs/+PWU740dWr0JqM4cRwDq8EZKYeMS/cv79nFV6zoAOVqo6n9/qToCfNm/F3rl2Auy83zvczATNC2I1912Vz8GZzsLBflgkQlJIu6sYtphx7EMlimcPrl3RhYVeKZ9f8eqy2CDO1AOD6xcY1utPnO3rl5CgAcKney+b7i14A1kOdlUiwjNaRoYxnQ6wzMxWPRjDH3NO8InlemSy2yRz3IFmHOclyZ76c5Se6rnMFrvlCeeHcjibEIhqKlSoGxu2ZKZZFcmayeAmK8B7pfJlHkJ09Xz2t9n4swCJPTfGIK3s0S8hiMcdAnA3kJRLAnA+mehakjAgIc8Ec5Yh+5YVMuMOKfpcC7VuTMe48jdWT+ZK0z0g4o1amzOp3CSsvtEhZWc7eQdrCMmWuYdASma+YLRMkYW9TXww1lyoRrAe2RJxUj5v1s6owiAxpdY0ZCPmS4oqz5dg1I1u+yModJ/Jlnu0Oeg8WnMgKwQn5TJmMvUniCiVeVtwU9VfCbHOUO4Zl1bk4yIQ9U8YUXEVEIhrPfrHS66Dh12JQimXUSpUqPxfO0m5WQVCsWFUHgL+SLXvWj2RLKAqqwjyz5kPiTo3kPElfWzLGv29AyKx5BDFZyf1SMcjo0+MGeJMyJjwSROKW97Tw+5QFSfd4kLLRbJH3A15sEsWgTBwAvHrK8DXYXM/L5zMS523PfBzWOsHI3PYT3j4RI3cXzWpFZ0uCk76Nh71J32i2yHvkb1k+E68z/bSgsQTMD7zzsjl48yqjpHJjAOl72lST/l9XzcNvXjUfAPBMQHD+MZOw3bRsJu6//WIAVoDfC5uODOPMeAFdLQl86E5DnIUJrnmhbyzHv48/f+NSAMCvd/iTxEK54vL1f7n9lLSAioi6hD6cDyAZad7phF2nxjCaLWFGKo6/uesSpBJRDE4UPZ1vwKiRPTqURTSi4TfmVbGsuwWVqu6b5h7Pl3hp4FtfM4+XzvlFPIrlKs/43LqyB28wlYb8BgtXBbJz0/KZuGWFsf4LPuvrumV/3ZIu3LSsm38PLELoa7+4Ewu7Upg/wyBZXiWPuq5jq3n8VtRpBgB4Di4GrJKCqxYa9lZ/VTDJYtGyVbwe3T0MU2xcZg/1nrYkZrYkoOtwCaNUqzpvkBVJVk+Tsa6zHCNfqvDooWi/0NzEnPaZQplvrIvEyKJgL36G0WyJiy+Iku+xaISTtOPCxnRmvABdN5y67hb7xj3Lo+eLlTfMSMXR7Ihqc3tBiIM5CD1tSdezhJUjZosV7gRZPVkhQ2GzLHrs3/fBjhOwovdBjg1gZcqYPbvG/coRNU3jEfOxnOXMBWa+WI+YKNwhay/Tg2bOECtVLCW58MyX8fd0Xi5T5iRZqj1lMuV2ImlQzZTJCHc0nJQpZt/sPWjh9mKJowzJVZXQd/49tHzRqb4oWe44KpQQBc2vY8IjhVLFmtcXIHjTZuspM+/LQHu3umPQuD4W8EnzTJn5LPIJ4LjsA+YfAtaA6qGMPQDl9ezSNI1XBTjtvZRgm+JR/owSxUT6fModO5rjPOgxlBHtvUvZ2esL5aqtL67Xp8eNBQDPjBdsAhLFslXOLh4Tsz814q78YOIiy2z7qxXEdO75IiljYFUpxzx6sJn9/BnN/NnMSJxXJq5cqfJjutgU3wojccyXYRk45rP4Ze62CbPiAGMUDmCIuXmB+WjLelowszWJG81ZcX598MOZIg8mX7e4kw8IDyJxL5vB9puWzcTNzI897K+AyYL5b1zZYxt74JfwYO9968U9vO9uyzHvWayA5UO/ZuEM/MFrFwEwSLefcN0rJ8cwni+juzWBv7nrEiRjhlhMLb1ldZGyd7/73bj33ntx7733Ip/P48/+7M/4v//4j/+4nqUvCIiEoyke5ZEMP9LEIhiXzm1DMgrctCzYftvxUVR146Ezp6OJX8x+F/+rvWMolKuYkYpjWXcrv1le8iF9B05PIJ0vozkexaq57fz4D56e8CRZx4ezGMoUzabZdszpaMKc9iZUfZT/+sbyGJwoIhbReDQoSI59cKKI4UwRmmbZsUHEXg+44UyR30TswbkqYHDxcKbIS9ZYpokPwyy4h2GeGS/wxmWxvGIJz2TZSdOp0RwK5SoS0YhN+GKmuec4M1n9Y3nouuFgdAsRUr/yDXZ8bUm7bPL8zmZoGpArVWybHrOf2ZJwOVFs4+wXygX7hJldzswUi66KQ67Za51ZMsCtXAhYjoqX45FKxHi5EoseB9kDVs8Xz3wFzBIS7Vnt+0hYOaLDXmbOlzU/qSKoKYaXF8oKd7TyYdBWljKozEt0bNOyPWLm34tcTVGtpyxMyU/VHlAnHWKmTCaY2IiSRdv6istHFXvKbN+PBGl1Zr7CiK6LeIeWLzqvIUkSZ95rmhZM7hkpy5XkMmVM8CZXsoI+Mj1l43nrvmwK+AgiiatUdX5MfgEcMXMHCFUBvv2qTD3SnrX3s2dVBIOOzJqfEizbfwaF5zvrSWPljQyRiMYHbA+Oe5EsO4mLRyP8mWwnfd7lkR3Ncf4MFLNfhqiTcS2KqpZz2psQ9aj8MN7D+Lco6c/25kyxwq83hiNe5f4miRvNllx+ESdxQiaOjYcZnCi6+qBOjORQrFTRFI/wY2Ik7tRoztPvYo4/CwwzEndsOOvZZ3XATAqwdcPsdzkyd8znOjnifTwsQ7fCzMRdZVYd9Y7lPUnNQDqPE8M5RDSjQumqhTMQj2o4M17gfY4idF3nJZvXL+nEFfM70JIwer72+4jpMRJ3/dIuLO9pRU9bEoVyFa/4jFR6WWh76W5NYk6zQfZeOuLnuzNfvwtN8ShPGvglMIJQMyn7gz/4A8yaNQsdHR3o6OjA7//+72PevHn837NmzcIf/MEf1Lr8BQExawRY2Z1dIRGJa82L+OqFBlHxywJtPW5dCABCG07ZBXjNok5EIhrvfzo1muMROREscnLF/A7EoxHMbE1itpmx8JKXZcTr4tmtPJrOM1MB/U+LZ6b4phuUyWL2Czvd9l6pfZaVEqNULPp0ajTnipIcEuxZZicejfCom5M0HWTH05WyNbov9FGfYhvI/M5mW4lVV1L3XL9XqMEXHUdRJEOMJPnJySdjUa5GKApx+NX4A8Jg5PHwSCcgkCzBnkmmOzdtY30P+5CSHp75Yo4Ht/chWaY9I1dBfRmAO/PFNmS/ckTmUI0XjOHOE8Vw0tQiqCPKkDhuXyxjQkIdkV3novx2kMMrOrZpyayFS7hDcng0QxgpcGfK1EiWTKZMldRMtSIQW4+bTPmi8BllSG7M8Z2EnQN3D5qiMEjoHDSn4mck8HOzazhfsvqmUgGZr2ZBSEQluJLO28sXfe2TQiZOmBfpdy+LQiKARZq8JPQBYT4htzeeq17CI+I6LJMVVhUg9pUBhpItew4HjQsRSRbrXfcK0vH1x91BQ6eQiKZpvHLCvj9ZIlHitRGLRvgaYl91parzwKH4Hk3xKD9+5x7OxEpEEteSjPHvwNm37UXi2prifE9xrm8Jj7TywGdHKs5Jq3N9sTySVdPMbE2iu9Wo1vHK1DhLNg17c2yOlxiKuQbznTpbEvwcevmBrNSRkbfWZIz7LJ5jDExfb3lPK9qa4miKR/ln8eq7OzmSw1CmiHjUCObHohHeo+/lB1aqOh8VdN3iTmiaxgnmbh9ffKuj7WVpm+FnMYLqhOXrd/L3MezlVB5F1EzKvvvd7+I73/lO6H/TGYykXOHKAnmzeWbPZM+5NGt/2jONy+Rf2cW/cnYbNM14UDlnlgDu0ryOVJzP8PCcYXXG3TRrzbDy739aISr/BcjRHvRQCmTH5jXny0u+nWW0jg1n/EsNhCjVjJQYZbM/EPlMLWF9AJ4iFoBFcJyDjv2VBb1JTTfLlI24M2Ve9qy0MFus2EReGImb44gsAgjexNrd9l4ki/3MCJvNnvWICZHIoGgtW1/s+QgjTWwjYyRrNMSRYBvZqKQ6Iu8RM4U7wnq4xCj3WK4kVV7YYhPikCBZtp6yksT6lpoimxkVlFHQNI2TINHhDYKT5IVlylR7xNxzx9RIh5TEveKcskZDlfSJX6GqWqPq9wm4SZoTTiIcZu8k6rIls7LiMlamrCoEJwIyax7qjm0yPWVC+WJT1L9/RMx8sfXjUc03oOHsQWOf22vIPCCQuLw9U9bV4g6IAVbAyhrnEVx14CRZYzljhI2xlvuYulu9gnThMx9Fv6U/YH/q9uhJDgoaeg3YPjNeQKWqIxrRXHsaD6y6FCS992S/QGyvz0gYP8VJVgK51OGD+ImhMB9nXkeTbV9Y5DPXs1CucL9E7KNbYVYSHQ2YFeflp+3r9yd9XgrQnmN5PMRZLgkYS8BI4tLuFn7/WH19bvtTIznkShUkYhFeproqoCS0VKlyX5NVcM1L6aa9NynbN2D83unr+5WcBsH/qROA+++/X9r2C1/4Qi1vcd6jWK7imOPiZxfawdPjKFWqrmiiJerQghO9TKZVw3i+jJMjOX5jcntOOowbqiUZw+KuFI4OZbGvfxzdK+wPZM+bZW47esfy2Ns/zssTrfXdIhMrZ7fh6X1n+Hvbj9+9PvvZq2nWUgoU5W6Nz+KtrOQ+nnkzjNK8fMmoJxcfrkeG3FEqTdOwsCuFPX1pnBjOYYUwz+SU+cB1fs+sJt130LHjAb3AR1jDb6aWlSkzGp1ZlM+PNCVjUXSm4hjJlnjzqu14vMoFA4Q15nR4zexyb6pSg5S97D027VQihqZ4BPlSFSOZIlqTMU6apHvEQuy5nDwnccF9HM5MWVjZUywaQXM8ilypgkxBzpljpYTZYlmqfNEqR6wI85MCBA6E9dnMOBl1xGK5WoeaopyEPkP43DH732Uk7m3CHRIMR9W+0f3Squurqi9GFT+vc2/yUiu12StK6KsS+yY+18yU0A8bTh23SBYnZQGvYSQuW6qgUAqfU9YilAlPSGTKGJmySfRLqUEatuw92v0ya6wHLecIcPlUEbB1mH1Y1QErR2Qli4xgtTfFPM+1F2kKImVeJC5oYHYPz6xZ9pZEv0eQ0WPANg9imuWNIubNaMbW46Oc6AFGxoXtmXM7miDKPizoTGHHyTH3nj/qr1C585Tbnn2G+TPcJO4Vj/UZSVvS7SZxW4+PuuyPDWVR1Y0WB1HQZWFnChsx7CKJFaEPXiRxS2amsAHyYwlWzGrFE7sHAkmfGMy/OCg47+nH+itgMj9zWXcLP88sWeBVwXV8OItyVUdzPIq57U2oVMqY12L4aF6kMl+ylLO5ry/09VUkZgeLqImUbdtmHwi8ZcsWVCoVrFxpqJrs378f0WgU1157bS3LXxA4NmRKpwoX/4LOZu7EnRzJ2RSCxrIl/sBY2t2CEzA2wsUzW3Dw9ASODmVsZKFS1bnS3ooei1gs62nF0aEsjg1lccsK+zF5ZZpYL5Tz5gWsiIRImhb6EA7AOzPlF0ECrNS+14yswYkissWyreSErSH2byViEczraMap0RxODOdspKzfo16cHdOevrQ7k8UeoA5SY0nEO+w5qfGOgjmjVH6RPCaty/of2Ibc71O+ARjZKkbKWNTKb8YXYGXKRGENqyTGf9M77VVe6EFqrEhnkRPLMLXDGc0J9JfyGMuVsBDhjkSHI/MVnllj5Yt2kiUqednWb7avL1VemDRJWbEsJ0HPyxcrUlLdYjkik9ttlihHLJSrPFMmk4UYR1mBlKmpKaqWttWSKRPL65QzZTLli6EW9UF1fVWSFVPMJKpmylSFQdykTI5kyc7Ga06w+6CCvETfGgtm5IuC5H7Afdks9KCx+zhI6EPMlEn1rLEesXwJuq6HBnCcmTKW7e/weTa6hUdCRI24vV1kKbzc0dg/wsodnfaAUILpsR/wHjfBnldytLv3My/7Pp+sl/14rHLKoYkCylUdEQ3ocahgsj3aOZuqz6elwC/z5ecjLOhiYwb8Mnc+mTjH+qy6Z0FXyhYI8juegXQehXIVsYjGfbkge8Dd4yZr7xWcl11/qTn253igYqa7ry8wMzirBZGIhkoFXCGbtb2Iz5LDZzLQdSMIzK7txV0pJGIRFMpV9I7m0KHAtGoqX3zqqaf4f29961tx66234uTJk9i6dSu2bt2KEydO4LbbbsM999xTy/IXBHht8KxWfvEbWZrg/qQ57U02J9AvjX5qJIdiuYpELGKTM/dT5hvPl7iDLV78fnLp1arOL3Ax07Qo4OY66UGa2M14aiTnihh4RYU6UnG+gfmTGm9JXXeUypuk+H1mVl/ubERe4EOy/DJlsz1KBW32zp6vqBV59SovnB0glHHaVi5o9nAFRBbPTFj2QRsrJ3HC+iMB5Ygsi1WsVDl5CBPKcJIgRp78e8riNruRkJ4vZ2ZtXNKxGc+XUa3q3DkLJmVieaGE2qGHVHdwpkwsRzQl6wOcS7ZZGKQsvGwLsIgcuz1lJfH9/u2Eq7QtNFOmJjJhvEbssQo1t/eUTQX1RdXyRU38WYKEKmbW6u0pC+0bVFRrdF6jssOpmbCG8Rr/z8Aza6UKcmYwIyj4wTNrwn0cwLE8yx1l1SAL5SpKFeMz+PagmSTOmeX3y9pzkiWrNOvoWWNjRvye1axnjZG90HLHNlPSXxR+YvuBx/7hVe7I9huvvjuvTBwjULMDeqTtmTVrP3beD16VIraeNYfPwnwGMUgqvocvyfJpiXAP8PYpv+Sz6MJH2ojrOz8z94kc9mlhzp/Y1uF3/ABw1PQzl3r5mV5jfzzGBC0UyjWdCoxepI8dz1iu5NJT4KRPWL8lZokBsTFCXvbM149ENCxgWgQevnIQ6lJfBIDPf/7z+MxnPoPOzk7+u87OTnzqU5/C5z//+XqXn3QUCgVcddVV0DQN27dvt/3t+PHjeOtb34qWlhZ0d3fj/e9/P4pF/xlhQWCkaIlAUAD/CIYXoQH8IwzMfkFnsy2q6R+BMW72juY4dz6DjmcwU0CxUoWm2UnNQuFmEXu4CuUKjyqJD6DZ7U1IRCMoV3VbKYAxWNjngWIekzPq4Udq/EhWX9o76sRIbO+YM+rkbT/b4wEdZM/k3icKZWSFpm6/uS6A2JPlloh3zo0B/MoF/fsCetrdwh1Bil5scxZ71oI27lQiyh05a25XiGKYo1yQbeB+JM5FsvLBfRatjr6MMPVC8fdiBFxVgl4m8yWqKbZIlCNOFMp8fEFQGRZzXosCKVMV4gh1kBWFO9wkK3jbca4nM+xYtacsqthT1nD1xTok8WV6yqKKmUHndxgmDuIkzqrDpsPsnddkqIR+gqk1Wvt30HUtkqyCTA+aICRi9ZT5H0+K96yVQwkTIA6bLttmdvoROacwCDsmv2eRlVkz7Nj3xPpqw9YPIkCAO7MmW+4oZqZ4JYfHbLYg+2ASZ9kHkzh3Zo2RuFlBQiXC+mLPmrME02v/BqxqHadPxEmcy96bxFmBZO9AtStz51vd412tw0mc037UewzOQiHTJ/qNxXKVf8deYwwGJwquea/Mb3POVmUKm87viJEokSS2JGP8vLtKQk0iuGim2PbiH/xnvv5iwR7wb2MJQ92kLJ1OY2DAPbTt9OnTU3J49Ic//GHMmzfP9ftKpYJ77rkHmUwGzz33HH7yk5/gZz/7Gf76r/+6pvfx6x9a6BMB8KuH9heN8I7A+JXa+REIZu9HgHpak7aH6LwZTVxeXXwADYwZN0IyFrFFwqIRjd884mcezZZ4eZUzE8TniggRCZH0Ob9T9plEudtqVRdInN2eP6AFpSeDJHqTJisr5ch88fJFu31LIso3bW+SFZT5ckf+ZHu4gvoC2Fwa26YUQOLEyCh7iAZlvjRNc835Cmse55kys9TGmjsmV15o9Vj5kSwmqmH2ZYSUIzbFI9xBzxTLoY6N+B7ZQpkfT2DmK2EJfWQVVOFkM1+is8rIaHimTK2/x2kfJtzhJFlhpXCqWRpAvZxPhAxJabQYSD2S+HIky/pZ5rM4z2kY8XZlykKvCdVyR2cfY0j5omMOGhCc0WX3YL5UkVItFcsXWXAlGfHvHfEqd5RVd2TrpxJR34BDu4MEhQWU2h0S+mH9s85yxyAC5LV+WLnjDEfmrlyxely93sOr3DHoPbzLI2VInLtHultyfUbielqTrvPmZS/OWXP6OH4krtcnUO1XrePnlzIfrT+dt2WarGojbz9zOGOX9e8T+vREzJvRjIhm7GPObKWuG20oIjnuaI7zfVckltWqzn1N0U+zKWz6KGY6s4MLfHzxPp9som9Flm9ywTtbGYa6Sdlv/dZv4Y/+6I/w0EMP4eTJkzh58iQeeughvOc978G9995b7/KTikcffRRPPPEEPve5z7n+9sQTT2D37t34r//6L1x99dV485vfjM9//vP4xje+gXTaW3ElCH4nKuzEumqJfdLEfvY8yyQpSsEIUDpftqVx/WaKiPLqvQJpEo/H2bTOSZPHzCuvGVlecuwi6XP2NHk9sIYyRZQqOjTNnWni6wsPxAlhrpOTZLH1xcxXuVLl5KDHIfmuaZrrmHRdDyy3YzXqspksFsk747FpeG1KzqwUIJAsDxLH+rGKQm9S2Mba7iBNoZL1jpIYq5k9WGGM2YU5HlyJ0CRLYY6Hpmm2ni8ZIQ6x50vG2bKEOCqCEEcAyYoxUiaqKcpJ3DdMuENxjpg7K6LWUxaXYBEiaVAmZYrli40oZVRdUl3oQ+i5UxQGASR6yhSFPlSvCXfgQG2uWZiEPutBy5Ws+0xKGKRY4eXaAeMA7eWOLDjk85wDgFZTQj9TsIZfBz1XeGbNSbJCMmUuUaMQpVlmz8iT35w1txpkSNVEszMTZ82j83qPTl7J4ZEp89ovHXPZxNfKCo8Eqfd6kj6WiQvI9In791CmAF037jVn9k4kiSJp6vfxA3tajX+n82Xb6B8/v5T1lVequu079St3bG+K873Mq+XCmVyIRyM8+C7OHhMD4eL9qWkaJ00nBT9zKFPkFVyuYL5HiaQYbHf6dYw0ObOJfsF87rv7ZAd9EzBnu3zxq1/9Ku655x78/u//PhYvXozFixfjne98J+6++258+ctfrnf5ScPAwADuu+8+/OAHP0AqlXL9/cUXX8Tll19uy6LdeeedKBQK2LJli/L7+UUkFviUzvWFXAjOwcV+WR12s41kS9zpM97Pe/1UIsajcmJ9M7/ZPVL1QfLqzs8LeJMmHlGRnHkVRPq87BkB7HZk+kT70wJJZA/0VCLqyly0JmPccWbZNRaB9ds0nHO4ssUKH5QauAmYD+lSpco3Y69InlPSuCo8TL0yU6wshdkbJNE/UtgiRGVZtoxlvvwyWRbJsvoIAP+Nm2fWHJmvMJLlJGV+jkRLws8+oFxQGNYs05DfkvRwtgJ7yqzyxYKE88eFO0pVqbKqWETjmZCyuXkr94ipZsoUyxfV7WUyZZaNalZLzv7sqS/KvJNNEl+GZNXRUxaPaqHqkG4xF9XMWlj5orPEVi5TZtmHSegLvZsSwZJmQRiEOb1BhyQKicg8h7ikf1Fy+DV7rhTLKFWsQJpfiaQz8xWaKePli2U5+2Zn1USwKJNLeMTcmzqa4573PyeJQnl90HswkjOYkSRx5n48NFHkJGh4IrxyZThT5D2MMmrF4wJpEo/Hmf1mpKksCKaUKlVOXp2B4fbmGA+WyYwZSAjB7jMe9oGzSW3iKd4kEbB8okEvP9DDz/TK9jF7ZwUXYPmSYrVROm8F213ZQdMX7nf41n5VZcy+d9THd5e0D0NN6osiUqkUvvzlL+Ozn/0sDh06BF3XsWLFCrS0tIS/+CxB13W8+93vxp/92Z/huuuuw9GjR102/f39mD17tu13nZ2dSCQS6O/v91y3UCigUBAuADOjViqV+MXZ0xJDqWQ9OLrMtP6Z8YLt972jWZd9qVTCjCbjwhvKFJEvFLmjfMpk37PaErZ1UjFjQyxVdPSPZHjE4tSI0Rw5q9VuDxgX+Hi+jL6RDBZ3GjcCix7Mbnfbz2xh6oBZ/reTw8b6s9vc9t0e9ux4Zrcl3eunjO9oIJ3jfxsYM46n2+P4O83v9LTwnZ4x+8m6UnGXPftOM8UKRidyaEnGcNpcv9PD3njfJE6O5NA3msHc9ji372iKQ69WUKra6567HJ/5tPkwScYiiKFqO8cA0J40jml4wvgM7EGkacY5dR5TmxnZHckUUSqVMJYr8Sb4lrjmsm9NsH6vIorFIiYKFat53MMeADqaYxjOlDCYziIZ1VGsVAPtWbR2eCKPTK7ASWhT1H38xjEZjsdwpoBCoShIS+ue9klzDtBEvmR+hjL/fZB9oVxFLl+wyox8jgewmnnHsnlbWZKffbPpiaWzBe7MxbSqr33CLHHKFcvcPgJ/+yiq5meoCOv7Hw9gXGNMrICtEWSfcDjQmh5sH0HV/otqJdBe0+32Woh9teJcv4xSKdhp14X3qFTKKJWCnfZKxbpfq5Xw9auCfblUCl0fgOseDzyesmVTqQR/P87j0UPOFwBUq1aJkRZy/QCALjzPYhHv+12Eptuffwg7JsfzUkPwMTmvoXjIMUU1u31TLBJoH48Y9rliBeVqla/h95q4ZtzH2WIFObN6Ih7xP9cx0z5XqmDcDFoFHVOcPSdKZYxljb2gNRGVOp5RQcwp4fPsMrdMpHMllEolW1+cp70ZV0vnDfu0+RlSce/PwOJ2bP1R9hmS3p/B3PIxljOe7Xw/bvbej5n9eKGMQqGIUqWKjOl8tyfd1wYr1iiWq5jI5pGMRznJak+6PwPbj8tVHcMTOXQ0xzFkfq8dTVHXvd2WMIJhVR0YGM2gpy2JwXFmH3Ot3xzVLT9tNIP5M5q5z+L1mTWAj8HpG5lAW6KNky1N897zu1sT6B3Lo28kg9mtxhfAhoXPaHJ/5p7WpLl+FstnGn4jC27PbHEfU3dLAseGsugbyaA031CAPmX6sV5+JiPGoh94whxbNKfdww80T9rAqOBnMvsOL7/RtB+z/MYTg0YLVWcqbu7L1nOhy8PPzBTKvAS4O2WcN/a3rmaWGczb3psTRaevn7IyiTJ7AEPdpIyhpaUFV1555WQtJ4WPf/zj+MQnPhFo8/LLL+OFF15AOp3GRz7ykUBbr2igODfKic985jOe77/msScwONEGQMOrLz+HY0KiYCgPADEMjGXxyCNreCnMsTNRABoO7dyMwmHjd2vXrkWlCmiIolIFHvr1o2gz1zpw0rA/sW8n1px+xfb+rdEoRioafvX4U1hsquW/eigCIILTR/dhzZq9NvtI0fjb2uc2YXiv8XDfdsD43cipI1iz5rDNPj9i/O2FrTvRZr735qPG79JnTmHNmhM2+8FeDUAUO/YdwZrqIQDAppPG77IjA1izZo3N/uiI8bdDp87wvz3Xb/yuOD7ssh9k3+mo9Z1uGTTsq7m0yx4AEpEoilUNP3vkCXQ3Aa+a7xkp5TztYyXj+358w4von6njYNp4z4Re9LQfHzS+j5d3vIquoV04PmHYN0cqePTRR132fccOAYhi35HjWLPmKHqzhn0qquPxx9z27P17B0exZs0anM4Z/05Gdax74jGXvZGEiqFU0fHLhx/FeMk8/oiOp9Y97rIHgFjF/MxPP4vupGEfgY6n1z3hWcI1MWx85o1bdwInXwF7vDzz5Fp4Bc5PmOd0/5ET+OUjx7j9c0+t9ywFOmR+5tMjafzq4UdRqRr2L2x40rPJ3uCEhs2Dv34MZWb/9JO+SmmlnPGZ1z27CVXdWPR5n/UB4Eyv8Zm3vbofum5s5M88tZ47PU7sP2N85lMDZ1CqGPbPPf0kfCo8+XkdzxZQqhpf4rNPP4lW/8onaLrxGRieffpJ7sR4YXTI+AwMT61fF2h/0LyfGZ5+cr3v8QPWeePrP7k+cH0juGAZrFu7NlBuHADGRq3PvH5d8PEDwNGj1mdeu3ZtoEgDAOwctj7zuvXr+XNYBmvXrg21mTDvRwDYvGULikeCZ9uMFS37QwcPYE1hf6D9aMGyHx4a8nxm+dmjWgm1F48HADa9+DxOBcRl2T7IsH/vbqwZfdXXfqRgtz/d34s1a0762o867CvFfOBnYPbZQglV8zp6bsPTfFyJE8OmfSZfRP+ZYQAa4hH/c83sJ3JF7Dt4GEAEp44dwZo1h4Lt8yU8t3EzgChy46O+n4Edf6ZQwq8fWwsghrimY+3j7r0AsK63XKmKhx9Zg6G0cf9se+lFnPY4DRnTPlus4NcPr8HhE8b9c3if93nLlq31/+fhNdh2yrAf7Hf7BwCQF/anXz38KPaMGvebXsh4fuaS+WzXdeAXDz/K97eIpuOZ9Wtd+1NVN/woHRp+8cjjaE8A/SPGZ969dRPG9rk/M/MRfvXoWnQ3AfvMZ8bJQ3uxdnwPAPv5TkWjmChr+NVj6zGvBXj5OPOJvK/VlmgUo6aftqQN2Mp8lry3z5I0n+uPrH8OB2fo6AvxEeIVy2fp7dJR0YGxnHFPbH3xGex3PsMKxvGuf/4lpPcbz5+Tp4019u/cguoxu3l5wrDfsGkb9OPmcOUjxu/6juzDmqzdz8x5+I0vm9/phIffODZg+lC79mNRxljrWdNnQNZ9L5wR/UzduK92m35dCm4/7aS5F+89ap2fAXO/bYrqePbJJ2z2R/fuBBDF0X7LBy1WgJGs8Z3ufOlZHBL2HbZ3941m8MQT9rWCMGmk7FzgL/7iL/D2t7890GbJkiX41Kc+hY0bNyKZtKd4r7vuOrzzne/E9773PcyZMwebNm2y/X1kZASlUsmVQWP4yEc+YhuknU6nsXDhQlx7yxug79yOaETD77z1blsqOles4JPb1qNU1fCG37gdbU1xVKo6PrDRuLl/667fwIymCNauXYvbb78d8Xgcn9r1FIYzJbzmxtfzAdQP7NoAoIC7b7sFl81rtx3Xt05sxMjJNC6+8jr8xqpZAICvHX0RGBvHm26+Dm+8uMdm/8TEKzi4sx8LVlyK1TcvBgA89L0twOAQbr72Sqy+Zr7Nft+6g3jx9GF0zl2C1atXAQCeemgn0NeH665YidWvW2qzL23vxa+O7UKivRurV18HANi2Zi9w4jiuXLkMq++42Ga/8NQYvrF3E4qRJqxe/UYAwOGnDgFHDuGSpQuxevVlNvtcsYJ/2rYeJd36Tgc3HgcO7MWKhXOxevVrXOfus3ufxcmRHK647mZcvWgG8ttOAXtfxZK53Vi92j1f7+dDW3F0/yBWXHoFVl+7AI+/OgC8ugMLZnVi9eobXPa7Ht+PF08fxeyFy7D67pV45sAgsHMr5na1Y/Xqm6zvplTC2rVrccPVl+NnR/cg1WF8R5uODAM7NmP2jBasXv061/r7B8bxpVdfRDmSwOrVt2Hb8VFg+0voaU9h9erXu+x1XcdHt6xDqaLjtW94kyFpvG0jOlut79iJ75zchNMnxrDqyuuwtDsFbH0Bbc1x3HPPnZ72Wx7Zi82DxzFvyQq89rr5wObn0BSP4K33rPa0L2zrxUNHdqFjZg9ufuNlwEvPIBrR8JtvudszELKnbxz//uqL0GJJvO62m4CXNgAA3nbP3b5iB3+7eS1KFR1XXP86YMtGw/4t/vY/7HsZJzIjWHjRZcD+vaHr71l7AM/0H0HH7PlAXx8A4C2r7/ItGdRfOYUfHHwV0VQ7kDakdN9y9502pSoRfWN5PLD9GRSq1vvfc9cdgX1un961AVmhhOOtd98ZqFb3xMQr2DliVQOsvuuOQPGR0y8ew6+OWV7MXXfeEagkt/3EKP791Zf4v+++M/j4AeCvNlqb2Oq7go8fMJ55mDAqFe68I/h4AOClX+8BBk6Yx+P//TMk95zGN/dtBwC8+Td+AzMd5UJeYPc2e44HYThTxEc3Pw0AuOaaa3DHpd57DsOZ8QL+cYtx/a+8+GKsvm15oP3p8QI+ttWwn9XT4/mMc67P7JMJ4xkTdvz/uOVp/u/b3vAGXDS71de+byyPT257hv/7qiuvwOrrFgQez8fN4wGAJYvc+4CIoQnr+AGgq6MNq1ff7G+fKeJjW5/mhAwA7rnzdl9l16FMEZ/Y+jRKuoZkSyswMYF4BL7nWrSfNW8B0H8Kl11yMVbfusxz/ZGsYV/RNSy75DLg4F4snjcbq1df7WmfzpXwsa1PoapruOrGW4Btm9CeSmL16ls97XPFCj66eT0A4LY334HSlqcBVHH3m2/jLRMiypUq/m7zOgDALbe9GT8e2AGMjOCm667G6ivmuOyrVR1/t3ktdB245dbfwK5njwInj+Gyi937PWDsTx95eS2qOnDTG98E/dAwsH8XFszx3o8B4KNb1qFQruLG199mlPpvfRFdLUncc4/3Z/7Y9ieRzpdx/S1vxLLuFP560zoAOt5655s8y+c+vWsDBsYLuPa1r8Nl89qNZ8xoGm+88Vq8YUWn697+1/3PYWIoi9dcfxOuX9KJF361Gzh1ElddepHn/fmNYxsx2pvGJVddjzet7MFQiM/yw76X0X90BBdfYXznYT7C/4xsw7G9Z7B45RVYff0CY/D3xg3QNODet9zlKgt9MrsT+3f0Yd7yS7gP97HtTwEo4e43vQEXzbLfzy9X92DHphOYtXgFVr/5IgCGz4CRMbzhxmtx+6WzbPb717v9xie533gJVr9uic3+9IvHsO7UPrR2W9/HoScNP/DS5YuwevWlNvvKK3345bGdSLTPxOrV1wMwfAzs3YWl89zXUefhIfzg4BboyTasXn0LAOClo8PA9s2YK3yn7Dl+5xtvwn/sfgk5PY7Vqw0f6NRoDnjpWSRiEfz2W+1+y0ShjAe2P4lCRcPrbn2T6/z44bwmZd3d3eju7g61+/d//3d86lOf4v/u7e3FnXfeiZ/+9Ke48cYbAQA33XQTHnjgAfT19WHu3LkADPGPZDLpOwQ7mUy6iB4ATBSMqEFnKoFk0h5qi8cNVZnxQhkj+Sq62uIYzxT5DI+ejhQv7YjH44jH45jV1oThTAkjuQri8bitH2hWR8q1CcxqawaQxrBpD1gNzz3tbvvZZn3xULbE/zZmpnB72ptd9nPMksjBTNFan6V827zsW1z2Y0ZoDN1tTb72Q5kiYrEYNE3j9jM97OPxOB/KPVEEutrign3Sc5OckYrj5EgOmZKOeDyOdN5Ia89s9bbvMmu6J4pVw75Q5b/3tOeNthXTvhK8PrMvlKXWn9mWMtcvIxaLYcJMy3emEr4OYEdzHIMTRWRKuhmZNObh+NmzXrOJUpWTgtakvz0bVJotVVGohNu3M/uiaB9DIuGj0NVifEeZYsVm77zHRLQkYxjNljCUZbOBooH2bD7QqNk7kYhFAu1TZkP+uHl+NQ1oaUr4ZtdT5lqsXxAAWpuTvqSvpanq+l1bqilQ9t1JYFqakyEiB/ZtINXkrtcX0RR32icQD1Kqc3x/zU0JxEPEREQkEgnEQ/riREn5pmQc8Xjw1qYJ318iEQ88fgCIxaz1YnH/a9oLcQn7RNzKjEWj0VD7ZMK6LuKxcPsmwT4S0cLtk9bxaBok1ne+PvgzpxzXdTIeC7G3Zw7D7JsdPnZzIvg7anH75GhNJX2v046UKKjDyhd133PdnrKuN1Ye1RLw7G0X1zcf1oH2Ees4h7OGfVuT/3dk7KuArgP5isZ70Dpb3fsrAMTjxrOwWK6ipGu8T6fDZ38CjGfzeL6MTNl4xgNAR8rfvr05jtFsCbkykCvr/HdB9mfGC8iWrf2sPeA76kjFjR6jso58VeM9t4ZP5D7P7c1xDIwXkDV9hFFzD+npsHwc8Xx3pBLAUJb7FOy66PHwWQCrLzxbMnwK7rP4+AjMftz0QcYLwT5Lp+mzjBcNH2S8aI1Fam7yGrNj3ASjpt9YrlR5/5qXn8n8xuFM2e1ndnj4gWZP11DG8jPZPuvpB3YYPs5gxu2Xdntcp172QX7XXA+/lH2nXV72nYZ9Ol9GBRE0xaMYLxjlml2phMtvmRGLcb80XQiufBBRt9DH+YBFixbh8ssv5/9dfLERqVm+fDkWLDCic3fccQcuvfRSvOtd78K2bduwfv16fPCDH8R9992H9vb2oOVdYBem1yR6wC1METbDw2k/USjzfqAgOVfbYGEZeXVB6EOmCdYur+7fZMveczhj1dUGydGy35WrOq8TDxKxADzk1UMai53CF0HKSrb1+eBi9n0Gy7fz9QMGL3utPxoyGJn9vlLVMVEocyc/KEMgHpPMDK52QRFLSsRCUC6UEtXwmPEVLJJhiWqwhvCgGV+AJfbBxiWkQjI07O+sITxMeptlxFgDfFMsGkiAuL35fSaikUBJcyfBike10DlcYpYuEQ1WnTPWVBNdUJUzd80dC5FLd0Jm7pgIGSELYVSO1Ppnc3i0LrF/qypMqn6Hor2MO+E8paHqi8qz69TEYpyKoGGz+pzqkZoWrCoq3mNsLwgS+hDFfJh9kACPoRZp/Mz2giBBoHg0wsVVmNBB0LNd0zSkzGeL6CcEvaZFUI6VmbXWJogayTzfPfengIw962FO58qYKLD9IMje2s/YfpmIRXxFYJx7OPMpZoSJlTh8ChbQddtbxw+Eqxu7Bn4HCHUBgvCWY25omA/F7MVxEjM8MsYzghQwvcRWmHhKRm3sz6BNAdPfjwoScAvyk0cFUTzup3nYtze5xVOC/EZRhXtQ6PMMw7QgZTKIRqN45JFH0NTUhFtuuQW/93u/h7e97W2e8vlhCFK1A+zKPqK9383IGiTZxcwe0s3xqGfZDbNndrmiJfPrdfEw1R3xJgwa5OuUMgeCL05GINIeM6+8PnNTPMIvfjbUMkxS1zUjS5pkyZE4N8mSPR5TiZAP5/QhcS6JYrOB2Ec2uSke5Y7EaLYkNSNLJH5MxEJm0LG4CQeRID6zSxiQKqUYJgxSDtq0xb8xpdAge/F42b3mVGVzgjkqqnLylr0ciWNOQbjSoZpcvXPNMBU8p00sEq60J5I2TQt3+EU1xWhEk5qrJULGXCQOUqRM0b7hpAyKJKgBs9hEiOdYlOD2t6+TqIfZO8ckqErux9RIXFhwJRLR+Huwoe5Bt3IkovFnA1PMCyrJ1TSNP6vYXhb2bGHP6yHTYUyFlOSyDDkL9iZjkcDv1bYf5MODes0CiRuXCAKKs9lk9o92G4kLnlkJ2McAyAQZRUXIalXnn8FPTdiPxDlH+Djt006fwo9kOXycIDVIz+MJ8Yncc0YlFTAFNUgWbPQ6Jk+/McCPmhHgl3oFw9ka6XzZUsAM8DM7muN875IJtmuaxscbcN894HgAaxzCkJCQCMN5Xb5YK5YsWWKbKs6waNEiPPzww3Wvz7I1YfOcZB18P0IQdjNyQmP+PxGN8GiXCOfNmC9VeIbKc7Cw18wrNijY5+IHgGKlilypglQiFviA0DQNHSmjNGEsV8KCzvDMlHNGVhgxtj6DPUoVSuJyjkxWs9w5Gw+JLLLjGTcfKDKbxozmOE6b3xEncUGRTja3q1jm51eGZNkinQGzdWwzu/Lhkc4WDxIXdDzJWATRiIZKVeeZr7DeJPZ3ds+EkiampihLypRJnJpUN5O4Z35xWG+V8z1k5ORFhzosAwHYHWKZrJeT9KkijCQ6IUXihMe/jL3WYEl8cXmpTJliOFVGNl+EeB3UcjyhYw+cA8UVJfTDgg3RiMbL84DwYdaapiERjXCF2bDnBGDspyVBBTMR8pJUIoZ8qcgdubB7P5WIIlus8GdX2L2fSkQxlivx/V5mfcDKrIUFuCySJYwLkd1vpGY4uklf0H4mkhpWihhE4rh9Xi5zJ2biMkWh3DwZA5wKtKK9WcXBAm9+fYnOWXFBc0PF43f6db4+i5PEBWSBxOOU9TOdJGs0ZLac00cDgoPhYjUTE9wLIq7ie6ZzJXS2JAJ9a03T0NEcx3CmiNFsCbPbm6R88b6xvNt3D8lWpnNnmZStX78e69evx+nTp1Gt2i/Wb3/725PxFucVRkJK1fwiEr5ZGsdMqrChvL4Rm5a4p4PjvBnZTRONaJ4kQkxz67qOUkXnDzmvz5BKRBGLGDXcY7mSQcoYiQvITDFSZnyG4AeK8wExHDJTy1nuyD5z2EwtdnMxEuS3CTjLEcMii+3COmkh8hdEOlqbYjg9XrCTIIlMU6ZYETbJcJKVsW2q/hu9OLMrI1He0uJB4oJInzHcOYp0vswjVWGOB3uPYUlHyJn5kp3xpWrPEOb8aZqGZCzKB9SGre9cUzVTJkOyRAdahsSJxDAswzEZkCvVE3umpkCmTCRlErmyesoXZUiWSGJkMndO0hd2HbnLFyefZMWjET6WQ+a6i0c1mLGq0OcEYJS+seAWEJwpA6xSaBbYCyuNdg7ADrNnpInt92Elm4yUscxamNgNC+imcyX+vbYF7B9eA7OD9wPTvmDtH4HllI7ZbEBY5ouRrJJyOSWrRIlFNCRjEZTLHqSMO+ByczRds+IYifPZA51+3RgPDIeROLWWi1EnSQzxoZykcoaQgQqyF4P/Xr4ys6+YbSytyVhg5ituJh0yxQpGTVIW5mfOMEmZtC/u8x3JlpzKoO4d8hOf+ATuuOMOrF+/HoODgxgZGbH9Nx3BIhmy/U/K/Uwh7Lwj5XdzBfdXjTpqjztTcc+yF1ZTXTSHVLLP60fiNE2zUtFm/S57YMnWQ4dmvhw3PLsJfEmWw55FwmRJFntI+0XynDcvW99vU4pHI3wTmyiUhfLFcFJjZJoqgccPiD1fAgmSIFn2HjG5ckSZnjX2t3ypKvQQhDgGrszXZJOs2jJfOT7YOSyzVl85orP3xQuiAxrmvAJ2YhUmqOFcUybzFRdsVHubaoEMyZIhJqpr1gNx9Ub3lMmRPvF4wu2d5zWMrEeEIeeA3HVqy9BKBAMSqvYxtfvMaRNSIcntWWmVbCaL96DJBqAYiQstdzRJmeSzlJE2cZhvUGVDyqMHLWg/SAn72bhM+btt/fDyRdYKMJ4vK5cvikFYv2eB6INUq3roZ3aSuLAST2dw3qq+kSRxYT6RuX7aEdj2zZS5MnFy5ZGFchX5UsUW/G/3OM/ONhZd1yVKPNUSGFb2Ts4X9/3MIcfDzrEM6s6UffWrX8V3v/tdvOtd76p3qQsGIwHNiIA7pRk0+R0I6GdS7H/yXd/R88UjHj7rtySivIxsNFfkF1xHszeJA4yLf3DCiEiIF6hvOZ/wGSpVnas9+dk7b5YwEuRsag17SFv1zcZ3E/YAZe9bLFdRLFd5KUNYOV+uVDEzU2amLICk2ElTKfD4RftsQb3nS2VTzRRl7a3PJusYsNfwkp4wkhV39nzJkTirfDEsmu0QFJBc33l8sq+RIUGigxvWS+O0lyJZgoMr47xGzgIpUydZivZq5spQJX2iuVSmz/azTGZQ8/xZxh6QO8/xaIT3Y0mVzUY0MEkBmbJcW9mshL14Lctk1pzXftit7LQPJUGsp0yWNPHMmuyzNOZYX7JnzbSPR7XA75WJJtn2G5ketFJFSVgqWywjZ6o7BgclzQCaWPkRJFTCyxdLUvs3FxLJl5AtWRlUPx+EERHus4R8R37VN2GBZE7i+HcqR+LC+tqZfbZYQbFcFVo6vO1bkzHuN47lSrZMnNczxtnG0tWS4M8LP9+6vTmOU6M5t1aAbN+dtBiKnB4Er0LLFz3/7oW6M2XFYhE333xzvctcUGDZEd+0b8p+c4WWzvlEPMJK8xjhYA6mX1qcrc96vsbzwcejaZrtmGSyOqK9+PDxI3Fitk+s5/aNIgkRD13XQ8v53A+g4Egbe5BlTbuwB6g45yknlgtKZbIqQqTQvzxEzJRlJCKFXmqHwWpbajX+FumrIFcMJ5XJWISTAFZCEy6UUVsmi90DYSU96iTO0SMmmYmz7MMzZeIxqDqjqj1fMs5oTDETJ2Z1Gp8nk0XtRzJ1PoMBmUyWnWQ18mgMyGTyxGstSOmQQbUM1t77qJYpkwtOqJEyp33Ys44dDyvxUu+HlSt35Jk1yXJHXqUQZh+3SJZVjhgQZBTLF4sKJK4oF5T0Eh6R7XHjlTESJG48bwmJsHJHL3QImTgAoSWe7Xx9w876juTUI8N8EOajGere1VBiLJI1m1/n47OwHi5mPxGS6XN+BhbMj0U0X7+io9kiurquS2QHnSWYwb61MxM3EtImYyVg5DNldZOy9773vfjRj35U7zIXFKybSzYiwWqJg0UgnBEPmayRruuhIhOs54u9ZlwiSiVGbWSiSCJRlBF1sN285vrxqP8DjkUkxvNlFMpVq/HX5zNY9ejGwzbsoc42JHbsYQ+sRMxKvYuZIxkhDrsaYUB5SJL1ZMmpW4nCHTLqiy18favROUhSvkXIlOV5D5ScwthoraRJVrI+L+eosPfnwhqSx2P9Wy1TJhWRVyzDspGmRthHxAxEuL2qyMTZwFmooqwZMl+XuoS++NrGf3iZ7zemmMmyBw8UBWmU7zM1+4QgYe9rr5gpc9mHPYtcpdqS5ZG1VilI2qdzZb4fB32GZkV1xxae+apIBSW9gowylRy5khzpSwnHI0r0+91vbQLJqgrjf/yOyeoJd/og3n4m8z8nCmVbOaXfni8KkqRzpVCfQiw7tJEsSb9RVswMYH5j+HfKWnHSuZLND5T1xcOIqytbyX13uT49GdRdvpjP5/H1r38d69atw5VXXukauPaFL3yh3rc475AtBpMOvxMbFsFwkriwLBCb8xX2AGI9X4MTRZtcuky99ViuhHIlXPnIXp8dvn6bB0EJuhm9skCAP1EUCVDZ7I0LOiZmXyhXUa5U5TJfySiK2aqth0tuDoxIyvyjSK1COaKKupV8psw6noL5/QRJyos9YirR3fGCkMmSlIi3SJaqZP3klhe6Jevlot8MymqHMs6rSJpkesps9mqkTOZ4tMZreyhjCvJEJYiZKAnFenumTPG9avmqZMoXVctm7fZq5YWq95mMvXjvS2XiPGT3lewlSZzqeA7ZgBXbP0Zle9aSzN4q3Qr6DJxklcq8RzdI1r9Z2M9kMl+ieqRMdY/YEzcuReLE/VW+ciVbrHioO3rY83JQY+3xkOC2uE6uFO4HRiMaH3YsK9bV1mQM5Bb9uqBgu+g3snMsHZyX+E69kgWAlbV1wulbh11HTlG8MD+KJUjGzyYpe+WVV3DVVVcBAHbt2lXvchcEjBMV9VUm8suU+REI0V7X9dAsR3PcUjtMC2nlsJtrcKJoikxIkKYmi9Qw5SO5LFBFSmkvJdjLPHBFgmLJsUd9yyNFOXYWZROP08+ef4YQ4m28f8wgueJw5EASJ2S+8uHr2zYBiaiT2FPGyguDNj3xHORL4SRL/Nu4NGmylxeGR4Md9qGkz7Bnw9Zle9AYZI/H+X5+iEY0RDUdFd24LmVV4RiknFfFjIIqybKXL06NTJmMeIWIhkvcNxg2YRDVz34WPrpMNk61bFbsj5QjWWrrJ+voKaulBy0s4OPOrKll+UNJnzOzFvLsYs/yEdmetbhdSMQ4Rv/PwEiTfb8JFxLJFcvImvtr4H7G1lckTbbKFameNTm1SXuPm3E8QdVAjLQWK0afuuUHevtRTfEIVywVq3WC+8itvnYZP5D9LSf6ODKB5GKZ6wQE2bPvz6bQLKOwmZdrkxFJFuv/D3oPP9891D5/FknZU089Ve8SFxwyJikLi2BknWlon5uFEQVdtyvV+dlrmoaWZAxjuZJNyUgmVW+IOoTLsYsPuEIp3L7FFqWSUf7zKuULf4DaSKWEcqFIsBKxiK9wQSIa4UT3zESBlwwFSQK3JMXvVIFYFsuhQiXGZ7DWz5YM+yBZY/E7ypsT7IM2YrF8g9kHbZJiZFd2o681kyVbouOWoFfsEVPMlMmRIICNN1ItR1QlTY2wF49ZJiMiZnUU9TgahqlcvigDkfQoi5wov5nqC+QgXjtSwiBCdkymBy2uGDywkyzFHjTFzBoQ/hkSijMNVTNrzv7cyR7/0ewod0zEIoFDzMXMEatcCSKWYiZLZn9ie77Y4y1D4ozyRXP/DmjRSHlk4qSGawt9/DLVQICxh3NSE+QHJmJG+4FNQTnY7xqcKJr2En5g0mrrkFF0FvvmZZIFYmBYRZwsW1RVjLaOR/y9E23C+kB4HyA/HiHwH4aaSNn999+Pf/qnf0JLSwvuv/9+XztN0/D5z3++lrc4r5EpVqAlwkkWK/EKIx1iydhEoSyn5GcOkhQvNul665AZXOJnyBbKVumfjJKfZASGE46iXIREnJGlIseeK1V41iUo06dpGlLmjKzTaWNwcUQLdtrZA2hwosCjl3KRuQq/iZuDzrHwnfJNLOB4xO+I2QdtrOxvhZKcfUwgrmwot2w532iNmS9V0qRur9ZTJiOsIfpvMr00UcUerriqveLcMZFkyQg6qA46rgVTTeK+0bBnyhRfO0U+u3jtSJU7Kl6ntrJfRYl7VYl+VdInc0xukqWY5Zd81rF7R/ZZl5YMoLG/W1UQwcfD9qdcqSyQrPD9NSPuZwH2YvmiTCbOLiQiQ1DUyheZz6XrwKA5dzPInvWpFytVnB7PW+uEjCWYMAPbSrNJC2VM5CUUnW1jecJJk5iQkCl39A7mywTby5LVRu71m+IR3+CkmLwom8J4xnv4+Prs+ynJC33URMq2bduGUqnEf/bDVHn4n23ourFp+vYnmSeqWK6iVKmGludFIgYhyBYr9n4jRRIUmHURIh5W02x41ClTsOq/5W4W1ZklaiRL/H6CSJYYITttzl0JWh8wPl86X8aA+UBsDYhqGesZ7yHOdQnsyTKPaTxfQrHCIoUBm5IQhZHZZFhktGjOCZG1Lwj2MpmvcrEi9IiFbfTOaG2DM1+K5YhhmSOXvYQEvehPyvSi2MsXG5ApEyX0FdUUVTNlUwVT8JCUYDt+RUY6VbKEtkyZxAlR7ilTVF+MRtTuG3F9OaESRz9pyDElHM+SRFS1H1aufJFBtsctnbecV5n1Zft/m4S9gF3SUpUcxTIKEpkye2atGmovZtZkyvdZuWaxXOX7XxAhEH2B04JPEQTWpz6QNnyKRDQSuGe2JmM4PV6wK05KzX6z/EAZv9GeiQsifUJmTcJeFBuTIYksc5exKV4HlVMKJFQls1Ys2wbH+51ndjxsZIMMaiJlYskilS96I6L5O+ApW3+SPMli0qwyF4/osE9IZNbEmSJh8yzEz5ApVoTaYImbRVL5z/NmkS1HlCBxyViEz8wYMDNfYaSMfUeD40ZUKxXwfYrHJFu+4RyMDARvGoywFcoVLsQRTLIE+3J4eQizLwtz4kJJTTyKTLFizcqRLImxorVqmaxw0ldf5isREpF3Ho+Ms6iaKRPXdDpqnvZ19KBJZcqEQ5Zx8Kei+uJ531NWV0no1Pjs9llr4fb2+XgyJEtN3dHeW6mW+Qp7Thg2zlJntUxZWMBHVd1RuVTbsZ6qGqT8jEgrqxB0TGImS2Y/s5dHymTirGodGdIntg7I9N1FBGGNM5KBYdanznyWIJ8IsPyu0WzR6peS8ANl/ShbpkwiMyWWF8qUL4oVXBkJP9MrEydVTqlY7pgVvp8gYhxGsr1wFgpLpieCsijxqNW7NDhRlCptU0/jCuV/ChESMcIQdHO1eqStZWdeSSkZJa3j56RVop47V6rwSF7Q+ka9tfGaQXNGVlB9ufEZjL8PSQ7bdJKsMILCHuBM3Ur8nRfYJpkrVaQya16Zr6DPIBIUaWEN12ydyc18Of8e+p06HpZhw45dJCvEcXKSGBlnzpYpUy0vlCmrEjMKqr03MuWUYvmiBCubgpxsSh5TrThfB2dHFTOu9nJBtbJfmcyXKolTLXcU7TUt/DO7yh0Vs/ayPWIMk/2sZscjU1oPuIVHNC24765JcT8TS9WkSJzQyy+jaJmMRXiQarjGMQPhPoW9+iao8sZY3/gMp4VqnUC/LunhN0r1lFWk+uDF8j+udRAoNibYqyhgSiYvRPEzFUVqW1tNwOcVrwlZEClrEMIYMju5Yn9S0A3GLrZxyTSr+sXpzkxJN2Dmw3uyxKhTRoHEZQpWhCQlEYEBrEHEYQ8sTpom5B6I7Du1Bh2HEQizXypbm4hFPKoFbtzekcUgEscyZVWpzJqXcEejNm7LvrGZMlXHJixz5Cz3kyM1gr2UZL1ImtQyXzKCCDZnVIpkqfWUTcUy9ql3RGcPU+WzK5fBKl6nUcXMly1Tpig8InNf2oREFEmczGvUhURq60Hj/1a1l1XWzVtCIkHPDr6flaxKkaD9gO1FpYqOXLFs+50XRP9haCKcZDFhDcDKlMmKofDMWuhsOXN9WRLHAsnm8SeikcA9ykuII0xhGnCqXktmvlTKCwXxFKnkgizJspVHylegVXUrmB9kL14TsiBS1iCEppXNE8X6k4JUd4y/m1mdcUv5L7ih0l0bLJvJ4oOCQ4REAFP5T4I0ieWIMjNIROVCuf6nCN+EZaNOTnWosAciW09eWdC+ySjP1FIsDxF/F2SfLZZ5Zk1GuAMAH8IYHn1VLYmpbeO2/q2a+QohWY6/hzk2kYhmi4TJRORFe1WSJePMqc5bsgt3hJor9wKdDTQ6WzSV0WhJ/EaRapFkybyF6gBs1WCDai9mVLHsV1ndMaoWIFKdgahOmurNrKmWssv1uOVLVclKEbHyI7wvLhrR+HvI7snNDhIU9hmcLQ5hRJdn1iTHEjCfbyhTkFqf+XXpfElq4LcoWmf5dXIkKCOTKbORxHCtA96GIzsmyIMkBiYjhO9bvu0l+Bw5QaSsQQhSzQPcaegwNs1OPFPpAUIya8LFn+UkKzxNPFEoI2+SLJlBwZli2WqalSgFMGaQyDfZFspVrkQYtL6mafx4ZTNTbD35LJCDZClKCMvW7PNIoeKMr1hEC4yCOctJjGOa5I1YmWQpbtyuni81khjmDKk24wMOZ05qbpf1s7K0t2LEX67My/pZSk1RsRfobKDRRGOqSPl7QV0Sf2qcNPEoZMh9PQIzqj1lqveZzH2sLAzi6CELJ1nOZ51apkzVXnYOGrdX3WtC+5cNe0bIwt5DPB5VYSlLuCqkXN4hXCVL4mQDw67jUWyJCPu8KUf1kLiGp70QnJcpIRXnw8r5gaJ9uF8qll/KkETm95arOkbM7yjId2eie4Dou8sRb1kQKWsQmiX7jaT7k3hExYx4hKT22YUylitJDZMUM1kyykSiklGBK/P5fwZ2I+VKFd40G/RAEd9bmtQozlHhEr95uQdukmfKwksfvI5HfQaX3PGw2mzZckr778I2Pmfma7Kjo/b1VBXGwjNfTpIVfDzO9dSdOcXyxQYPd5aJyKuWI6o6x1MR9ZDJqVaOOZUJYxDEr1HmuhOvNbmMrvWzVK9nPT1oMsGbiNp96SR6YcTPuWbYe6iWaruqFBSf7apVEKp7h/Ea//eICVUNOQkCAYg+gtqeL9uDXWv1Ta0+haoPJf7OC4xU5m1jc8JLQsUB4UHXkT2YLzNb1a1IHXT8YuaL+dZhwXb2HqrZSlkQKWsQQiMSLEIimea2IipyNyNj+6JoRNDFr9o0y96/UJKTV2drycqxi1Gtmsv/GjSIWDZK5ZZ7l9tkxiUlh+slQGE9a5PxHqokTtUxUCVZYc6Wcz3lXhQp58///TzXj6qtLx6PjBCHquBCJKJG4s4G1MUrpsZxe0H12FQzZVXVF5wFyAnGqF3XqhL6MWWSpZiJUxTsURUdUg1AqVcdOJ6NikIl6nPW1PaOsP1M0zTl7B37TiYkA5/qJI5Vu0ju+Q4SpzogXLUaKEwxmlfflKtSs+W431iuWmIrEn19IumTSRYUK1VLMTqIqEcj/DqS9a3dvnvwOWsOyaQ5QaSsQQiNkDibWiWzHBZBmdyIB7vZjYtfrocLMOTV+c0SKK8edduH1HMzB1S5/K/mB5Yc4VAlfeOKUTYGVZGMMFKpWn7idUyq5YihwhqKQhyq0eB67RsxRFZVfTGmqKYoHoJqWZgMuVFVXzwbUCUyU+SwJwWqPWXqw6YVX1AD5EYriPaKwQMJT8eWKZMYNh2NKN73ykPdnSQr+DXuLH8IaXKur9izFi6a5CB9isOyQ+esOYdrS+1nitm+uHOPlfsM4iDi4OOpLTAs7xPV5zfKtmhM5OVmy9n9xvBMlmVvkb5g+8ZXWLmym6FaBGqkrKY5ZUuXLq2phOMDH/gA3v/+99fylucdZCMqqlmUekrhApWMmJR5oSxV7ijKqxckIiRs/VJF5z1uMoN8S5WyeiYrL/ud1pZZU33gWv9W68ea7FJBRnRLFd3z/bzfwzqGWEQis+ZYU70PQrEcUTHzFS5x73A8JJwzWyZLwj6i6WAdNaoRdpmeNXsmK9Tc5rDK9ep4/3wuoXocUyTBNylQTXxNwUSZco+YTLBBlcSpqi8qlxUr9qA5v5PwLL/dPuw9nOuHZtZc5Y6KATfFzF3Y/h0xhTi4aJWE83u2xgDI2jOiKl1O6cysKVb3yPbp1epnGq8JCv6rVVhZitFymTJbhZXsZ4hHgXy55mC+qgppGGoiZd/97ndreRmWLFlS0+vOR8gQDkC9P6nW0jnVC81YIzyzZpQ7SgwuFmdemZmj8PrpCCYKtUc8ZPulZDJ9hn29D2i1TW+ylQuZTalSlrcX3kPG8XD3iIVFFtV6uFTngrnsw6LNTkdItVdEdXi04nymqMT6EcVMVkS1p2wKli+qsqypXL6oCl2RZanan41vSvW6k8roCveKXM+aWkZataxYNVMm2kS0cOKqGoBSrSJQffYqZ+IUe+gAwwmXURIW7UWoi5VMLrGstdw/J9FfJa5fqx8om0lkPl3YbDl75kvCbzSPxzbGIOA7FQPPtfuNjQnmy6ImUvbGN76xlpdNK8ie2LR0mri2TJnq0F92c4m/C7LPlypWWjngPWwzr7JqxzQuTeKsG9hYf3IzTcoP0DozX5PdGM3ewxyvEVpO4jwmGUfC1QcRWnLjjKaqOR7h5Y6qjoqavfEaNWfLpr4olVkTe75CzR2ZLDVnUVXoY6pQG9XjmCoZvsmAcqasMYdRF1RVP2Uya6qqouK9K7O+qsqpuipq7STR+X7ex6P4bHTaT/Lw61jUGGtTMUt1ZPcbtp/JOL+iTUSTEUNRJHGKJZguH0FS3IvbS/pQlk+k5nOpjuVpikWlKrLypQqKZcUxBgp9emKFlfJnkO0blF7/HPSUlUolnDhxAvv27cPw8PBkLHneY9JFKZxp5QZdaPLljsZ62WLFqiUOOCZx5pUV2ZLLZDGoZrJUZ1ipS/aqrS+rpmgdj9r6yiRLwvEQz5Gc8p99zfDorlqJjrvnS3X9YHvncnIRbTXnSXV4tI1kqZZ5NaAccarMJhOhfEhT8DPUClWSpZopOxtQnY+nGmyQCWaI9qqZOKlgjKL6ovIwa2eAq9FVByH7jft41IJ6qmIocrPiosLPwT6Osb5qIFbNZ3H1xU1yH3n9I2rk7DnBksyssRaQsPewz5arsXVHUStAfv6smjiLLGomZRMTE/ja176GW2+9FR0dHViyZAlWrVqFnp4eLF68GPfddx9efvnlWpc/7yFbXqjan8QUZWQvtILEDDHRnkWpaknJTr5aYIMzWXUOIpa9eWs9HmU1LJnyQuEYZAhEQpHEOWWfwzY9d2ZKMbOmmPkKs9c0zeY8yJQjqjpPquWLdWWyJJxLVRKnTUoob3KhzMkachTnBurqi405jnogdd0pZ4zF+0CNBMkEHlRVV5VHZ6iqOyoGoOomcWHKt86eNcWZjFJjA+ogcTLPdmegMyzwWe/cTdX+JFWfSFXYRHl9RdJnvEdwMJ/dB3yYteR3JO37muvxvj5ZcRNZRU7F8sWattcvfvGLWLJkCb7xjW/gTW96E37+859j+/bt2L9/P1588UV87GMfQ7lcxu2334677roLBw4cqOVtzmvI9EuJmOwGUtWsi/Pvqg+TsFpi4zW11U9L29f5GVSjYKokTvWBHraJOSV+ZRz8hOKmp9rMbivlU5R7l3kPJ+lRdSTk5oKpfUd2RyL8M9vmM6k6o6oZAmUSJ0Mqpx6lURWemoIfoWY0Xn2x8V+W6nXXCJJVXyZOzb4Rz17nfhEugqRWdeAqXwz5DC6hEqlsn9pnFvc/GZEl235ZQzl+aB+d6p6vqCDZeKGSBvtcHt+n+lgeRT+t4d+RGnENQ009ZS+88AKeeuopXHHFFZ5/v+GGG/DHf/zH+OpXv4pvfetb2LBhAy666KJa3uq8hXr/kGqEpNH9SYpp95BaYq9janQmq9HnQLUcMWxTqinzFYvw0gH1WTmqhEOtlE+K0Cj2KbgdD8W+CVmiWPJ+P197yeMB7JEwqbIqxcxXPUN5VTMQqmhU6Zx6puwCYmWKmIrlizJQHvWgKImvOt/PLsShZt+IIfDq4z/qy5TJBA1FtV/lgdyqATSpcnyRlKll1oAaxgAoBqpDSZyrPFLRJ1IkfZNf7qiWWWPvwSrEvN4z/JhUs32Nzw4GoSZS9uCDD0rZJZNJvO9976vlLc57NFo0QvnCUU2Lh1xorEdMNqXs/R6TnMmq8+YKz2TZ7UMlgV1y72oPXNUsjYxaVUwxq6NaQhNXju7aP2NoD5piCY2qo2LY1E4sZUifKmlSFzgQncVQc/Xjqam+orG4kDJfqmg0wZwqJE5V9dM2T09RfVG1x00q06eYWYvVQVC8/h10PDLv4XyeO5Vz/Y6pVKmY60vsB4pKtqoiS7Znu0xliaJwlbqPoJbddJFERRIn2/bCoF4eGeyjGS0NVsm1nN8YBY+S4jzMDp6tnjJCMM69vHqdhEaRZMnKsTNENPUHkHL5X+jclfoeiOEPaLX1axlcrLpx10OapHrKbKIXavaJaHjjtWoJjWoPGqCukmYvRww1t7nQjZCgV5XEr6dnbapguhCTycD52oNmv67D7VWv61gdpEniUVdXOaUqQfH6t+t4FEvH3eWOavuHarZPdf9QfbbLzaC024RdF6okzq1QqUb6Qme/qWb6HH5feKZPLVmgaZq639joMQONbqtptPri5s2b8Y53vAPXXnstbrzxRnz4wx9Gf38/yeQ7oJqZUk7Jhk4RV1xf0d54jV3JKNxecMCllAIVH0DOcsGwB5xqeaFr/TCSpXY8brl3tcif6iYpR+IUNz3VnrI6ZvfIvMbdbD75mTJ1UiP+PPkkS3numGpGYQqSsrNZjdjot2r011tt8FyzRqGeUQ9yQiLiz6qZNUX7RmTKbHuBhMiSc7+Z5Mwa4NyfGkyyFIVEpMr3BRu5oKEa0a23PDIeUwsMT3YLhWq5pvGaqPCzWvBfSjGzbhVuxezguSxf/PGPf4wvfvGL+NSnPoUrrrgC4+PjePjhh/HGN74RY2NjSm98oSNcOU+1dE4xba08xFc9o2BTMlJsmpWJ/Kk/gNTKBd3DLcMihWrfkercmGjEntpXJSmNJnGqpXwyxNuelVKLpDrfz9tezfEA7FH4RkjQi3uKnFS3+F7h9qrljqpz0KY5Jzvvcb7ONatHWENZhVTiBeKzKBLRgEqAMRw9axLHY/+85z7AVUuPmHJmSlEMRZ30qZG4eio/jPdQC8SqZtbCq4Hqa7lQHfitKp4iZy+M5VHsGwQaT4wTisQ4DEqk7IEHHsCzzz6Lzs5OAMDcuXNx//3345577sE73vEOpTe+0BFOmlTTys6skdqFEHbxRyIaEtEInyGm2gQrR+JEOXaJmyuu9gBy1rir1siH29e7vkQkL2KdA+VSO2VFL8VNr+FCIjKf17KJRrRQ0lRLdDeq6JxFFJ0t8VPKRORVnUV1Z9T7vfxwNtT4VDEFD2nKQlWtcaqwMvG6awTJst8HauurkyyZZ7X4rAtf30Y4pMod1R1qsUdMmZQpHpPq2ICGCIko72fO/UYtcDvZs+WchEG5ekhCzCUZi3D5ebmxPGqBYZufWUuFlWpJ6CR/R2F9dk4oUbhKpcIJmYiVK1fihz/8odIbX+hQLbVT7U8KZ/NqWSPne8hFJNRIlr1eXM0Bd77e075ONanQuSuKUTDnxisnxFF7OYZ65G/yI5fK6ytHLtU2SdfrpYY1a54/+9t7v9YPtkxZA8oL6yNxjWU3jfLvp7OaoipUe8SmCCdTVl+0lRWr9lYq2qvONVMVBlEu11QM0AFypKmukkrVyg9FEqRaji+zFyiX77vKFxUzZaqB3tBZcWo+kaukVXFWnJS96LMotr2okjjjmNR8cVXfWlW7IAxK1vPnz8fTTz/t+v0XvvAFXHbZZUpvfKEj7OZSLrVTFI1wN5BKPIAU08rK/UOKykfi+lGJGnnVuSuuB1ZIGlq10VlVlML5Ho0ox7DPgVHcVKU2McX1I2rXnCoJdUIqwm5zzsLtVVXexCVl1reRPplyxDqEO2r4ShsCVW5ImTIFqJKyKdJTJkKVpKhmgFWDMVJz04SbS4rEKUruK/eG1lBFoJqNiykHYhWDdHX0PMsESdUza4qkqU6xlTBSo9yDrZjpA9RbIlQVMJXVkF3nICSbqFjRVO/sujAolS9+7Wtfw+/8zu/gyiuvxJVXXol0Oo1HHnkEy5cvn3ZzyMIQHiFRu1lUIxiq/UyAeilAPXNU1G929Zsx7IGlqnaoWu5R9wNOcVOSInF1SA4rZ+IUI52q5ScyJUBBr/eDak+WqjNXzxwx1Z6yRpC4eiDr32tQ4w5EyuShLPTRoOOoB+qCNxJrKvdWqtmr9oaq3ve2eYbh5i4iqRpYVc1MyUroe72X//GoBQHjqsdfR9BT5pjq75FWy6yFVgO5sqeKgWTVYH4DArfOappQcRbXOQjz6xQTJIqRTiXrhx56CFu2bMHKlStRrVYxc+ZMfPOb38RPf/pT/NEf/ZHSG1/oCI+Q1BdRCc8C1UAIVJWM6opqqd3sqqV/xvFNbjmic/2wY3Ifj9oDRWYTUy4JVXwg2om62jlrBIkTHadaHPHGRJyF18pkvhSPx+78SRyPaq+L4uetB7JZF9UyStXjVu6ruoCg+smnYKKsBkEdtWCM6nNC5nq1BW+klP+EzJris7EWyDy7lCshlKtp6iBZyuWXqoFn9SBpeHWPWqDXnd1UI1kyYi6q35HyrNQ6SkKVFTZryW6GlXgqEm/V4LFSpux1r3sdIpEINm/ejD179iAWi2Hjxo244oorcMUVV2BgYACzZ89WOoALFapp6DAFF5eDLzEPQhzuLBWlqkPJqCH9Q4oRGNVyQSdJCr0ZXeur2Ss/1BUzR3KRyHoecJN/jqOKhKOG5Jjy6xstKa/qLKr2fKmSOFVntB5MQf9+2kG1HHEqEljljHFD5gFaPzekN1R4fEoJAtVZeqwqaiSlCKmcmVKt/FDN0qiVztXTTtAIBUxVsbGa5nRGLb+xEeIptkCyaouGIvFWtXe+n7e92ncqE1wQoXQb33LLLQCAn//859izZw82bdqED3zgA5g1axbWrVuH1atX4x/+4R+UDuBChXp5oaKD34h67jrKC6Vqg5XT0LUTAkAim6hYCqC6fiSi2Tbuxqg9qX5HtW96cpuYYnTXVtKj5hTUAlXnRr3sSY2UyXAgVTVIVRJnd7TCj6cuKJQvqmAqKkJOVVwImTKp4IdwFan3VqqSuFDzuu5jVdJXC5TFRGTGBihX0wj2isOdZbI0ysIgivur3SdSswckqm8iavaqWR3AftwNyYYqBp7ryXzJXEPK50C5ak1tU1XKlDmRSqVwww034IYbbuC/u/baa/FP//RP9Sx7QSA8BaqW1VGNqADGzZUHk7hXuxlVsy6NEQZRIwTOUrswR8258arL0cptGkUFuVj1RmdFEldH+YZquaNqyY2c6MXZdb4b4ZyJH1PGsbH3oEmsX0cEX5XcKDv4knbEseSh+l1NlTll9Zxj5d5NqWeL988yxyATLFI/HrVnYy09trb3a0D5uGp2UJ3UKPogdQmDKAYxFeeyGe+nSAhU1R0lvtOoamC4DhInV+6omixQO/56W4NU/cYwTHpcdOPGjZO95HmJyT6xtcy8arhSkmK9tbKKjnizK0Y85FSA1B5wtcjFxlVJUz1RIcVzprrJyJSrqJYMqUZeZWwmE3JzxMSfVZ0zte9IXbgj1PysfqeyIhOqEveN/gRTMFl09jAFP7yqAE9jRk94v3by1lezPxu3sS3go1wJIbG+YlDP3sM1+eX1ccWsjmqli+rwaFVJfFUfx7lmI1oW6vFxVMViVM8xEH7dqZaEqqpE103KxsbG8Cd/8idYsWIFVq1ahcHBwXqXvCAQJoOpKtvp6kFTdtjV7BuhTGTP6jTiAVd71AxoXKbM62eZ91BVe1LNVqqTrFBz9ayRYCPXLxW+5mRCXVhD4jMIXm7DnTkZ57WOXUC5P0k6VaZ+LGcL0y2L16iesnpmy8k8W0QT1WdLY8odVddXsz8bwZW6Ziaq9rdKPJfqGe6sqkitrG5ciziZohZBmF+naZqj71zNp5ATWFP0cRT9QPs5U00uqJ1jmQortxaBmu8ehrpJ2fve9z7s3LkT//Iv/4Jjx44hl8sBAD7wgQ/g3/7t3+pd/rxFeD+T2s3oUt1RnBmlPCNEtTZYKk2slvmqLxNXQ6ZMNUqlSFzVlYkUNwHFwcgyARzVyKX6JqxmX2+JjiqknL+6hDUkjkGx50uVJNbjzKkPIpbNlE1fTLXP3qiesno4hGoGW/XZ0vDe0AaXCjYK9qy9mr3UwOwGB6CiDc4CqRICcY+PaJOfpQHUy/+UP4Ni37lqxZT6LNPaz5lqoB0I97vOeqbs0UcfxZe//GXce++9iEatgch33XUXfvCDH9S7/HmLcKlStZtL07QasiKqF3/tWRfVWl85YZA6jkeRJALhD8RaiHE9DxSp+m/F0jbbLJsGZGnq2lSniOOh+n7iZSRzeKKJKolTj/iHH4/4GdWV+RqD6ZaNmspo2DlWtld7hVbHs0WVBMn1hjaWZNUrgiQD9ZmMqkRXdf+wfparahDtQ81rmGummClTFr1Qy9IY76FKsuoo2WwA6VNX7VZLFigrfiorYCrex0rWPmhtbXX97qKLLsLBgwcnY/nzEpM9PNp4jeoNr+bgK2ea6hoMqRa5VJ+DppgZlEhbq5YOAM4HihpJUY3WKotANKA0z15+onaOVdc/G2h4iY4i0VVWbVO8hlTRqPLFs02+Cf5QPcfSUBaVUTsO9Z4v62fVzJrys1eG0IjBnvDlzwpsASWpZ5f1s1R/a0T8efKDeur7jWKgV7XcUTFQ7QrmK44lUNUWaHTmqxY/Lfx4VP1GNXvVUUeq6ot1k7LVq1fjRz/6kev3ExMT01qmWLk/SXXwoeINrx6RkHjg1hUhUSSJirXHqoMnZW5G5/WsOkdMfSBpqLl6SYyiI6FM+upaXy2Sejag/p1KfAbxtYqfuTFDba2fGy1/fgG0lE07qJaoykL1HCv3oKn2VjY4AKVaajfVAxONFzeROAbVZ28d51iq/FIxIHY2MmU2vyhkHi5gL/FszHBnRdKk3Jdfe3azltlyYb6m6pyyuiTxAeAzn/kMrrvuOgBGRE3TNORyOXzyk5/ENddcU+/y5y0a0Z9kI01ScqtiJks17avas6YWRZKKCtVRrqlKmGrpVWqEolc9s2kaUo5YR09ZI9Y/21CNgKs7c+Hrq/dxCD9LkUTLpuEzrGTnlDXYIZ2Ks7fOd0Q0NQKneoqV7YWfG/GsridYMlWEO+qBlKy/alCyjsoJ1f2m0fux6oBw1fJOoIYWikaMGaiD1KiO8VEfjTT5PWXi9xONSFRYKfaU1U3KFi5ciOeffx5//ud/jmw2ixtuuAHj4+Nob2/HmjVr6l3+vERM5kTVUr5Y1wyPyc80qafFFSMeqrXNiplE1Qe66/Uym5KwrHI5omKWRrW0rTGN1N6vlVl/Kvog6kRXZk3rZ7mN3vu9/Nev/XjUZ1ip9qARG7pQoWma0gWkerur2quXtomvVV1fzQFXvS+nCsSz25ier9qJq2rpuJTQlW3/U7VX/bzh67veTzGop16CqaoV0AC/TtFvVPZjlTODij1oiie2blIGACtWrMDatWtx/Phx7NixA/F4HDfeeCM6OzsnY/nzDlGZ0j/HiZKSKlXNTNUxD6IhDZuKtcH2KFWouUMNS/0cqKIh5Yh1RQrD17cRgoaUO6rZq/ZjTXVIfafCz1Kkr45spVT5ovBzo0mTrM+ueiUQ1Tv3UCZZiqxD3V7ttQ1XUVVeX+0+PttoeN9dA/YndSLdWOJdb4mqVFBPMVCqWr0iljvKlWyKJC7cvh6S1ZDRS3XMZZNBTaTs+PHjWLRokev3ixYt8vz9qVOnMH/+/Fre6ryEzIXmfMhKXcyKKjGqEZKo4gNRVYBAfMA1Yiiv/WESal73RtcI0YW6GpcbEJmzbZINjlxOPbdDHao9XI24JupxjpUzZcqZNUlcCBfDNINxnU4deqwa46mnFLwRJGuqx6hktk9bkE6RZMmsX0+fnpy992v9oCyMdRYCw7ZjUvSLGkGkVX0W1ftMWXtB0UdTFaxTfg6pmRu4/vrrcd999+Gll17ytRkbG8M3vvENXH755fj5z39ey9uct6gl+qE+WLEBpKkOe9UHnCqJU37gnoVMmfKm1OCNviHliHU4KqrZyqkYDVaFKmmSIt7KvS7ha/odT6N7yhqm5DeNoU7CG3IYygfS6ONWFQZRztLUQbKU+4VDrc8+VIN0U0LJVjGzphpktGVbzwLxbohfVFewIdRc2SdSrh5qMOmz9QFKZuBVfM2aMmV79uzBpz/9adx1112Ix+O47rrrMG/ePDQ1NWFkZAS7d+/Gq6++iuuuuw6f/exncffdd9fyNuctaqoNVi1jUkxbq5ZJNaKJVz1LU4994x+IcqRDfL/J32TsD5RQ87rUqpQfWGchWznV0AhHQtVefZ6T8A/lOWVq9o1S8iOce9STmZKBuvqimrkqCbI7ZzL2avvZVH80KveUNcABVxXi0BSPR3W2nD3IqGbfKCiXv6v6jYo+QlTRR6jHJ1KtNlKtEJP1X1ROc02Zsq6uLnzuc59Db28vvvKVr+Diiy/G4OAgDhw4AAB45zvfiS1btuD555+fdoQMqO1Ga7S8bOOdxVDzurI0ja7xbxRER0K5HFHxHDQiWqveE1D7pnohQFkSXzG1JheJDLex29d+DqZN4mu6fM460GjSpHqZqpM+tdc2ukphqgesGlGOKNqoBg3VSdPkk756sq2NQkRx/2i836h43ygTdfFnNaKuXg0Uai69LkPNQh/FYhFNTU249957ce+999a6zAWJWh6myspEqkpADSAE9c3ImnzCUU//VqNgi8wp17yHr6+6aahG8pRLZus4xxcCVMsLVSXrG42GS+JfADib5+NChuq32Gh79cya8FIt/N650J51MlDOoqj6LHXsr1OCcJwVUqZKLBsdSK7dXrX6Rp14h69fk1K3wktqHh69aNEiPPDAAxgeHq51iQsWjTppqlGkRjdU1iPcobp+I2Z2ne0sjbLSnmKksDHliLWTrKmyKZ1NyGUTrZ8bk/lSsxfRaEl8QjjO11tC9XHa6OtaJqhlW1+57Lf2Z68qztdrouE9ZXURglBz9f4kZZ8r/BgmE43o4apHcVm5p1q1wqohmbtQE/cxKZzomknZ3/zN3+Bb3/oWFi1ahP/7f/8vDh48WOtSFxxqudEakwkSf27AA8t28Yfbq2dp1I5HNQNx9h+IajbKCpUymbV6NskGRLUuNFImVS4h/ixzXSseQz3faVW1p4w4GcGEsmR9HSSoMesrmddQ7qi2fj2YKrelTY5dsedZeUakqk+kWrmiuH+rZpnOBhoRWFUtF6ynvLDRfqzqNSGLs5Ip+6u/+iscPHgQ3/nOd7Bt2zZccskl+K3f+i08//zztS55waBemVPfdRVrWVUd6rpmZCnWyMsdj9r69sxgqPlZr9lXHjPQ4HJBdfXFUPNp31PWiGuqnvlMqlAuX6z9rc7RwoRGQfWyq4cENWJ95R40RfsL7VknA3X1Yevnho+QaUCLhmqW5mz7IKptL41QgK6vvFAtk6U+9iDUvGGaEdxWeXXxxZEIfvd3fxcvvPACnnvuOcRiMdx666248cYb8eCDD6Jardaz/HmLRkX/VUUa1KVKvV/rh3oecOpp8cl/OJxtNKIUoL5yxPD169okp2D5xlSAeuZLdX21+17EdJG4Pz+P+sKC8iNa9T6oY/9rwOFMy15E1Wyick+ZsrqxKmlSW1+VcJxtTIVMU6Nnt9YTGFbN3MlC5lpjqIuUiXjta1+LBx98EAcPHsQtt9yC++67DytWrJis5c8rNCwi1uCLrZ6ZHKpp7qlQG3y2ofwdNWITU/1OVTNxtuMPP56puHFNNSg7i3VlyoiuEKYmlMsRlddXg3pmTfEN7K+u58VTAo3Yb5QDt4otFPVI9Kuf78af40YPd25Eiadqn566YmbtyQVZnBX1xY9+9KMYGxvz/G90dBQTExMYHx+vdfnzGmfDz5QrFxTsG/HAsmVRwu3raghVnGcxFX39xtQ3e7/W176OGSTKYjFT8SQ0AMrOX4M367q+dWWhj6mB8zVjN53R6J6vRpOms/t4O/+vb01ZMXryg5KNLo+c6pUfjamYEn5uAAlS10YQfm7A7NZaAv4y/jFDzaTsM5/5DJqamvDud78bN9xwAzo6OtDe3o729nb+c0dHR63Ln9c4G86oau2rquhCI9QX1bM03sfmu/4UfyI2RHGyjgeKalOu6jV3vmbBGi9AoIZGl3mJIEn8Cx9T5a5seLngFMtUiM9e9SDCVDlrtaMhc75URSbqqO5R3b+nIlS1BRqhel0P8W5Ej1s9mTtZnJVM2bp16/CFL3wB3/72t/H2t78dH/zgB3H55ZfXutwFhYaVzgkPctWLU1nJrwH12eoNmGo311QnAernIHzNemZ+KPesKdbgT3WS7IdGR8zr4VgyhLGe3hVVZ5E42bnHFH/sTRrOJolTzSiorl9VvnHO/ztNvU9dbU3lckfFFg1VwjEVoeojyHwcWyC5AT1lqr2hjSZ9teCsCH286U1vwsMPP4wdO3YgmUzixhtvxF133YX169fXuuQFg7MRLWmE8EVdQwAbUZpQx81+vkJ5Joei5LBqvbhyZFF8gIYfzpSEOmlqrLeoGmwQTytlsghnC8q5H+UM81TLYNe+vrqgjqr91LvxVRWRlQO3ymrF4cdjd9jV7KciGjKvto5Mk2pfXyOGX58NcRaV2WZ1C32sXLkSX/va13D06FG89rWvxTvf+U5cffXV+OEPf4hKpVLv8uclzkpPmWopgGoUSSoioXo8ta8vFyEJt5nqaLTiZF3nTPGBft6i0b0oauZ1Oos0d4wwPaGeyTp7JE5VUOdCuC3lgnpq9vX4FI3of7oQtj9VH0E1kKze16d2PKoVWbaWi1Dr2nBO1Bd7enrw8Y9/HHv27MG9996L97///Vi2bNlkLX9eYSr2lElFJOroKWtE5ku5PPJCeCIKUB/W3IDvVLGn7GzW1DeKQDSaNNlfO/kbfV0ReTXzaQNSpTz3UH20KAt9qC2vXu4o/NzozNdUvFpVe6RVZ5kq92Ar9qxdCH3tMqhn3msjRiMpn7M6AtWNgsqzqOaesre97W1cbTGdTvP/l8tl/gAZHR2tdfnzGv9/e3cfXVV15w38m9dL5B0iARQKIlqR8mJobQBBVKKGOjLtOMvlWgzMYpixStGirUrnqdhnEJ+C9Zlll9ZO+4iztLV2OVZHGU0AFVFQ3oIISng11BCBJJCQSHLvzX3+iLn33OTm3v3Lufuefc75ftZikZd9z925v7PP2b+9z9knE/c2Sa/FlY5I6LhhM8vO9v0yS2OhtlpV4q97Li8dWez9PiQl7nhoysrMu6dM78ydVTunylLTfpjx1nEsbTKYZKltv/ftUvdD2k1sxtL7gdTu68tK+LXK9vVcieL+tit/1FHv+xQ6ZkPFg/+ZuN1I8B69TsoGDRqEMWPGYNCgQRg4cGDc/9avTfLGG2/gF7/4BT7++GP07dsXs2bNwn/9139Ff19dXY27774bmzZtQkFBAe644w6sXbsW+fn5ovfJyUC7VHsSeuxr6YiEdGU+6fXWKp+RnWeEeIF0pSTxAVQ6tW9YDHT1O+SdOb1/s53OooF9MyVurTfpY2smS2n7sneQHursHCekC4OYeE+ZNGnS8WxV8T1i4hWsU5cxnTVM0hUzxTNfKv1AW5MLqbefiURasl/0Oilbt25db1/qiJdffhlLlizBo48+iuuuuw6RSAR79+6N/j4cDmPevHm48MILsWXLFtTV1WHhwoWIRCJ48sknRe9lymiJvYU4ZOWVDrjChCArrrGr1Cd1GTfR8fDMLOkBVHyA7n1CYMqCZMYtcS9lHZE3r29GBEB/4qB7xtvWhKbmqwJMGbCSkg8kW8un3r70/Ce9usf0FaCltDzA29qn0HwFl9LAdkaSsgzMlLlJKBTCPffcgzVr1mDx4sXRn19++eXRr8vLy7F//34cP34cI0eOBAA8/vjjWLRoEVatWoUBAwYov5+RSZmOmTUb93zpuAfNcwdE8Uie9DNVqIMwUbfDlPufxH+meCZLxs5DcHkvVA+YrXqe7st+bT16otevdPYNdJ9i41dfTF3e3uqLsg67Kf26TNLdB1G7r09vP1OyMmJvaX9O2dixY3vVAb733nuxbNmy3rylLbt27cIXX3yB7OxsTJ06FbW1tZgyZQrWrl2LK6+8EgCwdetWTJw4MZqQAcCNN96I1tZW7Ny5E3PmzOm23dbWVrS2tka/b2xsBABkZUUQDAZFdbSW7/y66zaso2Uq2w+3t0e/bg+HEAwm3/siceXDKd8j0h5bXbO9PXX59nAo7r1SlQ+HZOXj6yaNgb2Y9bjVFDHrGmtrzMKhEIKR9m6vidu+JQbhcEghBtbyKjGTxTgUitU3pLD9uPeSxjiiFrOsrFgfXG37snZmbTepynf9fSgUTNkuw5Z2EwqljnEoaC2vNwZQjIGV0mcqjEF7e++PjSrlQ6FYOwgFgwgqnDl7Oo4nLhuLmUo7ttLVbuLrl/6YSc9n7ZZjnbh8KPX5L2yNsUI7C4divw993UZVP1f5sVEWs3ZN5zPxsTEia2dxfQqFGFhjrNJnie+DpC5vPfZaz5cqbVvaZ9HVB4G4nXXpg6R4ifX8J+2DRIR9EJWYtbfHYoaIQj8zHKt/omNj0lgrHku1X77Y20sXx4wZ06vX2XXkyBEAwMqVK/GrX/0KY8aMweOPP47Zs2ejqqoKQ4YMQW1tLYqKiuJeN3jwYOTn56O2tjbhdlevXo1HHnmk288b6uuxfv16hZrFPv5E5SsqKuK+P3MmB53j7Crb//xYNjoX2Ny4YQMuSBHtz05kAcgBALz//ns4ekHy8nvqYuV37diBrw4nH56rPgd0/s37PtmL9ac+Tlq+sS1W/vChg1jfWpW8QoiVP3nqpCgGwbZgWmLWlWrMOmNtjdlbb76ZsjF/cjIWg3fffhuDAsnLHzwbK7/tgw9won/y8qfPA51/886duxA6ljzGHTlZR/mqqiqs/+pA8jdArPypU6dkMQuF1MpHZO2moV5W/sjnsZiplLeOsG/YsBEDUtyyWtMMdP7N77+/BdX9kpc/H46V3717N7KOqwybd5Q/dvQY1q8/olz+zJkzWtpNKCSLwenTshgcqpaV39cQazflFRUpj6VWXY/jiVhjptLOOnSUP3LkKNavP6xcvqHBkJidksXg4HFZ+U/PxGK2ccMG9MtLXv6LLu3s877Jy58LxspXVu7BpCEqse4of+jQYaxvO5iibKz8qdOyY2NI9dgojHHjWVmMq4XHxo9PxWK2YeNG9E8RswOWGG/94H18keLYWNsCRGO2ezci1cnbWUsoVv7Agc+w/tyncb9PHO+O8l9++aUoBq2trXpi1iSMmeXYWFFejvyc5OUP1MRisOW9zThYkLy8td+4Y/t2NB1MHoOjTUDn3/zJJ3vR72TyfmN9a6z8IYV+Y8d4XmfManv8jOJjLYtZ09nWlGXityw0e/bs3rws7VauXJkwKbLavn17NPP/2c9+hh/84AcAgGeffRYXX3wx/vznP+Nf/uVfACSeYoxEIj3OCj700ENYvnx59PvGxkaMGjUKFxYWoqxsVsr637O1PPp1WVlZ9OtgMIiKigrMnTsXeXmxo9Lvq7ehurmxW/me7HjjM6C2GgBwY2kp+vdJHu7T26rxyrHPAACzZ83C+GHJj3B5+0/i/1VVAgC+c/W3cc2lhUnL76tpxON7twEAJk+ehLKrLkpavq65Df9r5zsAgMsuuwxlc8YlLQ/EPtNhFw5DWdlVyuXz8vNQVnajcnlALQa/q96G40li1jXW1pjNK7s55Yx06+4a/OHwJwCA666/DsMH9Ela/sOj9fj1/h0AgBkzZmDSxQOTlq+ub8H/3r0FAFBcfBVKJxQlLR8Kt+O+DzcAAMaPH4+y6y5NWh6IfaZDCy9EWVmxcvmcnBylmP14W3l0sFAlZs+f2I7DTQ3K5T+tOIgNNUeVygeDQXzy0obo9zfccD0K+yXPpKu+bML/+XgrAGDmzJm4cmTyS6mbW0N44KNNAIApU6agbNKIlH9D52c6ZuwYlJV9U7n8oEGDUFZ2tXJ5QO0zXbFrI1q/HiFVKf/SyZ04cLZOuXzVxkN464sjyuULDpzCbz/bDQAonTsXAwpS9BbR83E8kXOWmKm0MyD2mV5yyViU3XR5itKx8kOGDEZZ2XeUywN6YvbnUzsBQcwObjwE/FU9Zv0PnsZvPt0FALj+hhswtG/y0Y8DtU345dftbMaM1O2svrkNP9vxDgBg8uTJiByvTBnrzs903LhxKJs7PuXf0Fm+cGghysqmKZfPzcl15HzW1fbXP8WWL48rl2+rrMELhzrOZzdcfz2Gpjg2Djpch6c+3QkAmDljJiZelDxmR041Y/We9wGotbOm8yE8tL2jXV5++TdRNmssgORtu/MzLSoqQlnZ1KTbt5YPBAIoK7tWuTyg9pk+feQD1LScUy6/9bX9+ODLvwIAbr75JgRyk88wn9z6Of7yecfg65xrZ2PM0OSjGdn7vsS6qj0AgO9+9zsouWRo0vK7j5/B//3kIwDAlMmTUDY1eb/xxNnzeGTXZgDANy+/HGXXJn80VyQSwY+3dSRcRUXDUVY2Je73iWItjdlvD25KWaaTq+8pW7p0KW6//fakZcaMGYOmpiYAwIQJE6I/DwQCuOSSS1Bd3dEBHj58OD788MO41zY0NCAYDHabQbNuIxDoftDIzslKeRLuKlH5vLy8uJ9bO+gq28+xXCwbyM9DXl7ycOfnxoZEOsonf498y/YCeSrlY7/Pz81NWb5PfmwEJScnR/SZZmVLY5CemHXbqmLMOmNtjZnKqp+51pgpxCA3Nzfua0nMcnJSl8/OicUsK1sYsyw9McuyXL+oUj5b2s4sN+cp1cfydW5u6phZf68Ss7x2yzX4CuWtcrTHTPUzksXAet+B9NioUt7aznIV2plV1+N4wjLWmCm0MyvxsVFTzKz3MaXz2NgpOycWA6UYW451eSrtRtjO8vPiz08hqMUaALKys2UxEMYsAsWYWeg4NuYKYyZtZ9Y+jdKxMU+2T/SJWNtl93aWLN7iGGvqg0DazizHxj75echNcfN5fq61H5gv6jfmK8Q4YO035qWOWSA/drljXq7s2JidpN+YMNaK7TJHcOOaq5OywsJCFBYmn50BgOLiYgQCARw4cAAzZ84E0JH9Hjt2DN/4xjcAACUlJVi1ahVOnDiBESM6RpbLy8sRCARQXJx69N4qE0viS0kXypDeIKm09Gh24q9V6kOJ6X5GllTc9sUrhukpr3t1RPGCAsL3Yisg0k/a7q3nSOmS9dLnAcofNi0rr0z34z/Ex1LpYi56t2/lhbWEpKspSpeg1/2sOFMWZ5Gs8OjqpEzVgAEDcOedd+Lhhx/GqFGj8I1vfANr1qwBANx2220AgNLSUkyYMAELFizAmjVrUF9fj/vvvx9LliwRrbwImLMjWKlUKcfGKjfSpUelqy+a94maQfxsHeESinaWlZZ2VKRUT3od+5p6ZfSv2iYsz52fSDs7q66Kl/fXnMTpegi89gEu3eVlxTO8kq15WZx4dUQNz7eNf+xB+pPETJDUwxdJGQCsWbMGubm5WLBgAb766itcffXV2LRpEwYPHgygY2r6jTfewF133YUZM2bEPTxaKhNPCJeSPgRQPOKhYybOxscoH1n0yUlMVlw+smjjKKitX2PYZ5rJEQbzjkREmafjqotMdvh0PfMxO0s2eJbJxwaobV9YPoN9ChOTLB2kM1PWtih97ph0MN8Ukjr5JinLy8vD2rVrkyZZo0ePxuuvv277vQzcJ+TPHdPxzA/hiIqdBxEbQ/PlEvKkSVTc3vNRhVGTX9JjxuWL8hhTKrofLCxlWHVIgfaHU8e9l+y12vv3iuWt99sqlRdWQz7IaNbliJlM4nTtrrpvA4m7AkrluWbSK6yEz1Y18bYXydVzGXhsmv9k4gnhUkrT0OIRj8Rf91i+h69Vti+la2RRSvtJTLh96StMPimpls/kPWLkffofoKt3+1Km1ccU9q4K0Jsw6rvf1t0zX3bOBdKYmdIH0S2uH6gQQWvfUu2KLOt7uXOmLEuQaTEp00D3lL0u8dfupi5v/TulM3FqSZz1gJi6vJXua/xVmXa/kZ2TkvS1uk9KquW1X0Ljzubua27tAJE3yE9PehYG0X5+kpaP6+Dr3b60vPQeaXESZ8otFNLy0n6dpYz0ckel8pavTRkYluSJTMo0cGsnTfsCBzbK677J1rU3Rute+S+T1+BrOullMnH1G7ce64icJD406ho0NOycL10kTXy1jnD7cbdQaB7nNWXBTOMSdWF5IxfaE5RlUuYmNg4oGjaf0eXVtY94KJYz7hp54TWhuu9Bs9K1xH2svB6Z/IwoPXjPlw9kMMimtWltHXzdg4Ca77e1s32V18b1QTTNVva2vCrtA72asyw752Pxfeqi0uqvkPwNTMpcRPesi5T+5dUto1Syl+q73ENYD+nlzaaNOtmaBTLlpKS5vJeY1hml9NMVYj/nxbrbjSmLIMmTOGF507afudOfxqt1zJoNNfmebW33tQu2yaTMRbR38A0e1ZJfny0qrn5jtObVnrQv327wSUm8fckKYwKZTEyYAxFRupmycJXuF+hffdHG5YuGTN/rvxzRsKTPetuL5nsodFxhxaTMQfovhRNuX1Y8sw9uNOP4pp3+y0PsJMail2pfrUqV7sTHL/smmYmJPXWla6EPKe0ddllxowcZtS02Ji2vuZ8pvq1G3GfpfSKtbzEXXr7oCvKdU0b/DEHmLl+UMmEaujcvMO2kFD9SqPuaekPOSh7CyxGJzDsEmFIf3UmT/qt79G4/jvardTQx7EqRzC4QJyPtg6gmcVx90SVMOwDpH9WKu81W9FpTFo0wbmUiw2ZPrYxZfUpYnjNfRPrpbmdsxqmZtgiEabcHWIlnUcT3tbtzj41bEl+lvL6q2N6+riSOly+6hPaltzM4S6PUGO1cOqB70QjlmTLDrp+WFbdVf93LOLv0nEQacFcg0k96/sjOYI9RaXVE3X0oC+2rL8qKK9PeR5BuX/tMWe8vX9RF8pkyKdNA91Pvdcnq8Zseymu+/NJK/4OI9Vy/aOd6aKXyNg5wKu9l6wHehowUGnJcJhcz5eTuBHeezbxFVwz035Ps7g6+lSkPIpYSX0Kq/TPt/X3zKq+0/r2mJNKcKXMJ7TNf2heNEMroAdGMJfEzef20UpJl43pK3Qc4IjdgkkJ+Zdpqv9I+jp0HC2t/LI/yCtCyemhfVdu0+xIz+MBvHWP5TMqcZNpNsOLGksEDoiE32WZyZE5p+xmciWOS5TzTJuENq44yk/dlt36mumUyZLaez+giuu9jMq3PYi2u67lgvaVtYFha3uW3XFjpXuhDfe1FXr7oCtobi3T70vK26qN3uXRtN2z67PINa3GzTmGkg1u7otJRaSLKAO3PERMVtzXIaM7liLo/I919Fr31j6M58VZO4nj5ojuYNlWv+144kx/EqGumTEp+wMrcAdStq0OZzK33nxJ1xcOD92mPcUbv2TZjRWdpee0rZso2b9xkgZX2xckUy/HyRZdw/Up+mrdvxXvKeigvK57Z57pIuTRB4SyNOpeG2FMYAzKV7vNZ3D3S+lcPkxU35Tmd2hfu0Lr5ONJLVHXdNy8ZfGVS5iD3d9ht3J8keysxbcvLap/J0j21zx6Zn/jl3hiiZExLRE2rjzaa7tHpZKePI30vaQdfnBBoeiyPbnGLjak8xkDzLSB26FphmjNlDtO1C8lXa8zcTJzKa+0try4s79JBp0w+d0XKL5facd6LyAPYkF1Nx9kmo1frSLevWlDz4Lz4thfh9sX9RhtBM+U+QN5T5hK6b9iUsnbw3b68urbzsWGzm3b4JMci8jaXtmNe9qvOLwNidpj2EclvoUj/rAuQiSusNA/+W7425nm1neW5JL636D6G6L6yzU5SqftBxLqGPHTPlNmptWknJWOw7+c6XDSCiHQy7XRpzEIf2hfu6P0tINofjaSpPO8pcwvxrItpjav35U1ZFUeKI5ZkF/MNchMe89yHIfMu/UmWuQvQ6X+At57tS/5mJmUO0p8EaV6UwkZSqWtqP1ZeVFxfPfRUg3zKtJu8iTIlk7Onup/tZAqen/QxZZ/QnjRlsLx5K2aqlePDo11CfxIkK5+teylU6eaJKKP80hmVYueVyN/3Aeq/p1/XdjUv3KF5NUVbg/mi0vpm1jhT5hLmXV5oVpJoh0/6ip7ix5D58W82gZ3OpV8SUSJyP92X8Glf/MzW6ou670HjkvgkkNEkiN1L6sIvfVcuSuE8L8XArUmfn2dRKE24C7mPJWa6JwLcauroQcplmZTpYMh+xo4KpRMj4D6mNRvDquNLfukIWZn2N/vlfMbVhMlJprSzHxSPUi7LpIwSMmRfphQ4Op1+0kseiIjIWaYl3pR+2u/rM+CeaiZlRAaxkw/wlEREbqF77MNLA1Y8tqcfB57JREzKiMjTjOuaGVchIiIichqTMiIB9qeJ9PPSLIduvGzLeaZFQLU+vFJbH137BI+N3sakjEgjnvQonXjJDWWaKbtcJjujbGeJ+fl8pnvRCFMWpfBzjE3ApIw8yYzDG0kYck7yNVM6BkRERH7DpMxB4gfV6alGWpiwag2ZhZdVpeb2ZuDy6hMReVomZ74y+WBor2JSpoEp+5nJSRyRV7CduQ8v0Uk/fqZkF++Xch+TY2ZKX1yCSRkl5Mad2Y9MHgUj55kWMl0z5NqXV2fG4W6GNQTDqqONvUe8+OVTInWa7+szYJ9jUkZkEDujTtIOL5MsIjndzYbNkkhOfj5jSyN7dOxBTMqIyNM4y0Fk4ZO+qJeaPQfQiPyBSRmRhIdO9OQM7kJE3kqaTMOFtJynKwRsN97GpIxIIx4/iYi8za05kMmLNPiNKbsQ9wlnMSlzkPSyKu03s2fy4Zza38CUQxxR+vhlt+ZoMHWV0UWNjOkim8XP7ZJ7RGpsN/YxKdOAlw4QybHVOI8xcB/dpxuezojcy+REWvuxxYXHLiZlHmZyY5Rix8B9GLPUOLJIRNTBS30Wv2DM0otJGSXE2T7qiglED3x8VuJhgoi04LGFuvDD+YZJGZFBpP17O+kAk6zEvJRj+eEkRmYwudkY1w5Mq48mGb1P3SefKWkk3Id07HNMyogEjO54OF0BohRM2UdNbsdEXXEALf2YxJGJmJQRkaeZ1gE3rT5ewGWcicgkuhJpHum8jUkZeRIHwYgoXbzUETLl2Kg7kfbzEvqqtfHSpdpuZ8rMHfcJZzEpc5B039fdVjJ6EjPkAKSb9Fl0pM4v+xCZhUvQk1/5ekaa7TI1fka2MSnTwI/7JTsSZBdX/CSinvg4HSDqNZMTad0zzKbNYKtgUkZEWrjvcGg+7ScZQ4JmbjeC/IDjQ87ghSXuw5ilF5MyD7MzQmLaOcmNIx5ew46KBvxMyXA89pITeL4hP2JSRmQQ8X2GNoapeNJLD7MHChlkr2OEiTh44Ae6Iyzdvo59jkkZkYDJC3cwyUoPk6/BNw07QuQGpu2lfmk3Bp8ufRIBchsmZUTkaSZ3DIg8g+1MH2YQ7iOMmXKiznbmaUzKKMpLbZ2zRkTmMaVdMlEnLzOlnZH78NDoLCZlThLu/UZfOiccFvLL5RtEpJ/Bh0bqge6YZXKXcGsSxGZD6SRtB25tNzoxKdOBOxqRdmxmRESZ4+fBDw4ku48bkz4mZUSkhXjUTE81iGzzUmfUjR0V8gcPNTNjeGlG2g+YlHkYOxKUTgyB83S3A44Gp8bPyBmZPJ8xws5jDMiPmJRRQkyCHCLsedjppzDGzmMMeuChASUp7hNEcmw33pelOcjizWuoDpMyIgGT+4ocwXeGyTPS7KiQbR7Yh3R35igxgw+N3CfISEzKiIgsTE6yjMN+DZEY8wHvE4dY+TFlPEF5mW+SsqqqKtx6660oLCzEgAEDMGPGDLz99ttxZaqrq3HLLbegb9++KCwsxLJly9DW1uZQjTPP5CX3pcSz0DxJehZPYuRlphy72M70MSTE5AMe6ga6km+Ssnnz5iEUCmHTpk3YuXMnpkyZgu9973uora0FAITDYcybNw/Nzc3YsmULXnzxRbz88su47777tNXJS/s+n09BpMZL7V6Kl9gS6afczvx8MKK0M+CWrIxuXwdfJGWnT5/GoUOH8OCDD2LSpEkYP348HnvsMbS0tGDfvn0AgPLycuzfvx/PP/88pk6dihtuuAGPP/44/uM//gONjY2i92PHgzpx1Ekf3hNARD3J5JUffjkS+fl0xtMNZUKu0xXIhKFDh+KKK67Af/7nf+Kqq65CIBDAM888g6KiIhQXFwMAtm7diokTJ2LkyJHR1914441obW3Fzp07MWfOnG7bbW1tRWtra/T7zuStPdKOYDCYsl7Wyz2s5Tu/7rqN9vbE5XvS3h4WlQ+HreVDCAaTH4VCwVDs61Ao5XsEheWt2tvVPtNOkUhEVL6jfukv3x5pT1q+a6zD7cnLdxUOxT7TYCiIVC8JWcqHgsKYhcNaYwaYETNrZ04pBoJ21vX3oWAQwZzk24+LgTBm4ZA0ZrLy0nYWUYxxT8fGZPWQlI8/1qmUt7SzYBC5We1JSsdvV2X78cdGYczCbj02ZvJ8FkQwO3lKEYw7lsqPjar1AvTHzJR21h6Wnc+s56dgMJT62GjjfBaW9kEsMVNp235pZ9KYWfuNKu0sZPm9OGZp6DemirXa8V29Dr5IyrKyslBRUYFbb70V/fv3R3Z2NoqKivDmm29i0KBBAIDa2loUFRXFvW7w4MHIz8+PXuLY1erVq/HII490+/mJmhqsX78+Zb1CoRx0jrElKl9RURH3/enT2eic3FTZftVxWflPG7IA5ETfu29e8vJffgV07kLvvfcejvRNXr41HCu/e/duRKpVxt06yh89ehTr1x9WLt/QcEbpb442gUgkLTHrSjVmnbE+VC2L2f4uMbsgRYvuGrPDkpjt2oX2zwUxOyKLWX19gyhmkfZ2pfLhsJ6YdTosjJl1XL28vAIFKWJW2wJ0/s2b39uMgxckL2+N2c5dOxE8ph6zw4ePYP36Q8rl6+vqRTFrV4xZe7ssZnV1svJHPpfFbE9drJ299dZbyE/R8bDqehxP5LwlZjt27MBXh9VjdujwYawPHlQuX1dXJ4tZOKwlZvXCmB0WxmxvfSxm5eXl6JMiZtZ29t7m1O3MGrPKykp8a4hKrDvb2WGsX68es/p6M9pZJmNWUSGLmcqx8XwoVn7Hzp1oPSo5NnaPWeJ49zJmHmhnFeXl6JPifHZC2M6+shGzdB4b42Mti1lLS4tCHaxbdqmVK1cmTIqstm/fjuLiYtx1110YNmwY3nvvPRQUFOB3v/sdvve972H79u0YMWIEgMSXQ0UikR4vk3rooYewfPny6PeNjY0YNWoURowcibKy76as/4pdG9H69QhbWVlZ9OfBYBAVFRWYO3cu8vJimdFLJ3fiwNm6buV7cnDjIbz11yPK5fsdPI3ffLYLAFBaOhcDC5JnZUdONePRyvcBANdccw2+Obx/0vItbSH89KNNAICpU6fi5onDU9bpnq3lAIBLxo5F2c2XK5cfPHgQysquVi6PrCylz+ihnRvR1tY9Zj3508kdqDpb32P5rrE+sOEQ8IV6zC6oOoVnPtsNAJg7N3XMDltiNmvWNbisKHnMmltjMbvqqqtw45VFScsDsc907CVjUXaTesyGDBmMsrLvKJfPys5GWdmNKcs/sGMDgl/PQKp8pi9+uQMHG3uOWVefbTgIfHFUqXwwGMQnL22Ifl9aOhf9+ySP2aGT57B6zwcAgFmzZmH8sH5Jy1tjVnxVMeZOGJbyb+j8TMeNuwRlpZcplx8ydAjKyr6tXD5bMWb3f1SBcLjj5KsSg+dPbMfhpgbl8p+8VYWNNceUy+fu/xL/r2oPgI4rKAoUsrKejuOJnGsN4YGvYzZt2jTMufzClNvv/EwvHTcOZXPHK5cvHDpUFrOcHFfGLP/Tk/jdgUoAQGlpKfoFknd3DnZpZ5emaGfWmE2ZMgXh6t0pYx1rZ+NQVqoesyFD3NnO9pcfxIYatWMjYD9mqY6NTedDeGD71+2suBjXXyE5NsZilqxt9zpmhrSzfeW9b2dzS0vRP0VWdvDLc3js65hdoxSzIB7c3rEo37Rpxbj+m+oxS8exMVGsO8vnKMZMcguUq5OypUuX4vbbb09aZsyYMdi0aRNef/11NDQ0YMCAAQCAp556ChUVFXjuuefw4IMPYvjw4fjwww/jXtvQ0IBgMNhtBq1TIBBAIBDo9vPsrOyUJ2Eg/t6zROXz8vLifp6dnbx8t3rkxDoOKuVzrOVz81K+Jjcvtvvk5uamLJ8XidVfpbxVdrbaZ9opKytLVB5Q+4ystykoxSArdttmsvKdsc7JUSvfKTcnFoOu+0vC8rnWmKUun9dujVmO6DPNyZGV1xUzaXnrIIxSu8mWtbOu9UkZA0s7y1NpZ5aY5RgWsyyole84NnY0Nh0xyxa2s5xu7Ux9qkwpxjbaWXaO9NgoKw+Y0c7kMYtvl9Z2lEherjXGsnaWm5ODMNRiDfQmZn5pZzZipnJsjF2ZJ++DJIhZsni79XyWLTyfxccs9WeaKzyf5VpjlqO739hz+Z5irbJ9SR1cnZQVFhaisLAwZbnOqcPs7Ph1TbKzs9H+9Qh6SUkJVq1ahRMnTkRnzsrLyxEIBKL3nRERdWXyUuBuvTfdvM/UtPqQhFvbgdv5eaEr8YrUiuV0f6bmHXv9xRerL5aUlGDw4MFYuHAh9uzZg6qqKvzkJz/B0aNHMW/ePAAdU+UTJkzAggULsHv3bmzcuBH3338/lixZEp1dSzfp6lD6G6N3SFfm40mbOvm5I0Gp6V6FzbTVe82qjTfwMyWiRHyRlBUWFuLNN9/EuXPncN1112HatGnYsmULXn31VUyePBlAxxTsG2+8gT59+mDGjBn4+7//e8yfPx9r164Vv58fl07VNSpEZJdxSZZp9bGB7ZhIPz/2Kch9xIPhuge4XNhuXH35osS0adPw1ltvJS0zevRovP766xmqEfkBLwUgIj8wbvAjk0zr/Ck/O1oYND/HmCgDfDFTRkTmk162ZVo/iBQwaGln2uWORF7k2lbGRNpVmJR5mYeGLt04De13DBkR9Yj3SFMXjJn7MGbpxaSMEmOP2hHSPNrO5ZHyRJc7BRER6Sc923Dg1vtMuwdNR32YlBEJmHyPGE9K3scY90DaLM1txtSTjMaMDc3reCwlEzEpIyKywc5VwtLVqnQzqzZERO4kvkdaeXEWzThg5SgmZQ6SD+565yJ8/c/6EZY3rHNMzjF5NlSK+zV15cddwrS/2bT66OKlYyml5pPdWismZRr4ccfkCmBkKnYL3MdDaxQR2cbzK3mT3v3aje2GSRmRRuxcUlfcJchN/DKr4yWqIeP5icgsTMqIyJXYWXSeX2LAzisl45fLhP18OaJbQ+znmLkRkzIPY1MkR4lv7NNSCyJ3cWk74PmG7OLgh/swZunFpIwSMm1UiCORPZS3s/KftLw/QkAacReiTrpH8NlZdDc+R5O6Mu45ZRr2OSZlRAImn+h5SiIiIkrNrYOMEZM7IWQbkzKK8vO1xy49PpPvcE+leG7tXEpl8uzkl8+U9DFh1qU3/NsLNAOTMgdJBzxMHiAx7VIDnlQpU+w0S9N2U7+0G4MPpUREriRORH1yvpFgUqYBdzQi9zJ58EPKL4ciP8/yU2qmzEJ0Mq0+2rBZkoPc2BdnUkZE3saOAVGUGzsqfseYEfkDkzIijbw060KUKWw25Cam5UyqSZy0nfF8RqQXkzIP4wGU3ET+WDPTukJE3sN2RpljbqfFre1Afz/Q3Ji5EZMySsi0w49p9dHF5MVfmDRRV4wxdeJS3ZROPLZQV37YJ5iUEQmY3O2QPmCb9ylQpnGfIyId3LoEvZTJfRC3k+4TOs5nTMocJF0xTPdApJcGOk1oXETkDR46NBqDl1WRl7l1eXjOeDuLSZkGbh2BsUN8aZv/PiIi8gDdxy4eGhNjZ5HIbOLBcE31yNT2dWBSRkRkg52+ommjqX4cUCLqiq2AiJzApIyIPE18mbCmejiBM9LexxCnZlo7MK0+unjpWEqUCUzKiDSSJgTkfdwj0k++aimjQO6haxELtgMiszApIyJ38sloMxGZjTNfadq+wTmiW2Ps55i5EZMyD/PULI1LD4hS0ohlMsK6l9x360mP0o8j+PrwvkFyA54PyI+YlFFC0g64bxjcV5RHjDEmouR4KiA3EO+mLt2vfT1epXuhK/FlwunHpMxB4vsgNGcEnmrsPnmQJJGT2GGnTl46fRDZZdry8Ko81Q90ISZlGvixo2LCCAMRmY2DH9SJ97oQeYv8lgXDpr4MwKSMiIiIjMYki4i8jkkZEZENdi4rNu0SFxcOLGYEEwJ/4T3V6cEFe4hkmJQRkaeJ+wWa+xGZ7Kewb5l+ui/BZELgfYwwESXCpIxIIw4UEhF5m/YZbOmMumJx8XgVT2iuw5i5C5MyD/NSW/TLAgHiFTkNDrI0YqZdykfkCpxZI48w92zG801PTI6ZGzEpo4R4AErM5Ady635YM/cJMpV8xF9LNYjIIdLLfnk+S8zkQ6NpMdNxqTmTMgeZ1pHIZGPUfd+EXx4kSeRFJncM3I4Ta0T6Gbc8PLkCkzIN/Nm2fPlHExF5Go/sRKSD/nsx3YdJGRER9Yo/B6AoEdPuh+VsKxG5DZMyIiLKCCZx1FtMsojI65iUERFZiBdzsdFbNO2+A+ZMRGwH6cIFdYhkmJQRacRzkvP8HAO/PEqCKBnjZmilKwVqqr/4klM91SCirzEp8zAeQN1HOkvjpRjrXtKfiEgH01bOM6s26oyeWTMsxqp0f6RGx8yFmJQ5ybBRKuuN16Ydf0ypj8kHIN0PX2bSRH5l8vMJibxI93M0TUukTWF0H0f35fsGPOuOSZkW/mvspj2I2LT6EJE36O7L8VhE5D9eaPemDdy6Me9mUkZERK4mXV7d4MFgMRf2O4iIKAEmZUREZBSTL6EhIiLSgUkZERERJcR7b4iIMoNJGRER9YruxWXIu6SToeLl2znbSkQuw6SMiDxNfL+R5lVR7fQVtSc1nBUhYjNIE+bFRDJMyjyMI4UG0NxjZ4wpKXYuibQ/RF28HLuWWli2rymr1H2+4aMn0o8xcxcmZQ4S78zaG1eM7pOYlCm1MfnwI1+OVnjpmfgxA2Ztn4iI3EH/+UNvebcyOcnSPpih/QWpMSnTwI+XPuh+ELGU7gM6ERERUSLi2UoP9EHk9xjrnsF234fKpIyIiIiIiMhBTMqIiIiIiIgcxKSMiIgoCS6oQ0REujEpIyIiV9P9zCsr/Svn6S1PRERmYlJGRETkE+JVVzXVQ/48QOHzBg1eRY6IKBEmZR7Gk5Lz5B0J+TtQcrof7ix9OLWVabMiuldR1fX8JKJ0cuOqbZmge0aalwmnn+6PlDFLLyZlDtI9UihlrY9pfSdT6mOnA24a+XNazHrumCn7hMn4ERFl4FiheXDFlNnNTDLt/OGX843JXRztg5IGPMWASZkGPmm7cXQ/iFiKDyImIiIiJ/jx4dSmJbpuTKSZlBERERERETnIE0nZqlWrMH36dFxwwQUYNGhQwjLV1dW45ZZb0LdvXxQWFmLZsmVoa2uLK7N3717Mnj0bBQUFuOiii/CLX/zCU5erERERERGReXKdrkA6tLW14bbbbkNJSQl+//vfd/t9OBzGvHnzcOGFF2LLli2oq6vDwoULEYlE8OSTTwIAGhsbMXfuXMyZMwfbt29HVVUVFi1ahL59++K+++7L9J9EREREREQ+4Ymk7JFHHgEArFu3LuHvy8vLsX//fhw/fhwjR44EADz++ONYtGgRVq1ahQEDBuCFF17A+fPnsW7dOgQCAUycOBFVVVX41a9+heXLl3PVMCIiIiIi0sITly+msnXrVkycODGakAHAjTfeiNbWVuzcuTNaZvbs2QgEAnFlampqcOzYsUxXmYiIiIiIfMITM2Wp1NbWoqioKO5ngwcPRn5+Pmpra6NlxowZE1em8zW1tbUYO3Zst+22traitbU1+v3Zs2cBAF81N6Guri5lvdpbW9De3nHPmrV8MBhES0sL6urqkJeXF/15W8s5tLe2dCvfk5amRlH5prMNceX75OUkLX+mvjla/kxDHeqyzievT1soWv7smTOoq0u9+3WWb2lqVP5MAaCtJSAqH27PVo/Z17cZqpRPFbOusW5uOiuKWeOZM9Hy9XV1CKSKWUMsZg0N9eifImbNrZaYnW1AXV3y7QOxz7RZGLNWQbsBgHBEPWaRNMasq5Zz6u0sGAzi/FctaG/N+bp8PQK5ycfGGupj9alvqEc/qMes8ewZWcwazwpjdk5UPgT1mHXSEbOvzsnaWdPZM3Hlc3NSj2f2dBxP5JwlZmfONKCuLvX2o8fGRr3tLIQcQ2ImPJ+diY9ZXoqYNTRY21kd+uKrpOWtMWs8cwZfKcTa/TFrymg7S3fMms537YP0rp0la9vRmLUIY5ZlSsyk/UZZzM7Ux8fsgkiqmAV7HTPp+ex8gnaWKNbRPohizJqamgAoPlIpYqiHH344go7n3vX4b/v27XGvefbZZyMDBw7stq0lS5ZESktLu/08Ly8v8sc//jESiUQic+fOjfzzP/9z3O//+te/RgBEtm7d2us68h//8R//8R//8R//8R//8Z9//x0/fjxl7mPsTNnSpUtx++23Jy3TdWarJ8OHD8eHH34Y97OGhgYEg8HobNjw4cOjs2adTp48CQDdZtk6PfTQQ1i+fHn0+/b2dtTX12Po0KG27kFrbGzEqFGjcPz4cQwYMKDX2yHzMdb+wnj7B2PtH4y1vzDe/pGOWEciETQ1NcXdQtUTY5OywsJCFBYWpmVbJSUlWLVqFU6cOIERI0YA6Fj8IxAIoLi4OFpmxYoVaGtrQ35+frTMyJEje0z+AoFA3D1oAHpckr83BgwYwAbvE4y1vzDe/sFY+wdj7S+Mt3/YjfXAgQOVynlioY/q6mpUVlaiuroa4XAYlZWVqKysxLlz5wAApaWlmDBhAhYsWIDdu3dj48aNuP/++7FkyZLoh3zHHXcgEAhg0aJF+OSTT/DKK6/g0Ucf5cqLRERERESklbEzZRI///nP8dxzz0W/nzp1KgDg7bffxrXXXoucnBy88cYbuOuuuzBjxgwUFBTgjjvuwNq1a6OvGThwICoqKnD33Xdj2rRpGDx4MJYvXx53eSIREREREVG6eSIpW7duXY/PKOs0evRovP7660nLfOtb38LmzZvTWLPeCQQCePjhh7tdGknew1j7C+PtH4y1fzDW/sJ4+0emY50Viais0UhEREREREQ6eOKeMiIiIiIiIrdiUkZEREREROQgJmVEREREREQOYlJGRERERETkICZlhvubv/kbjB49Gn369MGIESOwYMEC1NTUOF0tSrNjx45h8eLFGDt2LAoKCjBu3Dg8/PDDaGtrc7pqpMmqVaswffp0XHDBBWl96Dw576mnnsLYsWPRp08fFBcX47333nO6SqTB5s2bccstt2DkyJHIysrCX/7yF6erRJqsXr0a3/72t9G/f38MGzYM8+fPx4EDB5yuFmny9NNPY9KkSdGHRpeUlOB//ud/tL8vkzLDzZkzBy+99BIOHDiAl19+GYcPH8bf/d3fOV0tSrPPPvsM7e3teOaZZ7Bv3z488cQT+M1vfoMVK1Y4XTXSpK2tDbfddht++MMfOl0VSqM//elPuPfee/Gzn/0Mu3fvxjXXXIObb74Z1dXVTleN0qy5uRmTJ0/Gr3/9a6erQpq9++67uPvuu7Ft2zZUVFQgFAqhtLQUzc3NTleNNLj44ovx2GOPYceOHdixYweuu+463Hrrrdi3b5/W9+WS+C7z2muvYf78+WhtbUVeXp7T1SGN1qxZg6effhpHjhxxuiqk0bp163DvvffizJkzTleF0uDqq6/GVVddhaeffjr6syuuuALz58/H6tWrHawZ6ZSVlYVXXnkF8+fPd7oqlAGnTp3CsGHD8O6772LWrFlOV4cyYMiQIVizZg0WL16s7T04U+Yi9fX1eOGFFzB9+nQmZD5w9uxZDBkyxOlqEJGitrY27Ny5E6WlpXE/Ly0txQcffOBQrYgo3c6ePQsAPEf7QDgcxosvvojm5maUlJRofS8mZS7wwAMPoG/fvhg6dCiqq6vx6quvOl0l0uzw4cN48sknceeddzpdFSJSdPr0aYTDYRQVFcX9vKioCLW1tQ7ViojSKRKJYPny5Zg5cyYmTpzodHVIk71796Jfv34IBAK488478corr2DChAla35NJmQNWrlyJrKyspP927NgRLf+Tn/wEu3fvRnl5OXJycvAP//AP4FWn7iCNNQDU1NTgpptuwm233YZ/+qd/cqjm1Bu9iTd5T1ZWVtz3kUik28+IyJ2WLl2Kjz/+GH/84x+drgppdPnll6OyshLbtm3DD3/4QyxcuBD79+/X+p65WrdOCS1duhS333570jJjxoyJfl1YWIjCwkJcdtlluOKKKzBq1Chs27ZN+zQq2SeNdU1NDebMmYOSkhL89re/1Vw7SjdpvMlbCgsLkZOT021W7OTJk91mz4jIfX70ox/htddew+bNm3HxxRc7XR3SKD8/H5deeikAYNq0adi+fTv+/d//Hc8884y292RS5oDOJKs3OmfIWltb01kl0kQS6y+++AJz5sxBcXExnn32WWRncyLbbey0bXK//Px8FBcXo6KiAn/7t38b/XlFRQVuvfVWB2tGRHZEIhH86Ec/wiuvvIJ33nkHY8eOdbpKlGGRSER735tJmcE++ugjfPTRR5g5cyYGDx6MI0eO4Oc//znGjRvHWTKPqampwbXXXovRo0dj7dq1OHXqVPR3w4cPd7BmpEt1dTXq6+tRXV2NcDiMyspKAMCll16Kfv36OVs56rXly5djwYIFmDZtWnTGu7q6mveHetC5c+dw6NCh6PdHjx5FZWUlhgwZgtGjRztYM0q3u+++G3/4wx/w6quvon///tHZ8IEDB6KgoMDh2lG6rVixAjfffDNGjRqFpqYmvPjii3jnnXfw5ptvan1fLolvsL179+Kee+7Bnj170NzcjBEjRuCmm27Cv/7rv+Kiiy5yunqURuvWrcM//uM/Jvwdm6g3LVq0CM8991y3n7/99tu49tprM18hSpunnnoKv/zlL3HixAlMnDgRTzzxBJfN9qB33nkHc+bM6fbzhQsXYt26dZmvEGnT0z2hzz77LBYtWpTZypB2ixcvxsaNG3HixAkMHDgQkyZNwgMPPIC5c+dqfV8mZURERERERA7iTStEREREREQOYlJGRERERETkICZlREREREREDmJSRkRERERE5CAmZURERERERA5iUkZEREREROQgJmVEREREREQOYlJGRERERETkICZlREREafLxxx/j+9//PoYOHYo+ffrgyiuvxJo1axAKhZyuGhERGYxJGRERURq8++67+O53v4uCggK8+uqr2LNnD376059i7dq1+P73v4/29nanq0hERIbKikQiEacrQURE5GbhcBjjx4/H9OnT8fzzz8f9bv/+/ZgyZQqefvppLF682KEaEhGRyZiUERER2bR161ZMnz4dlZWVmDx5crffz58/Hy0tLSgvL3egdkREZDpevkhERGTT0aNHAQDjx49P+PvLLrsMn3/+eSarRERELsKkjIiIyKYBAwYAAOrr6xP+vqGhIVqGiIioKyZlRERENpWUlCAvLw///d//3e134XAY5eXlmDlzpgM1IyIiN2BSRkREZNPQoUOxbNky/Nu//RtqamrifvfEE0+grq4OP/7xjx2qHRERmY5JGRERkU3nzp3DsmXLMHbsWMyZMwe7du0CAKxZswYrVqzAk08+ifz8fITDYYdrSkREJuLqi0RERDatXLkSjzzySPT7hQsXYt26dcjKyoord/ToUYwZMybDtSMiItMxKSMiIiIiInIQL18kIiIiIiJyEJMyIiIiIiIiBzEpIyIiIiIichCTMiIiIiIiIgcxKSMiIiIiInIQkzIiIiIiIiIHMSkjIiIiIiJyEJMyIiIiIiIiBzEpIyIiIiIichCTMiIiIiIiIgcxKSMiIiIiInIQkzIiIiIiIiIH/X8VjPfjaITOEwAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
@@ -140,7 +140,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
@@ -150,7 +150,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
@@ -160,7 +160,7 @@
     }
    ],
    "source": [
-    "dft_window_function(sig.triang(63))"
+    "dft_window_function(sig.windows.triang(63))"
    ]
   },
   {
@@ -184,7 +184,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
@@ -194,7 +194,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
@@ -228,7 +228,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
@@ -238,7 +238,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
@@ -272,7 +272,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
@@ -282,7 +282,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x500 with 1 Axes>"
       ]
@@ -389,7 +389,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x800 with 1 Axes>"
       ]
@@ -450,7 +450,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.11.5"
   }
  },
  "nbformat": 4,