chunk_sizes.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "832909f4-d31d-44e9-ae42-72d082ee38d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "def collect_filesizes(directory_path):\n",
    "    file_sizes = []\n",
    "    # Iterate over files in the directory\n",
    "    for filename in os.listdir(directory_path):\n",
    "        filepath = os.path.join(directory_path, filename)\n",
    "        \n",
    "        # Check if it's a file (not a directory)\n",
    "        if os.path.isfile(filepath):\n",
    "            # Get the size of the file in bytes\n",
    "            file_size = os.path.getsize(filepath)\n",
    "            \n",
    "            # Append file size to the list\n",
    "            file_sizes.append(file_size)\n",
    "    return file_sizes\n",
    "    \n",
    "def plot_file_sizes_histogram(directory_path, bin_size=1024*2):  # bin_size in bytes, default is 2 KB\n",
    "    file_sizes = collect_filesizes(directory_path)\n",
    "    \n",
    "    # Plotting histogram\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.hist(file_sizes, bins=range(0, max(file_sizes) + bin_size, bin_size), edgecolor='black')\n",
    "    plt.xlabel('File Size (bytes)')\n",
    "    plt.ylabel('Frequency')\n",
    "    plt.title('File Size Distribution in Directory: {}'.format(directory_path))\n",
    "    plt.show()\n",
    "\n",
    "def print_median_sizes(directory_path):\n",
    "    file_sizes = collect_filesizes(directory_path)\n",
    "    median_value = np.median(file_sizes)\n",
    "    print(directory_path, \" Median: \", median_value)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f101d00-46a9-4708-88c9-2d46a3b076d2",
   "metadata": {},
   "source": [
    "# Raw data breakdown (inputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "56a3db4e-d4b2-4612-a2e0-045fd83aeec4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./data/text/rhaetor.github.io_components  Median:  8804.0\n",
      "./data/text/rhaetor.github.io  Median:  1776.0\n",
      "./data/text/spring_reference  Median:  1800.0\n",
      "./data/text/_old/agent_fuse_comp_ref/  Median:  1640.0\n",
      "./data/text/_old/fuse_component_reference/  Median:  1640.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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t25bt8tIf9/r167NsExgYeMNtKMm4urqaHTt22E3v06ePKV26tElISLCb3rlzZxMYGGguXrxojDHmyy+/NJLMuHHjMqw/LS3NGGPMyZMnjSTz9ttvZ2hTs2ZNExoaak6dOmWbtnXrVuPq6mp69OiRofYuXbpkWEaXLl1MmTJlTGpqqm3apk2b7J7X6fdP7/vc6N69u10f/vTTT0aSGTt2rG3a1atXTePGjTPsh9K3l9XMmTONJPP777/bpn3wwQcZns/ZLSM6OtqUL18+w/TGjRvb7XvWr1+foSZjrvVRpUqVTHR0tK2/0tcVFRVlHn74Ydu01NRU06hRI1OqVCmTkJBgBgwYYNzd3TM8B7N6/RljzNKlSzM8viZNmhhJZsqUKXZt0/dNwcHB5vTp07bpP//8s5Fkfv3112y3TWbb19HndVbbKzf7jNdffz3TbZFu48aNRpIZNGiQ3fRevXpleN3kZH+X3rZZs2Z2ffvSSy8ZNzc3c/bsWdu0rF6f17+HpS+zdu3adu956e9lP//8c7aP9fp90JYtW4wk8/TTT9u1e/nll40ks2zZsmyXZ9WjRw/j6uqa6T4x/fEPGjTISDJ//PGHbd758+dNVFSUiYyMtO1D0vfPNWrUsHucXbp0MS4uLqZFixZ2y2/QoIEpV66c3bT0zyYbNmywTTt06JDx9vY27du3t01r166d8fT0NPv27bNNO3bsmPH39zf333+/bZqj/Xn+/HkTFBRk+vbta1dPXFycCQwMtJvu6PtaVvtwRz8vIG9xuh2y9dlnn2nJkiV2N0f98MMPSktL0+OPP66EhATbLSwsTJUqVdLy5cuzvf/DDz+sNWvW6NFHH9XWrVs1duxYRUdHq2zZsjk6JW758uUaOnSoXnjhBXXv3l2SdPr0aS1btkyPP/64zp8/b6vt1KlTio6O1t69ezOc0pFT6Uesshr9zMfHR56enlqxYoVDp09kpW/fvg6fO1+mTBm7b/DST9/YvHmz4uLicl3DjWzYsEEnTpxQ//797a7BadWqlapUqZLhFAxJevbZZ+3+b9y4sfbv35/rGnr37m13vVL6t9Y3s8x0fn5+Do1y16RJE1WrVs32vzFG33//vdq0aSNjjN3rJDo6WomJidq0aZMk6fvvv1dISIjdgCXpbvSN8vHjx7Vlyxb16tVLJUqUsE2/++679fDDD2v+/PkZ7nP99pekHj166NixY3av3W+++UY+Pj7q2LGjpGun+Rhjcn0UKS0tTQsXLrT7dn/+/Plyd3e3O4ro5uaW6bZIP7VMunZ6YkJCgurXry9Jtm15I9ZlpB9Nb9Kkifbv36/ExETbvLNnz2rNmjUOHYnYsmWL9u7dqyeffFKnTp2y9fOFCxfUtGlT/f7770pLS5N07Zq+6dOnKykpSS1atNCkSZM0dOjQLK8Pzcz8+fNVrVq1DN8we3l5qXfv3pne54knnlDx4sVt/2f2GnFk++bkeZ2V3OwzbnSUOf301utH+8vseZQb/fr1s3stNm7cWKmpqTp06NBNLdM62M9zzz0nd3f3TF+z2Ulvbx1MSJKGDBkiSZluz8ykpaXpp59+Ups2bTJ9PqY//vnz56tu3bpq1KiRbZ6fn5/69eungwcPZhgBtkePHnaPs169ejLGZLjWr169ejp8+LCuXr1qN71BgwaqXbu27f+IiAi1bdtWixYtUmpqqlJTU7V48WK1a9dO5cuXt7UrXbq0nnzySa1atUrnzp2zW+aN+nPJkiU6e/asunTpYvccd3NzU7169TL9jJPb97W8+ryAnOF0O2Srbt26OXpjttq7d6+MMapUqVKm8x0Z5e3ee+/VDz/8oCtXrmjr1q368ccf9fHHH6tTp07asmWL3QfOzBw5ckRPPPGEGjZsqHHjxtmm//PPPzLGaNiwYRo2bFim9z1x4oTKli17wxqzkpSUJEny9/fPdL6Xl5fef/99DRkyRKVKlVL9+vXVunVr9ejRQ2FhYQ6v5/rRB7NTsWLFDB+oK1euLOna+dA5WW9OpL+p3HnnnRnmValSRatWrbKb5u3tbTv1KV3x4sVv6s0hIiIiw/Ik5ckbTlJSUobr5DJzfV+dPHlSZ8+e1dSpUzV16tRM75M+SMm+fft055135upi7Oy2f9WqVbVo0aIMF7pn9rx6+OGHVbp0aX3zzTdq2rSp0tLSNHPmTLVt2zbL53lOrV+/XidPnrQLHocOHVLp0qVtXzyky+zxnD59WiNGjNCsWbMyDPBiDTjZ+fPPP/X2229rzZo1Ga6tSkxMVGBgoKRrpwVKsp0WmJ29e/dKUqanCFqXnf68rFChgu3aqRo1amS5n8rKvHnz1KZNmwzTy5Ytm+XgJo68RhzZvjl5Xmclp/sMd3d32zWZ2S3T1dU1w3O7YsWK2d7PUfmxj7n+/dPPz0+lS5fO8XUo6Y/9+scaFhamoKAgh4PcyZMnde7cuRueAn/o0KEMp69J1/Y36fOty7h+26W/xsLDwzNMT0tLU2JiooKDg23TM/ucUblyZV28eNF2HdHFixez3AempaXp8OHDql69epY1Xd+f6a/prAZGuf40+5t5X8urzwvIGUIS8k1aWppcXFy0YMGCTI90XP+BJzuenp669957de+996py5crq3bu35syZo7fffjvL+1y5ckWdOnWSl5eXvvvuO7sPl+nf2L788suKjo7O9P43+8a5fft2ubm5ZRtiBg0apDZt2uinn37SokWLNGzYMI0ePVrLli3LcN1HVqzf7OaFrI5KODJoQl7Jj1GlslqmMeamlnvkyBElJiY69Hy5vq/Sn4fdunXL8sOzdWjxgpTZ88rNzU1PPvmkvvjiC02aNEl//vmnjh07lmGEx5sxf/58RUZG3vALkKw8/vjjWr16tV555RXVrFlTfn5+SktLU/PmzW3bOzv79u1T06ZNVaVKFY0bN07h4eHy9PTU/Pnz9fHHH9stY/78+WrYsKHtA1120u/3wQcfZDnU9fX7xPTh7I8dO6ZTp045/GHowIED2r17d6aDTWS3v3DkNeLI9nXG89rLy8spPwNhdTP7mILavxbW0SKz2nb5td92xI3Wnf48/+9//5vpa/P6L7Ru9n0tLz4vIGcIScg3FSpUkDFGUVFRtqMVeSH9yNbx48ezbffiiy9qy5Yt+v333zNcYJt+uN3Dw0PNmjXLs9rSxcbGauXKlWrQoMENv2GvUKGChgwZoiFDhmjv3r2qWbOmPvroI9toaXn5ppZ+BM26zD179kiS7bSc9G/Lzp49a3dhdGbfNDpaW7ly5SRd+z2r6791i4mJsc2/FaUPEpJV2M5OyZIl5e/vr9TU1Bs+DytUqKC1a9cqJSUly6OwWfWHdftfb/fu3QoJCXF4uOQePXroo48+0q+//qoFCxaoZMmSuXrsWZk3b55t2Px05cqV09KlS5WUlGQXJK5/PGfOnNHSpUs1YsQIuwu707/xtcpqW/36669KTk7WL7/8YvdN8vWnzhhjtHDhQr388ssOLbdChQqSrn277Mg+Z8qUKVqyZIneffddjR49Ws8884x+/vlnh9Y1b948BQYG2p3qlBcc3b45eV478pzNq31GuXLllJaWpgMHDtgdeXB0lMu82BcXL148w6iMV65cyfL9bO/evXrwwQdt/yclJen48eMZXiM3kv7Y9+7dazuaI10bYOPs2bMOb8+SJUsqICBA27dvv+H6strfpM/PS5m9xvfs2SNfX1/b0RtfX98sa3J1dc1w1OpG0l/ToaGhefY54kbPsRt9XkDe4pok5JsOHTrIzc1NI0aMyPCtjzEm0yFjrZYvX57pt0Xp51Zndtg83bRp0/T555/rs88+U926dTPMDw0N1QMPPKDPP/880zenzIb5dNTp06fVpUsXpaam2kZByszFixd1+fJlu2kVKlSQv7+/3RCnxYoVy3So49w4duyY3ShG586d01dffaWaNWvavglL3/Fbh0+9cOGCZsyYkWF5jtZWp04dhYaGasqUKXaPbcGCBdq1a5dD13QURsuWLdOoUaMUFRWV5ZDD2XFzc1PHjh31/fffZ/qhw/o87NixoxISEvTpp59maJf+Okkf0ev6PildurRq1qypGTNm2M3bvn27Fi9enKMPXHfffbfuvvtu/fvf/9b333+vzp07231jmpMhwGNjY20fmqRrH9g2bdqU4fnQsmVLXb161e7ISGpqqiZOnGjXLv2b2uv3G+PHj8+w7vRQeP22ymwZiYmJmjZtml279evX68SJExlqzWq5tWvXVoUKFfThhx/aTsW1svb1gQMH9Morr6hjx47617/+pQ8//FC//PKLvvrqqwzryuz1N3/+fD3yyCN5/js5jm7fnDyvs9peebHP2L17t2JjY23/p4f5SZMm2bW7/nmUlbzYF1eoUCHD0NRTp07N8kjS1KlTlZKSYvt/8uTJunr1qlq0aGGbdvz4ce3evduu3fXSX+PX91X6aeiO7oNdXV3Vrl07/frrr9qwYUOG+enPjZYtW2rdunVas2aNbd6FCxc0derUmzpSnJU1a9bYXed2+PBh/fzzz3rkkUdsv3n1yCOP6Oeff7Y7VTE+Pl7ffvutGjVqlOUotFmJjo5WQECA3nvvvUy3fW4+R2S1D3f08wLyFkeSkG8qVKigd955R0OHDtXBgwfVrl07+fv768CBA/rxxx/Vr1+/DN/CWr3wwgu6ePGi2rdvrypVqujKlStavXq1Zs+ercjIyCwvPk5ISFD//v1VrVo1eXl5ZfiGpX379ipWrJg+++wzNWrUSHfddZf69u2r8uXLKz4+XmvWrNGRI0e0devWGz7GPXv26Ouvv5YxRufOndPWrVs1Z84cJSUlady4cWrevHm2923atKkef/xxVatWTe7u7vrxxx8VHx+vzp0729rVrl1bkydP1jvvvKOKFSsqNDQ02x+HzE7lypXVp08frV+/XqVKldKXX36p+Ph4uw+AjzzyiCIiItSnTx+98sorcnNz05dffqmSJUvafeDISW0eHh56//331bt3bzVp0kRdunSxDecbGRmpl156KVePpyAtWLBAu3fv1tWrVxUfH69ly5ZpyZIlKleunH755Zdc/yjsmDFjtHz5ctWrV099+/ZVtWrVdPr0aW3atEm//fabTp8+LenaEZyvvvpKgwcP1rp169S4cWNduHBBv/32m/r376+2bdvKx8dH1apV0+zZs1W5cmWVKFFCNWrUUI0aNfTBBx+oRYsWatCggfr06WMbAjwwMDDT323JTo8ePWyv3etPtfv0008dHgK8R48eWrlype2D1fz58+Xt7W33zbkktWnTRg0bNtTrr7+ugwcP2n7f6/prjAICAnT//fdr7NixSklJUdmyZbV48WIdOHAgw7rTL/J+44031LlzZ3l4eKhNmzZ65JFH5OnpqTZt2uiZZ55RUlKSvvjiC4WGhtp9oTJv3rxMP+xVqFBBQUFBmjJlivz9/VWsWDHVq1dPUVFR+ve//60WLVqoevXq6t27t8qWLaujR49q+fLlCggI0K+//mq7WN3Hx8cWCp955hl9//33GjhwoJo1a6YyZcrYHsP1r78GDRpo+fLlmjJlSrbbPjdysn0dfV5nt71udp9RtWpVNWnSxPZ7bbVr11bHjh01fvx4nTp1yjYEePrR9Bt9i58X++Knn35azz77rDp27KiHH35YW7du1aJFi7L8aY0rV67Y3idiYmI0adIkNWrUSI8++qitzdChQzVjxgwdOHAgy6Gg/+///k89e/bU1KlTdfbsWTVp0kTr1q3TjBkz1K5duwyvuey89957Wrx4sZo0aaJ+/fqpatWqOn78uObMmaNVq1YpKChIr7/+umbOnKkWLVroxRdfVIkSJWw1fv/993l+amSNGjUUHR1tNwS4dO33htK98847WrJkiRo1aqT+/fvL3d1dn3/+uZKTkzV27NgcrzMgIECTJ09W9+7ddc8996hz586298l58+apYcOGmX6plZ2s9uFXr1516PMC8lgBjaKHW8yNhj12ZAjwdN9//71p1KiRKVasmClWrJipUqWKGTBggImJicm2hgULFpinnnrKVKlSxfj5+RlPT09TsWJF88ILL5j4+Hi7ttbhU9Nry+pmHdJ13759pkePHiYsLMx4eHiYsmXLmtatW5v//e9/N9xG1mW6urqaoKAgU6tWLTNw4MAMwzxnts3Sh/atUqWKKVasmAkMDDT16tUz3333nd394uLiTKtWrYy/v7+RZBuCNrs+ymoI8FatWplFixaZu+++23h5eZkqVaqYOXPmZLj/xo0bTb169Yynp6eJiIgw48aNy3SZWdV2/RDg6WbPnm1q1aplvLy8TIkSJUzXrl3NkSNH7Nr07NnTFCtWLENNWT2/rpfVEODXP87MnsOZuX44fE9PTxMWFmYefvhhM2HCBHPu3DmHalU2Q8bHx8ebAQMGmPDwcOPh4WHCwsJM06ZNzdSpU+3aXbx40bzxxhsmKirK1q5Tp052Q9quXr3a1K5d23h6emYYSva3334zDRs2ND4+PiYgIMC0adPG7Ny5M9PaT548meU2OX78uHFzczOVK1fO8rE7MgR4+pDU6Tp16mRatmyZadtTp06Z7t27m4CAABMYGGi6d+9uNm/enKEPjxw5Ytq3b2+CgoJMYGCgeeyxx8yxY8cyHVZ31KhRpmzZssbV1dXuuf3LL7+Yu+++23h7e5vIyEjz/vvv24ZgT29Tp04d079//0xr/fnnn021atWMu7t7hvo2b95sOnToYIKDg42Xl5cpV66cefzxx83SpUuNMf9/aHrrUP3GGBMbG2sCAgLstk9mr7+5c+caFxeXDPvI9O1dvXr1DNPTXwuZDS98/XbLyfZ19Hmd3fa6mX2GdZ+U7sKFC2bAgAGmRIkSxs/Pz7Rr187ExMQYSWbMmDG2djnZ32W1L85sP5iammpee+01ExISYnx9fU10dLT5559/shwCfOXKlaZfv36mePHixs/Pz3Tt2tVuGP/0x399rZntg1JSUsyIESNs+4/w8HAzdOhQu5/BcNShQ4dMjx49TMmSJY2Xl5cpX768GTBggN3PLOzbt8906tTJBAUFGW9vb1O3bl0zd+7cTLfR9fvnrLZpZvun9H3r119/bSpVqmS8vLxMrVq1Mt0Hbdq0yURHRxs/Pz/j6+trHnzwQbN69WqH1p3V+9ry5ctNdHS0CQwMNN7e3qZChQqmV69edkOS5+R9LbN9uKOfF5C3XIwpgKvfAABFRkJCgkqXLq233norx6OuZeXq1asKDg7W6NGjMwzRXNjEx8erdOnSmjt3bo6vDclv/fv314YNG7Ru3Tpnl3LL2LJli2rVqqWvv/46V6fNwrlcXFw0YMCAHB+1AW6E0+0AADkyffp0paam2n53LC+cPn1aL730kt3veBVWiYmJeuutt3J0ilJBqVmzZqZDf+OaS5cuZRjhb/z48XJ1ddX999/vpKoAFEYcSQIAOGTZsmXauXOnhg0bpgcffFA//PCDs0sCcmTEiBHauHGjHnzwQbm7u2vBggVasGCB+vXrp88//9zZ5TlVUlJSpoOKWJUsWTJffqLhZnAkCfmFI0kAAIeMHDlSq1evVsOGDR0eEQwoTO677z4tWbJEo0aNUlJSkiIiIjR8+PBsRyK9XXz44Yd2Ax1kJrvBIYCihiNJAAAAt7n9+/dr//792bZp1KhRrkfyBG41hCQAAAAAsODHZAEAAADAoshfk5SWlqZjx47J39//hj8UBwAAAKDoMsbo/PnzKlOmTLY/bFzkQ9KxY8cUHh7u7DIAAAAAFBKHDx/WHXfckeX8Ih+S/P39JV3bEAEBAU6uBgAAAICznDt3TuHh4baMkJUiH5LST7ELCAggJAEAAAC44WU4DNwAAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYEFIAgAAAAALQhIAAAAAWBCSAAAAAMCCkAQAAAAAFoQkAAAAALAgJAEAAACABSEJAAAAACwISQAAAABgQUgCAAAAAAtCEgAAAABYEJIAAAAAwIKQBAAAAAAWhCQAAAAAsHB3dgG3m9jYWCUkJDjUNiQkRBEREflcEQAAAAArQlIBio2N1Z1VqurypYsOtff28VXM7l0EJQAAAKAAEZIKUEJCgi5fuqjg1kPkERyebduUU4d1au5HSkhIICQBAAAABYiQ5AQeweHyCqvo7DIAAAAAZIKBGwAAAADAgpAEAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYEFIAgAAAAALQhIAAAAAWBCSAAAAAMCCkAQAAAAAFoQkAAAAALAgJAEAAACABSEJAAAAACwISQAAAABgQUgCAAAAAAtCEgAAAABYEJIAAAAAwIKQBAAAAAAWhCQAAAAAsCAkAQAAAIAFIQkAAAAALAhJAAAAAGBBSAIAAAAAC0ISAAAAAFgQkgAAAADAgpAEAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYEFIAgAAAAALQhIAAAAAWBCSAAAAAMCCkAQAAAAAFoQkAAAAALAgJAEAAACABSEJAAAAACwISQAAAABgQUgCAAAAAAtCEgAAAABYEJIAAAAAwIKQBAAAAAAWhCQAAAAAsCAkAQAAAIAFIQkAAAAALAhJAAAAAGDh1JCUmpqqYcOGKSoqSj4+PqpQoYJGjRolY4ytjTFGb731lkqXLi0fHx81a9ZMe/fudWLVAAAAAIoyp4ak999/X5MnT9ann36qXbt26f3339fYsWM1ceJEW5uxY8fqk08+0ZQpU7R27VoVK1ZM0dHRunz5shMrBwAAAFBUuTtz5atXr1bbtm3VqlUrSVJkZKRmzpypdevWSbp2FGn8+PF688031bZtW0nSV199pVKlSumnn35S586dnVY7AAAAgKLJqUeS7rvvPi1dulR79uyRJG3dulWrVq1SixYtJEkHDhxQXFycmjVrZrtPYGCg6tWrpzVr1mS6zOTkZJ07d87uBgAAAACOcuqRpNdff13nzp1TlSpV5ObmptTUVL377rvq2rWrJCkuLk6SVKpUKbv7lSpVyjbveqNHj9aIESPyt3AAAAAARZZTjyR99913+uabb/Ttt99q06ZNmjFjhj788EPNmDEj18scOnSoEhMTbbfDhw/nYcUAAAAAijqnHkl65ZVX9Prrr9uuLbrrrrt06NAhjR49Wj179lRYWJgkKT4+XqVLl7bdLz4+XjVr1sx0mV5eXvLy8sr32gEAAAAUTU49knTx4kW5utqX4ObmprS0NElSVFSUwsLCtHTpUtv8c+fOae3atWrQoEGB1goAAADg9uDUI0lt2rTRu+++q4iICFWvXl2bN2/WuHHj9NRTT0mSXFxcNGjQIL3zzjuqVKmSoqKiNGzYMJUpU0bt2rVzZukAAAAAiiinhqSJEydq2LBh6t+/v06cOKEyZcromWee0VtvvWVr8+qrr+rChQvq16+fzp49q0aNGmnhwoXy9vZ2YuUAAAAAiiqnhiR/f3+NHz9e48ePz7KNi4uLRo4cqZEjRxZcYQAAAABuW069JgkAAAAAChtCEgAAAABYEJIAAAAAwIKQBAAAAAAWhCQAAAAAsCAkAQAAAIAFIQkAAAAALAhJAAAAAGBBSAIAAAAAC0ISAAAAAFgQkgAAAADAgpAEAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYEFIAgAAAAALQhIAAAAAWBCSAAAAAMCCkAQAAAAAFoQkAAAAALAgJAEAAACABSEJAAAAACwISQAAAABgQUgCAAAAAAtCEgAAAABYEJIAAAAAwIKQBAAAAAAWhCQAAAAAsCAkAQAAAIAFIQkAAAAALAhJAAAAAGBBSAIAAAAAC0ISAAAAAFgQkgAAAADAgpAEAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYEFIAgAAAAALQhIAAAAAWBCSAAAAAMCCkAQAAAAAFoQkAAAAALAgJAEAAACABSEJAAAAACwISQAAAABgQUgCAAAAAAtCEgAAAABYEJIAAAAAwIKQBAAAAAAWhCQAAAAAsCAkAQAAAIAFIQkAAAAALAhJAAAAAGBBSAIAAAAAC0ISAAAAAFgQkgAAAADAgpAEAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYEFIAgAAAAALQhIAAAAAWBCSAAAAAMCCkAQAAAAAFoQkAAAAALBwd3YBKHixsbFKSEi4YbuQkBBFREQUQEUAAABA4UFIus3ExsbqzipVdfnSxRu29fbxVczuXQQlAAAA3FYISbeZhIQEXb50UcGth8gjODzLdimnDuvU3I+UkJBASAIAAMBthZB0m/IIDpdXWEVnlwEAAAAUOgzcAAAAAAAWhCQAAAAAsCAkAQAAAIAFIQkAAAAALAhJAAAAAGBBSAIAAAAAC0ISAAAAAFgQkgAAAADAgpAEAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYOH0kHT06FF169ZNwcHB8vHx0V133aUNGzbY5htj9NZbb6l06dLy8fFRs2bNtHfvXidWDAAAAKAoc2pIOnPmjBo2bCgPDw8tWLBAO3fu1EcffaTixYvb2owdO1affPKJpkyZorVr16pYsWKKjo7W5cuXnVg5AAAAgKLK3Zkrf//99xUeHq5p06bZpkVFRdn+NsZo/PjxevPNN9W2bVtJ0ldffaVSpUrpp59+UufOnQu8ZgAAAABFm1OPJP3yyy+qU6eOHnvsMYWGhqpWrVr64osvbPMPHDiguLg4NWvWzDYtMDBQ9erV05o1azJdZnJyss6dO2d3AwAAAABHOTUk7d+/X5MnT1alSpW0aNEiPffcc3rxxRc1Y8YMSVJcXJwkqVSpUnb3K1WqlG3e9UaPHq3AwEDbLTw8PH8fBAAAAIAixakhKS0tTffcc4/ee+891apVS/369VPfvn01ZcqUXC9z6NChSkxMtN0OHz6chxUDAAAAKOqcGpJKly6tatWq2U2rWrWqYmNjJUlhYWGSpPj4eLs28fHxtnnX8/LyUkBAgN0NAAAAABzl1JDUsGFDxcTE2E3bs2ePypUrJ+naIA5hYWFaunSpbf65c+e0du1aNWjQoEBrBQAAAHB7cOrodi+99JLuu+8+vffee3r88ce1bt06TZ06VVOnTpUkubi4aNCgQXrnnXdUqVIlRUVFadiwYSpTpozatWvnzNIBAAAAFFFODUn33nuvfvzxRw0dOlQjR45UVFSUxo8fr65du9ravPrqq7pw4YL69euns2fPqlGjRlq4cKG8vb2dWDkAAACAosqpIUmSWrdurdatW2c538XFRSNHjtTIkSMLsCoAAAAAtyunXpMEAAAAAIUNIQkAAAAALAhJAAAAAGBBSAIAAAAAC0ISAAAAAFgQkgAAAADAgpAEAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYEFIAgAAAAALQhIAAAAAWBCSAAAAAMCCkAQAAAAAFoQkAAAAALBwd3YBKNx27drlULuQkBBFRETkczUAAABA/iMkIVOpSWckFxd169bNofbePr6K2b2LoAQAAIBbHiEJmUpLTpKMUXDrIfIIDs+2bcqpwzo19yMlJCQQkgAAAHDLy1VI2r9/v8qXL5/XtaAQ8ggOl1dYRWeXAQAAABSYXA3cULFiRT344IP6+uuvdfny5byuCQAAAACcJlchadOmTbr77rs1ePBghYWF6ZlnntG6devyujYAAAAAKHC5Ckk1a9bUhAkTdOzYMX355Zc6fvy4GjVqpBo1amjcuHE6efJkXtcJAAAAAAXipn4nyd3dXR06dNCcOXP0/vvv659//tHLL7+s8PBw9ejRQ8ePH8+rOgEAAACgQNxUSNqwYYP69++v0qVLa9y4cXr55Ze1b98+LVmyRMeOHVPbtm3zqk4AAAAAKBC5Gt1u3LhxmjZtmmJiYtSyZUt99dVXatmypVxdr2WuqKgoTZ8+XZGRkXlZKwo5fngWAAAARUGuQtLkyZP11FNPqVevXipdunSmbUJDQ/Wf//znporDrYEfngUAAEBRkquQtHfv3hu28fT0VM+ePXOzeNxi+OFZAAAAFCW5CknTpk2Tn5+fHnvsMbvpc+bM0cWLFwlHtyl+eBYAAABFQa4Gbhg9erRCQkIyTA8NDdV7771300UBAAAAgLPkKiTFxsYqKioqw/Ry5copNjb2posCAAAAAGfJVUgKDQ3V33//nWH61q1bFRwcfNNFAQAAAICz5CokdenSRS+++KKWL1+u1NRUpaamatmyZRo4cKA6d+6c1zUCAAAAQIHJ1cANo0aN0sGDB9W0aVO5u19bRFpamnr06ME1SQAAAABuabkKSZ6enpo9e7ZGjRqlrVu3ysfHR3fddZfKlSuX1/UBAAAAQIHKVUhKV7lyZVWuXDmvagEAAAAAp8tVSEpNTdX06dO1dOlSnThxQmlpaXbzly1blifFAQAAAEBBy1VIGjhwoKZPn65WrVqpRo0acnFxyeu6AAAAAMApchWSZs2ape+++04tW7bM63oAAAAAwKlyNQS4p6enKlasmNe1AAAAAIDT5epI0pAhQzRhwgR9+umnnGqXz3bt2uVQu5CQEEVERORzNQAAAEDRl6uQtGrVKi1fvlwLFixQ9erV5eHhYTf/hx9+yJPibmepSWckFxd169bNofbePr6K2b2LoAQAAADcpFyFpKCgILVv3z6va4FFWnKSZIyCWw+RR3B4tm1TTh3WqbkfKSEhgZAEAAAA3KRchaRp06bldR3IgkdwuLzCuP4LAAAAKCi5GrhBkq5evarffvtNn3/+uc6fPy9JOnbsmJKSkvKsOAAAAAAoaLk6knTo0CE1b95csbGxSk5O1sMPPyx/f3+9//77Sk5O1pQpU/K6TgAAAAAoELk6kjRw4EDVqVNHZ86ckY+Pj216+/bttXTp0jwrDgAAAAAKWq6OJP3xxx9avXq1PD097aZHRkbq6NGjeVIYAAAAADhDro4kpaWlKTU1NcP0I0eOyN/f/6aLAgAAAABnyVVIeuSRRzR+/Hjb/y4uLkpKStLbb7+tli1b5lVtAAAAAFDgcnW63UcffaTo6GhVq1ZNly9f1pNPPqm9e/cqJCREM2fOzOsaAQAAAKDA5Cok3XHHHdq6datmzZqlv//+W0lJSerTp4+6du1qN5ADAAAAANxqchWSJMnd3V3dunXLy1oAAAAAwOlyFZK++uqrbOf36NEjV8UAAAAAgLPlKiQNHDjQ7v+UlBRdvHhRnp6e8vX1JSQBAAAAuGXlanS7M2fO2N2SkpIUExOjRo0aMXADAAAAgFtarkJSZipVqqQxY8ZkOMoEAAAAALeSPAtJ0rXBHI4dO5aXiwQAAACAApWra5J++eUXu/+NMTp+/Lg+/fRTNWzYME8KAwAAAABnyFVIateund3/Li4uKlmypB566CF99NFHeVEXAAAAADhFrkJSWlpaXtcBAAAAAIVCnl6TBAAAAAC3ulwdSRo8eLDDbceNG5ebVQAAAACAU+QqJG3evFmbN29WSkqK7rzzTknSnj175ObmpnvuucfWzsXFJW+qBAAAAIACkquQ1KZNG/n7+2vGjBkqXry4pGs/MNu7d281btxYQ4YMydMiAQAAAKCg5OqapI8++kijR4+2BSRJKl68uN555x1GtwMAAABwS8tVSDp37pxOnjyZYfrJkyd1/vz5my4KAAAAAJwlVyGpffv26t27t3744QcdOXJER44c0ffff68+ffqoQ4cOeV0jAAAAABSYXF2TNGXKFL388st68sknlZKScm1B7u7q06ePPvjggzwtEAAAAAAKUq5Ckq+vryZNmqQPPvhA+/btkyRVqFBBxYoVy9PiAAAAAKCg3dSPyR4/flzHjx9XpUqVVKxYMRlj8qouAAAAAHCKXIWkU6dOqWnTpqpcubJatmyp48ePS5L69OnD8N8AAAAAbmm5CkkvvfSSPDw8FBsbK19fX9v0J554QgsXLsyz4gAAAACgoOXqmqTFixdr0aJFuuOOO+ymV6pUSYcOHcqTwgAAAADAGXJ1JOnChQt2R5DSnT59Wl5eXjddFAAAAAA4S65CUuPGjfXVV1/Z/ndxcVFaWprGjh2rBx98MM+KAwAAAICClqvT7caOHaumTZtqw4YNunLlil599VXt2LFDp0+f1p9//pnXNQIAAABAgcnVkaQaNWpoz549atSokdq2basLFy6oQ4cO2rx5sypUqJDXNQIAAABAgcnxkaSUlBQ1b95cU6ZM0RtvvJEfNQEAAACA0+Q4JHl4eOjvv//Oj1pwk3bt2pUnbQAAAIDbWa6uSerWrZv+85//aMyYMXldD3IhNemM5OKibt26ObsUAAAA4JaXq5B09epVffnll/rtt99Uu3ZtFStWzG7+uHHj8qQ4OCYtOUkyRsGth8gjODzbtpf2b1DiH18XUGUAAADArSdHIWn//v2KjIzU9u3bdc8990iS9uzZY9fGxcUl76pDjngEh8srrGK2bVJOHS6gagAAAIBbU45CUqVKlXT8+HEtX75ckvTEE0/ok08+UalSpfKlOBRdjl4bFRISooiIiHyuBgAAAPj/chSSjDF2/y9YsEAXLlzI04JQtOX0+ilvH1/F7N5FUAIAAECBydU1SemuD003Y8yYMRo6dKgGDhyo8ePHS5IuX76sIUOGaNasWUpOTlZ0dLQmTZrEkatbWE6un0o5dVin5n6khIQEQhIAAAAKTI5CkouLS4ZrjvLiGqT169fr888/19133203/aWXXtK8efM0Z84cBQYG6vnnn1eHDh30559/3vQ64VyOXD8FAAAAOEOOT7fr1auXvLy8JF070vPss89mGN3uhx9+cHiZSUlJ6tq1q7744gu98847tumJiYn6z3/+o2+//VYPPfSQJGnatGmqWrWq/vrrL9WvXz8npQMAAACAQ1xz0rhnz54KDQ1VYGCgAgMD1a1bN5UpU8b2f/otJwYMGKBWrVqpWbNmdtM3btyolJQUu+lVqlRRRESE1qxZk+XykpOTde7cObsbAAAAADgqR0eSpk2blqcrnzVrljZt2qT169dnmBcXFydPT08FBQXZTS9VqpTi4uKyXObo0aM1YsSIPK0TAAAAwO0jR0eS8tLhw4c1cOBAffPNN/L29s6z5Q4dOlSJiYm22+HD/C4QAAAAAMc5LSRt3LhRJ06c0D333CN3d3e5u7tr5cqV+uSTT+Tu7q5SpUrpypUrOnv2rN394uPjFRYWluVyvby8FBAQYHcDAAAAAEfd1BDgN6Np06batm2b3bTevXurSpUqeu211xQeHi4PDw8tXbpUHTt2lCTFxMQoNjZWDRo0cEbJAAAAAG4DTgtJ/v7+qlGjht20YsWKKTg42Da9T58+Gjx4sEqUKKGAgAC98MILatCgASPbAQAAAMg3TgtJjvj444/l6uqqjh072v2YLAAAAADkl0IVklasWGH3v7e3tz777DN99tlnzikIAAAAwG3HaQM3AAAAAEBhREgCAAAAAAtCEgAAAABYEJIAAAAAwIKQBAAAAAAWhCQAAAAAsCAkAQAAAIAFIQkAAAAALAhJAAAAAGBBSAIAAAAAC0ISAAAAAFgQkgAAAADAgpAEAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYEFIAgAAAAALQhIAAAAAWBCSAAAAAMCCkAQAAAAAFoQkAAAAALAgJAEAAACABSEJAAAAACwISQAAAABgQUgCAAAAAAtCEgAAAABYEJIAAAAAwIKQBAAAAAAWhCQAAAAAsCAkAQAAAIAFIQkAAAAALAhJAAAAAGBBSAIAAAAAC0ISAAAAAFgQkgAAAADAgpAEAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYEFIAgAAAAALQhIAAAAAWBCSAAAAAMCCkAQAAAAAFoQkAAAAALAgJAEAAACABSEJAAAAACwISQAAAABgQUgCAAAAAAtCEgAAAABYEJIAAAAAwIKQBAAAAAAWhCQAAAAAsCAkAQAAAIAFIQkAAAAALAhJAAAAAGBBSAIAAAAAC0ISAAAAAFgQkgAAAADAwt3ZBQA3smvXLofahYSEKCIiIp+rAQAAQFFHSEKhlZp0RnJxUbdu3Rxq7+3jq5jduwhKAAAAuCmEJBRaaclJkjEKbj1EHsHh2bZNOXVYp+Z+pISEBEISAAAAbgohCYWeR3C4vMIqOrsMAAAA3CYYuAEAAAAALAhJAAAAAGBBSAIAAAAAC0ISAAAAAFgQkgAAAADAgpAEAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYEFIAgAAAAALQhIAAAAAWBCSAAAAAMCCkAQAAAAAFoQkAAAAALAgJAEAAACABSEJAAAAACwISQAAAABgQUgCAAAAAAtCEgAAAABYEJIAAAAAwIKQBAAAAAAWTg1Jo0eP1r333it/f3+FhoaqXbt2iomJsWtz+fJlDRgwQMHBwfLz81PHjh0VHx/vpIoBAAAAFHVODUkrV67UgAED9Ndff2nJkiVKSUnRI488ogsXLtjavPTSS/r11181Z84crVy5UseOHVOHDh2cWDUAAACAoszdmStfuHCh3f/Tp09XaGioNm7cqPvvv1+JiYn6z3/+o2+//VYPPfSQJGnatGmqWrWq/vrrL9WvX98ZZQMAAAAowgrVNUmJiYmSpBIlSkiSNm7cqJSUFDVr1szWpkqVKoqIiNCaNWsyXUZycrLOnTtndwMAAAAARxWakJSWlqZBgwapYcOGqlGjhiQpLi5Onp6eCgoKsmtbqlQpxcXFZbqc0aNHKzAw0HYLDw/P79IBAAAAFCGFJiQNGDBA27dv16xZs25qOUOHDlViYqLtdvjw4TyqEAAAAMDtwKnXJKV7/vnnNXfuXP3++++64447bNPDwsJ05coVnT171u5oUnx8vMLCwjJdlpeXl7y8vPK7ZAAAAABFlFOPJBlj9Pzzz+vHH3/UsmXLFBUVZTe/du3a8vDw0NKlS23TYmJiFBsbqwYNGhR0uQAAAABuA049kjRgwAB9++23+vnnn+Xv72+7zigwMFA+Pj4KDAxUnz59NHjwYJUoUUIBAQF64YUX1KBBA0a2AwAAAJAvnBqSJk+eLEl64IEH7KZPmzZNvXr1kiR9/PHHcnV1VceOHZWcnKzo6GhNmjSpgCsFAAAAcLtwakgyxtywjbe3tz777DN99tlnBVARAAAAgNtdoRndDgAAAAAKA0ISAAAAAFgUiiHAgbyya9cuh9qFhIQoIiIin6sBAADArYiQhCIhNemM5OKibt26OdTe28dXMbt3EZQAAACQASEJRUJacpJkjIJbD5FHcHi2bVNOHdapuR8pISGBkAQAAIAMCEkoUjyCw+UVVtHZZQAAAOAWxsANAAAAAGBBSAIAAAAAC0ISAAAAAFgQkgAAAADAgpAEAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYEFIAgAAAAALQhIAAAAAWBCSAAAAAMCCkAQAAAAAFoQkAAAAALAgJAEAAACAhbuzCwCcZdeuXQ61CwkJUURERD5XAwAAgMKCkITbTmrSGcnFRd26dXOovbePr2J27yIoAQAA3CYISbjtpCUnScYouPUQeQSHZ9s25dRhnZr7kRISEghJAAAAtwlCEm5bHsHh8gqr6OwyAAAAUMgwcAMAAAAAWBCSAAAAAMCCkAQAAAAAFoQkAAAAALAgJAEAAACABSEJAAAAACwISQAAAABgQUgCAAAAAAtCEgAAAABYEJIAAAAAwIKQBAAAAAAWhCQAAAAAsCAkAQAAAIAFIQkAAAAALAhJAAAAAGDh7uwCgFvBrl27btgmJCREERERBVANAAAA8hMhCchGatIZycVF3bp1u2Fbbx9fxezeRVACAAC4xRGSgGykJSdJxii49RB5BIdn2S7l1GGdmvuREhISCEkAAAC3OEIS4ACP4HB5hVV0dhkAAAAoAAzcAAAAAAAWhCQAAAAAsCAkAQAAAIAFIQkAAAAALAhJAAAAAGBBSAIAAAAAC4YAB5wgNjZWCQkJDrVNTk6Wl5eXQ21DQkL4nSYAAICbREgCClhsbKzurFJVly9ddOwOLq6SSXOoqbePr2J27yIoAQAA3ARCElDAEhISdPnSRQW3HiKP4PBs217av0GJf3ztUNuUU4d1au5HSkhIICQBAADcBEIS4CQeweHyCquYbZuUU4cdbgsAAIC8wcANAAAAAGDBkSQgD+3atStP2gAAAMB5CElAHkhNOiO5uKhbt27OLgUAAAA3iZAE5IG05CTJmBwNxgAAAIDCiZAE5KGcDMYAAACAwomBGwAAAADAgpAEAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYEFIAgAAAAALQhIAAAAAWBCSAAAAAMCCkAQAAAAAFu7OLgBA3tq1a5dD7UJCQhQREeFQ29jYWCUkJNywXXJysry8vPJ8/bcSR7eVVHS3AQAAtzpCElBEpCadkVxc1K1bN4fae/v4Kmb3rht+SI+NjdWdVarq8qWLN16oi6tk0vJ0/beSHG0rFc1tAABAUUBIAoqItOQkyRgFtx4ij+DwbNumnDqsU3M/UkJCwg0/oCckJOjypYs3XO6l/RuU+MfXeb7+W4mj20oqutsAAICigJAEFDEeweHyCqtY4MtNOXU4X9d/K2EbAABwa2PgBgAAAACw4EgSAKdxdJAJBoTImZwMHsG2BQAgI0ISgAKX00EmbvcBIXIip4NHsG0BAMiIkASgwOVkkAkGhMiZnAwewbYFACBzhCQATuPIAAcMCJE7bFsAAHKPgRsAAAAAwIIjScBtzJGBExwdXOFWlJMBDvJr0AJHt29hGTTBkXqL8mAQheE5AwDIf4Qk4DaU44ETiqCcDnCQ14MW5LQPnD1oQo7qLaKDQTj7OQMAKDiEJOA2lJuBE4qanAxwkB+DFuSkDwrDoAmO1luUB4Nw9nMGAFBwCEnAbSwnF/cXVc4etMDZ68+pG9V7OwwGUZQfGwDgGgZuAAAAAAALjiQBKHLya0CKG90nvwe5KKoDbeTH4BU5GWDB0YEmbsVte7vLj+eBVHQH5civgUkcXW5R3a5FWVEezIaQBKDIyK8BKZw90IWz159f8mvwipwOsJCTgSZw68jP50FRHJQjvwYmyclyi+J2LcqK+mA2t0RI+uyzz/TBBx8oLi5O//d//6eJEyeqbt26zi4LQCGTXwNS5HTQgrxWVAfayK/BK3IywEJOBpq4lbYt8u95UFQH5civgUkcXW5R3a5FWVEfzKbQh6TZs2dr8ODBmjJliurVq6fx48crOjpaMTExCg0NdXZ5AAqh/BqQwtFBC/JLUR1oI78GQsjJ9iqq2xZ5/zwo6pz5esStqaj2baEfuGHcuHHq27evevfurWrVqmnKlCny9fXVl19+6ezSAAAAABRBhfpI0pUrV7Rx40YNHTrUNs3V1VXNmjXTmjVrMr1PcnKykpOTbf8nJiZKks6dO5e/xTogKSlJkpQc94/SrlzOtm36t1rOauvs9d9qbZ29/sLQ1tnrLwxtnb3+wtA239Z/+ogkaePGjbZ9aVZiYmLyp4Z8qtfV1VVpaY5dC1NU2+bHMvPteZCDvs1Jvc7ugxxtr3x4PebXdr3V2jp7/Tlpm5vnTFJSktM/k6ev3xiTbTsXc6MWTnTs2DGVLVtWq1evVoMGDWzTX331Va1cuVJr167NcJ/hw4drxIgRBVkmAAAAgFvI4cOHdccdd2Q5v1AfScqNoUOHavDgwbb/09LSdPr0aQUHB8vFxcWJlV1LruHh4Tp8+LACAgKcWguyRj/dGuinWwP9dGugnwo/+ujWQD8VfsYYnT9/XmXKlMm2XaEOSSEhIXJzc1N8fLzd9Pj4eIWFhWV6Hy8vrwy/cxAUFJRfJeZKQEAAL5xbAP10a6Cfbg30062Bfir86KNbA/1UuAUGBt6wTaEeuMHT01O1a9fW0qVLbdPS0tK0dOlSu9PvAAAAACCvFOojSZI0ePBg9ezZU3Xq1FHdunU1fvx4XbhwQb1793Z2aQAAAACKoEIfkp544gmdPHlSb731luLi4lSzZk0tXLhQpUqVcnZpOebl5aW33347w+mAKFzop1sD/XRroJ9uDfRT4Ucf3Rrop6KjUI9uBwAAAAAFrVBfkwQAAAAABY2QBAAAAAAWhCQAAAAAsCAkAQAAAIAFIakAffbZZ4qMjJS3t7fq1aundevWObukImH06NG699575e/vr9DQULVr104xMTF2bS5fvqwBAwYoODhYfn5+6tixY4YfKY6NjVWrVq3k6+ur0NBQvfLKK7p69apdmxUrVuiee+6Rl5eXKlasqOnTp2eoh352zJgxY+Ti4qJBgwbZptFPhcPRo0fVrVs3BQcHy8fHR3fddZc2bNhgm2+M0VtvvaXSpUvLx8dHzZo10969e+2Wcfr0aXXt2lUBAQEKCgpSnz59lJSUZNfm77//VuPGjeXt7a3w8HCNHTs2Qy1z5sxRlSpV5O3trbvuukvz58/Pnwd9i0lNTdWwYcMUFRUlHx8fVahQQaNGjZJ1LCb6qeD9/vvvatOmjcqUKSMXFxf99NNPdvMLU584UktRlF0fpaSk6LXXXtNdd92lYsWKqUyZMurRo4eOHTtmtwz66DZhUCBmzZplPD09zZdffml27Nhh+vbta4KCgkx8fLyzS7vlRUdHm2nTppnt27ebLVu2mJYtW5qIiAiTlJRka/Pss8+a8PBws3TpUrNhwwZTv359c99999nmX7161dSoUcM0a9bMbN682cyfP9+EhISYoUOH2trs37/f+Pr6msGDB5udO3eaiRMnGjc3N7Nw4UJbG/rZMevWrTORkZHm7rvvNgMHDrRNp5+c7/Tp06ZcuXKmV69eZu3atWb//v1m0aJF5p9//rG1GTNmjAkMDDQ//fST2bp1q3n00UdNVFSUuXTpkq1N8+bNzf/93/+Zv/76y/zxxx+mYsWKpkuXLrb5iYmJplSpUqZr165m+/btZubMmcbHx8d8/vnntjZ//vmncXNzM2PHjjU7d+40b775pvHw8DDbtm0rmI1RiL377rsmODjYzJ071xw4cMDMmTPH+Pn5mQkTJtja0E8Fb/78+eaNN94wP/zwg5FkfvzxR7v5halPHKmlKMquj86ePWuaNWtmZs+ebXbv3m3WrFlj6tata2rXrm23DPro9kBIKiB169Y1AwYMsP2fmppqypQpY0aPHu3EqoqmEydOGElm5cqVxphrOz0PDw8zZ84cW5tdu3YZSWbNmjXGmGs7TVdXVxMXF2drM3nyZBMQEGCSk5ONMca8+uqrpnr16nbreuKJJ0x0dLTtf/r5xs6fP28qVapklixZYpo0aWILSfRT4fDaa6+ZRo0aZTk/LS3NhIWFmQ8++MA27ezZs8bLy8vMnDnTGGPMzp07jSSzfv16W5sFCxYYFxcXc/ToUWOMMZMmTTLFixe39Vv6uu+8807b/48//rhp1aqV3frr1atnnnnmmZt7kEVAq1atzFNPPWU3rUOHDqZr167GGPqpMLj+A3hh6hNHarkdZBZkr7du3TojyRw6dMgYQx/dTjjdrgBcuXJFGzduVLNmzWzTXF1d1axZM61Zs8aJlRVNiYmJkqQSJUpIkjZu3KiUlBS77V+lShVFRETYtv+aNWt011132f1IcXR0tM6dO6cdO3bY2liXkd4mfRn0s2MGDBigVq1aZdiW9FPh8Msvv6hOnTp67LHHFBoaqlq1aumLL76wzT9w4IDi4uLstl9gYKDq1atn109BQUGqU6eOrU2zZs3k6uqqtWvX2trcf//98vT0tLWJjo5WTEyMzpw5Y2uTXV/ezu677z4tXbpUe/bskSRt3bpVq1atUosWLSTRT4VRYeoTR2rBNYmJiXJxcVFQUJAk+uh2QkgqAAkJCUpNTbX7YCdJpUqVUlxcnJOqKprS0tI0aNAgNWzYUDVq1JAkxcXFydPT07aDS2fd/nFxcZn2T/q87NqcO3dOly5dop8dMGvWLG3atEmjR4/OMI9+Khz279+vyZMnq1KlSlq0aJGee+45vfjii5oxY4ak/7+ds9t+cXFxCg0NtZvv7u6uEiVK5Elf0k/S66+/rs6dO6tKlSry8PBQrVq1NGjQIHXt2lUS/VQYFaY+caQWXLtO9rXXXlOXLl0UEBAgiT66nbg7uwAgLw0YMEDbt2/XqlWrnF0KrnP48GENHDhQS5Yskbe3t7PLQRbS0tJUp04dvffee5KkWrVqafv27ZoyZYp69uzp5OqQ7rvvvtM333yjb7/9VtWrV9eWLVs0aNAglSlThn4C8kBKSooef/xxGWM0efJkZ5cDJ+BIUgEICQmRm5tbhlG64uPjFRYW5qSqip7nn39ec+fO1fLly3XHHXfYpoeFhenKlSs6e/asXXvr9g8LC8u0f9LnZdcmICBAPj4+9PMNbNy4USdOnNA999wjd3d3ubu7a+XKlfrkk0/k7u6uUqVK0U+FQOnSpVWtWjW7aVWrVlVsbKyk/7+ds9t+YWFhOnHihN38q1ev6vTp03nSl/ST9Morr9iOJt11113q3r27XnrpJdtRWvqp8ClMfeJILbez9IB06NAhLVmyxHYUSaKPbieEpALg6emp2rVra+nSpbZpaWlpWrp0qRo0aODEyooGY4yef/55/fjjj1q2bJmioqLs5teuXVseHh522z8mJkaxsbG27d+gQQNt27bNbseXvmNM/8DYoEEDu2Wkt0lfBv2cvaZNm2rbtm3asmWL7VanTh117drV9jf95HwNGzbMMIT+nj17VK5cOUlSVFSUwsLC7LbfuXPntHbtWrt+Onv2rDZu3Ghrs2zZMqWlpalevXq2Nr///rtSUlJsbZYsWaI777xTxYsXt7XJri9vZxcvXpSrq/1buJubm9LS0iTRT4VRYeoTR2q5XaUHpL179+q3335TcHCw3Xz66Dbi7JEjbhezZs0yXl5eZvr06Wbnzp2mX79+JigoyG6ULuTOc889ZwIDA82KFSvM8ePHbbeLFy/a2jz77LMmIiLCLFu2zGzYsME0aNDANGjQwDY/fWjpRx55xGzZssUsXLjQlCxZMtOhpV955RWza9cu89lnn2U6tDT97Djr6HbG0E+Fwbp164y7u7t59913zd69e80333xjfH19zddff21rM2bMGBMUFGR+/vln8/fff5u2bdtmOoxxrVq1zNq1a82qVatMpUqV7IbIPXv2rClVqpTp3r272b59u5k1a5bx9fXNMESuu7u7+fDDD82uXbvM22+/fdsOLX29nj17mrJly9qGAP/hhx9MSEiIefXVV21t6KeCd/78ebN582azefNmI8mMGzfObN682TYyWmHqE0dqKYqy66MrV66YRx991Nxxxx1my5Ytdp8prCPV0Ue3B0JSAZo4caKJiIgwnp6epm7duuavv/5ydklFgqRMb9OmTbO1uXTpkunfv78pXry48fX1Ne3btzfHjx+3W87BgwdNixYtjI+PjwkJCTFDhgwxKSkpdm2WL19uatasaTw9PU358uXt1pGOfnbc9SGJfiocfv31V1OjRg3j5eVlqlSpYqZOnWo3Py0tzQwbNsyUKlXKeHl5maZNm5qYmBi7NqdOnTJdunQxfn5+JiAgwPTu3ducP3/ers3WrVtNo0aNjJeXlylbtqwZM2ZMhlq+++47U7lyZePp6WmqV69u5s2bl/cP+BZ07tw5M3DgQBMREWG8vb1N+fLlzRtvvGH3QY5+KnjLly/P9P2oZ8+expjC1SeO1FIUZddHBw4cyPIzxfLly23LoI9uDy7GWH6eGwAAAABuc1yTBAAAAAAWhCQAAAAAsCAkAQAAAIAFIQkAAAAALAhJAAAAAGBBSAIAAAAAC0ISAAAAAFgQkgAAAADAgpAEAMiRBx54QIMGDbL9HxkZqfHjx+frOqdPn66goKB8XYckDRs2TP369bP9f/1jLSymTJmiNm3aOLsMACiyCEkAgAx69eolFxeXDLd//vlHP/zwg0aNGpWn61u5cqUeeughlShRQr6+vqpUqZJ69uypK1euSJKeeOIJ7dmzJ0/Xeb24uDhNmDBBb7zxRp4ut1evXmrXrl2eLvOpp57Spk2b9Mcff+TpcgEA1xCSAACZat68uY4fP253i4qKUokSJeTv759n69m5c6eaN2+uOnXq6Pfff9e2bds0ceJEeXp6KjU1VZLk4+Oj0NDQPFtnZv7973/rvvvuU7ly5fJ1PXnB09NTTz75pD755BNnlwIARRIhCQCQKS8vL4WFhdnd3NzcbngK2tmzZ/X000+rZMmSCggI0EMPPaStW7dm2X7x4sUKCwvT2LFjVaNGDVWoUEHNmzfXF198IR8fH0kZT7eLjIzM9EhXusOHD+vxxx9XUFCQSpQoobZt2+rgwYPZPt5Zs2Zlegrb1atX9fzzzyswMFAhISEaNmyYjDGSpJEjR6pGjRoZ7lOzZk0NGzZMw4cP14wZM/Tzzz/balyxYoVDNa5YsUJ169ZVsWLFFBQUpIYNG+rQoUO2+W3atNEvv/yiS5cuZfu4AAA5R0gCAOSpxx57TCdOnNCCBQu0ceNG3XPPPWratKlOnz6dafuwsDAdP35cv//+u8PrWL9+ve3o1pEjR1S/fn01btxYkpSSkqLo6Gj5+/vrjz/+0J9//ik/Pz81b97cdvre9U6fPq2dO3eqTp06GebNmDFD7u7uWrdunSZMmKBx48bp3//+t6Rrp73t2rVL69evt7XfvHmz/v77b/Xu3Vsvv/yyHn/8cbujcvfdd98Na7x69aratWunJk2a6O+//9aaNWvUr18/uyBYp04dXb16VWvXrnV4uwEAHOPu7AIAAIXT3Llz5efnZ/u/RYsWmjNnTrb3WbVqldatW6cTJ07Iy8tLkvThhx/qp59+0v/+9z+7QRHSPfbYY1q0aJGaNGmisLAw1a9fX02bNlWPHj0UEBCQ6XpKlixp+3vgwIE6fvy4LajMnj1baWlp+ve//20LFdOmTVNQUJBWrFihRx55JMPyYmNjZYxRmTJlMswLDw/Xxx9/LBcXF915553atm2bPv74Y/Xt21d33HGHoqOjNW3aNN177722dTVp0kTly5eXdO1UweTkZIWFhdmW+fXXX2dbY506dZSYmKjWrVurQoUKkqSqVava1eXr66vAwEC7o0sAgLzBkSQAQKYefPBBbdmyxXZz5PqXrVu3KikpScHBwfLz87PdDhw4oH379mV6Hzc3N02bNk1HjhzR2LFjVbZsWb333nuqXr26jh8/nu36pk6dqv/85z/65ZdfbMFp69at+ueff+Tv729bf4kSJXT58uUsa0g/Zc3b2zvDvPr169sdwWnQoIH27t1ru16qb9++mjlzpi5fvqwrV67o22+/1VNPPXXD7ZRdjSVKlFCvXr0UHR2tNm3aaMKECZluCx8fH128eDHbdQEAco4jSQCATBUrVkwVK1bM0X2SkpJUunRp23U3Vjcawrts2bLq3r27unfvrlGjRqly5cqaMmWKRowYkWn75cuX64UXXtDMmTN1991329VQu3ZtffPNNxnuYz0CZRUSEiJJOnPmTJZtstKmTRt5eXnpxx9/lKenp1JSUtSpU6ds7+NIjdOmTdOLL76ohQsXavbs2XrzzTe1ZMkS1a9f39b29OnTOa4XAHBjhCQAQJ655557FBcXJ3d3d0VGRuZ6OcWLF1fp0qV14cKFTOf/888/6tSpk/71r3+pQ4cOGWqYPXu2QkNDszxd73oVKlRQQECAdu7cqcqVK9vNu/6an7/++kuVKlWSm5ubJMnd3V09e/bUtGnT5Onpqc6dO9sGnJBkN0pfTmusVauWatWqpaFDh6pBgwb69ttvbSFp3759unz5smrVquXQYwQAOI7T7QAAeaZZs2Zq0KCB2rVrp8WLF+vgwYNavXq13njjDW3YsCHT+3z++ed67rnntHjxYu3bt087duzQa6+9ph07dmQ62tylS5fUpk0b1apVS/369VNcXJztJkldu3ZVSEiI2rZtqz/++EMHDhzQihUr9OKLL+rIkSOZ1uDq6qpmzZpp1apVGebFxsZq8ODBiomJ0cyZMzVx4kQNHDjQrs3TTz+tZcuWaeHChRlOtYuMjNTff/+tmJgYJSQkKCUl5YY1HjhwQEOHDtWaNWt06NAhLV68WHv37rW7LumPP/5Q+fLlbdcsAQDyDkeSAAB5xsXFRfPnz9cbb7yh3r176+TJkwoLC9P999+vUqVKZXqfunXratWqVXr22Wd17Ngx+fn5qXr16vrpp5/UpEmTDO3j4+O1e/du7d69O8NAC8YY+fr66vfff9drr72mDh066Pz58ypbtqyaNm2a7VGbp59+Wn379tXYsWPl6vr/v0Ps0aOHLl26pLp168rNzU0DBw7MMABFpUqVdN999+n06dOqV6+e3by+ffvaBmNISkrS8uXL9cADD2Rb46VLl7R7927NmDFDp06dUunSpTVgwAA988wztuXOnDlTffv2zbozAAC55mLSf+wBAIDbmDFG9erV00svvaQuXbrk+L6VKlVS//79NXjw4Hyq8P/bsWOHHnroIe3Zs0eBgYH5vj4AuN1wuh0AALp2FGzq1Km6evVqju538uRJffrpp4qLi1Pv3r3zqTp7x48f11dffUVAAoB8wpEkAABugouLi0JCQjRhwgQ9+eSTzi4HAJAHuCYJAICbwHeNAFD0cLodAAAAAFgQkgAAAADAgpAEAAAAABaEJAAAAACwICQBAAAAgAUhCQAAAAAsCEkAAAAAYEFIAgAAAACL/wft8qGgD6Yx8AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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37lz7tLi4OFO0aFFTs2ZN+7Qb/44ZLTO92pYvX24kmeXLlxtjjLl69arx8/Mz1apVM5cuXbK3mzdvnpFkRo4caZ/Wo0cPI8m89dZbDsusWbOmCQ4OTrWuGzVu3NihppRaKleubK5cuWKfPn78eCPJ7NixI8PlpWz3hg0b0m3j5eV10/dQknF2dja7du1ymN6nTx9TtGhRc/r0aYfpnTt3Nl5eXubixYvGGGO++eYbI8mMGzcu1fqTk5ONMcacOnXKSDJvvvlmqjY1atQwfn5+5syZM/Zp27ZtM87OzqZ79+6pau/SpUuqZXTp0sUUK1bMJCUl2adt3rzZoV+nvD7lb58d3bp1c/gb/vLLL0aSGTt2rH3atWvXTMOGDVPth1Ler+vNmDHDSDKrVq2yT/vwww9T9eeMlhEaGmrKlCmTanrDhg0d9j0bNmxIVZMx//6Nypcvb0JDQ+1/r5R1lS5d2jRv3tw+LSkpyTRo0MD4+/ub06dPmwEDBhhXV9dUfTC9z58xxixdujTd7UvPkCFDjCTzxx9/2KedP3/elC5d2gQFBdn/7mnt/2vUqGGKFi1qzp07Z5+2ePFiI8kEBgY6rOfChQvG3d39pn+3yMjIVPvtQYMGGScnJ7Nlyxb7tDNnzhgfHx+H7T1//rzx9vY2ffv2dVhmdHS08fLycpie2X1ORp+vzEjr/4zM7m9//vnnm+6H/vjjDyPJTJ8+3WH6woUL05yeke7duxtnZ+c015fSfzPbX1L2wdWqVXP4/7tLly7GycnJtGrVymH5ISEhqfpMyvePjRs32qcdPnzYuLu7m8ceeyzT25XSdz09Pc3Jkycd5mX2O0HKMtL6v/vrr782Hh4eafZn5C5OI8Qda+LEiYqIiHB4ZNZPP/2k5ORkPfHEEzp9+rT9ERAQoPLly2v58uUZvr558+aKjIzUo48+qm3btmns2LEKDQ1V8eLFs3Sq3/LlyzV8+HANGjRI3bp1kyTFxsZq2bJleuKJJ3T+/Hl7bWfOnFFoaKj27duX6vS2rEr5tSu90eo8PDzk5uamFStWZOsUjxR9+/bN9PVZxYoVc/i10dPTU927d9eWLVsUHR2d7RpuZuPGjTp58qT69+/vcI1SmzZtVKlSpTRPU3ruueccnjds2FAHDhzIdg29evVyOCc/5ajDrSwzRcGCBTM1KmHjxo0dRl8zxmju3Llq27atjDEOn5PQ0FDFxcVp8+bNkqS5c+fK19fXYWCYFDe7runEiRPaunWrevbsKR8fH/v06tWrq3nz5goPD0/1mhvff0nq3r27jh8/7vDZnT59ujw8PNSxY0dJ/55mY4zJ9lGt5ORkLVy40OE0nPDwcLm6ujoc1XRxcUnzvbj+lLnLly/r9OnTqlevniTZ38ubuX4ZKUf3GzdurAMHDiguLs4+79y5c4qMjMzUKUNbt27Vvn379NRTT+nMmTP2v/OFCxfUtGlTrVq1SsnJyZL+veZx6tSpSkhIUKtWrfTFF19o+PDh6V4/m5bw8HBVqVIlS8Ouh4eHq06dOvZT+6R/+3a/fv106NChdEdZTelfPXr0kJeXl3168+bN0xxtcNmyZbpy5YpatWpln3b9e56YmKgzZ86oXLly8vb2dvi7LVy4UCEhIQ6Dj/j4+Khr164O64iIiNC5c+fUpUsXh8+Vi4uL6tatm+b/Pzm9z8lJKUf+582bp8TExDTbzJkzR15eXmrevLnDNgcHB6tgwYI3/T83RXJysn755Re1bds2zT6Xsr/Jan/p3r27w5G1unXryhiT6lTIunXr6siRI7p27ZrD9JCQEAUHB9uflypVSu3atdOiRYsydYr59Tp27Gg/ki3l3HeC8PDwLJ+6i9uD0whxx6pTp06W/oO/3r59+2SMUfny5dOcn5nTGR544AH99NNPunr1qrZt26aff/5Zn3zyiTp16qStW7fedNjgo0eP6sknn1T9+vU1btw4+/R//vlHxhiNGDFCI0aMSPO1J0+eVPHixW9aY3oSEhIkSYUKFUpzvs1m0wcffKCXXnpJ/v7+qlevnh555BF1795dAQEBmV7PjaNFZqRcuXKpvphXqFBB0r/nsmdlvVlx+PBhSVLFihVTzatUqZJWr17tMM3d3d3hP0JJuu+++24plJYqVSrV8iTd0jJTJCQkpLqOMC03/q1OnTqlc+fOacqUKZoyZUqar0kZDGb//v2qWLHiTQfeSEtG73/lypW1aNGiVINgpNWvmjdvrqJFi2r69Olq2rSpkpOTNWPGDLVr1y7dfp5VGzZs0KlTpxwCzOHDh1W0aFGH03XS257Y2FiNHj1aM2fOTDWQzvVBKSN//vmn3nzzTUVGRqa69iwuLs4eKBYtWiRJ9tMdM7Jv3z5JSvPUx+uXndIvy5Yta7+2rFq1aunup9KTnZH+Dh8+rLp166aaXrlyZfv8tE7XSulfae3rK1asmCrkzp8/X7Vr13Y47fHSpUsaM2aMwsLCdOzYMRlj7POu/7sdPnxYISEhqdZTrlw5h+cp73d6g4PceGq3FfucnNS4cWN17NhRo0eP1ieffKImTZqoffv2euqpp+ynUO7bt09xcXHp7otu/Dyk59SpU4qPj7/pqXlZ7S837oNTPkclS5ZMNT05OVlxcXEqXLiwfXpa/atChQq6ePGiTp06dUv/b+bEd4LExERFRERozJgxma4Dtw9hC3el5ORkOTk5acGCBWkeebnxi1NG3Nzc9MADD+iBBx5QhQoV1KtXL82ZM0dvvvlmuq+5evWqOnXqJJvNptmzZzt8SU35Bfnll19WaGhomq+/8T/vrNq5c6dcXFwyDENDhgxR27Zt9csvv2jRokUaMWKExowZo2XLlqW6LiY9Of0LWnpHSbL6y+GtsGIkxfSWef2Xuuw4evSo4uLiMtVfbvxbpfTDp59+Ot0v4Zm5JsQKafUrFxcXPfXUU/rf//6nL774Qn/++aeOHz+eakTOWxEeHq6goKBs33/piSee0Jo1azRs2DDVqFFDBQsWVHJyslq2bGl/vzOyf/9+NW3aVJUqVdK4ceNUsmRJubm5KTw8XJ988onDMsLDw1W/fn2HoznpSXndhx9+mO6Q8DfuE1NuY3D8+HGdOXMm018mDx48qD179qQ7qEduCw8PV69evRymDRo0SGFhYRoyZIhCQkLsN4vt3Llzpv5uN0p5zXfffZfm+3bjjxa5NXprZve3Tk5O+vHHH7V27Vr9/vvvWrRokXr37q2PP/5Ya9eutfdzPz8/TZ8+Pc1l3hgmb7f03mOr9s0ZSW9ffCvfCVavXq34+Hj7CMS4sxC2cFcqW7asjDEqXbq0/ehJTkg50nbixIkM273wwgvaunWrVq1alWrghjJlykj69+has2bNcqy2FFFRUVq5cqVCQkJu+ot/2bJl9dJLL+mll17Svn37VKNGDX388cf20e1ycujrlF/vrl/m33//LUn2041Sflk/d+6cw6AVKb9eXy+ztaWM3rR3795UvzTv3bvXPj8vShmMJb3/oDNSpEgRFSpUSElJSTfth2XLltW6deuUmJiY7lHh9P4e17//N9qzZ498fX0zPbR79+7d9fHHH+v333/XggULVKRIkWxte3rmz5+f6stKYGCgli5dqoSEBIdAcuP2nD17VkuXLtXo0aMdLq5POcpxvfTeq99//11XrlzRb7/95vBL/I2nYBljtHDhwlT3TEpvuWXLlpX07xGVzOxzJk+erIiICL377rsaM2aMnn32Wf3666+ZWteNI/1lVmBgYLp9JGV+eq+T0n6fb1zezp07FRUVlerUyx9//FE9evTQxx9/bJ92+fLlVCNOBgYGpjmK6I3TUt5vPz+/HNvHW3EbgqzsbyWpXr16qlevnt5991398MMP6tq1q2bOnKlnnnlGZcuW1ZIlS1S/fv1b+hGuSJEi8vT01M6dOzNsl93+kl1p9a+///5b+fPnv+UgmRPfCebPn5/lU3dx+3DNFu5KHTp0kIuLi0aPHp3qFypjjMNQzGlZvnx5mr9spVxfktYpRCnCwsL05ZdfauLEiapTp06q+X5+fmrSpIm+/PLLNENbyn00siM2NlZdunRRUlKSfZSwtFy8eFGXL192mFa2bFkVKlTIYdjbAgUKpDnEdXYcP37cYTjm+Ph4ffvtt6pRo4b919+ULynXD6l74cIFTZs2LdXyMltb7dq15efnp8mTJzts24IFC/TXX3/l2WFyly1bprffflulS5dOdc1IZri4uKhjx46aO3duml9sru+HHTt21OnTp/X555+napfyOUkZse3Gv0nRokVVo0YNTZs2zWHezp07tXjx4iz9Elu9enVVr15dX331lebOnavOnTs7HCXIytDvUVFR9i9m0r+j4W3evDlVf2jdurWuXbvmcKQmKSlJEyZMcGiX8gv5jfuNTz/9NNW6U8Llje9VWsuIi4tTWFiYQ7sNGzbo5MmTqWpNb7nBwcEqW7asPvroI/spxte7/m998OBBDRs2TB07dtR///tfffTRR/rtt9/07bffplpXWp+/8PBwtWjRIsunnLZu3Vrr169XZGSkfdqFCxc0ZcqUDI82Xt+/rj/lLyIiItV1O+Hh4fL39091erqLi0uqv9uECRNSHeEJDQ1VZGSktm7dap8WGxub6mhOaGioPD099d5776V5jVN29vHpfb5uRWb3t2fPnk31/qQcIU3Zpz7xxBNKSkrS22+/nWo9165dy3Tdzs7Oat++vX7//Xdt3Lgx1fyUOrLbX7IrMjLS4ZTUI0eO6Ndff1WLFi1u+chkTnwnCA8Pz7P/l90LOLKFu1LZsmX1zjvvaPjw4Tp06JDat2+vQoUK6eDBg/r555/Vr1+/VL8KX2/QoEG6ePGiHnvsMVWqVElXr17VmjVrNGvWLAUFBaU6DSXF6dOn1b9/f1WpUkU2m83h/keS9Nhjj6lAgQKaOHGiGjRooPvvv199+/ZVmTJlFBMTo8jISB09elTbtm276Tb+/fff+v7772WMUXx8vLZt26Y5c+YoISFB48aNU8uWLTN8bdOmTfXEE0+oSpUqcnV11c8//6yYmBh17tzZ3i44OFiTJk3SO++8o3LlysnPzy/bNymtUKGC+vTpow0bNsjf31/ffPONYmJiHL5ItmjRQqVKlVKfPn00bNgwubi46JtvvlGRIkUUFRXlsLzM1pYvXz598MEH6tWrlxo3bqwuXbrYh34PCgrSiy++mK3tuZ0WLFigPXv26Nq1a4qJidGyZcsUERGhwMBA/fbbb9m+OfH777+v5cuXq27duurbt6+qVKmi2NhYbd68WUuWLFFsbKykf48offvttxo6dKjWr1+vhg0b6sKFC1qyZIn69++vdu3aycPDQ1WqVNGsWbNUoUIF+fj4qFq1aqpWrZo+/PBDtWrVSiEhIerTp4996HcvL69M3Svoet27d7d/dm88hfDzzz/P9NDv3bt318qVK+1f3sLDw+Xu7q6HHnrIoV3btm1Vv359vfbaazp06JD9/nA3XoPl6empRo0aaezYsUpMTFTx4sW1ePFiHTx4MNW6Uy60f/3119W5c2fly5dPbdu2VYsWLeTm5qa2bdvq2WefVUJCgv73v//Jz8/P4UvY/Pnz0/xCWbZsWXl7e2vy5MkqVKiQChQooLp166p06dL66quv1KpVK1WtWlW9evVS8eLFdezYMS1fvlyenp76/fff7QMGeHh42MPls88+q7lz52rw4MFq1qyZihUrZt+GGz9/ISEhWr58ebZuFvzaa69pxowZatWqlV544QX5+Pho2rRpOnjwoObOnStn5/R/Gx4zZozatGmjBg0aqHfv3oqNjdWECRNUtWpVh3A5f/78NG9W/cgjj+i7776Tl5eXqlSposjISC1ZssThmh1JeuWVV/T999+refPmGjRokH3o91KlSik2Nta+XE9PT02aNEndunVTrVq11LlzZ/s+bP78+apfv36aP1xkJKPPV3Zldn87bdo0ffHFF3rsscdUtmxZnT9/Xv/73//k6elp/7GkcePGevbZZzVmzBht3bpVLVq0UL58+bRv3z7NmTNH48ePV6dOnTJV13vvvafFixercePG6tevnypXrqwTJ05ozpw5Wr16tby9vW+pv2RHtWrVFBoa6jD0u/Tvfc9ywq18Jzh48KD++uuvO/bUXYih33Hnudlw15kZ+j3F3LlzTYMGDUyBAgVMgQIFTKVKlcyAAQPM3r17M6xhwYIFpnfv3qZSpUqmYMGCxs3NzZQrV84MGjTIxMTEOLS9fuj3lNrSe1w/FPL+/ftN9+7dTUBAgMmXL58pXry4eeSRR8yPP/540/fo+mU6Ozsbb29vU7NmTTN48OBUw3un9Z6lDOlcqVIlU6BAAePl5WXq1q1rZs+e7fC66Oho06ZNG1OoUCEjyT7Uc0Z/o/SGfm/Tpo1ZtGiRqV69urHZbKZSpUpmzpw5qV6/adMmU7duXePm5mZKlSplxo0bl+Yy06vtxqHfU8yaNcvUrFnT2Gw24+PjY7p27WqOHj3q0KZHjx6mQIECqWpKr3/dKL2h32/czrT6cFpuvA2Cm5ubCQgIMM2bNzfjx4838fHxmapVGdwqICYmxgwYMMCULFnS5MuXzwQEBJimTZuaKVOmOLS7ePGief31103p0qXt7Tp16mT2799vb7NmzRoTHBxs3NzcUg1TvWTJElO/fn3j4eFhPD09Tdu2bc3u3bvTrP3UqVPpvicnTpwwLi4upkKFCulue2aGfm/cuLHD+9SpUyfTunXrNNueOXPGdOvWzXh6ehovLy/TrVs3s2XLllR/w6NHj5rHHnvMeHt7Gy8vL/P444+b48ePpzlk99tvv22KFy9unJ2dHfr2b7/9ZqpXr27c3d1NUFCQ+eCDD+xD76e0qV27tunfv3+atf7666+mSpUqxtXVNVV9W7ZsMR06dDCFCxc2NpvNBAYGmieeeMIsXbrUGPP/tyS4/hYNxhgTFRVlPD09Hd6ftD5/8+bNM05OTqn2kZm1f/9+06lTJ+Pt7W3c3d1NnTp1zLx58xzapPfZmTt3rqlcubKx2WymSpUq5qeffjI9evSwD+N97tw54+rqmmofZ8y/t8Lo1auX8fX1NQULFjShoaFmz549ad7WY8uWLaZhw4bGZrOZEiVKmDFjxpjPPvvMSDLR0dEObZcvX25CQ0ONl5eXcXd3N2XLljU9e/Z0GEI8K/ucjD5fN5PePiAz+9vNmzebLl26mFKlShmbzWb8/PzMI4884rAdKaZMmWKCg4ONh4eHKVSokLn//vvNK6+8Yo4fP57pWo35d2j17t27myJFihibzWbKlCljBgwY4HALjcz0l/T2wen9H5bWPijlvfv+++9N+fLljc1mMzVr1szyLSYyGrY9ZXtu9p0grWV8/vnnxsvLyyQmJmapHtw+TsZYeBUgAAA56PTp0ypatKhGjhyZ5VHy0nPt2jUVLlxYY8aMUf/+/XNkmVaJiYlR0aJFNW/evDvuYvj+/ftr48aNWr9+fW6Xksrs2bPVtWtXnT59OlODimTFkCFD9OWXXyohISHXBruAdZycnDRgwIAsH428XVJubjx79uzcLgXp4DRCAECeMXXqVCUlJdnvW5cTYmNj9eKLLzrcB+5OFRcXp5EjR6Y63fFOUKNGjSwP+X67eHt767PPPrvloHXp0iWHASDOnDmj7777Tg0aNCBoIVc0adLEfu9G3Jk4sgUAuOMtW7ZMu3fv1ogRI/TQQw/pp59+yu2SkAmXLl266T3GfHx8HG76fSerUaOGmjRposqVKysmJkZff/21jh8/rqVLl6pRo0a3tZarV6/ar6tMj5eX1x1zk9uEhIQ0B2i5XpEiRe640HqzI1tJSUk3HcSiYMGCWbrlDO4uHNkCANzx3nrrLa1Zs0b169dPNRIg7lyzZs1Kd0ChFJkZ0ORO0bp1a/3444+aMmWKnJycVKtWLX399de3PWhJ0po1a256hDMsLEw9e/a8PQXdxEcffXTTASUOHjyY54YvP3LkSIb3tJSkN998M8uDAeHuwZEtAABgiRMnTmjXrl0ZtgkODrbf8wmZd/bsWW3atCnDNlWrVlXRokVvU0UZO3DggA4cOJBhmwYNGmR7dNXccvnyZa1evTrDNmXKlLHfTwv3HsIWAAAAAFiAmxoDAAAAgAW4ZisTkpOTdfz4cRUqVCjVzRABAAAA3DuMMTp//ryKFSt205toE7Yy4fjx4ypZsmRulwEAAADgDnHkyBGVKFEiwzaErUwoVKiQpH/fUE9Pz1yuBgAAAEBuiY+PV8mSJe0ZISOErUxIOXXQ09OTsAUAAAAgU5cXMUAGAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYgLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYgLAFAAAAABZwze0CkD1RUVE6ffp0bpcBZIuvr69KlSqV22UAAABYirCVB0VFRalipcq6fOlibpcCZIu7R37t3fMXgQsAANzVCFt50OnTp3X50kUVfuQl5StcMrfLAbIk8cwRnZn3sU6fPk3YAgAAdzXCVh6Wr3BJ2QLK5XYZAAAAANLAABkAAAAAYAHCFgAAAABYgLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYgLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYgLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYgLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABggVwNW2PGjNEDDzygQoUKyc/PT+3bt9fevXsd2ly+fFkDBgxQ4cKFVbBgQXXs2FExMTEObaKiotSmTRvlz59ffn5+GjZsmK5du+bQZsWKFapVq5ZsNpvKlSunqVOnWr15AAAAAO5huRq2Vq5cqQEDBmjt2rWKiIhQYmKiWrRooQsXLtjbvPjii/r99981Z84crVy5UsePH1eHDh3s85OSktSmTRtdvXpVa9as0bRp0zR16lSNHDnS3ubgwYNq06aNHnroIW3dulVDhgzRM888o0WLFt3W7QUAAABw73AyxpjcLiLFqVOn5Ofnp5UrV6pRo0aKi4tTkSJF9MMPP6hTp06SpD179qhy5cqKjIxUvXr1tGDBAj3yyCM6fvy4/P39JUmTJ0/Wq6++qlOnTsnNzU2vvvqq5s+fr507d9rX1blzZ507d04LFy68aV3x8fHy8vJSXFycPD09rdn4LNi8ebOCg4MV0ONT2QLK5XY5QJZcif5H0dOGaNOmTapVq1ZulwMAAJAlWckGd9Q1W3FxcZIkHx8fSdKmTZuUmJioZs2a2dtUqlRJpUqVUmRkpCQpMjJS999/vz1oSVJoaKji4+O1a9cue5vrl5HSJmUZN7py5Yri4+MdHgAAAACQFXdM2EpOTtaQIUNUv359VatWTZIUHR0tNzc3eXt7O7T19/dXdHS0vc31QStlfsq8jNrEx8fr0qVLqWoZM2aMvLy87I+SJUvmyDYCAAAAuHfcMWFrwIAB2rlzp2bOnJnbpWj48OGKi4uzP44cOZLbJQEAAADIY1xzuwBJGjhwoObNm6dVq1apRIkS9ukBAQG6evWqzp0753B0KyYmRgEBAfY269evd1heymiF17e5cQTDmJgYeXp6ysP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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[None, None, None, None, None]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Provide the path to the directory you want to analyze\n",
    "paths = [\n",
    "    './data/text/rhaetor.github.io_components',\n",
    "    './data/text/rhaetor.github.io',\n",
    "    './data/text/spring_reference', \n",
    "    './data/text/_old/agent_fuse_comp_ref/',\n",
    "    './data/text/_old/fuse_component_reference/'\n",
    "]\n",
    "\n",
    "[print_median_sizes(p) for p in paths]\n",
    "\n",
    "[plot_file_sizes_histogram(p) for p in paths]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}