Lab_8.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Submission_ Lab-8_SVM.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/s2ke4/IR-Lab-Experiment/blob/master/Lab_8.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5I8Ggm5WrWsM"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "from sklearn import svm\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.metrics import confusion_matrix"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bFTgM98JrbfZ"
      },
      "source": [
        "# linear data\n",
        "X = np.array([1, 5, 1.5, 8, 1, 9, 7, 8.7, 2.3, 5.5, 7.7, 6.1])\n",
        "y = np.array([2, 8, 1.8, 8, 0.6, 11, 10, 9.4, 4, 3, 8.8, 7.5])"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "zFTGHEser4dp",
        "outputId": "4c43e8a6-e85e-4db9-cfc7-d9b6fd4c5c2d"
      },
      "source": [
        "# shaping data for training the model\n",
        "training_X = np.vstack((X, y)).T\n",
        "training_y = [0, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1]\n",
        "plt.scatter(X, y, c=training_y) \n",
        "plt.show()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "bA9OkOYor8Bh",
        "outputId": "39618ff0-d519-49f6-c652-693b19c72367"
      },
      "source": [
        "# define the model\n",
        "model = svm.SVC(gamma='scale', kernel='linear')\n",
        "model.fit(training_X, training_y)\n",
        "xWeight, yWeight = model.coef_[0]\n",
        "a = -xWeight / yWeight # slope\n",
        "xx = np.linspace(0, 12) # creating X points\n",
        "# here intercept_ is constant so basically thats ax - c\n",
        "yy = a*xx - model.intercept_[0]/yWeight\n",
        "plt.scatter(X, y, c=training_y) \n",
        "plt.plot(xx, yy, 'k-')\n",
        "plt.show()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "0Lx3qLFfteBr",
        "outputId": "3981df39-4ed4-48db-e789-3e5791b44c5a"
      },
      "source": [
        "from sklearn import datasets\n",
        "circle_X, circle_y = datasets.make_circles(n_samples=300, noise=0.05)\n",
        "# show raw non-linear data\n",
        "plt.scatter(circle_X[:, 0], circle_X[:, 1], c=circle_y, marker='.')\n",
        "plt.show()\n",
        "# make non-linear algorithm for model\n",
        "model = svm.SVC(gamma='scale', kernel='linear')\n",
        "# training non-linear model\n",
        "model.fit(circle_X, circle_y)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD4CAYAAADvsV2wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd3gU1deA37t90xMSegelCVgAwQbyCYgNG4KKiA07P7tYEQVFUQRFBQVs2MFeQBEbKEgRKQJK76SStn3mfn9M2CSkJ7up932ePMns3Dn3bJI9c+fcU4SUEoVCoVDUf0w1rYBCoVAoqgdl8BUKhaKBoAy+QqFQNBCUwVcoFIoGgjL4CoVC0UCw1LQCJZGYmCjbtm1b02ooFApFnWLNmjWpUsqk4s7VWoPftm1bVq9eXdNqKBQKRZ1CCLG7pHPKpaNQKBQNBGXwFQqFooGgDL5CoVA0EJTBVygUigaCMvgKhULRQFAGX6FQKBoIyuArFCUQ8AeYdc9b3HHqQ3w7Z0lNq6NQVJlaG4evUNQ0C174iq9n/4DX7WPXpr20PaE1XfseX9NqKRSVRq3wFYoS2L/tIF63DwCTSXB4V0oNa6RQVA1l8BWKEhh2+1CcUQ4iop3EJEbTZ+iJNa2SQlEllEtHoSiBjie1490dr3Bg+2Ha92iN3Wmv0PX7tx1kxq1vEPAHuOOlG2jfo02YNFUoyoeorS0Oe/XqJVUtHUVdZkyncRzYdggpJbFJMXxyaA5CiJpWi6y0bJbM/5WYRtEMvOoMTCb1oF+fEEKskVL2Ku6cWuErFGEi7UA6RxdU2ek56JqO2WKuUZ20gMbtfcaTdjADs9nE5pX/cufLN9aoTorqQ93aFYpKknognZXfrCHj8JFiz1/50CXYnDbsThsX3zm0xo09GDeh9IMZ+D1+PLlefv98VU2rpKhGQrLCF0LMAy4AkqWUJxRzXgAzgPMAFzBGSrk2FHMr6hf7/jvI01dNJzstm5tfuJYzLjm1plXiwPZDfDrjG+KbxHL5PRdid9rZvXkfd576EMIkEELw2prnaNa+SaHrrnr4MvpfcRpaQKd15xY1pH1h4pvGEfBrweNAQCtltKK+EaoV/lvAuaWcHwocl/c1FngtRPMq6hnPXD2DbWt3cmhXCs9cPQNXtrtG9fF5fNzZ72G+fHUx70/+lBdunAXAr5/8gcflxZXlxuv2sfzzP4u9vkXHZrXG2APomo7U9eCx1+WtQW0U1U1IDL6U8lcgvZQhw4B3pMEKIE4I0SwUcyvqF9npOUG/t9RljRuk9ENH8OZ6kbrE5/Hzz+9bAWjTtSU2pw0Ai9VMm64ta1LNcmN32uk15EScUQ4ckQ4GXzugplVSVCPVtWnbAthb4Hhf3msHCw4SQozFeAKgdevW1aSaojZx2/TreOqKF9B1yfk3DyK+SVyN6pPUqhHNOjTh0M5kAM4ZfRYAZ17WlyMpWfz57VrOuPRUep97Uk2qWSGe+nI8qxatw+a0cdLAIh5YRT0mZGGZQoi2wNcl+PC/BqZIKZflHf8IPCilLDHuUoVlVj9Zadm8fOdcUvelMebJkfQc0C14LuAP8OGUz9i5cS8X3zGU7md2CZse7hzDTRKXFBu2OSqCO9fDH1+sIjYphpPP6VErQivLYuOyzWz7axd9zjuJ5h2a1rQ6imqktLDM6jL4s4GfpZQf5B1vBQZIKQ8eO/YoyuBXP49dNIVVi9eh+TUckXY+2DubqLhIAOY+9B6fvfQtXrcPs9mEMAlaHt+cKd8/RqNm8TWsed1H0zT2bN5PQtM4YhNjgq97XF7mjJ/P3i0HGPHgxZz8f93LlPX7F6t4+urpSF1isVp4Y+M0GrdKDKf6ilpEaQa/usIyvwRGC4O+QGZpxl5RM+zfdggtL4JDSsmRlKzguS2rtgXrymiaTsCvsXfLft569IMa0bUgi95cypPDX2DJe7+WOEbTNLLSsqnsAmfbXzt5/+lPWffTxsqqWSJaQOP+gRMZ1+9hrm57G38t3RA8N/vet/l2zo+sXbKex4dNIXV/Wpnyfl34B16XD5/Hj0SyafnWkOusqJuExOALIT4A/gA6CSH2CSFuEELcIoS4JW/It8AOYBvwBnBbKOZVhJZRj12GzWnDEWmna79OtOiY7wq46NYh2CNsWB3W4GuappOT5aoJVYP8/sUqXrlzHr8tXMH0m19n9fd/FxmTuj+NUe1uZ0SLsdzeZzyeCm4E79q0l7vOfIy3J3zEoxc+w5/f/VVlvTOSM/nh3V/Yumob/67Zwba/duLJ9eJ1eXn3yU+C43Zu2IPf4wfAZDaRvCe1TNmnDOqJPcIoA6FrEo/Ly5Y//6uyzoq6T0g2baWUV5ZxXgK3h2IuRfgYeOWZdO3XiczUbDqe1LaQr/rMy/rS8vhm/P7Fat6Z+DG6ZoT26QG9JHEhQUrJpuVb8Hn89Dy7G2Zz4eSlnRv24PXkPXn4A+xcv5teg3sWGvPZS9+SfjADXdPZu2U/vy1cwaBr+pdbh03LtwASXdPxunysWryOPkMrv0mblZ7NTd3vwevyIiXc9Nyo4O/TYrPQpG3j4Ngr7h/G01dNx2Qx0bRtYzqe3L5EubmZudicNgZd0x9HhJ1/12xn9fd/89pdb6LrkqsevoSrHr6s0nqXF5/Xz+z73ua/NTu4+M6hDLzyzLDPqSgfqrSCohBN2zamaQGDU5B23duQm+nC9qwVT64Xk9mEM9oZVn1ef+Bdvp71PQjByed0Z+KnDxQ6f/olffjwuc8xmQRI6DesdxEZkbGRmC3moFGNjImokA4nnNEZEJjNJix2C33OrVrVzM0r/sPvNTJdAVYtWsf9b93B+5MX0vL4Ztw+/brg2NOG9Wb238+TsjeNrv2Ox2a3FpEnpeSFG19jybu/YnNYmbL4Uc68rC/dTu/Ewhe/xu8NAPDlq4urxeDPf/ITFs37CZ/bx471u2l3QmvadVeF42oDyuArKkS30ztzzqizWDTvJ5p1aMINT18V1vm+fWNJ0DCu+HI1Po8Pm8MWPN+2WyvmbpzGv2t20LlPRxJbNCoi49K7zmfLn//xzx//0v+KfvS7qNj9rBJp07UV05c9xepF6+jS9/hC0UsFkVoaMuNaCGwD+xBE3DSEKFpOoU3XlsGbjz3CTvczOtN/eD/6D+9XrNwWHZvRomPJaSt7tx7g54+WowU03Dkar93zNi//8TTRCVE4IuwEfAHMVkuVjO4/f2wlN8vNyf/XvcwSEfv+PYDvaB8Bs4nDu1OVwa8lKIOvqBBCCP732lj+99rYkMrVdb3Yqo2tu7TkvzU70HWduCZxWItZ4TZunUTj1kklynZE2Hny8werpF/HE9vR8cR2pY6Rua9BYAegg/cX48sxsMi4pm0b89ySCSx+cynte7blgpsHVUk3R4QNqRub0cIkiIoznmCsNisv/vYU859aQExiNNc9VarntUTemvAhC6d9jRCCLn2PZ8riR0sNTb3s7gtZtWgdwiRo1CyBnmcXf4NUVD+qPLKiRkk9kM59Zz/Bge2HOOOSPjzy4d2F/PRHUjJ589EP8eR6GfPkiCL1amoTetYkcL0PBIAIY4VfjMEPB1/P/p53nviYxJaNmLDgPpq0KfkGWFGGN72BI8lGxJbFauajg28QkxBd6jXphzI4tCuFjie2LfREpgg/qjyyotYy/8kFHNpxGKlLVi3+m9WL/+bU804Ono9LiuXu2TfXoIblR0TdhvStNFw6jgFgH1Btc19w82AuuHlwWGS3PaE1G3/bjBbQiYyNKHYPJHlPCltX76BT7w40bpVIQtN4Epqq/IzahjL4ihrFbDVDAfeAyRy61BApPeBeCFID5+UIU8U2ayuKMCUgEr8K6xw1weOf3Mtbj31IdkYu1zx+eREf/u5/9nJn34cRQiCl5JVVU2jVqfYUjFPkowy+oka55vHL2fzHVnZt2kf/4f04ZVAPAKTuAuGsUhkDmXEr+NYAEjzfIBp9FCKtS5kzsAeZcTPohyByLKaoW8M+Z7iJjo/izpklN0lZ9tmfeN0+o8GL1cwfX66m1f3K4NdGlMFX1ChxSbG8uvq54LGUHvS00eDfAOYWkPARwlw08qZc+P4EjKQl/OuQUoa9Do7MehK0nYAOOa8hHeciLKVv9tZ12vdog81hhOparBbaVaB379IPfmP6LW9gs1t47ON7S4yAUoQG1fFKUbvwfAf+rYAG2gGk6+3Ky7L1BhyAHawnVk/RM+kFjiajBUD6qyZO6uhHHkA/1AM9bQRSzyr7omqm34W9uPOVGzlreD/umj2W3kPKl6cQ8Ad4/vpXcWe7yUzN5plRM8KsqUKt8BUlIqVk7ZL1HEnOot9FvYgIc5IVAMIBApAAJhCV97uL+FmFfPjVgu1U8K/MO5BIPZvK3maklobMmgzexYAf/BuR2S8gA/+Bdgii78XkPL98snQXMncuyGxE5PUIc2graA4ePYDBowdU+DpZIFFb12tnxGB9Qq3wFSXy3uSFPHHpVKbfMps7Tn0ILa8d3pevLWZU+9t4aOhkstKyQzupfTDYh4KIAlsfRMToSosSwoGIuBoROTrsG7ZBZMH+tlaEtr1yYqSGTB8O3u8IuqWQ4P0Z/GtB3weZ45FaSjnVugtyZ4PrXWTacKSs+daGFquFca/diMVmwRnl4P43VfWVcKNW+IoS+eHtn4NZril7Uzm0K5mAL8Dr972D1+0jdX86s+59mwfeuqPKc0k9A3yrwXIcprgpwJQqy6wJhHMYMhiL70Fq6RVa4Uv/P8Z+g6UzaIeBAobZ3BLjI3t0WSxA5gLliLn3/w0Y2a/o6SCzQdRscxmAodf/H+deZ+QqVMXllnognT++XE2Ljk05+ZweoVKv3qFW+LUULaAx4ZLnGGIdwS0n3V+llfS7T33C1e1u5akrXqhQpchup3fG5rAihMBqt9KoeQLZ6TnB0EnNr5FxOLPSeh1F6unIlKHIzAeRqRchfUX7w0o9HT3tSvTDvdGzpla6zHHYsXQi3yADrjnlvlT61iDTRiKzpkD6GDA3x9iDcILzckxJ3yNiHsl7zQaOc8Bczg1S5wWGe0xEgKUriNA0l5He5UjXp8G9hay0bFIPlNbttChCiCoZ++yMHG4+8T5m3fs2Ey5+jm/e+KHSsuo7aoVfS/n9i1WsXbIBXdPZ9c9ePnruc2569poSx+/evI/fFqygTdeWnHHpqaTsS+OHd37Ble3my1cW4cn1knEokw+f+ZQx5Uyxv2v2zbTq1Jy0gxlcMu48HBF2uvQ7nq79jmfDb5sxWy2MeXJE1d+sdwXgzVutgnR9grD1KTREZk/PW6UGwDXfKFlgO6Xqc4ccCwhn3nsRYEoo95XS+xPgyTuygfMKhCnacG85hgIg7KdD499B5iLM5c86FtGPgu0MkDngGBySDWw9Zw7kvmzst+S+zA/fPsL0W+YBcPEd5zJ2auXdcRVh2187CfgCwfo9P32wnPNvqlq5ivqKMvi1GZH/rbQPaOr+NO489SE8Li82h42Ufam8//Rn5GTkIEwmyFsNB3wBMpLLvyK32a1c+dClhV4zm808s+hRUvalEdMoGkde3fXSkL5VSPcCsJxg+NTFMQ+Wlg7GxioATrAW02dV5hJcOQsB0l3u91GdCGGC+LnIrAkgHIjYZ8p/rfUUJA4Mo29C2PogbPmlnqX0IY/8D3wrDeMd9wJCFK0tVLxeAhxnV/DdlIHn8/y/g57BGw/Ox+819hs+nfEt10wYjjMq/Bv9bbu1ytvkN4rRHc3lUBRFuXRqKacN603vIT0xW8y0696aKx4YVuLY7et2IUwCqUu8Li/LPl2Jz+NDC+gEfAFMZhN2p42o+EiG33tRlXUTQtC4VWL5jH1gJzL9BnB/BjnPFxtmKaydEPEvGRu2UXciIoo+yYiocXmrZbMRbmkrvrJkVZG+VegpA9FTzkH61lZKhrCdjIh7DXQXMm04es5r5bvOcTYibgZEXI+If6OQsQfA9TF4lxmrdO/P4P6yUvqFDFsfDPeSACzEJsYGk6atdkuxhe7CQXyTOGb8PpkRDwzjzpk3MHL8JdUyb11ErfBrKWaLmcc/ua9cY487xWiKYbFZsFjMnH3Vmezfdtgoi2sxc/H/zuf8G/+PhKZx1V/IKvAfCLOxApNu8K2FyOuKDBP2AYhSas8ISxtIWgbSjTBFhkVVKaWRnSsNf7TMuA3RZEXlZGVNBG07+QlYgxGWDmVeJxxnI0pciReM8Zc1/pQjoh9CmluDth8RcRUTFtp49tqZuLPd3DnzRizW8JsXXdfRAhptu7XiximjCp0L+APomq6KtxVAGfx6QELTeGatncqyz/6kbbeW9D73JM64uA8/fbicxBYJnHlZ3+pJOioOWy/AhmHxdURE5RtwCGECER5jH6SgEZVVad/oo9DmbRUTsABwDgfXQtB2gKU9OC+uuswqIIQVETkmeNyqE8xcUX4XVlX5++dNPHrhM/i9fq6ZcAVXP5L/v7XymzU8ecU0NL/GdZNGMuKBmv1d1RZUeeQ6gN/nZ8NvW4hvHFMnG0lILQ18f4ClA8LapXIyvMuR3l8R9tMQ9tLbE0rPj8jsF8DcDBE7BWEuPmxR6jnInJkgMxGRtyAsbdBz50N2ntGKeRxTROU2paV/KzJ9NMhMcA5HxDwZkpuulHkr+yrWGaoPjDn+TvZvOwQYT7cf7X+dmEZG2eaRrW4mbb8RLWS2mvks/S2ckY4a07U6UeWR6zCapnHvgAns2rgXXde5ZdoYLhhbtyIQhLmRERZYSaRvleFqwYN0fQDxsxD204ofq6cbSUZ4QduJzHwIkVB8aKQ8cpdxIyKA9PwEjZdhihyFdF4MiCq5joS1EzReAfgRInQuBSFElbKPwbgZIXPAelJwA11qB5Gu+SDiIWIUQvvXSIO19qzxG4vP42P14r+JToii+5n5CwabM//3KgSYLflbko4C50wmE+YQVmGty6jfQi3n4PbD7Fi/G3eOB6/Lx8Jp9a/8rpQS6VmMdH2I1IvJNzgajgmAD/zrShamZxIMb0ID/XDJYwP/YGSxSiMRKc93L0xRIdknMOLLa5f/WM+da2TaZtyAPGJU8pTSh0y7HHLnQs50SD4dmXY5Mn0EMvPeUuVJ73L0zIlIz+Lw6Kvr3DNgAlOueYmHz5vMe5MWBM89+M6dNG2bRFRcJP97dSyRsfl/s0c+vJum7RoT1ziGh+aPU378PNQKv5YT3zQumOhksVWtL2ltRWZPAdeHgITcNyHxG4Qo8K9pOx14maNZptL1ETL3DYi8HVPUMWV7zW3BfoYRzQKIqHtKntg5HFxvAQIsnY3VbX0ndx7gMbZUvMuQerpR8E3Pwthz8BHMyEWC52ukfL5oKC0gfevyn7zcn0KcBeH4v5Cqm7o/nZ3rd+PzGHsg3875kasfNeoidejZlnd3vFrsdced3J53t78SUl3qA8rg13IiYyKYumQC8yctIKllIjdOubqmVSoXMrANtP1GPRxRRiy2ZxGQt1mqHQQ9OS/L1EBYu0CjBeBfjXR9AoFNgIScGXnlh1vmjxUC4l4BbQ+YYhCmko24iLoL7Kcbxs5+Vo27LqoFc1vQM4BAXqG6KCPr1tzK+HuhY0QDHcVRrLEHjBLWRwPgcSP9f4Xc4MclxWCPsOP3BrDYLBx3cvuQyi9IwB/gv7U7adQsrtQeyXUZZfDrAJ16d+SpL8bXtBpF0LOnges9MLdFxM9GmBON193fQeb9GJmmzSDpK4QoJWbf1hc83wIBMMWAKbHIEGE9DqzHId2fk29kIN/VU2CsEGAp+0lICJEXS95wEPEvI7OeBj0LEX13vsup0cfg+R4poo0Ko76lgAPiSykNYT8dcswgnYBE2ENr7AFsDhszlk/iwymfE9c4hlGPhafqqRbQuPvMx9j9zz50TefhD+7itIt6h2WumkRF6SgqhfSvR6ZfkxfGaAbHRZjingVATx4A+oG8kSaIn4/JXmzQgCFL+sH1AVJPR0SMLLV0r/RvQqZfZ/jbI67FFPNQ6N6UIoiUgcJutZLGBXYbjWasPYyN6jrKwulfM+vet4Nric59OvJyNYaYhhIVpVMD6LrOonk/sf+/AwweczZturQs+6ICeFxepoyaweaV2zhn1JncOGVUSF0OuusjyH0brF0QMU9VvHyw9JK/OaoXjlmXBcs36FDGxqUQVogcXa6qksLaDRqvBLRyGSRF5Sjv71ZY2pTraao2s3H5Zmbdk58BLoSgZafmpVxRd1FROmFi/lMLePWuN/n4+S8Z1/dhMlMr1qno46lf8Od360g/mMGXry5m9eJSIlMqiPRvhqzJoG0Dz2JkzvSKC7GeArazABOYEhDRBTZHbb0J/muJiJCv/IzoF2XsFaFh9n3vFjp2RNpL7eFbl1GfmjCxdsl6vHmliHUpmTTyRVod35zrn76KqLiyQ/6y0rLR/Hn+aSHIOVKVrM9j0FPyyx3gA+1AWVcUQQgTIv4lpPQA9kJPHyJ2GjLnJdBTEZG3lu6/VyhqmGM7ud04ZVT1dHerAdQKvwqk7k9jbM97uTBqFK8/8E6hGu0DrzwDR6Qdm9OGN9fLuqUb+W7uUiaNmFYu2ZffcyGxSbFY7VZadWrOacNK9oFXGFtfo466cIKIRESNrbQoIRxFXE3CFIUp5mFMcdOMzVZFg0HqOejZL6NnT0VqqZWT4Vtr9D7IuK3cHb2qwp2v3Eiz9k2wOawMv+8iLrptSNjnrCnUpm0VePrqGfzy8e/omo4j0s7zS5+gU++OwfNrfvibbX/t5K3HPiTgN8r/JjSL56P9r5dLfsAfICstm7jGsZhMob03SxkAbReYGiNMMSGVrWi46OnXgm8NoIO5OSLxhwrtPUnpRib3y9sTMoP1ZEyN3gubvvURtWkbJvxef6FV/VGjfpRTBvXk5HN6sGrxOv5dtR1dlxVaPVisFhKahicZSAgLWDqWPVChqAj+DQQTt7S9SO8vYIoEa6/yGX49G+TRUFsNtH3h0rRBogx+FbjhmavZvPI/0g9kcMalp9K13/FFxgghmLLoUdb9tInI2Ai6nFo7XBxSBiDwL5ibIkroyiSlRObOAc9icAxARN7eMJKTFJXHMTgvkQ7ADpl3GVtFjksQsRPKvt6UBPYB4PvNqOUTdVv4dC0Gn9fPtrU7aNwmicTmpXcrW7tkPRuXb6H3uSfVms91WSiXThWRUqJrOmaLuaZVKTdG7ZQRoO0EJCJ+LsJW9AlQepYYtVSkG3AiYp9EOEtuxKJQSKkjc18D3wbw/UR+kpwDU9P15ZQhIbAZRDTC0ipsuh6L1+3l9t7jSd6biq5JJn01nhPPLqb7GrBq8TomXjYVr9uH3WFj+vJJdDyxXbXpWhqluXTUpm0VEULUKWMPGE1ItF2Gn1S6kTmzih+n7SvQetCLDKjHa0UZ+P+GnFl5mbpHjb3ZqN9fToQQCGvXajH2WkBj1aK/2LhsMxuXbSF5byrubA9el5ePny+5o9i6pRvwunxG3T0p2bR8a9h1DQXK4NcgAX+AvVv343V7yx5cAfTcd9AP90RP7m/E3B+LOamAIbcZdVSKwzE0r9ZKlLHacla9PaKinuNfi1GB9Ch2w51TWomGY9DdP6AfuRfd9Snh9EBIKXnk/Kd56oppPDR0Mr8uXIEeMJrW2BxWWncuOfmq15ATsTttWGxmhMlEj/5dw6ZnKFEunRoi50gut/V6kIzDR7A5bcxc+QzN2jWpslyppSFT+hPcOLN0xZT4eZFxuutLcM0Fy/GImCdKLAcs9RwIbANLexXNoygT6f8HmVawu5QVkbQUYS7f/7b0rTJ6IOMBnIi4ZxGOc8OhKrmZuVyWdANawFj8xDSK5q5ZY1nw4td06NmGm58fjd1Zcg7Jpt+38s8f/3LKoB6071F7so1VlE4t5LeFK0g/lIHX5cPn9vH1rO+56dmizbsrjn7MsVbsKFPERRBR9opdmKLAdmII9FI0BIS1K9LaF/yrMMpqxEApFUuL4N9C4Qqcm8Jm8B1RDqIToshMycJsMdGue2vOvKwvZ17Wt1zXdzutE91Oq1v1g0Li0hFCnCuE2CqE2CaEKFLWUQgxRgiRIoRYl/dVP/OWK0B8k7hgxIvFbqVRi9IjAsqNKRHsZwMCRBQiZlJo5CoU5UTEz4LIW8B5JaLRRxVrAmPvD8KS17vYiXCELwnKbDYzfdlTDLz6TM4bew6PLyi92Ut9oMouHSGEGfgXGATsA1YBV0op/ykwZgzQS0p5R3nl1maXjq7rLJq7lJ2b9jLk2gF0PKno7ryUkgUvfsWGXzYzaHT/IqsGKSVvP/ERP3/4Oz0HdOPOmTdgsVb9gUvPeRly5mA8EkcjGv+EMEVXWa5CUV1I7ZARWGDtZhRnU1SIcLt0+gDbpJQ78ib7EBgG/FPqVXWYj577gvcmLcTr8rJo7lLe3DKdxBaNCo355o0lvP34x3hdXtb+uIGkVo3o3Cc/VlcIwZiJIxkzcWRolfP8TLCZiNAhsANsPUM7h0IRTkyJYDu52L4IiqoRCpdOC2BvgeN9ea8dy2VCiPVCiAVCiGLDQoQQY4UQq4UQq1NSwl9Do7L8/dPGYGE0k1mwa1PRcMXt63YFxwgBezbvrx7lHIONGjnYjC9Lh+qZV6EIAVLPQKYORqYMMr7r6WVfIyVSz0TK4verQkFWejbPjpnJA4OfZNPvdSMEsziqKyzzK6CtlLIH8APwdnGDpJSvSyl7SSl7JSXV3hZj51xzFvYIO/YIO1a7lU69ixrVwdcOwBFpJyLGic1po9eQ8K2y9ewZ6Ie6oSefBfaBiNjnIOoeSHjLaGOnUNQV3J+Blgx4QTtsHJeClH5k+mhkcj9kypnIwN5Sx1eWqWNe4ecPlvHXkg2MP3cSrmx3WOYJN6Fw6ewHCq7YW+a9FkRKmVbgcA7wXAjmrTHOGdWfpm0bs3frAU49/2Si46OKjOly6nG8vv4Fdm3cS9d+xxObGJ6QRhnYA7lzAD/ohyHrCUh4E3Kvg5wXjJZ1jT5SvlBF3UDEAkcTGS0g4ooMkVJH5swE3+9G8/nABiAAejoydxYidnL+WD0HkFXex9q79UCwVpbUdDJTsupkCeVQrPBXAccJIdoJYzt+JJxQLuoAACAASURBVFAoRU0I0azA4UVAMdlAdYsTzujC0Bv+r9TiZs3aNaHfhb3CZuxLxLssr9G3H2QGMvfV6p1foagszovBeQGYmoDzfOP4GKTrI2OR418L7gUFkgjNRpJgHrprITK5LzK5L3ru3CqpNXL8xdidNpxRDrr0PZ6m7RpXSV5NUeUVvpQyIIS4A1iMcWueJ6XcJIR4ElgtpfwSGCeEuAij43Q6MKaq85bE5zO/44uZ39HhxLbcO+dWnFHhvQunHkhHD2g11uVeWFojI6+H3DfA1AgR8wTII+THMlvyVk0KRe1HCHOhFXqxaDsxotAATGDrBf5NYO0CzkvR068B/QgE9hBMQMx+ARkxBiOosOKce91ATji9M5mp2XQ+tWOdLSJYrzJt/12znXv6P47X5cNqt3LhrYO5ddqY8CiI0fh47kPvIwRcdvcFXD/5qrDNVRZSSwbfarB2BnM7o22h+2OwdEXETVehmYp6g/T/i0wfgZFr4kA0+gphNqLk9LTLwb+RIgmIIgLR+K+QGGp3rofVi9bRqHk8XfvVvsSrBpNpm3E4E5PZ8FL5vX5S96WVcUXVeHvCR/i9Rt2Qj577gmsnjqj2Qmq6ayHkzjWKoWEDdETC25ii74bou6tVF4WiOhDW4yHpRwhsB0sXIxv8KFoK+cbeDOYWgETETA6JsQ/4A9zRZzwpe9PQdcmNU67m4juGVlludVGviqed9H/dadWpBfYIIzrmyocuDet8sYkxHP0fiohxBm824ULq6Ug9vxm69G+BrIlGM3ICgAvwIN0lV/lTKOoDwpSAsPUubOwBou4F7MaX82JMSUswJf2IsJevXEJZ7N16wKiomWNU1Px61vchkVtd1KsVvs1u5aU/JnNw+2ESmsWHfRd90lfjmXbTLPxeP/97bWxY/Xp69suQOwsQyJiJmCIuM6Jygs3I8xBOsPYImx4KRW1ASg2ZNRG8v4J9ACLmMYQwY4q4CGk/HWRuyVVgq0DjVo2C7UZtDiud+5a/8Ynf52fWvW+z+Y//OP/mczj/pkFoAY0D2w+R2CIh7PuNUM98+PUVKX3Iwz0JFkITsZiarEJKDzJtOGh7jUgFWy+wD0FEjKizm0oKRXmQroWGwT9aVTP2CYTzkmqZe8f63Sx88Wsat07kyocuweYoX62g+ZMW8sEzn+Jz+7BH2Jn8zUPMvHMuh3YmY7aYmb5sEm27Vf0m1WB8+NWNx+Vl39YDNOvQhMiYiDDOZAZhy+s8BeSVKRbCAY0+NcoXm5siKlKVUKGoy8gM8ivBaqBnVNvU7Xu04f43b6/wdQe3H8LnNqKGTCbBH1+t5vCuFDy5XoSABS98yX3zKi63ItQrH351kpmaxXWdxnHPgMcZ1e42Dmw/FLa5hDAj4maDuS1YOiHiXilwzoqwdlHGXtGwcFySV2vHYXwvJl6/NpGRnEn3/l2xR9pwRjuIbxJL7yEnBhu8WO1WEls2KkNK1VEr/Ery28KVZKfn4HX7ECbBd3N/5Ianrw7pHFI7ZLSMs3RF2PsikurWBpFCES6EuREkLTHKL5ibIIS1plUqkXVLN/DA4KeQusRiNfPIgrs4ZVBPbA4b104cwTdvLKFz745c+VD4XVLK4FeSpJYJCJPhJ7c5rDRpU3bmnfQuQ+a8BOYWeV2mSk6IkoE9eZ2DJKBDwgcIa91oo6ZQVAdCWMHSsqbVKJNZ972D1I2VfMCvsWT+b/S7sDcAl99zIZffc2G16aJcOpWkz3knc/Wjl9G+RxsuvHUIQ28cWOp4qaUhM24D/zrwfI/MfLT0Cbw/g/QZ0QbSjfQsCp3yCkU9QPo3I10fIgPba1qVUkk8prlRbFLNtQpVK/xKIoRg5IOXMPLBcj6G6WlGnWQJ4Adtd+njrZ3Jvx87EdYulVdWoahnSN9fyPRrjQMhoNFChKVjzSpVAg9/cBe3nfIAB7cfplWXFtz4TGhdvxVBGfwSCPgDpO5Pp1HzeKy2EPgHLR3B0sOo7Cd1iCy9+Zew9UHGPgvexWA7HexV6+sptVTQU4ym5ZWsJ6JQ1BakdynBejrSBt7fjc9Yua79GZn5GAg7Iu5FhLV7+BQFIqKcvLX15bDOUV4atMH3ur1kpmSR2DI/mQKMZgd39B5P+uEjRMVFMvPPKSQ2r3rPWZHwFgS2gCkBYW5W5niTcyg4q562Lb3LkRm3AibjySFhPkI06D+9oo4jbKcgc50Y3d1MYC1fvwkpA8iMcRy9WciMcYjGP4VNz9pGg/Xh79y4h5Etbua6zv/jrjMfw+/zB8/99MFy0g5m4HX5OJKcyaJ5S8slU+q56JmPoqeNQnqX5b2Wjp56HvJwF2TGWGOFXQ5jH0pkzkyMf3CXccPxb6rW+RWKqiK9y9HTRqIfuQepZyLsAxBxL0LEtYj42Yhyt/HUgfzPOtIVDnVrLQ3W4L8/eSG5mbn4PH52bdjD2iUbgudiE6ODdXEsVgtxSeUrLyyzJ4H7c/D/icy4DakdRubOhcAuQIJvDXhqILTS3BLIc0tJHcy1t5uYQnEsUk83nlD9a8GzGJn5CADCMRBTzCMIe79yyxLCBtH3YTg3bBAzITxK11Ia7HN9XJM4LDYLfm+AgF/jtbvf4ouZ33HPnFs5a3g/Nq/4l+VfrOLkc3ow9IbSI3CCBLYTrL8tTKAdwvgV55U5EEANuFJEzONIAhDYCZG3IczNq10HhaLSaGkEP0PlCXgoA1PkDUjnlSDMCGGvsnp1iQZbSyc3y8Vz187kv7U7SD+YgRbQMZlNdD+rC8//+ESlZErPj8gjdxvG3twO0ehjI6Qy40bw/wOOcxCxL6hNU4WiAkipGxE5RwMeYp/D5KxaEEN9prRaOg3W4B8leU8K13X+Hz6P4ddr0bEpb/1b+R11GdgHejJYTzAeH8tzjW8d0vsjwnoywnF2pedWKOorUmoQ+Mfo6laFJ1QpPUaTdHPzIoELMrDHWLDpGRD9ICbnkKqqXSOo4mmlkNQqkVMvOIU/v12L1CXXTbqySvKEpSVGH/fyIf1bkemjAQ8SJ8Q9j3AMqpIOCkV9QwgzVDF80sheHw7SA+amRux+gXr6MvP+vF7QOmTeh7T3Q5jKlyS18ps1bP97N6df3Js2XUNfljlUNHiDL4TgsY/uYe/WA0TFRZTalDws+P8m3z/pRnpXKIOvUIQB6Zqf3+9Z24lMuxQSv8r34+sZ5HfLknnVacs2+Eve+5XpN7+O3+vng2c+Y87GaTRpUzsDIxpslE5BhBC07tyikLHXAhpTrnmJi+Ov5dGLpuB1e8Mzua1Pnr23AQ6Eo5wbxAqFomKYEilk8rSD4FkcPBQxDwMOwArOSxHmJuUSu/LrNXhdXnRNx2QSbF21LaRqhxJl8Evg549+Z/nnf5Kb6eKvJev5etYPYZlHWNoiGn2KiH4AkfAOwn56WOZRKBo6InIMWAp2qDJBgSgdYR+AaPwHIulXTLFPlltu3wt7YY+wY7aYkVLSuU/tLPEAyqVTIl6XN1irWtd03LmesM0lLB3A0iFs8hUKRV4MfsL7yCO3g38DOAaDvbD7VJgigcgKyf2/q84kJiGKHev30O+iXjRuXbI7Z+uqbcwcNw+bw8rdr99Cy+OqNwmzwUfplIQ718N9Z09g+7pdNGvfhBnLJxPTKLpCMqR0g2uBcRBxOUKEv2elQqGonei6zqWJ15F7xIUQgpadmjHvnxkhn0dF6VQCZ6SDmSun4Mn14Ih0VKpHrEy/KW9TFvAsQjR6L8RaKhSKukLAr+HOzqvhIyXpB49Uuw713oev6zppBzMI+AMVvlYIgTPKWfmG4P41gNf48q8pdajUs9CzpqBnPo7U9lduPoVCUW0c2pXMfQOf4JaT7+fvX8quT2WzWxl2x7nYnDZsDivXTBheDVoWpl67dLxuL/f0n8DODXuIjHXy0u9P06x9+XbeQ4GeNip/hW/tgamUFb6edo1RKwQNTEmIpF8QwrgfSz3HSOYyt1ZVLhWKWsLtfcbz39odSF3iiLSzMGUeNkfZyZYHth/CYjWX6Ot3ZbuRuk5kbMX2Eo5SmkunXq/wV3y9lr1b9uP3+slMzebj57+o1vlFwhxE9IN5EThzSh8c2IxRxU8HPTVYxU/6NyNTzkKmXoJMuwwpwxQeqlAoKkTagfRCrQs9rvJ9Npt3aFqisf9u3o9c3vh6Lm9yIwumfRkyXY9Srw1+dHxkMNLGYrUQW8FN16oihAMROQoReU3ZG7bOiwEniAiw9QlmAMrcN0DmAG7Q9oB3edj1VigUZXP901dhc1ixOW0MGt2fmISq25fX7n7LKOjoCzBn/Pvoul72RRWgXvsHTvq/7lx851B+eOcXOvXuyIjx4e8KX1lE9CNgP9tY2dsH5J8wNQXsgDevtHFiDWmoUNR9pLYfmTMXTDGIyJvywjArKEN6QAYYPHoAvQb3xJPrDZmrOCLaGdzYtTttld8/LIF67cOvD0jpNhqe+zdCxChMkdfUtEoKRZ1EygAypb/RXxoL2PphSnijmHEaSE+xNwPdvQQy7wY0iByLKfqukOq4ddU2pox+GS2gce+cW+nZv1uFZahqmQqFosEj9XRk8pkEO16JBExNVhQeE9iGTLsaZBbYz0HEzQgGTwDoyWeBfijvyIJo/GehAmy1gQa7aVtbkDKA9K9HagdrWhWFouEi4sHaDYgw9sqcw4oMkdkv5BVY08D3W17kXEEZBY27uUYaGlWFemfwNU1j58Y9ZKZmhW2O3z5dyQODnmTuw++VGd8vZQCZfhUyfTQyZQjSU77+uMa1Ej3rOfTDJ6GnXorUUququkLRYBFCIBLeRcQ+jYh7CRE9vphBEQTNotTzjgucjpsO5g5gagKx0xDCEX7FQ0jduj2VQcAf4N4BE9ixfjdImPTNQ5XygZXGzg27eXb0S3hdPv75Yyv2CDujHr28FKW2QODf/DDLnFfKXxHT/ze43gPcENiMzJmKiH226m9CoWigCGEH53kln48ej9T2GH2oI69FWLsWPm89HpH0XbnmklKy7qeN5GTkEhHjZPu6XfQaciLte7SpyluoEvXK4G/5cxs7N+zBk2vEw85/akHIDf6B7YcxmY0WhV6Xj10b95Z+gSnJWCkAYAVLewCkdgg834K5BdgHF78bL70gBEgw6nOrGHyFIpwIcxKi0SchkfXWhI/49MWv0TUdvy+AMAnenfgJM/98psaapNQrg5/QNA5dM4yrxWahadvGIZ/jxIEnEB0fiRCgB3SG3V56b01hbgLxM5E5r4K5DSLmMaSeg0wdZsTXCwtE7kZEjS16sa032M4C7/dGa7eou0P+fhSKhoyUAWTmg+D9FWz9EHHPl7s1aVksnrc0uPgEkLpEWiUbfttStw2+EOJcYAZgBuZIKaccc94OvAOcAqQBI6SUu0Ixd0Gad2jKvXNv48Mpn9Gqc3NueWF08NyhXcl89dpi4pvGMez2c7HarJWaIzImgjkbp7Hlz2206FhyxlxBhP0shP2s4LH0/Y0RKeAH6QfP91CMwRfChIh/KS+7NvQxuQpFg8f9JXiWAG7w/gzuBRBxVUhEd+rdkVWL/sLvCxhP6QIQgq6nHY/X7cXutJclIuRU2eALIczAK8AgYB+wSgjxpZTynwLDbgAypJQdhRAjgWeBEVWduzjOHnk6Z48s3ETE6/Zyx6kPkZ2WjcVuZfemfdw759ZKz+GMcnLSwCr017S0w7g3mgEbOAaUOlyI6v/HUCjqKzKwDXnkLtAzjSfoYFtDLbjXFgrGzx/Hh898RmZqFt1O60TynjS69DuOp66YxoH/DtLp1OOYuuTxajX8oVjh9wG2SSl3AAghPgSGAQUN/jDgibyfFwAzhRBCVlMSQMq+dKMFmS7xuX2sL0dlu3AiTDHQ6DPwfAXmluC4ADCaLIOGsLSrUf0UivqMPHK3EUgB4PkczK1B2218Fp2FAzCk9AHWSj1dOyMdXDfpykKvvfPExxzccRhdl+xcv5ufPvydc687u7JvpcKEIiyzBVBw53Jf3mvFjpFSBoBMoFEI5i4XTdsmkdAsHnuEHXuEjeYdm7Jo3tJCIZWZqVk8cdlUbuv1ACu/XVuKtNAgLC0RUbcinBcihEDPeRWZej4ydRh6lorEUSjChswpfJzwHqLxCkTiIoQpzhgiJXrmeOThHsjk05CB0PSptTmtmEz5ZtfmqJxrubLUqjh8IcRYIcRqIcTqlJSUkMm1WC28umoKt8+4jrikWNb/8g8zx83juTGvBMe8OHYWK79ew39rd/LU8BfISM4M2fzlImcWRu18D7jeRMrQFk1SKBQGIvpxjPpUFogYg8mcgDDFFF7FBzaC+ztAB5mODNEibNgdQ+lxVhec0U5OG9ab/lf0C4nc8hIKl85+oOCWc8u814obs08YBd1jMTZvCyGlfB14HYzSCiHQLUhkbCRnDe/HjFtfRwsYxnTVor+C5w/tTCbg14wDIchKzSK+cWwoVSgdcxJo+wAJIq5QOrdCoQgdwnE2NFkF0o8wlVTh0kZePHQeoVmJOyMdTFn8WEhkVYZQWJVVwHFCiHbCiGcaCRxbyPlL4Nq8ny8HllaX/74gEdFOmndshsVmwea0Fdp4HT1xBDanDUeknRNO70Srzsd6pcKLiH8DbKeCtRci4a1qnVuhaGgI4SjF2IOwdsorWZ6Htg2ph25Dt6YISfE0IcR5wHSMsJN5UsrJQogngdVSyi+FkX/8LnASkA6MPLrJWxLhKp6WnZHDorlLcUTaOfeGgYXCM9MPZZCZkkWbbq0K+dlCgdRzjIJMpmYqvFKhqAPomQ+C+3OMp+4IROyzCMeQkM8jpQypTVDVMmsY6V2OzLgN0MF+dl4FPmX0FYrajJ49HXLnYuytOREJbyJsJ4dM/r5/D3D/ORNJO5DB+WMHMe6VG0NiF1S1zBpGZk8F3IDXSO7QttewRgqF4ihSz0J6fkD6/yv0uoi6FRznG8XSou+psLGXUpJ6IB2/z1/s+dn3vUPa/gykLlny7i9s+2tnpd9DealXpRVqLaZEDG+XhvF4GFPDCikUCgCpZyNTzzdCNaUGcTOMTV2MhEcRN6UMCQYelxdXlouEpvEA+H1+7hs4kf/W7sAZ6WD6sqdo1anwvqDJbDKybyVImXccZtQKvwSS96Zy4wl3c37k1cy+722q4voSsU+DrZeR4BE7BWEOfY0fhUJRCfxr84x9LuBBuj6osIgNv21meJMbGNXuNp4aMQ0pJasX/83O9bvxe/xkp+fwwTOfFbnulmnX0rxDU2wOKxfdNoQOPdtW/f2UgVrhl8Dr97/D3q0H0DWdr2f/wICRZ9CpV4dKyRLmxoiEd0OsoUKhqDLmdsbKHgAH2HpUWMQbD74bLJK28pu17Nq0l+j4yOAi0WIzE5tU9Km+WbsmvLX1pUqrXhnUCr8EAn6t0KpeC2iljK4auq6he5aj+8Pvw1MoFPkIS2tE/OtgPxeibkNE3lJhGbGJMUF3jJSSyBgnJ5zRhSvuH0aj5gmcPKgn1zw+PNSqVwoVpQMs+2wlc8bPJ75JHA/NH0fj1kns33aQ+wdOJPVAOkPGnM09b9wSlsgaKd1Gn02Z16Erchym6DtCPo9CoQgPqQfSmXzliyTvSmX0xCsYMqb6auMUhwrLLIWs9GyubHkzPo8fk0lwwpldeOGnicHzuq6HPCa/ILrrY8h6tMArDkxN14dtPoWioSGlL2Q17usCKiyzFNzZnuDPui45cji/ho7P4+O5a2dyTYfbeffJT6q0cVsipmPq6asIHoUiJEjpRk+7Anm4O3rqeUj9SGjl67noRx5ET70U3f1tSGWHiwZv8Bu3TuSsK07D6rBic9oYO/Wa4LkF077it4UrOLQzmY+nfsHaJaFfeQv7AHBcAlhBJEHc80jv7/UijVuhqFHcX4F/KyAhsBvpej+k4mX2s+D5xii0ljkeGdgdUvnhoMFH6QghePCtO7h+0pVERDuIjI0Mnks7mIHfe7SEsiAzJSss84u4Z4Fn8zJyxyKFGUzx0OgrhCmyTBkKhaIYCrlxBEaFzBCi7QF8eeLNoB8Gaq5BeXlo8Cv8oyS1bFTI2ANc+r/ziU6Iwh5ho0nbJPpdVKxbLGRI1zuAx4gJ1o+Av36UllAoqgOpHUBPGYJ+qBt65kSk/Xyw9wcRAbY+iMjQtC48ioi8BYTTkG9uB9YTQyo/HDT4FX5ptOjYjPf3vEb6wSM0bpOI2Wyuskypp4PnZ7C0RtiOuYFYOoP3Dwyjr4G5ZhodKxR1EZk91ehchQ7uTxHOYYj48MW5C3tfSPwR9GSwHIcQ1dvMpDIog18GdqedZu2bhESW1HOQqReAnmscxzyOKeKy4HkRdTtSBiDwDyJiNMLSPiTzKhQNgoJNg4Qgv1dt+BDmRDAnhn2eUKFcOtWJfxNID0YhNTe4C6dbC2HDFHM/poQ3g/U8FApF+RDR94O5BWAy+kRbTwqek3o6es5spOu9vD61tYONyzYzosVNXJZ0Hcs+Wxn2+dQK/xj2/XuAp66YRmZqFmOfH83AkWeETrilPfmrDgfYTw2dbIWigSMsLRFJPxapLy+lhky7HLRDSCzgW4OIm1aDmuYzaeR00g8a4aJPXz2Dr7LfDYnruCTUCv8Ypox+mZ0bdpN2IIPnr3+V7Iycsi8qJ8KchEh4H5xXQ/SDiMjbSx0vpVv1tlUoKkiRjHj9CGjJQADwgO+PYq+TgT1I7VC559m2bicbftuMrlf+MxooUDpZ13SkHt5EWGXwjyE300Uwv0pKfJ7ia1lXFmHtiil2AqbIq0vsWyuljp5xO/LwyciU05GBXSHVQaFoUJjiwdwSIyzTCfai7lI9azIy9XxkyiD03PllivzgmU+564xHefj8p3ni0qmVVu2eN27F5rBitpq546XrsVjD63Rp8KUVjmXND38z4eLn0AIaF91+LrdOG1PtOkjvSuSRm0G6AAH2czHFz6h2PRSK+oLUs8H9BZiiwXEBQuS7TaT0Ig+fiNGvAhAxmJqUbnsub3JDMC/HYjXz8aE5RMdHVUo3TdNAgtkSGldOaaUVlA//GE4Z1JNP097E5/ETFVd60tPKb9bw8yd/cOLZ3Rg8ekDoiqsJB3D0RmwGkzM0chWKBoSUfkDLb1geOaqEkRYjnl7mAKJouZNiaNWpOTkZOeiajjPaSUR05T+j4fTZH0uDN/hZadl888YSnFEOzrvpHGx2KzaHDZuj9GJL/6z4l6dGTMPr8vHbghXYHTYGjDg9JDoJW09kxLXgeg8s7RFR94dErkLRUJDen5EZdwIaMmocpqiSyx4LYYb4N5FZE0E4EbGTy5Q/YeF9zL7/XXIzcrlu8pUhW52HmwZt8HVdZ9xpj3B4Vwomi4m/f97EhAX3leva7et2BX39XpeXLX/+FzKDD2CKvgcZdRd4vwfvD0jH+cYqRaFQlInMfByj+TiQ8xIyYhTCVLLLRdh6IhI/Lbf8uKRYHnyr7pUxb9Cbtq4sN4d2JRPwB/C5ffz986ZyX9v73BOxWM04oxzYI+z0vyJ0xv4oMvtp5JEHkVlPI9MuR8rwNWFRKOoVoqCLxQSi6NpWSjf6kQfQU85Hd31UfbrVIA16hR8ZG0HrLi3Y/99BhDBx6nnl70rftG1j5mx8kQ2/bea4k9sVaVAcEjyLMZK0AO0A6Clgbhr6eRSKeoaIexF5ZJxRlyr6CYRwFBkjs2eA5zvAC1mTkdbuCGvX6le2GmnQBl8IwfTfJrHk3V9xRjsYeGXFkqySWjaq8DXHIqUPmTMLtD2IyDEI6wn5J21984y+H0yxYGpUpbkUioaCsHZFJC0pfZC2n6DbR5iNmjgog1+viYh2ctFtQ2psfpk1GdyfAl6kZzEyfh4me28AY/PI2h2pH0FEjKgTxZkUippGBvaBsCDKeBoWUWORvmWAbhQqtPWrHgXz8Pv8fDdnKe4cD0NvHEhMQvj36Oq9wZdS8u/q7VhsFjr0bFtpGVBMBl8o8K8nuMrACxnXIeNeQjgGGm3ZIkdT1qxS6qDtA3MSQqgQTkXDRc+aCq53AJDR92KKHFPiWGHtDkk/g3bYiIYrxs9fGXKO5DLx8ufZvm4Xg8cM4Oapo4u1HVNGvcSKb9aiazqL5v3IvM0zwmNjClDvN21fuPE17hv4BP87/RHefPSDCl//53d/cVHMNZznvIrv5v0YegUjrgYKhoD6kK4PCw3RXZ+jp5yHnjHOSCApgJQ+ZNpwZOoFyOQzkP6toddRoagDSOkH1zyMBZQXsp9H+laVeo0wxSKsx5fL2EspyUjORAuUHjwx/6lP2LhsC9npOXwz+wf+Wrqx2HF/Ld2Iz+0j4AtwcGcyuZnh73JXrw1+wB/g+7d/xpPrxevy8elLFe87OfW6V/Dkegn4Arx06xwC/kDZF1UAU8TlEP144RetHYM/ysBOyHoctG3g/RGZ/Uzhsd7loO3AqKGfg8ydHVL9FIq6gwVEwWRJPzLjxpBE4Pg8Psad9ghXt7mFK1vdwqFdySWOdWV70PNuCkIIPDmeYsf1GXoS9gg7NoeVVp2aExkbUWU9y6JeG3yzxUxcUixCCExmE03blp1Bdywmc/4jljCFya2jp5L/pzCDqXHhc8GaO37QDh6jYEKBOuDWcmUJKhT1ESEEIuFNMLfH+DxJkO68PbKq8cdXa9i1aS9+b4DMlEw+nvpFiWOvevhS4prEYbaYOb53B/qcd1Kx4zr36YjVbiGpVSOe+OyBsLtzoJ4bfCEEz//0BH3OO4nThvVm8jcPV1jGw+/dRWxiNBExTh54+46wZNQJcxL5bh0bwlyg4Yr1RKMTFnmt1JxXoGe/hHR9hJQawtYTov9nbDrZz0ZEjQu5fgpFXUFYuyMavV8gDt8BtqqXIY+MjeBopqXZai61bk7Tto35YO8sFqbOY+qSCcUWRNu7dT9zxr9HTkYuh3Ym89ZjHxYjKfTU+03b1p1bMOmrhyp9fc8B3ViQymEitQAAIABJREFUPC+EGhWD81IIbAXvb2AfBPZzg6eEsELCe0jfCsh+FjLvAiQSBwS2I2IexhR5PUReH14dFYq6gogFS3fwrwBTlFGOvIqcMqgHF946hCXv/kKn3h0ZOf7iUsebTCYiY0p20eQccSFMxnpbC+hkpWaXODaU1HuDHy7W/PA3n7zwFW27teT6yVeVWXunNIQwI2IeLfW8zHkVAlsKvOoB77JKz6lQ1Fu8P0NgvfGzfgRcb0Apn6/yIIRg7HPXMPa5a6qsns/rxx5ho/tZXVi3dANWu5XrJ19ZZbnlQRn8SnB4dwoTLpmK1+Vlw6//oAV0bv//9s47PIpq/eOfd3Y3u+mEBBCkIyrSEUWxg4oVxHrtHbvoFb0q/uwFK+pVUSxXBbFSxIoFEbxKuwiCIs1CJwnp2b5zfn/MuiRm00h2NyHn8zx5sjNzZs6755l958w57/m+z8S4h62Kq+5zHR/bOjWaZomxS2z2r+0mQsnOUq458DZKC8qwO+08Nf9+uvft0qAOY31oOi3RjNjxZ15kMtfvDfD7yo0xr1PS/z7/YIfU5ifepNE0Fsosxyy4EnPHEMySByPrZXAeBa7hgAPs+yI1KGXGm/kfLKQ4rwRPmZfywnJ++HBp3Jw9aIe/W+x/8D7k7J1NcroLZ0oSZ/7z1JjXKc6hkDUVZC8wcpBWz2MYlV/QlFmC8v9YJVZfo2nuKLMQ5V+OMnfFqqvyV6x0haoQPO+D/1sARAyMVk9i7PUzRs4sxGgdU9vWLFnPA+c8xSt3vIXP46uxbOv2rRDD6iw6nA5yOsZXLkUP6dSTUCjE01dPpii3iB79uzL2xTF0PaBTXOo2nAdDu/lRj6ngZtTO0VhZe+yQ8yFiax8XuzSaWKIC61AF5wAKJA1yZiNGFpglWHlqAQTM8pjUv2D6QqY++AEde7bnppeuqhShU5xfwi3H3IvP7cMwhNxN+XTef29mPvspHfftwL0zbiWrbWak/KGnDuascSP59r3vGTi8LyddMTwmNleHdvj15Ju3/8uC6QvxlvtYu3QDy79eFTeHXyPej8IZe0KAA7yfQurlibZKo2kwyv1u+N7GWnPi/QZSTkfSrkD5vgCzAOz7guvYRq87d2MeEy76N36Pn42rt2BPsnPH1LGR43mbduL3+AEwTcWC9xdic9jwuX2sKVrH5NumVNLNFxEuuudsLrrn7Ea3tS40yOGLSGvgXaAr8AdwtlKqMEq5ELAyvLlRKTWyIfUmEk+ZN5JZ3gyZuMs8Uctt3bCd8mI3PQZ0xTDiMHJm64QVy++xtL9tHWNfp0YTD+xdABcQXrFqs6TIxdbe0sJRpSCZMVm4VJhbgmGzfr9Bf7DKCtsuvTtSMS94KBjE4bTcqhkyccdBLqE+NNQT3Q58rZTqCXwd3o6GRyk1IPzXbJ09wPDzj2Dvnu2xOWy0bp/F56/N5cx2l/PllG8jZT55+Uuu7HcL/zzqbu474wnikijedTKkXQX2/pB6HTh1BI9mz0BSzoOUC8HeD9JvQ5y7FlKJ2BCjVcxWqe4zsCs9B3XHlerEmZxUpWfuSHIw7NzDSXI5cCYnMfyCIxk4vC82u4301ulxC7esK9IQZyQia4CjlVLbRKQ9ME8ptV+UcmVKqXqldB88eLBaurTmzPGJQilFWVE544bdy28r/gSsCZj3tr1MWqtUzutyDXmb8sP77Uz57QWy22cl0mSNplmjlIkqud9KWJI0EGk1MW7KsKFQiI2rt5DVLpNWbTKrHDdNk+VzV4EIA4f1QUQoLy7HleaKa4LyvxCR/ymlBkc71tAefjul1F/iLtuBdtWUc4nIUhFZKCLVLlETkTHhckvz8vIaaFrsEBHSs9Lwuf2RfUqpiLBahx7tIhIMdoc9LqJIGs0eje9r8MyyInJ836HK34hb1TabjW59Okd19mCtqh10bD8GDe8bedNIzUxNiLOvjVodvoh8JSKrovyNqlhOWa8K1b0udAk/cc4DnhaRHtEKKaUmK6UGK6UGt2nT9EXAxk66EmeKE5vd4OxxIyM3xPi3b2LoqIPod2QvJsy5C1eKk9LCMgL+QIIt3oVSXlTgZ5RZkmhTNJraUeUgf7mXUDhCR1Nf4jKk87dzXgc+Vkp9UFO5pjykU5FQMEQwEMSZ7Ix6XCnFoxf9m3nvfY/TlcSEL/6PXkN6xtnKv9lkFqPyR4VX7xpI9nuIPeozWKNpEijlQe0839KcMrKR7PcriwxqIsRySGc2cHH488VAFc1QEckSEWf4cw5wGPBLA+ttMtjstmqdPcAfqzby3czFhAIh3KUeJo97M47WRUeVT7Hyd6pyS0PfHR+lPo1mdxFJRrKnI22/Q9p8o539btJQhz8BOE5E1gHHhrcRkcEi8kq4TC9gqYisAL4BJiil9hiHXxuuNBfKtPTqDZtBaqvEjuerUB6UT2bXghVbJMxNo4kVpudLzIIxmGUvWik564gKbUd5ZqECayy9eyMLkdiOjW9Y8QfPXDOZD576qNbsVs2NBsXhK6V2AlWWiimllgJXhD9/D/RtSD3Nmfbd2nHVExcx9cHptO2cw9hJYxJrUHCDFaf/10ieZCMpFyTUJM2ejQr8AsW3AF7wL0SJC6kh12zkvNB2VP7JQMhacJU1GXEe0iBb3KUe3pkwE3eph7PHjaRt58pzhcX5Jdx85P/hKfXiTEmiYHtRoyhkNhX0Stt6opRCKVWvxVQjrz2BkdeeUHvBeOA4AHBircgF0sZAYBnKvk/MNUc0LZTgb+waTPCC7yuU80jE3j1SRCk/BH8HWwfESLd2+n/AcvbW4iXl/aTBDv+Bs59ixbxVhIIm381YxFt/TqoUTbNl3bZIpI3P7WflgtUNqq+pocXT6sF3MxdxStoFnJJ6fqWFVs0JMTKQnI8s/f1WE6Ds36jCq1F5x6GCfyTaPM2eiHMoGMlAeDjT/xMqf3Qkwbgy3aj8kaiCc1B5R6EC4bwP9l670ndKMjiipwqsD2uXbiDgC2KGTIrzSnCXVF4p371/V1IzU3CluXCmODnhsmMaXGdTokFROrGkKUbpnJZ1cSSzvMPp4OPyqfGRTYgRqvwNVOnjgB8wIPU6JO1awLQybWk0f0MpD6pkgpVtLW0M4jyybueZxVYSH/c7QNjJukZbOZj9P0BwHRHphOTRGJmPWuf5vkd5PwHHICT59AavqH3hpv/w2atzQRQ9+ndl4vwHqlyztLCMRZ8sY6+ubehzeK8G1ZcIaorS0UM69eAvTQ3rs8Ql6XBMsXUGsYXH851glqJ2DABCqPQ7MVL12L6mMqrkEfDMBHyowp+gzWdIHSb9xciE5FEo99vhPQ4IboLgZ0QcPQBOMHZdT5xDLWnwRuKaiZdw0IkD8ZR6OOTUwVF/w+lZaRx7Qd0eZM2N5ts9TQB3vXMzGTnppGWlcudbNzV7hy+uYyBtHDgGQ9p14PkQ8AFBKH0YpZrOQjFNEyG4HuseweoshLbX+VRxHABJhwA2QEFwFbucvcMSAEw+FUm7qnFtrmiDCAeNGMCRZx5KkrPlvcXqHn49GHRsP6bHOqF5nDFSL0SlXAD+xSgxK6yVNoDm/UDTND6SNgZVuMpy9rZO4KhnAF5wFZGAARTgsq5ltLHmlqT6NS2ahqN7+BpU2bOoojGgfFh9gFaQORER3R/QVEacRyNtPkOyXkayP0Cknun5HAdiRYlZTp7s95FWTyPZs+rs7P9cvZmL972B07IuZtbzn9X7O7Rk9KStBjP3CDB3hLeSkDZzEVvbhNqk2TNRymet9FYlSMr5u7Viduxh41m9cC1KWcETU357XqvRVkBP2mpqxtEbfIVAACQVjFZVipiB1eCeDkkDMZJPjr+Nmj0CESeSdkWDruH3BvirnyoCoUCw5hM0EfSQTgLwun2s//F3ykuaRjYcyXwSUi+F5DOR7HervKab/hWw8zTwvAnFN2OWPFDvOpQKYRaNw9zeH3PneTrRuma3ueH5K0jJSMawGYwee3KV1bJgZZx7+uqXeG38NDzVZKVrieghnThTlFfM1QNvxV3qxW43eG7xBDr02CvRZtWIWXw/eKbu2iHpGO3+V69rKO8cVPG/wqsmHZA6BiN9bK3naTTRME2TUDCEI6lqpE3AH+DcTldTkl+KPcnO4BH9uX/WvxJgZWKIpVqmpp4smL6IssJyPKUeyordfP7a3ESbVDtJQypv2/et/zVUoEIEkMJa7KVpKiizoFm9dRmGEdXZA5TsLMNd4kEpRcAXYO3SDXG2rumiHX6cadspGzGscMckl4N2XZp+ohcjeQSkjwdbV3Aej2S9XP+LuI6HpP6AgK0TknIZpmcOZtHNmO4Zu2WXUnrsti6Y7tmYxeNRvvnRj5c8jso9ApV7KKbn4zhb1/i03qsV3ft3wZXmwpXqZMSle5Y8QkPQQzpx5se5K/n4pS/ZuHoLB53Qn8sfOT8i3uT3BbDZjEh6xD0RpQKIODDdb0PJQ1g9/WSk1WOIa0Qdr+FFFVwKgWXWQyhjPJI0VIeRRkF5P0MV3Y4lZ+BCWk9BkvrvOm6WoXIPJiKXbbTBaPvfRJjaqPi9fhZ9soy0rFQGHNMHsIaBmmLawcZGD+k0EaY//TF3j3qUxZ8uw1vu5ZL7/xG5Ad95dCYj0y9kZOZFLPn8xwRbuvsoswDlW4Qyi6IeF3Fglj0HJQ+ya1jHgwrUQ5XQMxsCvwAKQr9D4TWogkswTR8q+AdKeWu9xJ6AUgHMsv9gljwSEb5TZhnKLNhVxr+ciHYNQPBv7SxJVArWk+h5WyvW+XfM8mmYBZdhlr/F7nQgvW4fb9z7Ls9e9zJbN9R95W5NJLmSOOKMQxg4rC/LvvqJkRkXckrK+cz896eNcv3minb4ceSL1+fhLffhLfdRnF/Cxl+3AOAp8/D63e8SCobwe/xMHPNSgi3dPUzvPFTukajCKy31zdDW6AXdbwEVHYcLcR1f94qqCLsFILACcg9G5Z+Ayj0MFdxUu72eTzDzT8EsHBuz8Wul/DGTqFAlD0LZRHC/jtp5FqZ7Nir3UFTuEZgllviY9dbkAkmxVrQmHVbpGiJJSNYLYOsC9t5I1rPR6zILMfNORO3og7nzApSy5BWU9ysofRT830HpY+D7qt7f45aj72bq/R/w0aQvuH7I7fh9jdteT1z+At5yH8FAiMnj3sTr9jXq9ZsT2uHHkb5H9iIpOQnEmnRq381a3GTYjEqqm0nJVljkks9/ZOJVLzHv3cqv2EV5xUx98ANmPP0Jfm/TmPxUwc1QdB1Wr90LqhS8n0cvbNuHXb3KFMieZems1BXXKeA8gsryD36snqwJqhTlfqMWezdC8R0QXGvps5c+VPf664hZ/ipqxwDUjkGY3q8b/fr4F2Np0SggAGUTsHRuAuB+E2UWI0mDkJwZSMa9SM7HiL1TlcuI83CMNl9i5MxE7PtErUqVvwmhP626givBG+4pB39j18PbbyXYqQfb/8hl7dLfIttlRW6KcovrdY3asDt2vcGICIbRciVD9KBnHLn6yYtp16UN2//IZeS1J5CamYpSinnvfs9+Q/bht+V/kN46jTunjeWXH9Zw35lP4HP7+fqtBdiT7Bw+eghKKcYOvYsdG/Ow2Qx+mv8L9864NdFfLayRUrH/INb4ehQk61lU6ZNgliDpN1ZKhFEXRBxI1nOW5G7pw5aAl38VUKGXLmk1X8TMBzHCkUMBCG6plw21oZQPSp/EGhsPQtFYTFsXSL0KI2Vk41SSfBqUv2B9ByPb0ow3dxLeAWGpArHvA2FHrkI7UEW3gLkN0v6JkXwyZvnr1luXozeS8TBiREnDKUlEHq4KIPyW5ToByl/cVc51Yr2+QllROTaHjVDA0tdxupLI2btxE/HcMfVG7jvzSXxuH9c/dzlJrnrKQexBaIcfR+wOO2fdUvnH/s3b3/Hv61/F5/bhTHHyf+/dwr4H9mDWc5+hTGs81Of2sWbxeg4fPQR3iZsdf+YRCoYIBUL8ND96euBFn/yPj178gv0O2ofz7jw99hPBjgHh1Inh3p5zJOIaFrWoGFlI5oMNrlKMTCSsm26WvQ1l9wMmGG0h9Zpa7O0H9v0jY9qSdn2D7fmbdVR+APohtA5K7kIl9UfsXRpeQ+oYa5V0KBdcx4KZjyr6pyVbkHE3Iq4q56ji8RD4HxCC4tsxJRVKJwIeCG1DGe2RjKox65JyIcr3vTV05jrGcvSA2DtDzhdWO9p7Ibacen2H7v26MOSkQSz+dBliGNw767ZGzzFxwKH78e6WyY16zeaKdvgJ5peF6/BFxhQVG5b/wX6DezB4xABeu3MarlQbSikOHXUQACkZKXTt04nNa7ciIhxyyoFVrvnHz5t44Jyn8Ln9LP9mFXaHjXPvOD2m30Nse0H2LPDNBft+japhXqf6k49FqR0g6ZByCYZR8wNOxA6t37KGJGzZu5XeUamQFSkkaYijcqIMkSRU5kQovRvMMnZJChvWBLWtff2Fx6p8BwHn4bt2GBlIzqyaTzLz2aVWKRDaVvlNx8yNXpeRhmRPiX7MlgO2I+prvmWyYXDvjFvZubWA1FapJKdWfUhpGg/t8BPM0ecM5fPXvsYwDMQQDjyuHwAde7bnpRVPsHL+avY7qAddDrDGXkWEifPvZ+6070hOc3HUOVUd6+a1WzHC0T8+t5/1y/+Iy3cRexewXxqXuiqizHLUzlFglmL1qk1Iu7IuZ4KRDpJhbfl/RBVdC8oD6XdhpJxZ/ZlKoQqvhsASUCYqbSxG2uWVyhjJx0HycSj/ElThFaAUqCAU34oqzYTsGXEXqZP02yy7McF5DCSPBs97keT2klqXdmtkm0TI2Ts77vW2RHQcfhPgz9Wb2fDj7/Q98gDadGz4jV9WVM4VfW7GU+YlFAzx4Ed3RGKRK7Lx1y3MnbaAjvt2YPj5RzTbhC7KvwJVeAmocmuHvQ9GTs2LuZRZhNp5hjUcYmQj2dNRBWdD6K/oHgfSdkn08WzC4ae5RxCZsKwlfl2ZRaiy18D9GtYEsx1Sr8NIv64+X7VRUGYZqDIw2iEi1ptKaDMYOYiRGnd7qqMor5h5735Pm47ZDB11UNT7s2B7IYs/W07n/TtwwKH7JcDKpodWy2zidOnVkS69Ojba9dJapfLqzxP5+fu1dNy3fVStnsIdRdww5A48ZV6cKUns3FrAObed1mg2xBV7N6wsSgbgDEfw1ILnQwjtAPzWMIZn+q6E2RFq6AxJmjVJqgKAHWw1TzyL0Qoc+6IiKSXtiC22vVoVWIvyfozYe4LrlIjDFCMN2DWpLWKDRphTaEx8Hh/XDLqNkp2lGDaDs8aN5KJ7zq5UpqSglDH9xuHz+FBKccur13LMOYdVc0UN6LDMPZbUzFQOPnFgtcJsf/y8CcQamvCW+1jy+fI4W9h4iJGBZM+A1GuQjHuQtDqIshmZWA8JADsYmUjmBEseGjuk/6va3q4Vg24iradC0jFWWr6sZ2qv03USJJ9t5WxNPhWSqx8yaigqtN16Yyl/EVV8F8r9ZszqigVb1m2nvNiN3xvAW+5jwQcLq5T5ddF6An7ruM/t58s35sXf0GaG7uG3UHoM6IrNbiPJ5cCwGRz9j+bdMxJ7Z6Q+6puuU8H/I/i+sSY+k8+wJnLbLgMUItH7QqZ7JpTcZW2kj8doXfdFciIGkjEeMsbX3c7dJfgru/pzHvB9B6kXVypSlFeMiJCZkxF7e+pJ++5tcbgc+Dx+HE47B47oX6VM194dMUPWW5kzxUn/o3vH28xmhx7Db8Hkbd7Jf2ctZu+e7TloxIBEm9MsMHcMCEs8AziQdiurfTgkEmUWoPKOD6etNCDjHoyUXZFa7z85m/+MfxsErphwAaePbXpJbXb8mcec17+hTcdsjr/k6Kg6OGuWbmDO69/QvV8XTrpieKOHdDZHahrD1w5fE1MWfvw/Nq3ZyhFnDGGvrs0/baK54xBQYa0aSUXaLmuyk90qtBW8X4O9R6UwWaUUJyWfR9BvCaYluRx84p4WF5v8vgABX4BlX/7EinmrOGz0EAYOq2cidE2N6EnbPZxV//2VjybNoVvfzpx1y8i4qG2apvUqXVOPavakObx82xQC/iBvPfABr697llZtahbnaupI1vOoonGAiWQ+0mSdPYDYOkDqhVX3i5CSkUxJvrUyObVVwyNzFsxYxKt3vEV2hyxun3Jj1GizJXOWc9/pjxPwBxERQsEQn7/2DU/Ou4/9Doou6aBpXPT7TzMnd2Med4x4kLnTvmPqA9OZ+uD0mNc5f/oPnJp2AaekXsDX0xZUW+6/MxfhLfcRCoQoL3HzwNlPEQwGefrql/hHxzE8dslzBJtgPtL1y3/n9hEPcN+ZT5C/taDSMUk6EKPtNxhtv4374rL6oJTizfve47zOV3PfmU/gKa+sIPrQx3fQtXcnuvXtzAOzb29QXcX5JUy44Bm2rNvGqu9+5fFLn4ta7vkbXsXn8WOGrGxVYAUs6QQl8UP38Js5m9ZsxbBbz22f28fqH9bEvM4nL5+E32vFnz91xSSGnXt41J7ukJMH8ePcVRGJiDWL1/PeYx/y9VsL8Jb7mP/+D/Qeuh8njzku5jbXlVAwxK3D76OssBzDZpC3aSfPLXok0WbVmxXzfub9J2bjLfdRlFfCuxNmcskD50aO739wT15e+VSj1OUu8VjZxAEzZFKwLbo0dkpmCiJEEpA7k5MwbAYDj+3XKHZoakf38Js5+w/pSUp6MsnpLpwpSXFxnobNiPr574y+8WT2GdA18jBQShH0hyKRFaFgiNKCstgaW098Hj+eUqs3bIZMtv2+I8EW7R4lO0sjTjjoD1KUVxKzuvbq1pbDRw8hyeXAmZzEmMcvilru9ik30qV3J7LbZ3HZI+dx7TOX8eKPj9OxZ/uY2aapjJ603QMoLSxj2Vcr2bvnXuwzoFvM61v6xQoeOf8ZTNPkttev59BTo84PAZC/ZScPnjORHX/mceE9Z3HEGYdwwyF3krcpn6x2rXhu8SONMq7/+8o/+X3VJgYO60NWu1YNutbD5z3NDx8tRZmKC+89m3NuHdVg++KNz+Pj5iPv5s+fN+FKdfHM9w/F1LEqpcjblE9KRgppjTAnoNl9dJSOpkkRCoUo3FFMVtvMRplgXvrFCu49/TErsbXTziurJjbI6SulWPu/33ClOht1BfRfbPx1C5+9+jXtu7Xj5KuOjVnaPdM0yd9SQKu2mSQ5KyeNUUqx7KufKNhexGGnHUxKenKV8z3lXrb/nkuHHu1wJjtjYqOm8dFROprdJhQKMec/8yjKLWLEpcPIbp/V4GvabDZyOjSe5vkXb8zD5w4nghEXP337C0edvfsTqiLCfoN7NJJ1lSkpKOXGQ+6kvNSNMzmJHRvzuHLCBTGpyzAM2naKLlf81kPTefdRS1lz2sMzePmnJyslCsndlM+1g/+F3+MnJSOZScseJ6tt846w0ugxfE0tPH/ja7xw02u8ee/7lgNo5PRzjUHvofviSrV6oGbIpGvfznGr+6MX5zCq1UVc2P06fl+1sdbyW9dvR6FAWUqmy+euioOVVfnyzW8j6TbzN+1k+++VZZG/eGMepQVleMq8lBSUMe+d5p/YXKN7+JpaWDpnRaT37C5xk7cpn733aVqTbCOvPQExDH5dvI7jLjwqJsMw0SjKK2bSzW8Q8AVwl3h47JLnmLT0sRrP6dK7E8lpLkJBExEYfsHu6cg3lD6H9yJ/804CviAOl4Ocv8XN5+ydjcNpx+f2Y7MZZHdo+JudJvFoh6+pkaGjDuKTyV9ihkwyctJp27l+GY3igYgw8poRjLxmRFzrDQVNKipqBn21rylITnXx0vIn+O+sJezVtQ2DEhSSOHbSlXTarwP5WwoYfeOJuFIqj9Eff/FR/PnLJpZ89iOHnT6EI844JCF2ahqXBk3aishZwL1AL+BgpVTUWVYROQF4Bkue8BWl1ITarq0nbZsGpmny7Xs/UJRbzLDzDk+40Nb7T87ms1fn0mtIT8ZOujLh+UnfuPc9pj00HVeqk4c/HU/voXXTZA+FQrz3+GzWLfuNU646nkHDtbyApnGIWZSOiPQCTOAlYFw0hy8iNmAtcBywGVgCnKuUip6MNYx2+Hs+m9dtY+Mvm+lz+P5kZKfXWn7lgtXcedJDeMt9JLkcnHP7aC66+6yY25m3eSdAtclpgoEgNrutXjIL0x6ezrSHZ0ZyGScqHr1geyHL566iW9/OdOvbtDTxNbtHzKJ0lFKrwxXUVOxgYL1S6rdw2XeAUUCNDl+zZ7Pi258Zf/LDEYnmV1ZNrPXtoWBbYeReC/gC5G/Kj7md0x7eJVdx/vgzOH/8GVXKVIxuqStrlm6I5DK22Q02r9m6Ww5/57ZCNq/Zyr6Du5OcVjW0siYKdxRxRZ9/EvQHMU2T+2bexoHHVZUh1uw5xCNKZ29gU4XtzeF9VRCRMSKyVESW5uXlxcE0TaL4/NW5+Nx+3CWeOkerHHzyINp0ysaV6iQlI4Uzbj6lTnXlby1g5YLVeCPJ4uvOlPs/IOANEPAGmPrAB/U+vzpOGXMczpQkUtKTcaW66HP4/vW+xpol67lk3xu4+7RHuazXTZQW1m/V8vJvfiboD+Ip81oJRN78tt42aJoXtXZNROQrIFrapPFKqQ8b0xil1GRgMlhDOo15bU3ToueB3VkwYxE+tw/TVHTuFbUPUIm/Jjy3rN9Om47ZURcL/Z3ZL3zOi7e8gd1hp1WbDF5c/kS1521et43pEz8mq10m59w2Cmeyk4zstIg2TEZ2WtTzdoeDThjI84snsHntNvoddcBurU796MUv8JZbDzFlKpbOWcEx9Uhk061v54jqqTPFyQF1nH/QNF9qdfhKqWMbWMcWoFOF7Y7hfZoWzGk3nEgwEOSXH9Zy4mXD6jx+XLC9iHcenYXNEC558NwaF3DNeOZjXho3BTNkEvAFUSiWz13F0FEHVSnr9/oZO3Q8pQX7TK/OAAAF5klEQVRlOJx2Nv26lfFv38TDn45n4lVWVqubXhyze1+2Groc0IkuB3SqvWB15/fqiDMlCZ/bj2kqOvRoV6/zu/buxAOzb+fLKd/Sa0hPTrnq+N22RdM8iEdY5hKgp4h0w3L0/wDOi0O9miaMYRicPa7+GjW3Dr8vskjo1yUbeKUGxcfPXp0bEWoDS6xtr27Rk7AUbC/C57aSYfu9AVYvWgtAj/5deW5h01TLPP2mkyktLOOn+b9w8pjjdktTfuCwvjoBSQuiQWP4IjJaRDYDhwKfiMic8P4OIvIpgFIqCFwPzAFWA+8ppX5umNmalohSim2/7cAMmZghky3rttVYvs9h+5OUbIVtGjaDsS+MoXu/6G8SbTpls3fP9iSnuXClOhlxyTGNbn9jY5omv/ywll8XreO1O6eRu1HPe2lqpqFROjOBmVH2bwVOqrD9KfBpQ+rSaESE4RccyXczFoFSDDuv5lWq1z5zKW0755C7MZ9R159I197VD5/YbDae+f4hFn60lMw2GQw4pk9jm9/oLPpkGWuXbiAUNCnYXsTbE2Yy9oXGHXbS7FnolbaaZsVt/7mOERcfjRhCvyMPqLGsI8nBuXecXmOZirhSnBx9Tt0nPRONK9XFX+toDJtR77BMTctDi6dpmhUiwoBj+tD/qN5NOp9sPDjwuH6cePlw0rJS6XP4/pw/vu4PN03LROvhazQazR5ETSttdQ9fo9FoWgja4Ws0Gk0LQTt8jUajaSFoh6/RaDQtBO3wNRqNpoWgHb5Go9G0ELTD12g0mhZCk43DF5E84M8YV5MDxD6LRvNFt0/N6PapGd0+NROr9umilGoT7UCTdfjxQESWVrdAQaPbpzZ0+9SMbp+aSUT76CEdjUajaSFoh6/RaDQthJbu8Ccn2oAmjm6fmtHtUzO6fWom7u3TosfwNRqNpiXR0nv4Go1G02LQDl+j0WhaCC3K4YvIWSLys4iYIlJtOJSInCAia0RkvYjcHk8bE4mItBaRL0VkXfh/VjXlQiKyPPw3O952xpva7gcRcYrIu+Hji0Ska/ytTBx1aJ9LRCSvwj1zRSLsTAQi8pqI5IrIqmqOi4g8G267n0RkUCztaVEOH1gFnA7Mr66AiNiA54ETgQOAc0Wk5lx6ew63A18rpXoCX4e3o+FRSg0I/42Mn3nxp473w+VAoVJqH2Ai8Gh8rUwc9fi9vFvhnnklrkYmlteBE2o4fiLQM/w3BpgUS2NalMNXSq1WSq2ppdjBwHql1G9KKT/wDjAq9tY1CUYBb4Q/vwGclkBbmgp1uR8qttsHwHBpOfkXW/LvpVaUUvOBghqKjALeVBYLgVYi0j5W9rQoh19H9gY2VdjeHN7XEminlNoW/rwdaFdNOZeILBWRhSKypz8U6nI/RMoopYJAMZAdF+sST11/L2eEhyw+EJFO8TGtWRBXf2OP1YUThYh8BewV5dB4pdSH8banqVFT+1TcUEopEakuZreLUmqLiHQH5orISqXUhsa2VbPH8BHwtlLKJyJXYb0NDUuwTS2SPc7hK6WObeAltgAVeyAdw/v2CGpqHxHZISLtlVLbwq+VudVcY0v4/28iMg8YCOypDr8u98NfZTaLiB3IBHbGx7yEU2v7KKUqtsUrwGNxsKu5EFd/o4d0qrIE6Cki3UQkCfgHsMdHooSZDVwc/nwxUOWNSESyRMQZ/pwDHAb8EjcL409d7oeK7XYmMFe1nBWNtbbP38akRwKr42hfU2c2cFE4WucQoLjCsGrjo5RqMX/AaKwxMh+wA5gT3t8B+LRCuZOAtVi91vGJtjuO7ZONFZ2zDvgKaB3ePxh4Jfx5KLASWBH+f3mi7Y5Du1S5H4D7gZHhzy7gfWA9sBjonmibm1j7PAL8HL5nvgH2T7TNcWybt4FtQCDsey4HrgauDh8XrCinDeHf0+BY2qOlFTQajaaFoId0NBqNpoWgHb5Go9G0ELTD12g0mhaCdvgajUbTQtAOX6PRaFoI2uFrNBpNC0E7fI1Go2kh/D8SUio9fqtypAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "SVC(kernel='linear')"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "4czuuMEKt9iF",
        "outputId": "11ba8b0c-693b-419f-c0a7-357356e35bbc"
      },
      "source": [
        "def plot_decision_boundary(model, ax=None):\n",
        "    xx, yy = np.meshgrid(np.linspace(-1.25, 1.25, 500),\n",
        "                     np.linspace(-1.25, 1.25, 500))\n",
        "    Z = model.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
        "    Z = Z.reshape(xx.shape)\n",
        "    contours = plt.contour(xx, yy, Z, levels=[0], linewidths=2)\n",
        "    plt.scatter(circle_X[:, 0], circle_X[:, 1], c=circle_y, marker='.')\n",
        "    plt.show()\n",
        "plot_decision_boundary(model)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "a6AKqK__uS1-",
        "outputId": "2507effc-0d91-432e-f4af-5c8de440079d"
      },
      "source": [
        "poly = svm.SVC(gamma='scale', kernel='rbf')\n",
        "# training non-linear model\n",
        "poly.fit(circle_X, circle_y)\n",
        "plot_decision_boundary(poly)"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jQ52uhYvFDlE"
      },
      "source": [
        "import re\n",
        "from nltk import word_tokenize\n",
        "from nltk.stem.porter import PorterStemmer\n",
        "from nltk.corpus import stopwords, reuters\n",
        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
        "from sklearn.preprocessing import MultiLabelBinarizer\n",
        "from sklearn.svm import LinearSVC\n",
        "from sklearn.multiclass import OneVsRestClassifier"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P5r1EmfRBR59",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6125ccc7-4c51-472a-8b2d-e2748624a1e6"
      },
      "source": [
        "import nltk\n",
        "nltk.download('stopwords')\n",
        "nltk.download('reuters')\n",
        "nltk.download('punkt')\n",
        "! unzip /root/nltk_data/corpora/reuters.zip -d /root/nltk_data/corpora"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2231  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2232  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2234  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2236  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2237  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2238  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2239  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2240  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2244  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2246  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2247  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2249  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/225  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2251  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2252  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2253  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2257  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2259  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2260  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2264  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2265  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2266  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2268  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2269  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/227  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2270  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2271  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2273  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2275  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2276  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2278  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2279  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/228  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2281  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2286  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/229  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2290  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2291  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2297  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2298  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/23  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2301  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2303  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2304  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2307  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2308  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2309  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2310  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2312  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2316  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/232  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2320  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2322  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2323  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2325  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2326  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2327  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/233  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2332  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2333  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2335  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2336  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2337  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2338  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2339  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2340  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2342  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2344  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2346  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2347  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2348  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/235  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2350  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2352  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2353  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2354  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2357  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2358  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2359  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/236  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2365  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2366  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2367  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/237  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2370  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2371  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2374  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2375  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2376  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2377  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2379  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2380  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2382  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2383  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2385  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2386  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2389  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2390  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2391  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2393  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2394  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2396  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2397  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2398  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/24  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2402  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2403  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2405  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2406  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2409  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/241  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2410  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2411  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2417  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2419  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/242  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2420  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2421  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2425  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2428  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2429  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2433  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2434  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2435  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2436  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2437  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2440  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2441  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2442  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2447  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2448  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2449  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2452  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2456  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2458  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2459  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/246  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2460  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2462  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2465  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2466  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2467  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2468  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/247  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2470  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2471  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2474  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2475  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2476  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2478  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2479  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/248  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2480  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2482  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2483  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2484  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2488  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/249  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2490  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2491  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2492  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2494  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2495  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2496  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2497  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2499  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2500  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2504  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2505  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2508  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2511  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2512  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2513  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2515  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2517  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2518  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2519  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2520  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2521  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2522  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2524  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2526  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2528  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2529  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/253  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2530  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2531  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2532  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2534  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2535  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2538  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2539  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/254  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2540  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2542  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2543  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2544  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2546  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2548  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2549  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2550  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2551  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2552  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2553  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2554  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2555  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2557  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2558  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2559  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/256  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2560  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2561  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2562  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2564  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2565  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2566  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2567  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2568  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2569  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2570  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2572  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2574  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2576  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2577  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2578  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2579  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2580  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2582  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2583  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2584  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2585  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2587  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/259  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2590  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2591  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2593  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2594  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2595  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2596  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2599  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/260  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2601  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2602  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2604  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2606  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2608  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2609  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2611  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2613  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2617  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2618  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2619  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2620  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2622  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2623  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2626  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2630  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2633  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2634  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2635  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2637  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2638  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2645  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2647  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2648  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2649  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2650  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2652  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2658  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2659  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2660  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2663  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2664  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2666  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2667  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/267  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2671  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2672  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2674  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2677  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2678  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2681  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2683  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2686  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2687  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2688  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2691  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2693  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2695  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2696  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2697  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2699  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/27  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2700  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2708  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2709  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/271  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2711  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2714  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2718  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/272  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2720  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2722  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2723  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2725  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2727  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2728  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2729  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/273  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2737  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/274  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2741  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2742  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2743  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2744  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2746  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2747  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2748  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2749  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/275  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2750  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2751  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2752  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2754  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2756  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2757  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2760  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2761  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2762  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2763  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2764  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2765  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2767  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2768  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2769  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2771  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2772  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2773  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2775  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2777  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2779  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2781  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2782  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2783  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2784  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2785  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2787  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2789  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/279  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2791  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2792  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2793  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2794  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2797  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2798  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2799  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2800  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2801  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2802  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2803  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2806  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2807  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2809  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/281  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2810  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2811  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2813  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2815  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2818  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2819  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2820  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2825  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2826  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2827  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2828  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/283  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2833  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2834  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2836  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2838  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2839  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/284  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2843  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2847  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2848  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2849  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2850  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2851  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2853  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2856  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2857  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2858  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2862  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2864  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2866  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2867  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2870  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2872  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2873  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2877  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2880  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2881  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2884  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2886  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2887  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2890  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2896  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2897  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2898  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/29  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/290  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2902  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2907  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2908  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2909  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2912  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2913  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2915  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2916  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2917  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2918  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2919  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2920  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2922  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2923  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2924  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2925  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2926  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2927  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2928  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2929  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/293  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2930  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2933  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2936  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2938  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2939  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2940  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2942  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2944  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2945  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2946  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2947  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2948  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2950  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2951  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2952  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2953  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2954  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2955  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2956  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2957  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2958  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2959  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/296  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2960  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2961  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2962  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2963  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2964  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2965  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2966  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2968  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/297  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2970  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2971  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2973  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2974  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2975  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2976  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2977  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2978  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2979  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/298  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2982  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2983  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2985  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/299  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2990  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2993  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2994  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2995  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2996  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2998  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/2999  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/30  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3001  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3002  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3003  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3006  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3007  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3008  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3009  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3010  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3013  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3015  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3016  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3017  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3019  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/302  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3020  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3023  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3024  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3025  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3026  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3028  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/303  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3031  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3034  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3035  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3036  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3037  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3038  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3039  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/304  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3040  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3041  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3042  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3043  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3044  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3046  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3047  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3048  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3049  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3051  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3053  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3056  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3057  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3060  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3061  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3062  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3063  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3065  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3067  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3068  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3069  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/307  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3071  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3072  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3073  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3074  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3076  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3077  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3078  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3080  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3082  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3083  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3084  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3085  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3086  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3087  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3088  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3089  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/309  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3091  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3092  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3093  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3094  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3095  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3096  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3098  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/310  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3100  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3103  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3104  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3105  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3107  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3109  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/311  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3110  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3111  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3114  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3115  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3117  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3118  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/312  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3120  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3121  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3122  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3125  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3128  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3129  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/313  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3131  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3132  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3133  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3134  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3135  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3137  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3138  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3139  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/314  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3142  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3145  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3146  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3149  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/315  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3152  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3153  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3154  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3155  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3157  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3159  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3161  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3162  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3163  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3164  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3166  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3168  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3169  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/317  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3174  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3176  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3180  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3181  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3183  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3184  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3186  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3187  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3189  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3190  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3191  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3192  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3194  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3198  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3199  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/320  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3204  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3205  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3206  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3207  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3210  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3211  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3216  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3217  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3219  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/322  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3222  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3223  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3225  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3228  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3229  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/323  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3235  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3239  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3241  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3242  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3243  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3246  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3247  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3249  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3251  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3252  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3253  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3254  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3256  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3258  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3259  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3261  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3263  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3264  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3266  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3267  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3269  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/327  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3271  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3272  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3273  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3275  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3276  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3277  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3278  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3282  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3283  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3285  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3287  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3290  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3292  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3295  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3298  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3299  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/330  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3302  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3303  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3305  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3306  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3309  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/331  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3310  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3311  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3312  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3313  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3314  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3315  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3317  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3318  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/332  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3320  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3322  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3323  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3324  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3327  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3329  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3330  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3332  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3333  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3334  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3335  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3336  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3337  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3338  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3339  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/334  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3340  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3341  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3342  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3343  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3344  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3345  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3347  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3348  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3349  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3351  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3352  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3353  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3354  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3356  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3358  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3359  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/336  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3360  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3363  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3364  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3365  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3367  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3370  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3371  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3372  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3377  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3378  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/338  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3380  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3381  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3382  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3384  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3386  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3387  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3389  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3390  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3394  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3395  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3396  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3399  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3400  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3401  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3405  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3406  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3409  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/341  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3411  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3413  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3415  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3416  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3417  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3418  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3419  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/342  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3420  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3421  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3422  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3425  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3429  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/343  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3430  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3433  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3435  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3438  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3440  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3441  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3442  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3445  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3446  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3448  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3449  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/345  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3452  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3453  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3454  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3455  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3456  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3458  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3459  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/346  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3460  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3461  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3463  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3466  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3467  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3468  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3469  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3472  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3473  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3474  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3476  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3477  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3480  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3481  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3482  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3483  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3486  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3488  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/349  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3490  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3491  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3492  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3493  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3497  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3499  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3504  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3505  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3507  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3509  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3511  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3512  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3514  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3517  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/352  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3520  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3524  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3526  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3528  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/353  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3531  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3532  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3533  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3534  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3535  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3538  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3539  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/354  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3540  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3541  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3542  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3543  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3545  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3547  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3553  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3554  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3556  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3557  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3559  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/356  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3563  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3564  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3565  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3569  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3570  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3571  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3572  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3573  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3574  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3575  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3577  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3578  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3579  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3580  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3582  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3584  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3585  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3586  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3587  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3589  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3591  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3592  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3593  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3594  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3595  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3596  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3597  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3598  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3599  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/36  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3601  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3602  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3603  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3604  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3605  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3607  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3609  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/361  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3610  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3611  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3612  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3613  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3615  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3616  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3619  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/362  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3620  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3621  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3622  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3623  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3624  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3625  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3626  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3629  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3630  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3631  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3632  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3633  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3634  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3637  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3639  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3640  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3643  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3645  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3646  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3647  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3649  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3651  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3652  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/366  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3660  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3661  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3666  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3667  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3668  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3669  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3672  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3673  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3674  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3676  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/368  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3680  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3681  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3684  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3688  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/369  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3690  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3694  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3695  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3697  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3699  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/37  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3701  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3702  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3704  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3707  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3708  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/371  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3711  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3713  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3717  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/372  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3720  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3721  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3723  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3729  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3730  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3734  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3735  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3737  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3738  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/374  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3740  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3741  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3742  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3743  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3744  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3747  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3748  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3750  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3751  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3755  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3757  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3758  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3759  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/376  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3760  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3762  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3763  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3764  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3765  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3766  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3768  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/377  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3770  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3771  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3772  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3774  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3775  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3777  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3779  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/378  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3782  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3784  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3785  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3786  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3787  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3788  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/379  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3790  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3792  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3793  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3795  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3796  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3797  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3798  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/38  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3800  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3801  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3806  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3807  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3808  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/381  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3817  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3821  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3825  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3828  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/383  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3830  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3831  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3833  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3838  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3839  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3840  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3841  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3843  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3846  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3847  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3850  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3851  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3853  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3855  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3856  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3857  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3858  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3860  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3862  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3864  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3865  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3867  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3868  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3869  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/387  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3870  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3872  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3873  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3874  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3875  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3879  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/388  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3881  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3884  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3886  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3888  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/389  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3890  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3892  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3893  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3894  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3895  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3897  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3898  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3899  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/390  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3900  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3901  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3902  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3903  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3904  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3905  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3906  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3908  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3909  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3910  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3912  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3913  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3916  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3917  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3918  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/392  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3920  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3922  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3926  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3928  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/393  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3930  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3931  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3933  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3934  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3937  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3939  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3942  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3944  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3946  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3948  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3949  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/395  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3950  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3951  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3952  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3954  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3955  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3957  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3958  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3959  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/396  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3960  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3961  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3964  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3968  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3970  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3971  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3973  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3976  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3977  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3979  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/398  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3980  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3981  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3982  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3983  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3984  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3985  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3989  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/399  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3990  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3991  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3993  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3994  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3995  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3996  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3997  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/3999  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/40  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/400  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4000  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4005  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/401  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4012  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4014  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4015  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4016  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4019  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/402  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4021  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4022  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4023  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4025  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4026  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4027  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4028  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4029  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4031  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4032  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4033  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4035  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4036  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4038  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4039  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/404  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4040  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4041  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4043  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4045  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4047  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4048  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4049  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/405  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4051  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4052  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4054  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4055  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4056  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4057  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4058  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/406  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4061  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4062  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4063  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4064  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4065  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4066  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4067  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4069  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/407  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4071  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4074  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4075  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4076  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4077  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4078  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/408  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4080  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4081  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4083  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4084  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4085  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4087  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4088  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4089  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/409  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4090  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4091  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4092  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4093  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4094  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4096  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4097  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4098  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4099  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/41  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/410  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4100  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4101  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4103  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4105  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4106  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4107  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/411  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4111  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4113  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4114  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4115  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4117  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4120  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4122  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4123  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4125  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4127  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4129  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4131  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4132  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4133  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4135  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4138  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4139  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4141  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4142  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4143  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4144  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4145  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4146  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4147  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4148  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4149  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4150  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4152  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4153  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4155  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4156  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4157  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4158  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4159  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/416  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4160  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4161  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4162  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4164  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4165  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4167  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4169  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/417  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4170  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4171  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4172  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4173  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4174  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4175  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4176  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4177  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4178  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/418  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4182  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4184  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4185  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4188  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4189  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4192  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4193  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4194  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4199  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/42  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/420  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4201  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4203  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4204  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4205  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4206  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4209  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4210  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4212  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4215  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4216  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4218  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4219  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/422  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4220  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4223  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4227  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4228  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4229  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/423  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4231  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4232  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4233  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4235  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4237  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4238  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4239  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/424  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4240  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4241  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4245  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4246  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4249  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/425  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4253  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4255  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4257  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4258  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4259  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4261  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4266  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4267  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4273  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4275  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4276  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4277  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4278  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4279  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4280  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4281  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4282  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4284  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4285  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4286  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4288  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4289  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4290  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4291  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4292  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4293  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4296  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4297  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4298  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4301  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4302  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4303  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4304  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4305  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4306  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4307  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4310  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4313  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4314  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4315  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4318  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4323  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4327  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4328  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4330  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4331  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4333  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4337  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4338  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4339  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4340  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4341  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4343  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4344  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4345  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4346  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4347  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4349  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/435  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4351  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4353  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4356  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4357  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4358  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/436  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4360  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4361  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4363  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4364  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4365  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4366  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4367  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4369  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4370  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4371  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4372  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4374  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4376  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4378  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/438  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4380  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4382  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4384  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4385  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4386  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4387  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4388  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4389  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/439  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4392  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4397  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4398  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4399  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/44  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/440  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4401  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4404  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4405  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4407  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4408  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4409  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/441  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4410  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4411  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4412  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4419  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/442  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4420  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4425  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4429  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/443  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4431  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4433  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4434  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4436  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4437  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4438  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4439  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/444  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4440  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4445  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4446  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4447  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4449  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4451  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4452  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4453  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4454  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4455  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4457  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4458  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4459  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4460  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4462  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4465  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4466  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4467  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4468  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/447  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4470  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4472  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4473  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4474  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4475  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4476  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4477  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4478  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/448  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4480  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4481  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4483  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4484  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4486  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4487  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4488  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/449  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4490  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4493  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4494  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4498  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4499  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/45  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/450  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4503  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4504  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4505  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4507  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4509  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4510  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4512  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4513  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4514  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4515  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4516  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4517  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4518  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4519  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4521  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4523  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4524  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4525  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4532  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4533  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4534  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4536  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4537  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4541  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4544  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4548  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4549  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/455  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4551  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4552  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4554  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4555  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4558  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/456  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4560  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4562  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4564  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4569  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4573  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4574  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4576  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4577  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4578  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4579  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4581  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4583  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4584  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4585  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4586  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/459  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4590  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4591  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4592  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4593  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4595  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4599  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/46  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4600  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4602  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4603  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4604  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4605  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4606  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4609  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/461  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4610  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4613  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4615  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4616  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4617  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4620  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4621  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4622  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4623  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4625  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4629  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4630  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4631  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4632  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4633  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4634  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4635  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4636  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4637  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4638  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/464  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4640  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4641  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4644  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4648  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4649  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4650  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4652  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4654  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4656  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4657  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4658  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4659  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/466  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4660  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4662  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4664  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4665  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4666  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/467  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4671  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4675  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4678  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4679  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4680  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4681  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4682  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4686  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4687  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4689  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4690  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4691  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4692  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4695  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4696  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4697  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4698  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/47  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/470  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4700  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4703  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4708  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4709  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4711  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4712  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4713  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4714  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4717  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4719  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4720  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4729  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/473  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4732  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4733  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4735  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4739  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/474  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4740  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4741  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4742  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4743  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4744  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4745  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4747  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4748  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/475  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4751  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4755  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4756  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4758  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4759  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4761  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4763  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4765  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4768  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4769  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4770  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4771  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4772  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4773  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4774  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4775  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4776  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4777  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4778  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4779  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/478  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4780  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4781  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4782  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4783  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4785  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4787  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4788  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4791  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4792  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4794  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4795  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4796  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4797  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4798  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/48  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/480  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4801  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4803  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4804  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4805  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4806  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4807  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4809  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4810  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4812  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4814  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4816  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4818  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4819  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4820  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4821  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4822  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4824  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4825  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4827  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4829  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/483  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4831  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4832  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4833  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4835  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/484  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4841  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4843  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4845  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4848  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4850  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/486  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4867  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/488  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4881  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4882  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4884  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4887  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4889  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/489  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4890  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4892  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4893  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4894  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4898  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/49  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/490  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4900  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4901  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4903  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4904  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4905  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4908  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4910  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4911  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4914  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4918  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4920  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4922  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4925  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4929  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4930  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4933  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4934  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4937  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4938  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4939  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/494  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4941  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4944  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4951  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4952  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4953  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4954  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4955  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4956  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4959  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/496  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4960  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4962  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4963  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4964  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4965  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/497  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4970  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4972  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4974  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4976  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/498  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4981  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4983  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4987  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4988  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4990  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4991  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4993  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4998  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/4999  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/50  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5001  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5002  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5003  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5009  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/501  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5012  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5013  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5015  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5017  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5018  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/502  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5020  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5021  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5029  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5031  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5033  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5034  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5037  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/504  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5040  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5042  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5043  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5044  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5046  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5048  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/505  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5050  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5051  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5052  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5053  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5054  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5055  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5056  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5057  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5058  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5059  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/506  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5060  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5061  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5062  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5068  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5070  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5071  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5072  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5076  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5077  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5078  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/508  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5080  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5081  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5082  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5083  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5084  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5085  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5086  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5089  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/509  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5090  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5091  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5092  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5094  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5095  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5097  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5100  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5102  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5105  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5109  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/511  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5112  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5113  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5114  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5115  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5116  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5117  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5118  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5119  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/512  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5121  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5123  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5125  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5126  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5127  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5128  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/513  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5132  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5134  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5138  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5139  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/514  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5141  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5142  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5145  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5146  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5148  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5149  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5150  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5152  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5153  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5154  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5156  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/516  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5160  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5162  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5166  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5167  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5168  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5169  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/517  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5171  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5172  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5175  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5176  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5177  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5178  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/518  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5181  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5183  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5185  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5188  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5189  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/519  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5190  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5191  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5192  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5193  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5194  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5195  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5196  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5201  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5203  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5204  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5205  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5206  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5207  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5209  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/521  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5210  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5212  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5214  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5215  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5216  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5218  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5219  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/522  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5220  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5222  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5223  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5226  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5228  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5231  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5232  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5234  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5235  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5236  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5237  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5238  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/524  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5240  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5241  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5243  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5244  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5245  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/525  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5250  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5251  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5253  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5254  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5255  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5256  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5257  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5258  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5260  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5264  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5266  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5268  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5269  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5270  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5271  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5272  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5273  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5274  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5276  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5277  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5278  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5279  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/528  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5280  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5281  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5283  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5284  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5285  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5286  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5287  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5288  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/529  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5290  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5291  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5292  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5293  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5295  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5296  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5297  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5299  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/53  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/530  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5300  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5303  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5304  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5308  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5309  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/531  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5312  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5313  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5314  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5315  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5316  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5317  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5318  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/532  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5320  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5321  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5323  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5326  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5327  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5328  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5329  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/533  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5330  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5331  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5332  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5333  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5334  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5335  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5336  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5338  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5339  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/534  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5340  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5342  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5344  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5345  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5346  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5349  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/535  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5350  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5351  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5352  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5354  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5355  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5356  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5357  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5358  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5359  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/536  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5360  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5362  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5363  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5366  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5367  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5371  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5373  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5375  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5376  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5377  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5378  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5379  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/538  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5382  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5383  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5385  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5388  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5389  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/539  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5390  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5391  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5392  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5394  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5396  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5398  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5400  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5402  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5404  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5407  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5408  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5409  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/541  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5410  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5411  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5412  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5414  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5415  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5416  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5417  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5421  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5422  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5423  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5426  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5429  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/543  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5431  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5434  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5435  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5437  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5438  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5439  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/544  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5440  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5441  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5442  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5443  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5444  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5445  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5447  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/545  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5451  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5452  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5453  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5454  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5455  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5456  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5458  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/546  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5460  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5461  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5464  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5465  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5467  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5469  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/547  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5470  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5471  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5472  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5473  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5474  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5475  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5476  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5477  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/548  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5481  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5483  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5485  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5487  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5490  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5491  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5492  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5494  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5495  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5496  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5498  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5499  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/550  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5500  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5501  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5502  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5505  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5506  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5507  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5508  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/551  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5511  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5516  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5517  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5518  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/552  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5520  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5522  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5523  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5525  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5526  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5528  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/553  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5530  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5531  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5532  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5533  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5535  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5537  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5538  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/554  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5540  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5541  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5542  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5543  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5544  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5545  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5546  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5549  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/555  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5553  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5554  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5555  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5556  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5558  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5559  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5561  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5563  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5564  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5565  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5566  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5567  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5568  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/557  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5570  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5571  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5572  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5573  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5575  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5576  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5579  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/558  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5582  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5583  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5585  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5586  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/559  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5592  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5593  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5594  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5595  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5596  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5597  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5598  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/56  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/560  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5600  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5602  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5603  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5604  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5606  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5608  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5609  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5610  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5611  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5615  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5617  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/562  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5620  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5624  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5627  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5629  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5630  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5632  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5634  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5635  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5636  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5637  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5639  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5640  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5641  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5643  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5644  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5647  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5648  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5650  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5652  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5654  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5655  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5657  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5658  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5659  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5660  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5661  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5662  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5663  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5664  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5665  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5667  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5669  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5670  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5671  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5672  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5675  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5677  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5678  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5679  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5680  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5682  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5683  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5684  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5686  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5687  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5688  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5689  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5690  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5692  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5693  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5694  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/57  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5701  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5702  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5706  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5707  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5708  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5710  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5711  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5712  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5713  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5715  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5716  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5717  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5719  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5720  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5721  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5722  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5723  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5724  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5725  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5727  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5729  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5731  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5732  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5734  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5737  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5738  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5739  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5740  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5741  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5742  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5743  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5744  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5746  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5749  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5750  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5751  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5752  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5754  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5755  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5756  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5757  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5758  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5761  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5762  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5764  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5765  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5767  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5768  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5769  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5778  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5779  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5780  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5782  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5783  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5785  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5786  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5787  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5788  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5789  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5791  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5792  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5793  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5796  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5797  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5798  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/58  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5800  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5803  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5804  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5805  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5807  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5808  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5810  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5811  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5812  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5814  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5815  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5818  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5819  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5822  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5826  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5827  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5830  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5833  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5835  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5836  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5838  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5839  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5841  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5842  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5845  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5847  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5848  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5849  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5850  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5852  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5854  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5858  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5861  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5866  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5868  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5870  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5873  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5875  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5876  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5879  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5880  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5883  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5886  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5887  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5888  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5889  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5894  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5895  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5896  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5898  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5899  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/59  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5900  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5901  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5902  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5905  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5906  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5908  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5909  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5910  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5911  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5912  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5913  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5914  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5915  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5919  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5922  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5925  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5926  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5930  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5931  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5932  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5933  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5934  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5935  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5937  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5938  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5939  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5941  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5945  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5946  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5947  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5949  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5950  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5951  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5954  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5955  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5957  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5958  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5960  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5964  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5965  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5967  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5968  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5969  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5972  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5973  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5974  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5975  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5976  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5977  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5980  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5981  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5982  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5984  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5985  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5986  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5991  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5993  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5994  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/5998  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6000  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6003  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6005  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6006  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6010  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6013  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6014  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6017  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6018  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6020  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6023  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6025  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6026  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6027  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6030  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6033  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6034  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6035  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6037  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6041  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6042  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6043  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6044  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6046  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6047  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6048  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6051  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6054  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6055  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6056  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6058  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6059  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6060  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6062  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6063  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6065  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6067  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6068  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6069  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6070  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6073  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6075  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6078  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6079  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6081  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6082  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6083  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6084  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6085  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6086  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6088  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6090  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6091  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6092  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6093  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6094  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6096  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6101  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6102  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6103  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6104  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6105  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6106  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6107  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6108  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6111  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6113  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6114  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6115  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6116  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6119  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6120  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6121  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6123  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6124  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6125  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6127  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6128  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6129  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6130  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6134  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6135  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6137  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6138  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6142  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6146  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6147  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6149  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6153  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6154  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6155  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6156  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6157  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6158  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6159  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6163  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6165  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6166  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6169  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6172  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6173  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6175  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6176  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6177  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6178  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6179  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6180  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6181  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6184  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6185  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6186  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6187  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6188  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6189  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6197  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6198  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6199  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6201  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6202  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6204  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6205  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6208  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6209  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6211  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6212  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6213  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6214  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6215  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6217  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6218  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6220  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6221  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6222  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6223  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6225  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6227  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6231  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6232  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6233  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6234  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6235  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6236  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6239  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6240  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6242  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6243  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6244  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6246  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6248  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6252  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6253  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6254  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6257  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6259  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6264  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6265  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6267  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6269  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6271  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6273  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6274  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6275  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6276  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6277  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6278  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6279  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6280  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6282  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6283  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6287  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6288  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6293  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6294  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6295  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6296  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6297  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6298  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6299  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6301  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6305  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6306  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6309  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6310  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6311  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6312  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6313  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6315  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6317  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6323  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6324  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6325  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6326  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6331  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6333  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6335  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6337  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6338  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6339  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6340  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6341  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6342  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6344  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6346  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6347  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6348  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6349  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6350  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6352  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6353  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6354  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6355  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6356  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6357  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6358  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6359  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6361  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6362  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6364  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6365  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6366  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6368  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6369  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6371  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6372  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6373  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6375  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6376  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6382  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6384  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6385  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6386  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6394  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6398  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6399  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/64  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6400  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6402  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6404  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6405  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6406  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6407  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6410  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6412  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6413  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6414  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6416  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6417  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6419  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6420  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6421  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6422  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6425  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6426  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6427  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6428  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6430  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6432  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6433  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6434  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6435  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6436  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6437  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6438  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6440  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6441  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6442  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6443  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6445  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6447  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6449  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6450  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6451  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6452  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6453  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6454  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6455  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6456  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6457  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6458  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6459  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6460  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6461  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6463  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6464  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6465  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6466  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6471  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6473  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6474  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6475  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6476  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6477  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6478  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6481  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6483  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6484  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6485  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6486  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6488  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6491  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6492  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6493  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6494  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6495  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6496  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6497  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6498  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6499  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/65  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6500  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6502  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6503  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6504  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6505  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6506  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6507  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6509  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6511  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6514  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6515  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6520  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6521  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6522  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6523  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6524  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6525  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6527  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6528  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6529  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6531  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6532  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6533  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6534  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6535  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6537  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6538  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6539  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6540  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6541  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6542  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6543  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6546  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6547  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6549  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6551  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6552  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6556  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6557  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6559  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6561  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6562  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6568  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6572  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6573  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6575  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6576  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6577  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6578  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6581  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6583  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6584  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6585  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6586  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6588  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6590  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6591  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6592  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6593  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6594  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6595  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6596  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6597  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6598  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/66  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6601  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6603  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6604  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6606  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6607  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6609  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6611  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6612  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6616  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6619  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6620  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6621  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6622  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6623  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6626  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6629  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6630  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6632  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6635  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6636  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6637  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6638  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6639  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6641  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6642  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6647  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6650  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6652  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6653  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6654  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6655  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6656  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6657  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6658  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6659  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6660  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6661  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6665  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6666  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6668  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6669  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6670  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6672  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6673  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6674  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6675  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6677  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6679  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6680  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6681  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6682  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6683  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6684  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6685  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6686  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6687  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6689  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6694  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6695  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6696  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6697  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6699  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6701  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6702  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6705  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6707  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6708  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6709  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6710  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6711  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6712  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6713  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6714  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6716  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6719  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6720  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6721  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6722  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6723  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6725  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6726  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6729  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6730  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6731  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6732  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6733  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6734  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6735  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6737  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6738  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6739  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6740  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6741  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6742  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6743  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6744  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6746  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6747  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6748  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6751  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6752  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6757  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6758  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6759  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6760  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6761  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6762  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6763  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6764  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6765  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6767  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/677  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6770  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6771  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6773  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6774  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6776  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6777  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6778  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6779  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6783  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6784  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6785  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6787  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6788  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6789  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/679  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6790  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6791  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6794  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6797  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6798  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6799  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/68  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/680  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6801  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6802  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6804  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6805  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6807  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6809  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6810  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6811  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6813  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6814  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6815  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6816  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6817  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6818  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6819  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/682  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6825  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6827  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6828  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6830  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6831  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6836  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6837  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/684  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6840  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6841  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6844  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6846  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6848  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6849  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/685  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6850  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6852  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6853  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6855  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6856  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6859  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/686  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6860  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6861  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6862  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6863  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6864  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6865  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6866  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6869  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/687  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6871  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6872  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6873  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6874  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6875  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6876  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6877  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/688  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6880  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6881  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6882  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6884  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6886  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6887  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6888  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/689  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6890  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6893  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6894  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6897  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6898  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/69  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/690  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6903  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6905  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6906  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6907  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6908  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6909  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/691  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6912  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6913  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6914  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6917  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/692  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6920  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6922  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6926  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6927  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6928  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6929  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/693  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6930  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6931  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6934  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6935  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6939  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/694  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6941  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6942  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6943  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6944  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6945  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6946  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/695  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6951  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6952  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6953  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6954  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6955  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6957  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6959  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/696  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6960  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6961  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6964  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6965  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6968  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6969  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/697  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6970  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6972  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6975  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6976  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/698  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6981  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6982  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6983  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6985  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6986  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/699  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6993  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6994  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6995  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6996  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6998  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/6999  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/700  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7000  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7001  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7003  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7004  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7005  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7006  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7007  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7008  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7009  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/701  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7010  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7011  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7012  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7013  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7014  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7015  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/702  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7020  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7023  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7024  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7027  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7029  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/703  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7030  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7031  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7032  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7036  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7037  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7039  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/704  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7041  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7043  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7045  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7046  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7047  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7048  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7049  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7052  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7057  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7058  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/706  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7060  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7061  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7062  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7063  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7064  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7065  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7066  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7067  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7068  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/707  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7070  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7071  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7072  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7073  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7074  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7075  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7076  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7077  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7078  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7079  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/708  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7080  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7083  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7085  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7087  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7088  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/709  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7090  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7092  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7093  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7096  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7097  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7098  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7099  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/71  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7100  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7101  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7102  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7103  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7104  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7106  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7107  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7109  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7110  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7111  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7113  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7115  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7117  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7119  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/712  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7120  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7123  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7124  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7126  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7128  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7129  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7130  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7132  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7133  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7135  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7136  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7139  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/714  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7141  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7143  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7146  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7148  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7149  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/715  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7150  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7152  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7154  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7155  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7157  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7158  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7159  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7160  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7161  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7166  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7167  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7168  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7174  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7177  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/718  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7184  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7185  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7188  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7189  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7190  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7191  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7192  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7193  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7196  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7199  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7204  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7205  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7207  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7208  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7209  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7212  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7215  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7216  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7217  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7218  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/722  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7220  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7221  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7222  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7225  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7226  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7229  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7234  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7235  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/724  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7240  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7244  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7245  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7247  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/725  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7250  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7253  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7256  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7259  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7260  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7261  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7263  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7264  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7266  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7267  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7272  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7275  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7276  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7277  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7278  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7279  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/728  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7286  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7287  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7296  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7297  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/730  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7302  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7304  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7305  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7308  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/731  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7310  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7311  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7312  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7313  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7314  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7315  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7317  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7318  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7319  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/732  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7320  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7321  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7322  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7323  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7326  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7329  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/733  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7330  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7331  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7332  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7336  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7337  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7338  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7339  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/734  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7341  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7342  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7344  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7346  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7349  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/735  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7352  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7353  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7354  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7355  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7356  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7357  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7358  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7359  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/736  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7362  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7363  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7366  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7367  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7370  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7375  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7379  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7381  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7382  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7385  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7386  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7387  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7388  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7389  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/739  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7390  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7391  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7394  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7395  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7397  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7398  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/74  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7404  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7406  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7407  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7408  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/741  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7410  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7413  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7419  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/742  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7420  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7421  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7423  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7424  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7425  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7426  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7427  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7428  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7429  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/743  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7432  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7433  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7437  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7438  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7439  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7441  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7442  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7443  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7444  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7447  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7449  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/745  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7452  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7453  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7455  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7459  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7460  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7462  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7464  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7465  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7466  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7468  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7469  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7470  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7471  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7472  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7474  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7475  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7476  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7477  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/748  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7481  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7482  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7483  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7484  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7487  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7488  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7490  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7491  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7494  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7495  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7496  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7497  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7498  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7499  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/75  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7500  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7501  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7504  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7505  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7508  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7510  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7512  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7514  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7515  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7516  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7517  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7518  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7519  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7520  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7521  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7528  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7529  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7531  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7533  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7534  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7537  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7538  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7539  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/754  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7541  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7543  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7544  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7545  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7548  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7552  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7554  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7555  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7557  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7558  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7559  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/756  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7562  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7564  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7565  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7566  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7568  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7569  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/757  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7570  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7571  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7574  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7576  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7577  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7579  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/758  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7580  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7581  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7583  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7584  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7585  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7587  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7590  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7591  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7592  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7593  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7596  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7599  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/76  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7600  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7602  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7603  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7604  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7605  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7606  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7609  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7611  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7614  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7618  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/762  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7620  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7621  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7622  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7623  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7625  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7626  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7627  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7628  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7629  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7631  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7632  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7633  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7634  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7635  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7636  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7637  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7638  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7639  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/764  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7640  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7641  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7642  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7643  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7644  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7645  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7647  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7650  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7652  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7657  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7659  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7662  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7669  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/767  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7670  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7671  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7672  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7673  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7674  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7676  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7678  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7679  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/768  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7681  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7682  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7684  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7686  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7687  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7690  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7693  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7694  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7696  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7698  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/77  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7700  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7702  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7704  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7707  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7709  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7710  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7715  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7716  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7722  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7723  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7725  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7726  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7728  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7729  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/773  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7730  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7732  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7733  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7734  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7735  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7736  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7737  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7738  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7739  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/774  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7742  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7743  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7744  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7746  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7747  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7749  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7752  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7755  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7757  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/776  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7761  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7762  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7763  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7764  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7765  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7766  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7767  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7768  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7769  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7771  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7773  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7774  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7775  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7776  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/778  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7782  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7784  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7785  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7789  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7790  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7791  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7792  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7795  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7796  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7797  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/78  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/780  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7802  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7804  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7805  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7807  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7809  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/781  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7810  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7813  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7814  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7816  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7817  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7818  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7819  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7820  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7821  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7823  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7824  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7825  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7826  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7828  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/783  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7830  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7831  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7835  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7836  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7837  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7838  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7839  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7840  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7841  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7842  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7843  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7845  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7847  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7848  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7850  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7851  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7854  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7855  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7857  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7858  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7859  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7860  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7861  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7862  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7864  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7865  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7866  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7867  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7869  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/787  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7870  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7871  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7872  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7873  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7874  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7875  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7876  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7877  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7878  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7879  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7880  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7881  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7883  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7884  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7887  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7888  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7891  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7893  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7894  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7895  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7896  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7897  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7899  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7901  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7902  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7903  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7904  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7907  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/791  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7912  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7913  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7914  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7917  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7918  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7920  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7921  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7922  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7924  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7927  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7928  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/793  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7930  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7934  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7935  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7937  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7939  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7940  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7942  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7943  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7948  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7949  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7950  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7951  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7953  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7954  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7955  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7956  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7957  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7958  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7959  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7961  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7962  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7963  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7964  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7966  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7967  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7968  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7969  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/797  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7970  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7971  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7972  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7974  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7975  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7977  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7979  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/798  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7980  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7983  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7984  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7985  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7987  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7990  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7991  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7992  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7993  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7994  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/7997  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/80  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/800  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8000  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8001  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8002  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8003  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8004  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8005  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8007  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8008  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8009  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8010  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8011  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8012  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8015  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8016  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8017  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8020  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8021  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8022  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8023  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8025  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8026  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8027  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8028  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8029  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8030  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8032  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8036  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8039  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8040  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8041  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8044  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8045  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8047  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8048  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8050  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8051  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8055  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8056  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8060  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8063  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8064  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8068  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8069  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8074  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8080  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8085  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8086  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8087  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8088  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8089  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8091  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8094  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8096  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8097  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8098  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/81  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8100  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8102  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8103  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8105  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8106  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8108  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8109  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/811  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8111  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8112  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8113  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8115  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8117  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8119  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8120  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8123  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8125  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8126  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8130  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8131  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8132  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8134  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8135  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8137  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8138  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8140  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8141  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8144  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8145  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8147  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8149  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8151  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8153  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8155  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8156  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8158  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8159  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/816  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8160  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8161  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8162  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8163  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8164  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8166  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8167  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8168  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8169  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/817  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8172  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8173  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8174  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8176  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8177  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8178  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8179  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/818  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8180  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8182  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8184  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8186  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8188  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8189  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8190  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8193  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8194  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8197  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8198  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8199  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/82  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/820  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8200  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8204  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8205  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8206  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8209  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8210  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8211  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8212  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8213  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8214  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8217  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8218  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8219  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8220  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8221  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8222  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8223  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8224  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8225  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8226  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8227  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8229  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8234  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8236  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8240  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8244  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8245  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8246  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8247  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8252  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8253  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8254  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8255  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8257  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8258  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8259  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8262  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8264  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8269  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8270  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8273  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8275  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8276  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8279  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/828  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8286  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8287  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8288  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8289  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/829  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8291  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8292  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8293  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8294  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8296  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8297  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8298  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8299  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/83  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/830  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8300  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8302  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8306  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8308  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8309  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8311  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8313  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8314  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8317  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8318  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8319  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8320  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8322  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8326  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8327  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/833  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8331  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8334  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8335  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8337  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8338  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8339  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/834  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8340  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8342  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8343  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8344  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8347  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8349  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/835  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8350  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8351  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8353  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8355  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8359  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/836  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8361  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8363  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8364  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8366  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8367  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8368  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/837  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8370  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8373  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8374  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8378  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8387  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8388  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/839  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8391  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8394  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8396  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8399  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/840  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8400  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8401  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8402  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8405  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8406  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8407  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8409  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8413  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8415  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8416  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/842  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8421  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8422  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8424  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8425  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8426  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8427  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8428  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8429  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/843  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8430  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8432  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8433  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8435  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8438  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/844  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8440  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8441  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8443  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8446  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8447  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8448  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8449  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8451  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8453  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8454  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8457  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8458  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/846  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8467  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8472  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8475  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8478  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8479  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/848  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8480  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8481  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8487  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8488  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8489  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/849  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8490  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8491  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8493  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8496  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8497  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/85  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/850  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8501  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8502  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8506  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8509  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/851  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8510  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8512  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8513  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8514  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8516  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8518  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/852  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8520  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8521  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8522  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8526  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8528  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/853  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8530  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8533  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8534  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8535  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8536  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8540  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8541  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8543  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8544  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8545  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8546  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8547  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/855  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8553  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8554  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8555  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8556  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8558  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8559  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/856  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8561  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8562  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8563  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8565  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8567  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8569  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/857  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8571  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8572  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8574  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8577  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8578  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8579  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8580  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8581  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8582  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8584  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8585  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8586  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8587  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8588  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/859  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8590  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8591  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8592  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8595  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8596  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8597  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8598  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8599  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/86  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8600  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8602  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8603  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8604  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8605  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8606  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8607  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8608  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8609  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/861  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8610  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8611  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8612  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8613  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8614  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8615  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8616  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8617  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8618  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8619  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8621  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8623  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8624  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8628  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8629  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8630  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8632  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8635  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8636  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8637  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8638  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8641  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8643  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8644  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/865  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8654  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8656  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8657  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8658  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/866  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8661  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8662  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8663  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8664  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8665  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8666  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8667  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8668  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/867  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8670  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8671  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8672  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8673  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8674  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8675  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8676  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8677  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8678  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/868  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8681  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8683  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8684  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8685  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8686  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8688  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8689  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8690  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8691  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8692  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8694  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8696  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8699  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/87  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/870  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8701  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8702  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8704  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8705  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8706  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8707  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8708  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8709  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8710  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8711  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8713  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8714  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8716  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8717  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/872  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8722  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8723  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8724  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8725  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8726  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8728  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/873  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8730  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8731  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8732  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8733  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8734  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8735  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8736  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8738  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/874  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8740  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8741  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8742  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8744  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8745  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8746  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8747  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8748  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8749  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/875  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8750  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8755  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8756  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8757  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8758  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8759  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8760  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8761  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8765  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8767  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8768  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8771  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8777  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8778  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8780  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8781  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8784  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8785  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8788  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/879  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8791  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8793  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8794  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8795  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8796  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8797  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8799  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/880  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8800  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8802  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8806  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8808  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8810  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8812  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8814  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8815  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/882  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8820  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8822  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8823  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8826  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8829  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/883  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8830  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8835  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8836  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8837  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/884  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8845  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8846  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8849  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/885  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8850  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8853  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8854  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8855  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8856  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8857  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8858  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8859  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/886  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8860  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8861  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8863  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8865  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8866  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8868  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/887  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8873  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8877  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8879  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8880  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8882  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8884  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/889  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8890  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8892  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8893  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8895  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8898  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8899  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/89  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/890  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8902  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8903  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8905  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8906  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8908  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8909  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8911  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8912  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8914  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8915  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8916  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8918  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8919  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8922  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8925  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8928  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8930  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8932  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8933  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8935  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/894  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8940  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8941  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8943  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8944  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8945  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8946  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8947  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8948  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/895  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8950  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8951  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8956  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8959  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/896  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8961  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8962  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8964  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8965  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8968  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8969  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/897  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8970  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8971  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8972  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8974  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8975  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8976  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8977  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8978  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8979  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8981  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8982  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8983  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8984  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8985  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8986  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8987  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/899  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8991  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8992  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8993  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8995  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8996  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8997  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8998  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/8999  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/900  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9003  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9007  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/901  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9010  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9012  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9014  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9015  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9018  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9020  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9021  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9022  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9025  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9027  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9029  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/903  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9030  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9031  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9032  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9033  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9034  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9036  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9039  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/904  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9040  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9041  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9044  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9045  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9047  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9048  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9049  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9051  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9053  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9054  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9055  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9056  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9058  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9059  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9060  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9061  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9064  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9065  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9066  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9067  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9068  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9069  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9072  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9073  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9074  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9075  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9076  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9077  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9079  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/908  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9081  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9087  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9088  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9090  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9091  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9093  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9094  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9095  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9097  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9098  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9100  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9101  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9102  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9103  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9104  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9107  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9108  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9110  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9111  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9112  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9113  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9115  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9116  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9117  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9118  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9120  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9124  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9127  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9128  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9129  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/913  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9131  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9132  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9133  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9134  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9135  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9137  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9138  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9139  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9142  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9143  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9146  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9147  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9149  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/915  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9152  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9153  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9155  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9156  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9158  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9159  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9160  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9161  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9162  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9163  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9164  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9165  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9166  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9170  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9171  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9172  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9175  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9177  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9178  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/918  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9181  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9182  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9184  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9187  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9189  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9190  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9192  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9193  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9194  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9195  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9196  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9197  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/92  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/920  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9201  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9202  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9203  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9204  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9205  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9206  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9207  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9208  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/921  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9210  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9213  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9214  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9216  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9217  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9218  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/922  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9220  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9222  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9224  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9228  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9229  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9230  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9231  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9232  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9234  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9235  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9237  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9238  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9239  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/924  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9240  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9242  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9243  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9246  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/925  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9250  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9252  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9253  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9255  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9258  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9259  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/926  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9260  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9261  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9263  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9264  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9265  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9266  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9267  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9268  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9270  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9271  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9272  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9273  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9274  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9277  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9278  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9279  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9280  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9282  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9283  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9284  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9285  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9287  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9288  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/929  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9290  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9293  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9294  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9295  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9296  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9299  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/93  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/930  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9301  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9302  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9304  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9305  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9306  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9308  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9311  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9312  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9313  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9314  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9315  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9316  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/932  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9324  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9326  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9327  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9328  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9330  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9332  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9333  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9334  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9335  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9336  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9337  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9338  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9339  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/934  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9343  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9345  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9346  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9348  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9349  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9352  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9354  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9356  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9357  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9361  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9362  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9363  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9364  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9365  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9366  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9369  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/937  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9371  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9372  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9373  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9374  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9377  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9378  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/938  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9381  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9382  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9383  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9385  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9388  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9389  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/939  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9392  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9393  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9397  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9398  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9399  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/94  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/940  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9403  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9405  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9406  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9408  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/941  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9410  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9412  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9413  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9414  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9415  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9417  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/942  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9422  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9423  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9425  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9426  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9427  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9428  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9429  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/943  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9431  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9432  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9433  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9434  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9435  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9436  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9437  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9438  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/944  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9441  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9443  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9444  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9445  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/945  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9450  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9453  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9454  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9463  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9465  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9469  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9470  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9472  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9473  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9475  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9477  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9478  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9479  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9484  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9486  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9487  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9488  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9489  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/949  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9491  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9493  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9497  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9498  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9499  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/95  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9502  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9503  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9505  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9509  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9510  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9511  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9515  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9519  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/952  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9521  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9525  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9526  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9527  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/953  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9530  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9531  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9532  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9534  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9535  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9538  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9539  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9543  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9544  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9547  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9549  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/955  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9550  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9551  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9554  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9556  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9557  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9558  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9559  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9560  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9561  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9562  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9563  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9565  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9566  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9570  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9572  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9573  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9576  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9577  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9578  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/958  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9580  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9582  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9583  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9585  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9587  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9588  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9590  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9592  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9597  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9598  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9599  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/96  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/960  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9600  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9603  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9604  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9605  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9606  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9607  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9608  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9610  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9611  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9612  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9613  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9614  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9615  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9617  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9618  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9619  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9625  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9626  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9628  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/963  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9634  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9635  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9637  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9638  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9639  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9640  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9641  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9642  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9644  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9647  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9650  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9652  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9654  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9656  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9657  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9661  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9667  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9668  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9671  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9674  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9675  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9677  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9678  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/968  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9680  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9681  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9682  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9686  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9689  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/969  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9697  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9698  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9699  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/97  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9700  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9701  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9704  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9705  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9706  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9707  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/971  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9712  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9718  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/972  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9720  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9723  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9727  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9728  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9729  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9730  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9731  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9733  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9734  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9735  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9736  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9737  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9738  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/974  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9741  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9742  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9744  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9745  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9746  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9747  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9748  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9749  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9751  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9752  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9753  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9754  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9755  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9756  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/976  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9760  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9761  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9763  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9764  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9767  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9768  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9769  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/977  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9770  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9771  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9772  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9773  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9777  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9779  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/978  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9781  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9782  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9783  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9784  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9787  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9792  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9793  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9795  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9797  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9799  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/98  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9801  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9804  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9805  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9807  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9809  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/981  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9810  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9812  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9814  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9815  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9816  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9818  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/982  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9821  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9822  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9823  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9824  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9825  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9827  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9829  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/983  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9833  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9834  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9836  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9837  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9839  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/984  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9841  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9844  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9847  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9848  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9849  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/985  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9850  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9851  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9852  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9853  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9855  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9857  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9858  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/986  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9860  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9861  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9862  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9864  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9865  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9866  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9867  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9868  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9869  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9871  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9872  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9874  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9875  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9878  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/988  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9880  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9884  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9891  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9892  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9893  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9894  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9896  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9897  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/99  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9901  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9902  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9903  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9904  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9905  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9906  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9907  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9909  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/991  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9912  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9913  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9914  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9915  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9918  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9919  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9920  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9923  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9925  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9926  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9927  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9928  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9929  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9930  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9933  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9934  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9936  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9937  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9939  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9940  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9941  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9942  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9943  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9946  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9947  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/995  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9952  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9953  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9954  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9955  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9956  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9957  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9958  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9959  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9961  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9963  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9964  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9965  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9967  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9970  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9971  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9972  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9973  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9974  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9975  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9976  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9977  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9978  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/998  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9981  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9982  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9984  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9985  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9988  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9989  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/999  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9992  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9993  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9994  \n",
            "  inflating: /root/nltk_data/corpora/reuters/training/9995  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2IinKBqc_9hM"
      },
      "source": [
        "stop_words = stopwords.words(\"english\")\n",
        "stemmer = PorterStemmer()\n",
        "word_re = re.compile('[a-zA-Z]+')\n",
        "min_length = 3\n",
        "def tokenize(text):\n",
        "  words = []\n",
        "  for word in word_tokenize(text):\n",
        "    word = word.lower()\n",
        "    if word not in stop_words:\n",
        "      stemmed_word = stemmer.stem(word)\n",
        "      if len(stemmed_word) >= min_length and word_re.match(stemmed_word):\n",
        "        words.append(stemmed_word)\n",
        "  return words"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OxEyU2MpBYnX"
      },
      "source": [
        "docs = reuters.fileids()\n",
        "train_docs_id = list(filter(lambda _: _.startswith('training/'),\n",
        "docs))\n",
        "test_docs_id = list(filter(lambda _: _.startswith('test/'),\n",
        "docs))"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7JO_ZIfRMppx",
        "outputId": "9faf794e-89d5-4c6b-953c-e74737618201"
      },
      "source": [
        "train_docs = list(map(reuters.raw, train_docs_id))\n",
        "test_docs = list(map(reuters.raw, test_docs_id))\n",
        "\n",
        "\n",
        "vectorizer = TfidfVectorizer(stop_words = stop_words, tokenizer = tokenize)\n",
        "\n",
        "# Learn and transform train documents\n",
        "vectorised_train_documents = vectorizer.fit_transform(train_docs)\n",
        "vectorised_test_documents = vectorizer.transform(test_docs)\n",
        "\n",
        "vectorised_train_documents"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/sklearn/feature_extraction/text.py:401: UserWarning: Your stop_words may be inconsistent with your preprocessing. Tokenizing the stop words generated tokens ['could', 'might', 'must', \"n't\", 'need', 'sha', 'would'] not in stop_words.\n",
            "  % sorted(inconsistent)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<7769x20684 sparse matrix of type '<class 'numpy.float64'>'\n",
              "\twith 370244 stored elements in Compressed Sparse Row format>"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "114s5Hx8A6K1"
      },
      "source": [
        "mlb = MultiLabelBinarizer() # since our data can have more than one labels, we're creating label matrix\n",
        "# https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.MultiLabelBinarizer.html\n",
        "# there is a good example in above link to get it\n",
        "train_labels = mlb.fit_transform([reuters.categories(doc_id) for doc_id in train_docs_id])\n",
        "test_labels = mlb.transform([reuters.categories(doc_id) for doc_id in test_docs_id])\n",
        "\n",
        "classifier = OneVsRestClassifier(LinearSVC(random_state=30))\n",
        "classifier.fit(vectorised_train_documents, train_labels)\n",
        " \n",
        "predictions = classifier.predict(vectorised_test_documents)"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "XquSRjl7V18u",
        "outputId": "1cb07980-5491-45ef-e52a-1f448ccb41e0"
      },
      "source": [
        "iris = datasets.load_iris()\n",
        "# Select 2 features / variable for the 2D plot that we are going to create.\n",
        "X = iris.data[:, :2]  # we only take the first two features.\n",
        "y = iris.target\n",
        "\n",
        "def make_meshgrid(x, y, h=.02):\n",
        "    x_min, x_max = x.min() - 1, x.max() + 1\n",
        "    y_min, y_max = y.min() - 1, y.max() + 1\n",
        "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
        "    return xx, yy\n",
        "\n",
        "def plot_contours(ax, clf, xx, yy, **params):\n",
        "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
        "    Z = Z.reshape(xx.shape)\n",
        "    out = ax.contourf(xx, yy, Z, **params)\n",
        "    return out\n",
        "\n",
        "model = svm.SVC(kernel='linear')\n",
        "clf = model.fit(X, y)\n",
        "\n",
        "fig, ax = plt.subplots()\n",
        "# title for the plots\n",
        "title = ('Decision surface of linear SVC ')\n",
        "# Set-up grid for plotting.\n",
        "X0, X1 = X[:, 0], X[:, 1]\n",
        "xx, yy = make_meshgrid(X0, X1)\n",
        "\n",
        "plot_contours(ax, clf, xx, yy, cmap=plt.cm.coolwarm, alpha=0.8)\n",
        "ax.scatter(X0, X1, c=y, cmap=plt.cm.coolwarm, s=20, edgecolors='k')\n",
        "ax.set_ylabel('y label here')\n",
        "ax.set_xlabel('x label here')\n",
        "ax.set_xticks(())\n",
        "ax.set_yticks(())\n",
        "ax.set_title(title)\n",
        "ax.legend()\n",
        "plt.show()\n"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "No handles with labels found to put in legend.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "0wHWseObWA5_",
        "outputId": "d8aaa991-fb16-419f-fca4-2ef7df80460b"
      },
      "source": [
        "model = svm.SVC(kernel='poly', gamma=1, C=1, decision_function_shape='ovo')\n",
        "clf = model.fit(X, y)\n",
        "\n",
        "fig, ax = plt.subplots()\n",
        "# title for the plots\n",
        "title = ('Decision surface of poly SVC ')\n",
        "# Set-up grid for plotting.\n",
        "X0, X1 = X[:, 0], X[:, 1]\n",
        "xx, yy = make_meshgrid(X0, X1)\n",
        "\n",
        "plot_contours(ax, clf, xx, yy, cmap=plt.cm.coolwarm, alpha=0.8)\n",
        "ax.scatter(X0, X1, c=y, cmap=plt.cm.coolwarm, s=20, edgecolors='k')\n",
        "ax.set_ylabel('y label here')\n",
        "ax.set_xlabel('x label here')\n",
        "ax.set_xticks(())\n",
        "ax.set_yticks(())\n",
        "ax.set_title(title)\n",
        "ax.legend()\n",
        "plt.show()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "No handles with labels found to put in legend.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "2-uWrYt4WMvr",
        "outputId": "7340ed71-f7aa-4103-9235-d93f8f2e68c9"
      },
      "source": [
        "model = svm.SVC(kernel='rbf', gamma=1, C=1, decision_function_shape='ovo')\n",
        "clf = model.fit(X, y)\n",
        "\n",
        "fig, ax = plt.subplots()\n",
        "# title for the plots\n",
        "title = ('Decision surface of rbf SVC ')\n",
        "# Set-up grid for plotting.\n",
        "X0, X1 = X[:, 0], X[:, 1]\n",
        "xx, yy = make_meshgrid(X0, X1)\n",
        "\n",
        "plot_contours(ax, clf, xx, yy, cmap=plt.cm.coolwarm, alpha=0.8)\n",
        "ax.scatter(X0, X1, c=y, cmap=plt.cm.coolwarm, s=20, edgecolors='k')\n",
        "ax.set_ylabel('y label here')\n",
        "ax.set_xlabel('x label here')\n",
        "ax.set_xticks(())\n",
        "ax.set_yticks(())\n",
        "ax.set_title(title)\n",
        "ax.legend()\n",
        "plt.show()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "No handles with labels found to put in legend.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "Ls-5cSa7Wkyf",
        "outputId": "db34a7f4-276c-4d23-c444-02cd3f17dc66"
      },
      "source": [
        "model = svm.SVC(kernel='sigmoid')\n",
        "clf = model.fit(X, y)\n",
        "\n",
        "fig, ax = plt.subplots()\n",
        "# title for the plots\n",
        "title = ('Decision surface of sigmoid svc ')\n",
        "# Set-up grid for plotting.\n",
        "X0, X1 = X[:, 0], X[:, 1]\n",
        "xx, yy = make_meshgrid(X0, X1)\n",
        "\n",
        "plot_contours(ax, clf, xx, yy, cmap=plt.cm.coolwarm, alpha=0.8)\n",
        "ax.scatter(X0, X1, c=y, cmap=plt.cm.coolwarm, s=20, edgecolors='k')\n",
        "ax.set_ylabel('y label here')\n",
        "ax.set_xlabel('x label here')\n",
        "ax.set_xticks(())\n",
        "ax.set_yticks(())\n",
        "ax.set_title(title)\n",
        "ax.legend()\n",
        "plt.show()"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "No handles with labels found to put in legend.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}