Advanced_text_classification_spacy.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Advanced-text-classification-spacy.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "machine_shape": "hm"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/Utils/Colab_25GBRAM_GPU.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EdHVQrqyDB50",
        "colab_type": "text"
      },
      "source": [
        "# Memory Information"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E58HaeA6CsM9",
        "colab_type": "code",
        "outputId": "9d4f3694-2d47-4c70-aa85-695c91d57dc1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        }
      },
      "source": [
        "import psutil\n",
        "def get_size(bytes, suffix=\"B\"):\n",
        "    factor = 1024\n",
        "    for unit in [\"\", \"K\", \"M\", \"G\", \"T\", \"P\"]:\n",
        "        if bytes < factor:\n",
        "            return f\"{bytes:.2f}{unit}{suffix}\"\n",
        "        bytes /= factor\n",
        "print(\"=\"*40, \"Memory Information\", \"=\"*40)\n",
        "svmem = psutil.virtual_memory()\n",
        "print(f\"Total: {get_size(svmem.total)}\") ; print(f\"Available: {get_size(svmem.available)}\")\n",
        "print(f\"Used: {get_size(svmem.used)}\") ; print(f\"Percentage: {svmem.percent}%\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "======================================== Memory Information ========================================\n",
            "Total: 25.51GB\n",
            "Available: 24.54GB\n",
            "Used: 634.74MB\n",
            "Percentage: 3.8%\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FgVfBlvZDEja",
        "colab_type": "text"
      },
      "source": [
        "# GPU Information"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rxlkxvkrCyin",
        "colab_type": "code",
        "outputId": "84ba1115-d233-4871-cba0-2c7065dd9aa6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 306
        }
      },
      "source": [
        "! nvidia-smi"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Fri May 29 08:41:26 2020       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 440.82       Driver Version: 418.67       CUDA Version: 10.1     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla K80           Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   33C    P8    29W / 149W |      0MiB / 11441MiB |      0%      Default |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                       GPU Memory |\n",
            "|  GPU       PID   Type   Process name                             Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e8l10Bb17-z5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "7e730956-57ab-4797-d834-54a0933bb721"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive',force_remount=True)"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lZLPt_cR7-9U",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "45a4c342-cb02-40ee-8975-a3c8fd774e5a"
      },
      "source": [
        "!ls drive/My\\ Drive/ML-work/NLP/Advanced\\ text\\ classification\\ with\\ spacy/"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "explacy.py    __pycache__\t\t\t  Reviews.csv\t     score.png\n",
            "explacy.py.1  reddit-vectors-for-sense2vec-spacy  score_boolean.png\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jeFFJeiK7_Fa",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "a7986905-be28-49c1-c1d0-2ac05255109a"
      },
      "source": [
        "%cd drive/My\\ Drive/ML-work/NLP/Advanced\\ text\\ classification\\ with\\ spacy/"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/drive/My Drive/ML-work/NLP/Advanced text classification with spacy\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S71-oA-9R8BM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "b31a9323-68e6-4361-91f8-9d6efd4dd410"
      },
      "source": [
        "!apt-get --purge remove cuda nvidia* libnvidia-*\n",
        "!dpkg -l | grep cuda- | awk '{print $2}' | xargs -n1 dpkg --purge\n",
        "!apt-get remove cuda-*\n",
        "!apt autoremove\n",
        "!apt-get update"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "Note, selecting 'nvidia-325-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-346-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-driver-binary' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-331-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-304-updates-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-384-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-346-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-340-updates-uvm' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-common' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-331-updates-uvm' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-cg-toolkit' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-common-390' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-common-410' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-common-415' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-common-418' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-common-430' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-common-435' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-common-440' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-340-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-384-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-driver' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-367-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-modprobe' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-texture-tools' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-utils' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-387-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-current-diagnostic' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-legacy-340xx-vdpau-driver' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-349-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-304-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-310-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-331-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-352-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-legacy-304xx-vdpau-driver' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-vdpau-driver' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-346-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-331-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-utils-390' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-smi' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-361-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-313-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-legacy-340xx-kernel-dkms' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-334-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-utils-410' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-utils-415' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-utils-418' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-utils-430' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-utils-435' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-utils-440' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-331-uvm' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-prime' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-dkms-390' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-dkms' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-dkms-410' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-dkms-415' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-dkms-418' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-dkms-430' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-dkms-435' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-dkms-440' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-current-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-340-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-nsight' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-common' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-346-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-352-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-no-dkms-390' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-no-dkms-410' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-no-dkms-415' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-no-dkms-418' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-no-dkms-430' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-no-dkms-435' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-no-dkms-440' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-current-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-352-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-compute-utils-390' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-compute-utils-410' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-compute-utils-415' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-compute-utils-418' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-compute-utils-430' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-compute-utils-435' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-compute-utils-440' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-355-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-driver-libs-nonglvnd' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-375-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-current' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-profiler' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-375-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-driver-390' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-337-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-358-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-367-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-driver-410' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-driver-415' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-driver-418' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-driver-430' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-driver-435' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-driver-440' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-cuda-toolkit' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-legacy-304xx-driver' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-driver-libs' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-source' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-378-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-340-updates-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-319-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-304-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-331-updates-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-visual-profiler' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-persistenced' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-361-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-settings-binary' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-361-updates-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-304' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-331' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-340' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-346' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-352' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-361' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-367' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-375' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-384' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-352-updates-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-331-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-352-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-304-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-340-uvm' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-machine-learning-repo-ubuntu1804' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-390' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-legacy-340xx-driver' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-304-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-410' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-415' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-418' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-430' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-435' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-headless-440' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-cuda-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-cuda-doc' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-340-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-361-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-legacy-304xx-kernel-dkms' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-cg-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-cg-doc' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-340-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-libopencl1-361-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-381-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-304' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-331' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-340' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-346' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-352' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-361' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-367' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-375' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-cuda-gdb' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-304' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd-384' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-310' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-313' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-319' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-325' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-331' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-334' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-337' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-340' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-343' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-346' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-349' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-352' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-355' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-358' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-361' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-364' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-367' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-375' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-378' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-381' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-384' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-experimental-387' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-343-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-364-updates' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-304' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-310' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-313' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-319' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-325' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-331' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-334' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-337' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-340' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-343' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-346' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-349' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-352' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-355' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-358' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-source-390' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-361' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-364' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-367' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-375' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-378' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-381' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-384' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-387' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-dkms-kernel' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-390' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-source-410' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-source-415' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-source-418' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-346-updates-dev' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-source-430' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-source-435' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-kernel-source-440' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-settings' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-opencl-icd' for glob 'nvidia*'\n",
            "Note, selecting 'nvidia-settings' instead of 'nvidia-settings-binary'\n",
            "Package 'nvidia-libopencl1-dev' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1' is not installed, so not removed\n",
            "Package 'nvidia-vdpau-driver' is not installed, so not removed\n",
            "Package 'nvidia-legacy-340xx-vdpau-driver' is not installed, so not removed\n",
            "Package 'nvidia-390' is not installed, so not removed\n",
            "Package 'nvidia-driver' is not installed, so not removed\n",
            "Package 'nvidia-legacy-340xx-driver' is not installed, so not removed\n",
            "Package 'nvidia-legacy-304xx-driver' is not installed, so not removed\n",
            "Package 'nvidia-kernel-dkms' is not installed, so not removed\n",
            "Package 'nvidia-legacy-340xx-kernel-dkms' is not installed, so not removed\n",
            "Package 'nvidia-legacy-304xx-kernel-dkms' is not installed, so not removed\n",
            "Package 'nvidia' is not installed, so not removed\n",
            "Package 'nvidia-current-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-304' is not installed, so not removed\n",
            "Package 'nvidia-310' is not installed, so not removed\n",
            "Package 'nvidia-310-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-310' is not installed, so not removed\n",
            "Package 'nvidia-313' is not installed, so not removed\n",
            "Package 'nvidia-313-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-313' is not installed, so not removed\n",
            "Package 'nvidia-319' is not installed, so not removed\n",
            "Package 'nvidia-319-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-319' is not installed, so not removed\n",
            "Package 'nvidia-325' is not installed, so not removed\n",
            "Package 'nvidia-325-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-325' is not installed, so not removed\n",
            "Package 'nvidia-experimental-331' is not installed, so not removed\n",
            "Package 'nvidia-334' is not installed, so not removed\n",
            "Package 'nvidia-334-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-334' is not installed, so not removed\n",
            "Package 'nvidia-337' is not installed, so not removed\n",
            "Package 'nvidia-337-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-337' is not installed, so not removed\n",
            "Package 'nvidia-experimental-340' is not installed, so not removed\n",
            "Package 'nvidia-343' is not installed, so not removed\n",
            "Package 'nvidia-343-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-343' is not installed, so not removed\n",
            "Package 'nvidia-experimental-346' is not installed, so not removed\n",
            "Package 'nvidia-349' is not installed, so not removed\n",
            "Package 'nvidia-349-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-349' is not installed, so not removed\n",
            "Package 'nvidia-experimental-352' is not installed, so not removed\n",
            "Package 'nvidia-355' is not installed, so not removed\n",
            "Package 'nvidia-355-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-355' is not installed, so not removed\n",
            "Package 'nvidia-358' is not installed, so not removed\n",
            "Package 'nvidia-358-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-358' is not installed, so not removed\n",
            "Package 'nvidia-experimental-361' is not installed, so not removed\n",
            "Package 'nvidia-364' is not installed, so not removed\n",
            "Package 'nvidia-364-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-364' is not installed, so not removed\n",
            "Package 'nvidia-367-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-367' is not installed, so not removed\n",
            "Package 'nvidia-375-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-375' is not installed, so not removed\n",
            "Package 'nvidia-378' is not installed, so not removed\n",
            "Package 'nvidia-378-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-378' is not installed, so not removed\n",
            "Package 'nvidia-381' is not installed, so not removed\n",
            "Package 'nvidia-381-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-381' is not installed, so not removed\n",
            "Package 'nvidia-384-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-384' is not installed, so not removed\n",
            "Package 'nvidia-387' is not installed, so not removed\n",
            "Package 'nvidia-387-updates' is not installed, so not removed\n",
            "Package 'nvidia-experimental-387' is not installed, so not removed\n",
            "Note, selecting 'libnvtt-bin' instead of 'nvidia-texture-tools'\n",
            "Package 'nvidia-driver-libs' is not installed, so not removed\n",
            "Package 'nvidia-driver-libs-nonglvnd' is not installed, so not removed\n",
            "Package 'nvidia-legacy-304xx-vdpau-driver' is not installed, so not removed\n",
            "Note, selecting 'libnvidia-encode' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-compute-390' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-compute-410' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-compute-415' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-compute-418' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-compute-430' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-compute-435' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-compute-440' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-ml1' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-encode-390' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-encode-410' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-encode-415' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-encode-418' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-encode-430' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-encode-435' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-encode-440' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-gl-390' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-gl-410' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-gl-415' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-gl-418' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-gl-430' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-gl-435' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-gl-440' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-fbc1-390' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-decode-390' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-fbc1-410' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-fbc1-415' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-fbc1-418' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-fbc1-430' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-fbc1-435' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-fbc1-440' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-decode-410' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-decode-415' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-decode-418' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-decode-430' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-decode-435' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-decode-440' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-extra' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-cfg1-390' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-cfg1-410' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-cfg1-415' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-cfg1-418' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-cfg1-430' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-cfg1-435' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-cfg1-440' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-cfg1-any' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-diagnostic-410' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-diagnostic-418' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-gl' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-diagnostic' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-fbc1' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-ifr1-390' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-ifr1-410' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-ifr1-415' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-ifr1-418' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-ifr1-430' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-ifr1-435' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-ifr1-440' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-common' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-ifr1' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-decode' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-common-390' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-common-410' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-common-415' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-common-418' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-common-430' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-common-435' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-common-440' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-extra-440' for glob 'libnvidia-*'\n",
            "Note, selecting 'libnvidia-extra-440' instead of 'libnvidia-extra'\n",
            "Package 'nvidia-340-updates-uvm' is not installed, so not removed\n",
            "Package 'nvidia-346' is not installed, so not removed\n",
            "Package 'nvidia-346-dev' is not installed, so not removed\n",
            "Package 'nvidia-346-updates' is not installed, so not removed\n",
            "Package 'nvidia-346-updates-dev' is not installed, so not removed\n",
            "Package 'nvidia-352' is not installed, so not removed\n",
            "Package 'nvidia-352-dev' is not installed, so not removed\n",
            "Package 'nvidia-352-updates' is not installed, so not removed\n",
            "Package 'nvidia-352-updates-dev' is not installed, so not removed\n",
            "Package 'nvidia-361' is not installed, so not removed\n",
            "Package 'nvidia-361-dev' is not installed, so not removed\n",
            "Package 'nvidia-361-updates' is not installed, so not removed\n",
            "Package 'nvidia-361-updates-dev' is not installed, so not removed\n",
            "Package 'nvidia-367' is not installed, so not removed\n",
            "Package 'nvidia-367-dev' is not installed, so not removed\n",
            "Package 'nvidia-375' is not installed, so not removed\n",
            "Package 'nvidia-375-dev' is not installed, so not removed\n",
            "Package 'nvidia-cg-dev' is not installed, so not removed\n",
            "Package 'nvidia-cg-doc' is not installed, so not removed\n",
            "Package 'nvidia-cg-toolkit' is not installed, so not removed\n",
            "Package 'nvidia-cuda-dev' is not installed, so not removed\n",
            "Package 'nvidia-cuda-doc' is not installed, so not removed\n",
            "Package 'nvidia-cuda-gdb' is not installed, so not removed\n",
            "Package 'nvidia-cuda-toolkit' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-346' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-346-updates' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-352' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-352-updates' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-361' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-361-updates' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-367' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-375' is not installed, so not removed\n",
            "Package 'nvidia-nsight' is not installed, so not removed\n",
            "Package 'nvidia-opencl-dev' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-346' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-346-updates' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-352' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-352-updates' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-361' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-361-updates' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-367' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-375' is not installed, so not removed\n",
            "Package 'nvidia-profiler' is not installed, so not removed\n",
            "Package 'nvidia-visual-profiler' is not installed, so not removed\n",
            "Package 'libnvidia-cfg1-390' is not installed, so not removed\n",
            "Package 'libnvidia-cfg1-430' is not installed, so not removed\n",
            "Package 'libnvidia-cfg1-435' is not installed, so not removed\n",
            "Package 'libnvidia-common-390' is not installed, so not removed\n",
            "Package 'libnvidia-common-430' is not installed, so not removed\n",
            "Package 'libnvidia-common-435' is not installed, so not removed\n",
            "Package 'libnvidia-compute-390' is not installed, so not removed\n",
            "Package 'libnvidia-compute-430' is not installed, so not removed\n",
            "Package 'libnvidia-compute-435' is not installed, so not removed\n",
            "Package 'libnvidia-decode-390' is not installed, so not removed\n",
            "Package 'libnvidia-decode-430' is not installed, so not removed\n",
            "Package 'libnvidia-decode-435' is not installed, so not removed\n",
            "Package 'libnvidia-encode-390' is not installed, so not removed\n",
            "Package 'libnvidia-encode-430' is not installed, so not removed\n",
            "Package 'libnvidia-encode-435' is not installed, so not removed\n",
            "Package 'libnvidia-fbc1-390' is not installed, so not removed\n",
            "Package 'libnvidia-fbc1-430' is not installed, so not removed\n",
            "Package 'libnvidia-fbc1-435' is not installed, so not removed\n",
            "Package 'libnvidia-gl-390' is not installed, so not removed\n",
            "Package 'libnvidia-gl-430' is not installed, so not removed\n",
            "Package 'libnvidia-gl-435' is not installed, so not removed\n",
            "Package 'libnvidia-ifr1-390' is not installed, so not removed\n",
            "Package 'libnvidia-ifr1-430' is not installed, so not removed\n",
            "Package 'libnvidia-ifr1-435' is not installed, so not removed\n",
            "Package 'nvidia-331' is not installed, so not removed\n",
            "Package 'nvidia-331-dev' is not installed, so not removed\n",
            "Package 'nvidia-331-updates' is not installed, so not removed\n",
            "Package 'nvidia-331-updates-dev' is not installed, so not removed\n",
            "Package 'nvidia-331-updates-uvm' is not installed, so not removed\n",
            "Package 'nvidia-331-uvm' is not installed, so not removed\n",
            "Package 'nvidia-340' is not installed, so not removed\n",
            "Package 'nvidia-340-dev' is not installed, so not removed\n",
            "Package 'nvidia-340-updates' is not installed, so not removed\n",
            "Package 'nvidia-340-updates-dev' is not installed, so not removed\n",
            "Package 'nvidia-340-uvm' is not installed, so not removed\n",
            "Package 'nvidia-compute-utils-390' is not installed, so not removed\n",
            "Package 'nvidia-compute-utils-430' is not installed, so not removed\n",
            "Package 'nvidia-compute-utils-435' is not installed, so not removed\n",
            "Package 'nvidia-dkms-390' is not installed, so not removed\n",
            "Package 'nvidia-dkms-430' is not installed, so not removed\n",
            "Package 'nvidia-dkms-435' is not installed, so not removed\n",
            "Package 'nvidia-driver-390' is not installed, so not removed\n",
            "Package 'nvidia-driver-430' is not installed, so not removed\n",
            "Package 'nvidia-driver-435' is not installed, so not removed\n",
            "Package 'nvidia-headless-390' is not installed, so not removed\n",
            "Package 'nvidia-headless-430' is not installed, so not removed\n",
            "Package 'nvidia-headless-435' is not installed, so not removed\n",
            "Package 'nvidia-headless-no-dkms-390' is not installed, so not removed\n",
            "Package 'nvidia-headless-no-dkms-430' is not installed, so not removed\n",
            "Package 'nvidia-headless-no-dkms-435' is not installed, so not removed\n",
            "Package 'nvidia-kernel-common-390' is not installed, so not removed\n",
            "Package 'nvidia-kernel-common-430' is not installed, so not removed\n",
            "Package 'nvidia-kernel-common-435' is not installed, so not removed\n",
            "Package 'nvidia-kernel-source-390' is not installed, so not removed\n",
            "Package 'nvidia-kernel-source-430' is not installed, so not removed\n",
            "Package 'nvidia-kernel-source-435' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-340' is not installed, so not removed\n",
            "Package 'nvidia-utils-390' is not installed, so not removed\n",
            "Package 'nvidia-utils-430' is not installed, so not removed\n",
            "Package 'nvidia-utils-435' is not installed, so not removed\n",
            "Package 'nvidia-common' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-331' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-331-updates' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-340' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-340-updates' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-331' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-331-updates' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-340-updates' is not installed, so not removed\n",
            "Package 'cuda' is not installed, so not removed\n",
            "Package 'libnvidia-cfg1-410' is not installed, so not removed\n",
            "Package 'libnvidia-common-410' is not installed, so not removed\n",
            "Package 'libnvidia-compute-410' is not installed, so not removed\n",
            "Package 'libnvidia-decode-410' is not installed, so not removed\n",
            "Package 'libnvidia-diagnostic-410' is not installed, so not removed\n",
            "Package 'libnvidia-diagnostic-418' is not installed, so not removed\n",
            "Package 'libnvidia-encode-410' is not installed, so not removed\n",
            "Package 'libnvidia-fbc1-410' is not installed, so not removed\n",
            "Package 'libnvidia-gl-410' is not installed, so not removed\n",
            "Package 'libnvidia-ifr1-410' is not installed, so not removed\n",
            "Package 'nvidia-384-dev' is not installed, so not removed\n",
            "Package 'nvidia-384' is not installed, so not removed\n",
            "Package 'nvidia-compute-utils-410' is not installed, so not removed\n",
            "Package 'nvidia-dkms-410' is not installed, so not removed\n",
            "Package 'nvidia-driver-410' is not installed, so not removed\n",
            "Package 'nvidia-headless-410' is not installed, so not removed\n",
            "Package 'nvidia-headless-no-dkms-410' is not installed, so not removed\n",
            "Package 'nvidia-kernel-common-410' is not installed, so not removed\n",
            "Package 'nvidia-kernel-source-410' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-384' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-384' is not installed, so not removed\n",
            "Package 'nvidia-utils-410' is not installed, so not removed\n",
            "Package 'libnvidia-cfg1-415' is not installed, so not removed\n",
            "Package 'libnvidia-cfg1-418' is not installed, so not removed\n",
            "Package 'libnvidia-common-415' is not installed, so not removed\n",
            "Package 'libnvidia-common-418' is not installed, so not removed\n",
            "Package 'libnvidia-compute-415' is not installed, so not removed\n",
            "Package 'libnvidia-compute-418' is not installed, so not removed\n",
            "Package 'libnvidia-decode-415' is not installed, so not removed\n",
            "Package 'libnvidia-decode-418' is not installed, so not removed\n",
            "Package 'libnvidia-encode-415' is not installed, so not removed\n",
            "Package 'libnvidia-encode-418' is not installed, so not removed\n",
            "Package 'libnvidia-fbc1-415' is not installed, so not removed\n",
            "Package 'libnvidia-fbc1-418' is not installed, so not removed\n",
            "Package 'libnvidia-gl-415' is not installed, so not removed\n",
            "Package 'libnvidia-gl-418' is not installed, so not removed\n",
            "Package 'libnvidia-ifr1-415' is not installed, so not removed\n",
            "Package 'libnvidia-ifr1-418' is not installed, so not removed\n",
            "Package 'nvidia-304' is not installed, so not removed\n",
            "Package 'nvidia-304-dev' is not installed, so not removed\n",
            "Package 'nvidia-304-updates' is not installed, so not removed\n",
            "Package 'nvidia-304-updates-dev' is not installed, so not removed\n",
            "Package 'nvidia-compute-utils-415' is not installed, so not removed\n",
            "Package 'nvidia-compute-utils-418' is not installed, so not removed\n",
            "Package 'nvidia-current' is not installed, so not removed\n",
            "Package 'nvidia-current-dev' is not installed, so not removed\n",
            "Package 'nvidia-dkms-415' is not installed, so not removed\n",
            "Package 'nvidia-dkms-418' is not installed, so not removed\n",
            "Package 'nvidia-driver-415' is not installed, so not removed\n",
            "Package 'nvidia-driver-418' is not installed, so not removed\n",
            "Package 'nvidia-headless-415' is not installed, so not removed\n",
            "Package 'nvidia-headless-418' is not installed, so not removed\n",
            "Package 'nvidia-headless-440' is not installed, so not removed\n",
            "Package 'nvidia-headless-no-dkms-415' is not installed, so not removed\n",
            "Package 'nvidia-headless-no-dkms-418' is not installed, so not removed\n",
            "Package 'nvidia-headless-no-dkms-440' is not installed, so not removed\n",
            "Package 'nvidia-kernel-common-415' is not installed, so not removed\n",
            "Package 'nvidia-kernel-common-418' is not installed, so not removed\n",
            "Package 'nvidia-kernel-source-415' is not installed, so not removed\n",
            "Package 'nvidia-kernel-source-418' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-304' is not installed, so not removed\n",
            "Package 'nvidia-libopencl1-304-updates' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-304' is not installed, so not removed\n",
            "Package 'nvidia-opencl-icd-304-updates' is not installed, so not removed\n",
            "Package 'nvidia-utils-415' is not installed, so not removed\n",
            "Package 'nvidia-utils-418' is not installed, so not removed\n",
            "Package 'nvidia-machine-learning-repo-ubuntu1804' is not installed, so not removed\n",
            "The following packages were automatically installed and are no longer required:\n",
            "  cuda-command-line-tools-10-0 cuda-compiler-10-0 cuda-cuobjdump-10-0\n",
            "  cuda-cupti-10-0 cuda-documentation-10-0 cuda-gdb-10-0\n",
            "  cuda-gpu-library-advisor-10-0 cuda-libraries-10-0 cuda-memcheck-10-0\n",
            "  cuda-nsight-10-0 cuda-nsight-compute-10-0 cuda-nvcc-10-0 cuda-nvdisasm-10-0\n",
            "  cuda-nvml-dev-10-0 cuda-nvprof-10-0 cuda-nvprune-10-0 cuda-nvtx-10-0\n",
            "  cuda-nvvp-10-0 cuda-samples-10-0 cuda-toolkit-10-0 cuda-tools-10-0\n",
            "  cuda-visual-tools-10-0 default-jre dkms dmsetup fonts-dejavu-extra freeglut3\n",
            "  freeglut3-dev keyboard-configuration libargon2-0 libatk-wrapper-java\n",
            "  libatk-wrapper-java-jni libcap2 libcryptsetup12 libdevmapper1.02.1\n",
            "  libgail-common libgail18 libgtk2.0-0 libgtk2.0-bin libgtk2.0-common libidn11\n",
            "  libip4tc0 libjansson4 libnss-systemd libpam-systemd libpolkit-agent-1-0\n",
            "  libpolkit-backend-1-0 libpolkit-gobject-1-0 libxfont2 libxi-dev libxkbfile1\n",
            "  libxmu-dev libxmu-headers libxnvctrl0 networkd-dispatcher openjdk-11-jre\n",
            "  policykit-1 policykit-1-gnome python3-xkit screen-resolution-extra systemd\n",
            "  systemd-sysv udev x11-xkb-utils xfonts-base xfonts-encodings xfonts-utils\n",
            "  xserver-common xserver-xorg-core-hwe-18.04\n",
            "Use 'apt autoremove' to remove them.\n",
            "The following packages will be REMOVED:\n",
            "  cuda-10-0* cuda-demo-suite-10-0* cuda-drivers* cuda-runtime-10-0*\n",
            "  libnvidia-cfg1-440* libnvidia-common-440* libnvidia-compute-440*\n",
            "  libnvidia-decode-440* libnvidia-encode-440* libnvidia-extra-440*\n",
            "  libnvidia-fbc1-440* libnvidia-gl-440* libnvidia-ifr1-440*\n",
            "  nvidia-compute-utils-440* nvidia-dkms-440* nvidia-driver-440*\n",
            "  nvidia-kernel-common-440* nvidia-kernel-source-440* nvidia-modprobe*\n",
            "  nvidia-prime* nvidia-settings* nvidia-utils-440*\n",
            "  xserver-xorg-video-nvidia-440*\n",
            "0 upgraded, 0 newly installed, 23 to remove and 39 not upgraded.\n",
            "After this operation, 382 MB disk space will be freed.\n",
            "(Reading database ... 134464 files and directories currently installed.)\n",
            "Removing cuda-10-0 (10.0.130-1) ...\n",
            "Removing cuda-demo-suite-10-0 (10.0.130-1) ...\n",
            "Removing cuda-runtime-10-0 (10.0.130-1) ...\n",
            "Removing cuda-drivers (440.64.00-1) ...\n",
            "Removing nvidia-driver-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing xserver-xorg-video-nvidia-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing libnvidia-cfg1-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing libnvidia-ifr1-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing libnvidia-gl-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing libnvidia-common-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing libnvidia-encode-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing libnvidia-decode-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing nvidia-utils-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing libnvidia-extra-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing libnvidia-fbc1-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing nvidia-compute-utils-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "System has not been booted with systemd as init system (PID 1). Can't operate.\n",
            "Removing nvidia-dkms-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing all DKMS Modules\n",
            "Done.\n",
            "Removing nvidia-kernel-common-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing nvidia-kernel-source-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Removing nvidia-modprobe (440.64.00-0ubuntu1) ...\n",
            "Removing nvidia-prime (0.8.8.2) ...\n",
            "Removing nvidia-settings (440.64.00-0ubuntu1) ...\n",
            "Removing libnvidia-compute-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.6/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "Processing triggers for mime-support (3.60ubuntu1) ...\n",
            "(Reading database ... 133829 files and directories currently installed.)\n",
            "Purging configuration files for nvidia-prime (0.8.8.2) ...\n",
            "Purging configuration files for libnvidia-compute-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Purging configuration files for nvidia-dkms-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Purging configuration files for nvidia-settings (440.64.00-0ubuntu1) ...\n",
            "Purging configuration files for nvidia-kernel-common-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Purging configuration files for nvidia-compute-utils-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-command-line-tools-10-0:\n",
            " cuda-tools-10-0 depends on cuda-command-line-tools-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-command-line-tools-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-command-line-tools-10-0\n",
            "(Reading database ... 133825 files and directories currently installed.)\n",
            "Removing cuda-command-line-tools-10-1 (10.1.243-1) ...\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-compiler-10-0:\n",
            " cuda-toolkit-10-0 depends on cuda-compiler-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-compiler-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-compiler-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cublas-10-0:\n",
            " cuda-libraries-10-0 depends on cuda-cublas-10-0 (>= 10.0.130).\n",
            " cuda-cublas-dev-10-0 depends on cuda-cublas-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cublas-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cublas-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cublas-dev-10-0:\n",
            " cuda-visual-tools-10-0 depends on cuda-cublas-dev-10-0 (>= 10.0.130).\n",
            " cuda-samples-10-0 depends on cuda-cublas-dev-10-0.\n",
            " cuda-libraries-dev-10-0 depends on cuda-cublas-dev-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cublas-dev-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cublas-dev-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cudart-10-0:\n",
            " cuda-cudart-dev-10-0 depends on cuda-cudart-10-0 (>= 10.0.130).\n",
            " cuda-libraries-10-0 depends on cuda-cudart-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cudart-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cudart-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cudart-10-1:\n",
            " cuda-cudart-dev-10-1 depends on cuda-cudart-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cudart-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cudart-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cudart-dev-10-0:\n",
            " cuda-visual-tools-10-0 depends on cuda-cudart-dev-10-0 (>= 10.0.130).\n",
            " cuda-cupti-10-0 depends on cuda-cudart-dev-10-0 (>= 10.0.130).\n",
            " cuda-samples-10-0 depends on cuda-cudart-dev-10-0.\n",
            " cuda-libraries-dev-10-0 depends on cuda-cudart-dev-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cudart-dev-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cudart-dev-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cudart-dev-10-1:\n",
            " cuda-libraries-dev-10-1 depends on cuda-cudart-dev-10-1 (>= 10.1.243).\n",
            " cuda-cupti-10-1 depends on cuda-cudart-dev-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cudart-dev-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cudart-dev-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cufft-10-0:\n",
            " cuda-libraries-10-0 depends on cuda-cufft-10-0 (>= 10.0.130).\n",
            " cuda-cufft-dev-10-0 depends on cuda-cufft-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cufft-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cufft-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cufft-10-1:\n",
            " cuda-cufft-dev-10-1 depends on cuda-cufft-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cufft-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cufft-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cufft-dev-10-0:\n",
            " cuda-visual-tools-10-0 depends on cuda-cufft-dev-10-0 (>= 10.0.130).\n",
            " cuda-samples-10-0 depends on cuda-cufft-dev-10-0.\n",
            " cuda-libraries-dev-10-0 depends on cuda-cufft-dev-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cufft-dev-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cufft-dev-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cufft-dev-10-1:\n",
            " cuda-libraries-dev-10-1 depends on cuda-cufft-dev-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cufft-dev-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cufft-dev-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cuobjdump-10-0:\n",
            " cuda-compiler-10-0 depends on cuda-cuobjdump-10-0 (>= 10.0.130).\n",
            " cuda-gdb-10-0 depends on cuda-cuobjdump-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cuobjdump-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cuobjdump-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cuobjdump-10-1:\n",
            " cuda-gdb-10-1 depends on cuda-cuobjdump-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cuobjdump-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cuobjdump-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cupti-10-0:\n",
            " cuda-command-line-tools-10-0 depends on cuda-cupti-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cupti-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cupti-10-0\n",
            "(Reading database ... 133813 files and directories currently installed.)\n",
            "Removing cuda-cupti-10-1 (10.1.243-1) ...\n",
            "Purging configuration files for cuda-cupti-10-1 (10.1.243-1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.6/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-curand-10-0:\n",
            " cuda-curand-dev-10-0 depends on cuda-curand-10-0 (>= 10.0.130).\n",
            " cuda-libraries-10-0 depends on cuda-curand-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-curand-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-curand-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-curand-10-1:\n",
            " cuda-curand-dev-10-1 depends on cuda-curand-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-curand-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-curand-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-curand-dev-10-0:\n",
            " cuda-visual-tools-10-0 depends on cuda-curand-dev-10-0 (>= 10.0.130).\n",
            " cuda-samples-10-0 depends on cuda-curand-dev-10-0.\n",
            " cuda-libraries-dev-10-0 depends on cuda-curand-dev-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-curand-dev-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-curand-dev-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-curand-dev-10-1:\n",
            " cuda-libraries-dev-10-1 depends on cuda-curand-dev-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-curand-dev-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-curand-dev-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cusolver-10-0:\n",
            " cuda-cusolver-dev-10-0 depends on cuda-cusolver-10-0 (>= 10.0.130).\n",
            " cuda-libraries-10-0 depends on cuda-cusolver-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cusolver-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cusolver-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cusolver-10-1:\n",
            " cuda-cusolver-dev-10-1 depends on cuda-cusolver-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cusolver-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cusolver-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cusolver-dev-10-0:\n",
            " cuda-visual-tools-10-0 depends on cuda-cusolver-dev-10-0 (>= 10.0.130).\n",
            " cuda-samples-10-0 depends on cuda-cusolver-dev-10-0.\n",
            " cuda-libraries-dev-10-0 depends on cuda-cusolver-dev-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cusolver-dev-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cusolver-dev-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cusolver-dev-10-1:\n",
            " cuda-libraries-dev-10-1 depends on cuda-cusolver-dev-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cusolver-dev-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cusolver-dev-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cusparse-10-0:\n",
            " cuda-cusparse-dev-10-0 depends on cuda-cusparse-10-0 (>= 10.0.130).\n",
            " cuda-libraries-10-0 depends on cuda-cusparse-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cusparse-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cusparse-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cusparse-10-1:\n",
            " cuda-cusparse-dev-10-1 depends on cuda-cusparse-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cusparse-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cusparse-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cusparse-dev-10-0:\n",
            " cuda-visual-tools-10-0 depends on cuda-cusparse-dev-10-0 (>= 10.0.130).\n",
            " cuda-samples-10-0 depends on cuda-cusparse-dev-10-0.\n",
            " cuda-libraries-dev-10-0 depends on cuda-cusparse-dev-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cusparse-dev-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cusparse-dev-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-cusparse-dev-10-1:\n",
            " cuda-libraries-dev-10-1 depends on cuda-cusparse-dev-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-cusparse-dev-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-cusparse-dev-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-documentation-10-0:\n",
            " cuda-toolkit-10-0 depends on cuda-documentation-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-documentation-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-documentation-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-driver-dev-10-0:\n",
            " cuda-cudart-dev-10-0 depends on cuda-driver-dev-10-0 (>= 10.0.130).\n",
            " cuda-visual-tools-10-0 depends on cuda-driver-dev-10-0 (>= 10.0.130).\n",
            " cuda-samples-10-0 depends on cuda-driver-dev-10-0.\n",
            " cuda-libraries-dev-10-0 depends on cuda-driver-dev-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-driver-dev-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-driver-dev-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-driver-dev-10-1:\n",
            " cuda-libraries-dev-10-1 depends on cuda-driver-dev-10-1 (>= 10.1.243).\n",
            " cuda-cudart-dev-10-1 depends on cuda-driver-dev-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-driver-dev-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-driver-dev-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-gdb-10-0:\n",
            " cuda-command-line-tools-10-0 depends on cuda-gdb-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-gdb-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-gdb-10-0\n",
            "(Reading database ... 133433 files and directories currently installed.)\n",
            "Removing cuda-gdb-10-1 (10.1.243-1) ...\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-gpu-library-advisor-10-0:\n",
            " cuda-command-line-tools-10-0 depends on cuda-gpu-library-advisor-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-gpu-library-advisor-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-gpu-library-advisor-10-0\n",
            "(Reading database ... 133370 files and directories currently installed.)\n",
            "Removing cuda-gpu-library-advisor-10-1 (10.1.243-1) ...\n",
            "(Reading database ... 133366 files and directories currently installed.)\n",
            "Removing cuda-libraries-10-0 (10.0.130-1) ...\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-libraries-dev-10-0:\n",
            " cuda-toolkit-10-0 depends on cuda-libraries-dev-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-libraries-dev-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-libraries-dev-10-0\n",
            "(Reading database ... 133363 files and directories currently installed.)\n",
            "Removing cuda-libraries-dev-10-1 (10.1.243-1) ...\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-license-10-0:\n",
            " cuda-cusolver-dev-10-0 depends on cuda-license-10-0.\n",
            " cuda-cusparse-dev-10-0 depends on cuda-license-10-0.\n",
            " cuda-curand-dev-10-0 depends on cuda-license-10-0.\n",
            " cuda-nvtx-10-0 depends on cuda-license-10-0.\n",
            " cuda-nvrtc-10-0 depends on cuda-license-10-0.\n",
            " cuda-nvprof-10-0 depends on cuda-license-10-0.\n",
            " cuda-nvcc-10-0 depends on cuda-license-10-0.\n",
            " cuda-nvml-dev-10-0 depends on cuda-license-10-0.\n",
            " cuda-nvdisasm-10-0 depends on cuda-license-10-0.\n",
            " cuda-nsight-10-0 depends on cuda-license-10-0.\n",
            " cuda-compiler-10-0 depends on cuda-license-10-0 (>= 10.0.130).\n",
            " cuda-documentation-10-0 depends on cuda-license-10-0.\n",
            " cuda-npp-dev-10-0 depends on cuda-license-10-0.\n",
            " cuda-nvrtc-dev-10-0 depends on cuda-license-10-0.\n",
            " cuda-memcheck-10-0 depends on cuda-license-10-0.\n",
            " cuda-cudart-dev-10-0 depends on cuda-license-10-0.\n",
            " cuda-toolkit-10-0 depends on cuda-license-10-0 (>= 10.0.130).\n",
            " cuda-nvgraph-dev-10-0 depends on cuda-license-10-0.\n",
            " cuda-cublas-10-0 depends on cuda-license-10-0.\n",
            " cuda-gpu-library-advisor-10-0 depends on cuda-license-10-0.\n",
            " cuda-driver-dev-10-0 depends on cuda-license-10-0.\n",
            " cuda-curand-10-0 depends on cuda-license-10-0.\n",
            " cuda-nvvp-10-0 depends on cuda-license-10-0.\n",
            " cuda-misc-headers-10-0 depends on cuda-license-10-0.\n",
            " cuda-cusolver-10-0 depends on cuda-license-10-0.\n",
            " cuda-cufft-dev-10-0 depends on cuda-license-10-0.\n",
            " cuda-npp-10-0 depends on cuda-license-10-0.\n",
            " cuda-cudart-10-0 depends on cuda-license-10-0.\n",
            " cuda-cupti-10-0 depends on cuda-license-10-0.\n",
            " cuda-nsight-compute-10-0 depends on cuda-license-10-0.\n",
            " cuda-cufft-10-0 depends on cuda-license-10-0.\n",
            " cuda-nvjpeg-dev-10-0 depends on cuda-license-10-0.\n",
            " cuda-gdb-10-0 depends on cuda-license-10-0.\n",
            " cuda-nvjpeg-10-0 depends on cuda-license-10-0.\n",
            " cuda-cuobjdump-10-0 depends on cuda-license-10-0.\n",
            " cuda-cusparse-10-0 depends on cuda-license-10-0.\n",
            " cuda-tools-10-0 depends on cuda-license-10-0 (>= 10.0.130).\n",
            " cuda-libraries-dev-10-0 depends on cuda-license-10-0 (>= 10.0.130).\n",
            " cuda-cublas-dev-10-0 depends on cuda-license-10-0.\n",
            " cuda-nvprune-10-0 depends on cuda-license-10-0.\n",
            " cuda-nvgraph-10-0 depends on cuda-license-10-0.\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-license-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-license-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-license-10-1:\n",
            " cuda-nvgraph-dev-10-1 depends on cuda-license-10-1.\n",
            " cuda-cuobjdump-10-1 depends on cuda-license-10-1.\n",
            " cuda-driver-dev-10-1 depends on cuda-license-10-1.\n",
            " cuda-cusolver-dev-10-1 depends on cuda-license-10-1.\n",
            " cuda-cufft-dev-10-1 depends on cuda-license-10-1.\n",
            " cuda-npp-10-1 depends on cuda-license-10-1.\n",
            " libcublas-dev depends on cuda-license-10-1.\n",
            " cuda-curand-dev-10-1 depends on cuda-license-10-1.\n",
            " libcublas10 depends on cuda-license-10-1.\n",
            " cuda-nvrtc-10-1 depends on cuda-license-10-1.\n",
            " cuda-nvprof-10-1 depends on cuda-license-10-1.\n",
            " cuda-cufft-10-1 depends on cuda-license-10-1.\n",
            " cuda-nvjpeg-dev-10-1 depends on cuda-license-10-1.\n",
            " cuda-sanitizer-api-10-1 depends on cuda-license-10-1.\n",
            " cuda-nvml-dev-10-1 depends on cuda-license-10-1.\n",
            " cuda-nvdisasm-10-1 depends on cuda-license-10-1.\n",
            " cuda-nvjpeg-10-1 depends on cuda-license-10-1.\n",
            " cuda-cusparse-10-1 depends on cuda-license-10-1.\n",
            " cuda-nvrtc-dev-10-1 depends on cuda-license-10-1.\n",
            " cuda-cudart-dev-10-1 depends on cuda-license-10-1.\n",
            " cuda-memcheck-10-1 depends on cuda-license-10-1.\n",
            " cuda-nvgraph-10-1 depends on cuda-license-10-1.\n",
            " cuda-cusparse-dev-10-1 depends on cuda-license-10-1.\n",
            " cuda-curand-10-1 depends on cuda-license-10-1.\n",
            " cuda-nvtx-10-1 depends on cuda-license-10-1.\n",
            " cuda-misc-headers-10-1 depends on cuda-license-10-1.\n",
            " cuda-cusolver-10-1 depends on cuda-license-10-1.\n",
            " cuda-nvcc-10-1 depends on cuda-license-10-1.\n",
            " cuda-npp-dev-10-1 depends on cuda-license-10-1.\n",
            " cuda-cudart-10-1 depends on cuda-license-10-1.\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-license-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-license-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-memcheck-10-0:\n",
            " cuda-command-line-tools-10-0 depends on cuda-memcheck-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-memcheck-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-memcheck-10-0\n",
            "(Reading database ... 133360 files and directories currently installed.)\n",
            "Removing cuda-memcheck-10-1 (10.1.243-1) ...\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-misc-headers-10-0:\n",
            " cuda-nvcc-10-0 depends on cuda-misc-headers-10-0 (>= 10.0.130).\n",
            " cuda-libraries-dev-10-0 depends on cuda-misc-headers-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-misc-headers-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-misc-headers-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-misc-headers-10-1:\n",
            " cuda-nvcc-10-1 depends on cuda-misc-headers-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-misc-headers-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-misc-headers-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-npp-10-0:\n",
            " cuda-npp-dev-10-0 depends on cuda-npp-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-npp-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-npp-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-npp-10-1:\n",
            " cuda-npp-dev-10-1 depends on cuda-npp-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-npp-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-npp-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-npp-dev-10-0:\n",
            " cuda-visual-tools-10-0 depends on cuda-npp-dev-10-0 (>= 10.0.130).\n",
            " cuda-samples-10-0 depends on cuda-npp-dev-10-0.\n",
            " cuda-libraries-dev-10-0 depends on cuda-npp-dev-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-npp-dev-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-npp-dev-10-0\n",
            "(Reading database ... 133356 files and directories currently installed.)\n",
            "Removing cuda-npp-dev-10-1 (10.1.243-1) ...\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nsight-10-0:\n",
            " cuda-visual-tools-10-0 depends on cuda-nsight-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nsight-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nsight-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nsight-compute-10-0:\n",
            " cuda-visual-tools-10-0 depends on cuda-nsight-compute-10-0.\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nsight-compute-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nsight-compute-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvcc-10-0:\n",
            " cuda-compiler-10-0 depends on cuda-nvcc-10-0 (>= 10.0.130).\n",
            " cuda-cupti-10-0 depends on cuda-nvcc-10-0 (>= 10.0.130).\n",
            " cuda-samples-10-0 depends on cuda-nvcc-10-0.\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvcc-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvcc-10-0\n",
            "(Reading database ... 133281 files and directories currently installed.)\n",
            "Removing cuda-nvcc-10-1 (10.1.243-1) ...\n",
            "Purging configuration files for cuda-nvcc-10-1 (10.1.243-1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.6/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvdisasm-10-0:\n",
            " cuda-command-line-tools-10-0 depends on cuda-nvdisasm-10-0 (>= 10.0.130).\n",
            " cuda-gdb-10-0 depends on cuda-nvdisasm-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvdisasm-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvdisasm-10-0\n",
            "(Reading database ... 133214 files and directories currently installed.)\n",
            "Removing cuda-nvdisasm-10-1 (10.1.243-1) ...\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvgraph-10-0:\n",
            " cuda-nvgraph-dev-10-0 depends on cuda-nvgraph-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvgraph-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvgraph-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvgraph-10-1:\n",
            " cuda-nvgraph-dev-10-1 depends on cuda-nvgraph-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvgraph-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvgraph-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvgraph-dev-10-0:\n",
            " cuda-visual-tools-10-0 depends on cuda-nvgraph-dev-10-0 (>= 10.0.130).\n",
            " cuda-samples-10-0 depends on cuda-nvgraph-dev-10-0.\n",
            " cuda-libraries-dev-10-0 depends on cuda-nvgraph-dev-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvgraph-dev-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvgraph-dev-10-0\n",
            "(Reading database ... 133210 files and directories currently installed.)\n",
            "Removing cuda-nvgraph-dev-10-1 (10.1.243-1) ...\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvjpeg-10-0:\n",
            " cuda-nvjpeg-dev-10-0 depends on cuda-nvjpeg-10-0 (>= 10.0.130.1).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvjpeg-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvjpeg-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvjpeg-10-1:\n",
            " cuda-nvjpeg-dev-10-1 depends on cuda-nvjpeg-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvjpeg-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvjpeg-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvjpeg-dev-10-0:\n",
            " cuda-visual-tools-10-0 depends on cuda-nvjpeg-dev-10-0 (>= 10.0.130).\n",
            " cuda-libraries-dev-10-0 depends on cuda-nvjpeg-dev-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvjpeg-dev-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvjpeg-dev-10-0\n",
            "(Reading database ... 133202 files and directories currently installed.)\n",
            "Removing cuda-nvjpeg-dev-10-1 (10.1.243-1) ...\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvml-dev-10-0:\n",
            " cuda-toolkit-10-0 depends on cuda-nvml-dev-10-0 (>= 10.0.130).\n",
            " cuda-visual-tools-10-0 depends on cuda-nvml-dev-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvml-dev-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvml-dev-10-0\n",
            "(Reading database ... 133194 files and directories currently installed.)\n",
            "Removing cuda-nvml-dev-10-1 (10.1.243-1) ...\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvprof-10-0:\n",
            " cuda-command-line-tools-10-0 depends on cuda-nvprof-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvprof-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvprof-10-0\n",
            "(Reading database ... 133182 files and directories currently installed.)\n",
            "Removing cuda-nvprof-10-1 (10.1.243-1) ...\n",
            "Purging configuration files for cuda-nvprof-10-1 (10.1.243-1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.6/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvprune-10-0:\n",
            " cuda-compiler-10-0 depends on cuda-nvprune-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvprune-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvprune-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvrtc-10-0:\n",
            " cuda-nvrtc-dev-10-0 depends on cuda-nvrtc-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvrtc-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvrtc-10-0\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvrtc-10-1:\n",
            " cuda-nvrtc-dev-10-1 depends on cuda-nvrtc-10-1 (>= 10.1.243).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvrtc-10-1 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvrtc-10-1\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvrtc-dev-10-0:\n",
            " cuda-visual-tools-10-0 depends on cuda-nvrtc-dev-10-0 (>= 10.0.130).\n",
            " cuda-samples-10-0 depends on cuda-nvrtc-dev-10-0.\n",
            " cuda-libraries-dev-10-0 depends on cuda-nvrtc-dev-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvrtc-dev-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvrtc-dev-10-0\n",
            "(Reading database ... 133170 files and directories currently installed.)\n",
            "Removing cuda-nvrtc-dev-10-1 (10.1.243-1) ...\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvtx-10-0:\n",
            " cuda-command-line-tools-10-0 depends on cuda-nvtx-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvtx-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvtx-10-0\n",
            "(Reading database ... 133163 files and directories currently installed.)\n",
            "Removing cuda-nvtx-10-1 (10.1.243-1) ...\n",
            "Purging configuration files for cuda-nvtx-10-1 (10.1.243-1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.6/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-nvvp-10-0:\n",
            " cuda-visual-tools-10-0 depends on cuda-nvvp-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-nvvp-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-nvvp-10-0\n",
            "(Reading database ... 133133 files and directories currently installed.)\n",
            "Removing cuda-repo-ubuntu1804 (10.0.130-1) ...\n",
            "Purging configuration files for cuda-repo-ubuntu1804 (10.0.130-1) ...\n",
            "\u001b[1mdpkg:\u001b[0m dependency problems prevent removal of cuda-samples-10-0:\n",
            " cuda-documentation-10-0 depends on cuda-samples-10-0.\n",
            " cuda-toolkit-10-0 depends on cuda-samples-10-0 (>= 10.0.130).\n",
            "\n",
            "\u001b[1mdpkg:\u001b[0m error processing package cuda-samples-10-0 (--purge):\n",
            " dependency problems - not removing\n",
            "Errors were encountered while processing:\n",
            " cuda-samples-10-0\n",
            "(Reading database ... 133130 files and directories currently installed.)\n",
            "Removing cuda-sanitizer-api-10-1 (10.1.243-1) ...\n",
            "Purging configuration files for cuda-sanitizer-api-10-1 (10.1.243-1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.6/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "(Reading database ... 132963 files and directories currently installed.)\n",
            "Removing cuda-toolkit-10-0 (10.0.130-1) ...\n",
            "Purging configuration files for cuda-toolkit-10-0 (10.0.130-1) ...\n",
            "(Reading database ... 132960 files and directories currently installed.)\n",
            "Removing cuda-tools-10-0 (10.0.130-1) ...\n",
            "(Reading database ... 132957 files and directories currently installed.)\n",
            "Removing cuda-visual-tools-10-0 (10.0.130-1) ...\n",
            "Purging configuration files for cuda-visual-tools-10-0 (10.0.130-1) ...\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "E: Unable to locate package cuda-repo-ubuntu1604-8-0-local-ga2_8.0.61-1_amd64-deb\n",
            "E: Couldn't find any package by glob 'cuda-repo-ubuntu1604-8-0-local-ga2_8.0.61-1_amd64-deb'\n",
            "E: Couldn't find any package by regex 'cuda-repo-ubuntu1604-8-0-local-ga2_8.0.61-1_amd64-deb'\n",
            "E: Unable to locate package cuda-repo-ubuntu1804_10.0.130-1_amd64.deb\n",
            "E: Couldn't find any package by glob 'cuda-repo-ubuntu1804_10.0.130-1_amd64.deb'\n",
            "E: Couldn't find any package by regex 'cuda-repo-ubuntu1804_10.0.130-1_amd64.deb'\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following packages will be REMOVED:\n",
            "  cuda-command-line-tools-10-0 cuda-compiler-10-0 cuda-cudart-dev-10-1\n",
            "  cuda-cufft-10-1 cuda-cufft-dev-10-1 cuda-cuobjdump-10-0 cuda-cuobjdump-10-1\n",
            "  cuda-cupti-10-0 cuda-curand-10-1 cuda-curand-dev-10-1 cuda-cusolver-10-1\n",
            "  cuda-cusolver-dev-10-1 cuda-cusparse-10-1 cuda-cusparse-dev-10-1\n",
            "  cuda-documentation-10-0 cuda-driver-dev-10-1 cuda-gdb-10-0\n",
            "  cuda-gpu-library-advisor-10-0 cuda-memcheck-10-0 cuda-misc-headers-10-1\n",
            "  cuda-npp-10-1 cuda-nsight-10-0 cuda-nsight-compute-10-0 cuda-nvcc-10-0\n",
            "  cuda-nvdisasm-10-0 cuda-nvgraph-10-1 cuda-nvjpeg-10-1 cuda-nvml-dev-10-0\n",
            "  cuda-nvprof-10-0 cuda-nvprune-10-0 cuda-nvrtc-10-1 cuda-nvtx-10-0\n",
            "  cuda-nvvp-10-0 cuda-samples-10-0 default-jre dkms dmsetup fonts-dejavu-extra\n",
            "  freeglut3 freeglut3-dev keyboard-configuration libargon2-0\n",
            "  libatk-wrapper-java libatk-wrapper-java-jni libcap2 libcryptsetup12\n",
            "  libdevmapper1.02.1 libgail-common libgail18 libgtk2.0-0 libgtk2.0-bin\n",
            "  libgtk2.0-common libidn11 libip4tc0 libjansson4 libnss-systemd\n",
            "  libpam-systemd libpolkit-agent-1-0 libpolkit-backend-1-0\n",
            "  libpolkit-gobject-1-0 libxfont2 libxi-dev libxkbfile1 libxmu-dev\n",
            "  libxmu-headers libxnvctrl0 networkd-dispatcher openjdk-11-jre policykit-1\n",
            "  policykit-1-gnome python3-xkit screen-resolution-extra systemd systemd-sysv\n",
            "  udev x11-xkb-utils xfonts-base xfonts-encodings xfonts-utils xserver-common\n",
            "  xserver-xorg-core-hwe-18.04\n",
            "0 upgraded, 0 newly installed, 81 to remove and 36 not upgraded.\n",
            "After this operation, 2,690 MB disk space will be freed.\n",
            "(Reading database ... 130124 files and directories currently installed.)\n",
            "Removing cuda-command-line-tools-10-0 (10.0.130-1) ...\n",
            "Removing cuda-compiler-10-0 (10.0.130-1) ...\n",
            "Removing cuda-cudart-dev-10-1 (10.1.243-1) ...\n",
            "Removing cuda-cufft-dev-10-1 (10.1.243-1) ...\n",
            "Removing cuda-cufft-10-1 (10.1.243-1) ...\n",
            "Removing cuda-gdb-10-0 (10.0.130-1) ...\n",
            "Removing cuda-cuobjdump-10-0 (10.0.130-1) ...\n",
            "Removing cuda-cuobjdump-10-1 (10.1.243-1) ...\n",
            "Removing cuda-cupti-10-0 (10.0.130-1) ...\n",
            "Removing cuda-curand-dev-10-1 (10.1.243-1) ...\n",
            "Removing cuda-curand-10-1 (10.1.243-1) ...\n",
            "Removing cuda-cusolver-dev-10-1 (10.1.243-1) ...\n",
            "Removing cuda-cusolver-10-1 (10.1.243-1) ...\n",
            "Removing cuda-cusparse-dev-10-1 (10.1.243-1) ...\n",
            "Removing cuda-cusparse-10-1 (10.1.243-1) ...\n",
            "Removing cuda-documentation-10-0 (10.0.130-1) ...\n",
            "Removing cuda-driver-dev-10-1 (10.1.243-1) ...\n",
            "Removing cuda-gpu-library-advisor-10-0 (10.0.130-1) ...\n",
            "Removing cuda-memcheck-10-0 (10.0.130-1) ...\n",
            "Removing cuda-misc-headers-10-1 (10.1.243-1) ...\n",
            "Removing cuda-npp-10-1 (10.1.243-1) ...\n",
            "Removing cuda-nsight-10-0 (10.0.130-1) ...\n",
            "Removing cuda-nsight-compute-10-0 (10.0.130-1) ...\n",
            "Removing cuda-samples-10-0 (10.0.130-1) ...\n",
            "Removing cuda-nvcc-10-0 (10.0.130-1) ...\n",
            "Removing cuda-nvdisasm-10-0 (10.0.130-1) ...\n",
            "Removing cuda-nvgraph-10-1 (10.1.243-1) ...\n",
            "Removing cuda-nvjpeg-10-1 (10.1.243-1) ...\n",
            "Removing cuda-nvml-dev-10-0 (10.0.130-1) ...\n",
            "Removing cuda-nvprof-10-0 (10.0.130-1) ...\n",
            "Removing cuda-nvprune-10-0 (10.0.130-1) ...\n",
            "Removing cuda-nvrtc-10-1 (10.1.243-1) ...\n",
            "Removing cuda-nvtx-10-0 (10.0.130-1) ...\n",
            "Removing cuda-nvvp-10-0 (10.0.130-1) ...\n",
            "Removing default-jre (2:1.11-68ubuntu1~18.04.1) ...\n",
            "Removing dkms (2.3-3ubuntu9.7) ...\n",
            "Removing dmsetup (2:1.02.145-4.1ubuntu3.18.04.3) ...\n",
            "Removing fonts-dejavu-extra (2.37-1) ...\n",
            "Removing freeglut3-dev:amd64 (2.8.1-3) ...\n",
            "Removing freeglut3:amd64 (2.8.1-3) ...\n",
            "Removing xserver-xorg-core-hwe-18.04 (2:1.20.5+git20191008-0ubuntu1~18.04.1) ...\n",
            "Removing keyboard-configuration (1.178ubuntu2.9) ...\n",
            "Removing libnss-systemd:amd64 (237-3ubuntu10.41) ...\n",
            "Checking NSS setup...\n",
            "Removing screen-resolution-extra (0.17.3) ...\n",
            "Removing policykit-1-gnome (0.105-6ubuntu2) ...\n",
            "Removing policykit-1 (0.105-20ubuntu0.18.04.5) ...\n",
            "Removing libpam-systemd:amd64 (237-3ubuntu10.41) ...\n",
            "Removing systemd-sysv (237-3ubuntu10.41) ...\n",
            "Removing systemd (237-3ubuntu10.41) ...\n",
            "Removing libcryptsetup12:amd64 (2:2.0.2-1ubuntu1.1) ...\n",
            "Removing libargon2-0:amd64 (0~20161029-1.1) ...\n",
            "Removing openjdk-11-jre:amd64 (11.0.7+10-2ubuntu2~18.04) ...\n",
            "Removing libatk-wrapper-java-jni:amd64 (0.33.3-20ubuntu0.1) ...\n",
            "Removing libatk-wrapper-java (0.33.3-20ubuntu0.1) ...\n",
            "Removing libcap2:amd64 (1:2.25-1.2) ...\n",
            "Removing libdevmapper1.02.1:amd64 (2:1.02.145-4.1ubuntu3.18.04.3) ...\n",
            "Removing libgail-common:amd64 (2.24.32-1ubuntu1) ...\n",
            "Removing libgail18:amd64 (2.24.32-1ubuntu1) ...\n",
            "Removing libgtk2.0-bin (2.24.32-1ubuntu1) ...\n",
            "Removing libgtk2.0-0:amd64 (2.24.32-1ubuntu1) ...\n",
            "Removing libgtk2.0-common (2.24.32-1ubuntu1) ...\n",
            "Removing libidn11:amd64 (1.33-2.1ubuntu1.2) ...\n",
            "Removing libip4tc0:amd64 (1.6.1-2ubuntu2) ...\n",
            "Removing libjansson4:amd64 (2.11-1) ...\n",
            "Removing libpolkit-agent-1-0:amd64 (0.105-20ubuntu0.18.04.5) ...\n",
            "Removing libpolkit-backend-1-0:amd64 (0.105-20ubuntu0.18.04.5) ...\n",
            "Removing libpolkit-gobject-1-0:amd64 (0.105-20ubuntu0.18.04.5) ...\n",
            "Removing libxfont2:amd64 (1:2.0.3-1) ...\n",
            "Removing libxi-dev:amd64 (2:1.7.9-1) ...\n",
            "Removing xserver-common (2:1.19.6-1ubuntu4.4) ...\n",
            "Removing x11-xkb-utils (7.7+3ubuntu0.18.04.1) ...\n",
            "Removing libxkbfile1:amd64 (1:1.0.9-2) ...\n",
            "Removing libxmu-dev:amd64 (2:1.1.2-2) ...\n",
            "Removing libxmu-headers (2:1.1.2-2) ...\n",
            "Removing libxnvctrl0:amd64 (440.64.00-0ubuntu1) ...\n",
            "Removing networkd-dispatcher (1.7-0ubuntu3.3) ...\n",
            "Removing python3-xkit (0.5.0ubuntu2) ...\n",
            "Removing udev (237-3ubuntu10.41) ...\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of stop.\n",
            "Removing xfonts-base (1:1.0.4+nmu1) ...\n",
            "Removing xfonts-utils (1:7.7+6) ...\n",
            "Removing xfonts-encodings (1:1.0.4-2) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.6/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "Processing triggers for dbus (1.12.2-1ubuntu1.1) ...\n",
            "Processing triggers for hicolor-icon-theme (0.17-2) ...\n",
            "Processing triggers for fontconfig (2.12.6-0ubuntu2) ...\n",
            "Processing triggers for mime-support (3.60ubuntu1) ...\n",
            "Hit:1 http://security.ubuntu.com/ubuntu bionic-security InRelease\n",
            "Hit:2 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran35/ InRelease\n",
            "Ign:3 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n",
            "Hit:4 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release\n",
            "Hit:5 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n",
            "Hit:6 http://archive.ubuntu.com/ubuntu bionic InRelease\n",
            "Hit:7 http://archive.ubuntu.com/ubuntu bionic-updates InRelease\n",
            "Hit:8 http://ppa.launchpad.net/marutter/c2d4u3.5/ubuntu bionic InRelease\n",
            "Hit:9 http://archive.ubuntu.com/ubuntu bionic-backports InRelease\n",
            "Reading package lists... Done\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ObSgAE9LTL0T",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "86c1504a-2d1a-4e34-f4e5-e5c40c59e3e8"
      },
      "source": [
        "#Download CUDA 10.0\n",
        "!wget  --no-clobber https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/cuda-repo-ubuntu1804_10.0.130-1_amd64.deb\n",
        "#install CUDA kit dpkg\n",
        "!dpkg -i cuda-repo-ubuntu1804_10.0.130-1_amd64.deb\n",
        "!sudo apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/7fa2af80.pub\n",
        "!apt-get update\n",
        "!apt-get install cuda-10-0"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "File ‘cuda-repo-ubuntu1804_10.0.130-1_amd64.deb’ already there; not retrieving.\n",
            "\n",
            "Selecting previously unselected package cuda-repo-ubuntu1804.\n",
            "(Reading database ... 120504 files and directories currently installed.)\n",
            "Preparing to unpack cuda-repo-ubuntu1804_10.0.130-1_amd64.deb ...\n",
            "Unpacking cuda-repo-ubuntu1804 (10.0.130-1) ...\n",
            "Setting up cuda-repo-ubuntu1804 (10.0.130-1) ...\n",
            "Executing: /tmp/apt-key-gpghome.gQ1osKfEcy/gpg.1.sh --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/7fa2af80.pub\n",
            "gpg: requesting key from 'https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/7fa2af80.pub'\n",
            "gpg: key F60F4B3D7FA2AF80: \"cudatools <cudatools@nvidia.com>\" not changed\n",
            "gpg: Total number processed: 1\n",
            "gpg:              unchanged: 1\n",
            "Hit:1 http://security.ubuntu.com/ubuntu bionic-security InRelease\n",
            "Ign:2 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease\n",
            "Get:3 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release [564 B]\n",
            "Get:4 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release.gpg [819 B]\n",
            "Ign:5 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n",
            "Hit:6 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran35/ InRelease\n",
            "Hit:7 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release\n",
            "Hit:8 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n",
            "Hit:9 http://archive.ubuntu.com/ubuntu bionic InRelease\n",
            "Hit:10 http://archive.ubuntu.com/ubuntu bionic-updates InRelease\n",
            "Hit:11 http://ppa.launchpad.net/marutter/c2d4u3.5/ubuntu bionic InRelease\n",
            "Hit:12 http://archive.ubuntu.com/ubuntu bionic-backports InRelease\n",
            "Get:13 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Packages [141 kB]\n",
            "Fetched 142 kB in 2s (90.7 kB/s)\n",
            "Reading package lists... Done\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following additional packages will be installed:\n",
            "  cuda-command-line-tools-10-0 cuda-compiler-10-0 cuda-cuobjdump-10-0\n",
            "  cuda-cupti-10-0 cuda-demo-suite-10-0 cuda-documentation-10-0 cuda-drivers\n",
            "  cuda-gdb-10-0 cuda-gpu-library-advisor-10-0 cuda-libraries-10-0\n",
            "  cuda-memcheck-10-0 cuda-nsight-10-0 cuda-nsight-compute-10-0 cuda-nvcc-10-0\n",
            "  cuda-nvdisasm-10-0 cuda-nvml-dev-10-0 cuda-nvprof-10-0 cuda-nvprune-10-0\n",
            "  cuda-nvtx-10-0 cuda-nvvp-10-0 cuda-runtime-10-0 cuda-samples-10-0\n",
            "  cuda-toolkit-10-0 cuda-tools-10-0 cuda-visual-tools-10-0 default-jre dkms\n",
            "  dmsetup fonts-dejavu-extra freeglut3 freeglut3-dev keyboard-configuration\n",
            "  libargon2-0 libatk-wrapper-java libatk-wrapper-java-jni libcap2\n",
            "  libcryptsetup12 libdevmapper1.02.1 libgail-common libgail18 libgtk2.0-0\n",
            "  libgtk2.0-bin libgtk2.0-common libidn11 libip4tc0 libjansson4 libnss-systemd\n",
            "  libnvidia-cfg1-440 libnvidia-common-440 libnvidia-compute-440\n",
            "  libnvidia-decode-440 libnvidia-encode-440 libnvidia-extra-440\n",
            "  libnvidia-fbc1-440 libnvidia-gl-440 libnvidia-ifr1-440 libpam-systemd\n",
            "  libpolkit-agent-1-0 libpolkit-backend-1-0 libpolkit-gobject-1-0 libxfont2\n",
            "  libxi-dev libxkbfile1 libxmu-dev libxmu-headers libxnvctrl0\n",
            "  networkd-dispatcher nvidia-compute-utils-440 nvidia-dkms-440\n",
            "  nvidia-driver-440 nvidia-kernel-common-440 nvidia-kernel-source-440\n",
            "  nvidia-modprobe nvidia-prime nvidia-settings nvidia-utils-440 openjdk-11-jre\n",
            "  policykit-1 policykit-1-gnome python3-xkit screen-resolution-extra systemd\n",
            "  systemd-sysv udev x11-xkb-utils xfonts-base xfonts-encodings xfonts-utils\n",
            "  xserver-common xserver-xorg-core-hwe-18.04 xserver-xorg-video-nvidia-440\n",
            "Suggested packages:\n",
            "  python3-apport menu gvfs iw | wireless-tools systemd-container xfs | xserver\n",
            "  xfonts-100dpi | xfonts-75dpi xfonts-scalable\n",
            "Recommended packages:\n",
            "  libnvidia-compute-440:i386 libnvidia-decode-440:i386\n",
            "  libnvidia-encode-440:i386 libnvidia-ifr1-440:i386 libnvidia-fbc1-440:i386\n",
            "  libnvidia-gl-440:i386\n",
            "The following NEW packages will be installed:\n",
            "  cuda-10-0 cuda-command-line-tools-10-0 cuda-compiler-10-0\n",
            "  cuda-cuobjdump-10-0 cuda-cupti-10-0 cuda-demo-suite-10-0\n",
            "  cuda-documentation-10-0 cuda-drivers cuda-gdb-10-0\n",
            "  cuda-gpu-library-advisor-10-0 cuda-libraries-10-0 cuda-memcheck-10-0\n",
            "  cuda-nsight-10-0 cuda-nsight-compute-10-0 cuda-nvcc-10-0 cuda-nvdisasm-10-0\n",
            "  cuda-nvml-dev-10-0 cuda-nvprof-10-0 cuda-nvprune-10-0 cuda-nvtx-10-0\n",
            "  cuda-nvvp-10-0 cuda-runtime-10-0 cuda-samples-10-0 cuda-toolkit-10-0\n",
            "  cuda-tools-10-0 cuda-visual-tools-10-0 default-jre dkms dmsetup\n",
            "  fonts-dejavu-extra freeglut3 freeglut3-dev keyboard-configuration\n",
            "  libargon2-0 libatk-wrapper-java libatk-wrapper-java-jni libcap2\n",
            "  libcryptsetup12 libdevmapper1.02.1 libgail-common libgail18 libgtk2.0-0\n",
            "  libgtk2.0-bin libgtk2.0-common libidn11 libip4tc0 libjansson4 libnss-systemd\n",
            "  libnvidia-cfg1-440 libnvidia-common-440 libnvidia-compute-440\n",
            "  libnvidia-decode-440 libnvidia-encode-440 libnvidia-extra-440\n",
            "  libnvidia-fbc1-440 libnvidia-gl-440 libnvidia-ifr1-440 libpam-systemd\n",
            "  libpolkit-agent-1-0 libpolkit-backend-1-0 libpolkit-gobject-1-0 libxfont2\n",
            "  libxi-dev libxkbfile1 libxmu-dev libxmu-headers libxnvctrl0\n",
            "  networkd-dispatcher nvidia-compute-utils-440 nvidia-dkms-440\n",
            "  nvidia-driver-440 nvidia-kernel-common-440 nvidia-kernel-source-440\n",
            "  nvidia-modprobe nvidia-prime nvidia-settings nvidia-utils-440 openjdk-11-jre\n",
            "  policykit-1 policykit-1-gnome python3-xkit screen-resolution-extra systemd\n",
            "  systemd-sysv udev x11-xkb-utils xfonts-base xfonts-encodings xfonts-utils\n",
            "  xserver-common xserver-xorg-core-hwe-18.04 xserver-xorg-video-nvidia-440\n",
            "0 upgraded, 92 newly installed, 0 to remove and 39 not upgraded.\n",
            "Need to get 872 MB of archives.\n",
            "After this operation, 1,930 MB of additional disk space will be used.\n",
            "Get:1 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvcc-10-0 10.0.130-1 [20.0 MB]\n",
            "Get:2 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 libnvidia-common-440 all 440.82-0ubuntu0~0.18.04.1 [12.5 kB]\n",
            "Get:3 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 keyboard-configuration all 1.178ubuntu2.9 [369 kB]\n",
            "Get:4 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 libnvidia-compute-440 amd64 440.82-0ubuntu0~0.18.04.1 [20.9 MB]\n",
            "Get:5 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-cuobjdump-10-0 10.0.130-1 [130 kB]\n",
            "Get:6 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvprune-10-0 10.0.130-1 [36.8 kB]\n",
            "Get:7 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-compiler-10-0 10.0.130-1 [2,538 B]\n",
            "Get:8 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvdisasm-10-0 10.0.130-1 [22.1 MB]\n",
            "Get:9 http://archive.ubuntu.com/ubuntu bionic/main amd64 libcap2 amd64 1:2.25-1.2 [13.0 kB]\n",
            "Get:10 http://archive.ubuntu.com/ubuntu bionic/main amd64 libargon2-0 amd64 0~20161029-1.1 [19.9 kB]\n",
            "Get:11 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libdevmapper1.02.1 amd64 2:1.02.145-4.1ubuntu3.18.04.3 [127 kB]\n",
            "Get:12 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libcryptsetup12 amd64 2:2.0.2-1ubuntu1.1 [134 kB]\n",
            "Get:13 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libidn11 amd64 1.33-2.1ubuntu1.2 [46.6 kB]\n",
            "Get:14 http://archive.ubuntu.com/ubuntu bionic/main amd64 libip4tc0 amd64 1.6.1-2ubuntu2 [19.6 kB]\n",
            "Get:15 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 systemd amd64 237-3ubuntu10.41 [2,914 kB]\n",
            "Get:16 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-gdb-10-0 10.0.130-1 [2,769 kB]\n",
            "Get:17 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvprof-10-0 10.0.130-1 [5,590 kB]\n",
            "Get:18 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 systemd-sysv amd64 237-3ubuntu10.41 [14.7 kB]\n",
            "Get:19 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 dmsetup amd64 2:1.02.145-4.1ubuntu3.18.04.3 [74.4 kB]\n",
            "Get:20 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libnss-systemd amd64 237-3ubuntu10.41 [105 kB]\n",
            "Get:21 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpam-systemd amd64 237-3ubuntu10.41 [107 kB]\n",
            "Get:22 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 networkd-dispatcher all 1.7-0ubuntu3.3 [13.3 kB]\n",
            "Get:23 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 udev amd64 237-3ubuntu10.41 [1,101 kB]\n",
            "Get:24 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-memcheck-10-0 10.0.130-1 [139 kB]\n",
            "Get:25 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-cupti-10-0 10.0.130-1 [1,564 kB]\n",
            "Get:26 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpolkit-gobject-1-0 amd64 0.105-20ubuntu0.18.04.5 [36.4 kB]\n",
            "Get:27 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 openjdk-11-jre amd64 11.0.7+10-2ubuntu2~18.04 [34.5 kB]\n",
            "Get:28 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 default-jre amd64 2:1.11-68ubuntu1~18.04.1 [1,076 B]\n",
            "Get:29 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-gpu-library-advisor-10-0 10.0.130-1 [1,003 kB]\n",
            "Get:30 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvtx-10-0 10.0.130-1 [38.9 kB]\n",
            "Get:31 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-command-line-tools-10-0 10.0.130-1 [26.9 kB]\n",
            "Get:32 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nsight-10-0 10.0.130-1 [2,590 B]\n",
            "Get:33 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvvp-10-0 10.0.130-1 [2,536 B]\n",
            "Get:34 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvml-dev-10-0 10.0.130-1 [51.6 kB]\n",
            "Get:35 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nsight-compute-10-0 10.0.130-1 [188 MB]\n",
            "Get:36 http://archive.ubuntu.com/ubuntu bionic/universe amd64 freeglut3 amd64 2.8.1-3 [73.6 kB]\n",
            "Get:37 http://archive.ubuntu.com/ubuntu bionic/universe amd64 freeglut3-dev amd64 2.8.1-3 [124 kB]\n",
            "Get:38 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxmu-headers all 2:1.1.2-2 [54.3 kB]\n",
            "Get:39 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxmu-dev amd64 2:1.1.2-2 [49.0 kB]\n",
            "Get:40 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxi-dev amd64 2:1.7.9-1 [186 kB]\n",
            "Get:41 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 dkms all 2.3-3ubuntu9.7 [68.1 kB]\n",
            "Get:42 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxkbfile1 amd64 1:1.0.9-2 [64.6 kB]\n",
            "Get:43 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 x11-xkb-utils amd64 7.7+3ubuntu0.18.04.1 [160 kB]\n",
            "Get:44 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 xserver-common all 2:1.19.6-1ubuntu4.4 [27.3 kB]\n",
            "Get:45 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxfont2 amd64 1:2.0.3-1 [91.7 kB]\n",
            "Get:46 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 xserver-xorg-core-hwe-18.04 amd64 2:1.20.5+git20191008-0ubuntu1~18.04.1 [1,332 kB]\n",
            "Get:47 http://archive.ubuntu.com/ubuntu bionic/main amd64 python3-xkit all 0.5.0ubuntu2 [18.6 kB]\n",
            "Get:48 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpolkit-agent-1-0 amd64 0.105-20ubuntu0.18.04.5 [14.9 kB]\n",
            "Get:49 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpolkit-backend-1-0 amd64 0.105-20ubuntu0.18.04.5 [36.3 kB]\n",
            "Get:50 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 policykit-1 amd64 0.105-20ubuntu0.18.04.5 [53.5 kB]\n",
            "Get:51 http://archive.ubuntu.com/ubuntu bionic/main amd64 policykit-1-gnome amd64 0.105-6ubuntu2 [24.0 kB]\n",
            "Get:52 http://archive.ubuntu.com/ubuntu bionic/main amd64 screen-resolution-extra all 0.17.3 [11.7 kB]\n",
            "Get:53 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgtk2.0-common all 2.24.32-1ubuntu1 [125 kB]\n",
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            "Get:55 http://archive.ubuntu.com/ubuntu bionic/main amd64 libjansson4 amd64 2.11-1 [29.3 kB]\n",
            "Get:56 http://archive.ubuntu.com/ubuntu bionic/main amd64 fonts-dejavu-extra all 2.37-1 [1,953 kB]\n",
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            "Get:61 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgtk2.0-bin amd64 2.24.32-1ubuntu1 [7,536 B]\n",
            "Get:62 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 nvidia-prime all 0.8.8.2 [8,412 B]\n",
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            "Get:65 http://archive.ubuntu.com/ubuntu bionic/main amd64 xfonts-base all 1:1.0.4+nmu1 [5,914 kB]\n",
            "Get:66 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 libnvidia-decode-440 amd64 440.82-0ubuntu0~0.18.04.1 [1,028 kB]\n",
            "Get:67 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 libnvidia-encode-440 amd64 440.82-0ubuntu0~0.18.04.1 [40.6 kB]\n",
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            "Get:69 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 libnvidia-gl-440 amd64 440.82-0ubuntu0~0.18.04.1 [62.9 MB]\n",
            "Get:70 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-visual-tools-10-0 10.0.130-1 [394 MB]\n",
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            "Get:73 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 nvidia-kernel-source-440 amd64 440.82-0ubuntu0~0.18.04.1 [13.2 MB]\n",
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            "Get:79 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 xserver-xorg-video-nvidia-440 amd64 440.82-0ubuntu0~0.18.04.1 [1,482 kB]\n",
            "Get:80 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 nvidia-driver-440 amd64 440.82-0ubuntu0~0.18.04.1 [417 kB]\n",
            "Get:81 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-tools-10-0 10.0.130-1 [2,498 B]\n",
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            "Get:83 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-documentation-10-0 10.0.130-1 [52.0 MB]\n",
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            "Get:85 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  nvidia-modprobe 440.64.00-0ubuntu1 [18.6 kB]\n",
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            "Get:89 http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-libraries-10-0 10.0.130-1 [2,586 B]\n",
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            "Unpacking libxi-dev:amd64 (2:1.7.9-1) ...\n",
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            "Preparing to unpack .../32-cuda-samples-10-0_10.0.130-1_amd64.deb ...\n",
            "Unpacking cuda-samples-10-0 (10.0.130-1) ...\n",
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            "Preparing to unpack .../33-cuda-documentation-10-0_10.0.130-1_amd64.deb ...\n",
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            "Unpacking libnvidia-common-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package libnvidia-compute-440:amd64.\n",
            "Preparing to unpack .../36-libnvidia-compute-440_440.82-0ubuntu0~0.18.04.1_amd64.deb ...\n",
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            "Selecting previously unselected package libnvidia-decode-440:amd64.\n",
            "Preparing to unpack .../37-libnvidia-decode-440_440.82-0ubuntu0~0.18.04.1_amd64.deb ...\n",
            "Unpacking libnvidia-decode-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package libnvidia-encode-440:amd64.\n",
            "Preparing to unpack .../38-libnvidia-encode-440_440.82-0ubuntu0~0.18.04.1_amd64.deb ...\n",
            "Unpacking libnvidia-encode-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package libnvidia-fbc1-440:amd64.\n",
            "Preparing to unpack .../39-libnvidia-fbc1-440_440.82-0ubuntu0~0.18.04.1_amd64.deb ...\n",
            "Unpacking libnvidia-fbc1-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package libnvidia-gl-440:amd64.\n",
            "Preparing to unpack .../40-libnvidia-gl-440_440.82-0ubuntu0~0.18.04.1_amd64.deb ...\n",
            "Unpacking libnvidia-gl-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package libnvidia-ifr1-440:amd64.\n",
            "Preparing to unpack .../41-libnvidia-ifr1-440_440.82-0ubuntu0~0.18.04.1_amd64.deb ...\n",
            "Unpacking libnvidia-ifr1-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package nvidia-compute-utils-440.\n",
            "Preparing to unpack .../42-nvidia-compute-utils-440_440.82-0ubuntu0~0.18.04.1_amd64.deb ...\n",
            "Unpacking nvidia-compute-utils-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package dkms.\n",
            "Preparing to unpack .../43-dkms_2.3-3ubuntu9.7_all.deb ...\n",
            "Unpacking dkms (2.3-3ubuntu9.7) ...\n",
            "Selecting previously unselected package nvidia-kernel-source-440.\n",
            "Preparing to unpack .../44-nvidia-kernel-source-440_440.82-0ubuntu0~0.18.04.1_amd64.deb ...\n",
            "Unpacking nvidia-kernel-source-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package nvidia-kernel-common-440.\n",
            "Preparing to unpack .../45-nvidia-kernel-common-440_440.82-0ubuntu0~0.18.04.1_amd64.deb ...\n",
            "Unpacking nvidia-kernel-common-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package nvidia-dkms-440.\n",
            "Preparing to unpack .../46-nvidia-dkms-440_440.82-0ubuntu0~0.18.04.1_amd64.deb ...\n",
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            "Selecting previously unselected package libnvidia-extra-440:amd64.\n",
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            "Unpacking libnvidia-extra-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package nvidia-utils-440.\n",
            "Preparing to unpack .../48-nvidia-utils-440_440.82-0ubuntu0~0.18.04.1_amd64.deb ...\n",
            "Unpacking nvidia-utils-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package libnvidia-cfg1-440:amd64.\n",
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            "Unpacking libnvidia-cfg1-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package libxkbfile1:amd64.\n",
            "Preparing to unpack .../50-libxkbfile1_1%3a1.0.9-2_amd64.deb ...\n",
            "Unpacking libxkbfile1:amd64 (1:1.0.9-2) ...\n",
            "Selecting previously unselected package x11-xkb-utils.\n",
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            "Unpacking x11-xkb-utils (7.7+3ubuntu0.18.04.1) ...\n",
            "Selecting previously unselected package xserver-common.\n",
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            "Unpacking xserver-common (2:1.19.6-1ubuntu4.4) ...\n",
            "Selecting previously unselected package libxfont2:amd64.\n",
            "Preparing to unpack .../53-libxfont2_1%3a2.0.3-1_amd64.deb ...\n",
            "Unpacking libxfont2:amd64 (1:2.0.3-1) ...\n",
            "Selecting previously unselected package xserver-xorg-core-hwe-18.04.\n",
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            "Unpacking xserver-xorg-core-hwe-18.04 (2:1.20.5+git20191008-0ubuntu1~18.04.1) ...\n",
            "Selecting previously unselected package xserver-xorg-video-nvidia-440.\n",
            "Preparing to unpack .../55-xserver-xorg-video-nvidia-440_440.82-0ubuntu0~0.18.04.1_amd64.deb ...\n",
            "Unpacking xserver-xorg-video-nvidia-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package nvidia-driver-440.\n",
            "Preparing to unpack .../56-nvidia-driver-440_440.82-0ubuntu0~0.18.04.1_amd64.deb ...\n",
            "Unpacking nvidia-driver-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Selecting previously unselected package nvidia-modprobe.\n",
            "Preparing to unpack .../57-nvidia-modprobe_440.64.00-0ubuntu1_amd64.deb ...\n",
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            "Selecting previously unselected package libpolkit-agent-1-0:amd64.\n",
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            "Unpacking libpolkit-agent-1-0:amd64 (0.105-20ubuntu0.18.04.5) ...\n",
            "Selecting previously unselected package libpolkit-backend-1-0:amd64.\n",
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            "Unpacking libpolkit-backend-1-0:amd64 (0.105-20ubuntu0.18.04.5) ...\n",
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            "Preparing to unpack .../61-policykit-1_0.105-20ubuntu0.18.04.5_amd64.deb ...\n",
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            "Selecting previously unselected package policykit-1-gnome.\n",
            "Preparing to unpack .../62-policykit-1-gnome_0.105-6ubuntu2_amd64.deb ...\n",
            "Unpacking policykit-1-gnome (0.105-6ubuntu2) ...\n",
            "Selecting previously unselected package screen-resolution-extra.\n",
            "Preparing to unpack .../63-screen-resolution-extra_0.17.3_all.deb ...\n",
            "Unpacking screen-resolution-extra (0.17.3) ...\n",
            "Selecting previously unselected package libgtk2.0-common.\n",
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            "Selecting previously unselected package libgtk2.0-0:amd64.\n",
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            "Selecting previously unselected package libjansson4:amd64.\n",
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            "Unpacking libjansson4:amd64 (2.11-1) ...\n",
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            "Selecting previously unselected package nvidia-settings.\n",
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            "Selecting previously unselected package cuda-drivers.\n",
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            "Selecting previously unselected package fonts-dejavu-extra.\n",
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            "Unpacking fonts-dejavu-extra (2.37-1) ...\n",
            "Selecting previously unselected package libatk-wrapper-java.\n",
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            "Selecting previously unselected package nvidia-prime.\n",
            "Preparing to unpack .../80-nvidia-prime_0.8.8.2_all.deb ...\n",
            "Unpacking nvidia-prime (0.8.8.2) ...\n",
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            "Preparing to unpack .../81-xfonts-encodings_1%3a1.0.4-2_all.deb ...\n",
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            "Selecting previously unselected package xfonts-utils.\n",
            "Preparing to unpack .../82-xfonts-utils_1%3a7.7+6_amd64.deb ...\n",
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            "Selecting previously unselected package xfonts-base.\n",
            "Preparing to unpack .../83-xfonts-base_1%3a1.0.4+nmu1_all.deb ...\n",
            "Unpacking xfonts-base (1:1.0.4+nmu1) ...\n",
            "Setting up libxkbfile1:amd64 (1:1.0.9-2) ...\n",
            "Setting up libnss-systemd:amd64 (237-3ubuntu10.41) ...\n",
            "Setting up freeglut3:amd64 (2.8.1-3) ...\n",
            "Setting up cuda-nvprune-10-0 (10.0.130-1) ...\n",
            "Setting up keyboard-configuration (1.178ubuntu2.9) ...\n",
            "Your console font configuration will be updated the next time your system\n",
            "boots. If you want to update it now, run 'setupcon' from a virtual console.\n",
            "Setting up libgtk2.0-common (2.24.32-1ubuntu1) ...\n",
            "Setting up libnvidia-common-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up nvidia-prime (0.8.8.2) ...\n",
            "Setting up cuda-cuobjdump-10-0 (10.0.130-1) ...\n",
            "Setting up x11-xkb-utils (7.7+3ubuntu0.18.04.1) ...\n",
            "Setting up libnvidia-fbc1-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up systemd-sysv (237-3ubuntu10.41) ...\n",
            "Setting up cuda-nsight-compute-10-0 (10.0.130-1) ...\n",
            "Setting up libxmu-headers (2:1.1.2-2) ...\n",
            "Setting up libjansson4:amd64 (2.11-1) ...\n",
            "Setting up libxfont2:amd64 (1:2.0.3-1) ...\n",
            "Setting up libnvidia-compute-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up cuda-libraries-10-0 (10.0.130-1) ...\n",
            "Setting up xfonts-encodings (1:1.0.4-2) ...\n",
            "Setting up nvidia-utils-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up nvidia-kernel-common-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up libnvidia-cfg1-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up cuda-gpu-library-advisor-10-0 (10.0.130-1) ...\n",
            "Setting up dkms (2.3-3ubuntu9.7) ...\n",
            "Setting up udev (237-3ubuntu10.41) ...\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of restart.\n",
            "Setting up cuda-memcheck-10-0 (10.0.130-1) ...\n",
            "Setting up nvidia-modprobe (440.64.00-0ubuntu1) ...\n",
            "Setting up dmsetup (2:1.02.145-4.1ubuntu3.18.04.3) ...\n",
            "Setting up libnvidia-decode-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up cuda-nvdisasm-10-0 (10.0.130-1) ...\n",
            "Setting up cuda-nvml-dev-10-0 (10.0.130-1) ...\n",
            "Setting up libxi-dev:amd64 (2:1.7.9-1) ...\n",
            "Setting up nvidia-compute-utils-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Warning: The home dir /nonexistent you specified can't be accessed: No such file or directory\n",
            "Adding system user `nvidia-persistenced' (UID 104) ...\n",
            "Adding new group `nvidia-persistenced' (GID 108) ...\n",
            "Adding new user `nvidia-persistenced' (UID 104) with group `nvidia-persistenced' ...\n",
            "Not creating home directory `/nonexistent'.\n",
            "Setting up cuda-nvcc-10-0 (10.0.130-1) ...\n",
            "Setting up libnvidia-extra-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up fonts-dejavu-extra (2.37-1) ...\n",
            "Setting up cuda-nvprof-10-0 (10.0.130-1) ...\n",
            "Setting up libatk-wrapper-java (0.33.3-20ubuntu0.1) ...\n",
            "Setting up libnvidia-encode-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up cuda-nvtx-10-0 (10.0.130-1) ...\n",
            "Setting up freeglut3-dev:amd64 (2.8.1-3) ...\n",
            "Setting up nvidia-kernel-source-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up libxnvctrl0:amd64 (440.64.00-0ubuntu1) ...\n",
            "Setting up networkd-dispatcher (1.7-0ubuntu3.3) ...\n",
            "Setting up libpolkit-gobject-1-0:amd64 (0.105-20ubuntu0.18.04.5) ...\n",
            "Setting up libnvidia-gl-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up python3-xkit (0.5.0ubuntu2) ...\n",
            "Setting up openjdk-11-jre:amd64 (11.0.7+10-2ubuntu2~18.04) ...\n",
            "Setting up libgtk2.0-0:amd64 (2.24.32-1ubuntu1) ...\n",
            "Setting up xserver-common (2:1.19.6-1ubuntu4.4) ...\n",
            "Setting up libpam-systemd:amd64 (237-3ubuntu10.41) ...\n",
            "Setting up libgail18:amd64 (2.24.32-1ubuntu1) ...\n",
            "Setting up cuda-gdb-10-0 (10.0.130-1) ...\n",
            "Setting up libxmu-dev:amd64 (2:1.1.2-2) ...\n",
            "Setting up cuda-samples-10-0 (10.0.130-1) ...\n",
            "Setting up libpolkit-agent-1-0:amd64 (0.105-20ubuntu0.18.04.5) ...\n",
            "Setting up default-jre (2:1.11-68ubuntu1~18.04.1) ...\n",
            "Setting up cuda-cupti-10-0 (10.0.130-1) ...\n",
            "Setting up cuda-command-line-tools-10-0 (10.0.130-1) ...\n",
            "Setting up xfonts-utils (1:7.7+6) ...\n",
            "Setting up libgail-common:amd64 (2.24.32-1ubuntu1) ...\n",
            "Setting up cuda-nvvp-10-0 (10.0.130-1) ...\n",
            "Setting up nvidia-dkms-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Loading new nvidia-440.82 DKMS files...\n",
            "It is likely that 4.19.104+ belongs to a chroot's host\n",
            "Building for 4.15.0-101-generic\n",
            "Building for architecture x86_64\n",
            "Building initial module for 4.15.0-101-generic\n",
            "Done.\n",
            "\n",
            "nvidia:\n",
            "Running module version sanity check.\n",
            " - Original module\n",
            "   - No original module exists within this kernel\n",
            " - Installation\n",
            "   - Installing to /lib/modules/4.15.0-101-generic/updates/dkms/\n",
            "\n",
            "nvidia-modeset.ko:\n",
            "Running module version sanity check.\n",
            " - Original module\n",
            "   - No original module exists within this kernel\n",
            " - Installation\n",
            "   - Installing to /lib/modules/4.15.0-101-generic/updates/dkms/\n",
            "\n",
            "nvidia-drm.ko:\n",
            "Running module version sanity check.\n",
            " - Original module\n",
            "   - No original module exists within this kernel\n",
            " - Installation\n",
            "   - Installing to /lib/modules/4.15.0-101-generic/updates/dkms/\n",
            "\n",
            "nvidia-uvm.ko:\n",
            "Running module version sanity check.\n",
            " - Original module\n",
            "   - No original module exists within this kernel\n",
            " - Installation\n",
            "   - Installing to /lib/modules/4.15.0-101-generic/updates/dkms/\n",
            "\n",
            "depmod...\n",
            "\n",
            "DKMS: install completed.\n",
            "Setting up libatk-wrapper-java-jni:amd64 (0.33.3-20ubuntu0.1) ...\n",
            "Setting up libpolkit-backend-1-0:amd64 (0.105-20ubuntu0.18.04.5) ...\n",
            "Setting up libnvidia-ifr1-440:amd64 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up cuda-documentation-10-0 (10.0.130-1) ...\n",
            "Setting up cuda-compiler-10-0 (10.0.130-1) ...\n",
            "Setting up cuda-nsight-10-0 (10.0.130-1) ...\n",
            "Setting up xserver-xorg-core-hwe-18.04 (2:1.20.5+git20191008-0ubuntu1~18.04.1) ...\n",
            "Setting up xserver-xorg-video-nvidia-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up xfonts-base (1:1.0.4+nmu1) ...\n",
            "Setting up libgtk2.0-bin (2.24.32-1ubuntu1) ...\n",
            "Setting up policykit-1 (0.105-20ubuntu0.18.04.5) ...\n",
            "Setting up cuda-visual-tools-10-0 (10.0.130-1) ...\n",
            "Setting up policykit-1-gnome (0.105-6ubuntu2) ...\n",
            "Setting up screen-resolution-extra (0.17.3) ...\n",
            "Setting up nvidia-driver-440 (440.82-0ubuntu0~0.18.04.1) ...\n",
            "Setting up cuda-tools-10-0 (10.0.130-1) ...\n",
            "Setting up nvidia-settings (440.64.00-0ubuntu1) ...\n",
            "Setting up cuda-drivers (440.64.00-1) ...\n",
            "Setting up cuda-toolkit-10-0 (10.0.130-1) ...\n",
            "Setting up cuda-runtime-10-0 (10.0.130-1) ...\n",
            "Setting up cuda-demo-suite-10-0 (10.0.130-1) ...\n",
            "Setting up cuda-10-0 (10.0.130-1) ...\n",
            "Processing triggers for fontconfig (2.12.6-0ubuntu2) ...\n",
            "Processing triggers for mime-support (3.60ubuntu1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.6/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "Processing triggers for systemd (237-3ubuntu10.41) ...\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "Processing triggers for dbus (1.12.2-1ubuntu1.1) ...\n",
            "Processing triggers for hicolor-icon-theme (0.17-2) ...\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i4Nx3GhhUKDt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        },
        "outputId": "d7f6bb54-0699-471a-ea84-d3e096758976"
      },
      "source": [
        "!nvcc --version"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "nvcc: NVIDIA (R) Cuda compiler driver\n",
            "Copyright (c) 2005-2018 NVIDIA Corporation\n",
            "Built on Sat_Aug_25_21:08:01_CDT_2018\n",
            "Cuda compilation tools, release 10.0, V10.0.130\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M1qzgFf4hbO3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 377
        },
        "outputId": "9b9adb7f-507a-4163-d9fb-d2cae14f2061"
      },
      "source": [
        "!pip install -U spacy"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already up-to-date: spacy in /usr/local/lib/python3.6/dist-packages (2.2.4)\n",
            "Requirement already satisfied, skipping upgrade: srsly<1.1.0,>=1.0.2 in /usr/local/lib/python3.6/dist-packages (from spacy) (1.0.2)\n",
            "Requirement already satisfied, skipping upgrade: wasabi<1.1.0,>=0.4.0 in /usr/local/lib/python3.6/dist-packages (from spacy) (0.6.0)\n",
            "Requirement already satisfied, skipping upgrade: plac<1.2.0,>=0.9.6 in /usr/local/lib/python3.6/dist-packages (from spacy) (1.1.3)\n",
            "Requirement already satisfied, skipping upgrade: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.6/dist-packages (from spacy) (1.0.2)\n",
            "Requirement already satisfied, skipping upgrade: blis<0.5.0,>=0.4.0 in /usr/local/lib/python3.6/dist-packages (from spacy) (0.4.1)\n",
            "Requirement already satisfied, skipping upgrade: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from spacy) (3.0.2)\n",
            "Requirement already satisfied, skipping upgrade: catalogue<1.1.0,>=0.0.7 in /usr/local/lib/python3.6/dist-packages (from spacy) (1.0.0)\n",
            "Requirement already satisfied, skipping upgrade: tqdm<5.0.0,>=4.38.0 in /usr/local/lib/python3.6/dist-packages (from spacy) (4.41.1)\n",
            "Requirement already satisfied, skipping upgrade: setuptools in /usr/local/lib/python3.6/dist-packages (from spacy) (46.4.0)\n",
            "Requirement already satisfied, skipping upgrade: numpy>=1.15.0 in /usr/local/lib/python3.6/dist-packages (from spacy) (1.18.4)\n",
            "Requirement already satisfied, skipping upgrade: thinc==7.4.0 in /usr/local/lib/python3.6/dist-packages (from spacy) (7.4.0)\n",
            "Requirement already satisfied, skipping upgrade: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.6/dist-packages (from spacy) (2.0.3)\n",
            "Requirement already satisfied, skipping upgrade: requests<3.0.0,>=2.13.0 in /usr/local/lib/python3.6/dist-packages (from spacy) (2.23.0)\n",
            "Requirement already satisfied, skipping upgrade: importlib-metadata>=0.20; python_version < \"3.8\" in /usr/local/lib/python3.6/dist-packages (from catalogue<1.1.0,>=0.0.7->spacy) (1.6.0)\n",
            "Requirement already satisfied, skipping upgrade: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0,>=2.13.0->spacy) (1.24.3)\n",
            "Requirement already satisfied, skipping upgrade: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0,>=2.13.0->spacy) (2020.4.5.1)\n",
            "Requirement already satisfied, skipping upgrade: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0,>=2.13.0->spacy) (2.9)\n",
            "Requirement already satisfied, skipping upgrade: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0,>=2.13.0->spacy) (3.0.4)\n",
            "Requirement already satisfied, skipping upgrade: zipp>=0.5 in /usr/local/lib/python3.6/dist-packages (from importlib-metadata>=0.20; python_version < \"3.8\"->catalogue<1.1.0,>=0.0.7->spacy) (3.1.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jyDODoaWC6KI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import spacy\n",
        "from spacy import displacy\n",
        "from spacy.util import minibatch, compounding\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jWkGPGx1h041",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "cd9b6db5-ad72-475d-a986-bbecf99d8dc4"
      },
      "source": [
        "gpu = spacy.prefer_gpu()\n",
        "print('GPU:', gpu)"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "GPU: True\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8GXqljnV7oxQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "1ce7009c-827c-403a-ab67-778c10983e7e"
      },
      "source": [
        "food_reviews_df=pd.read_csv('Reviews.csv')\n",
        "food_reviews_df.shape"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(568454, 10)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bN1GPI1Q7pAz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 376
        },
        "outputId": "96a934c2-e6b6-4efe-ad67-a0209f85644b"
      },
      "source": [
        "food_reviews_df.head().T"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Id</th>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ProductId</th>\n",
              "      <td>B001E4KFG0</td>\n",
              "      <td>B00813GRG4</td>\n",
              "      <td>B000LQOCH0</td>\n",
              "      <td>B000UA0QIQ</td>\n",
              "      <td>B006K2ZZ7K</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>UserId</th>\n",
              "      <td>A3SGXH7AUHU8GW</td>\n",
              "      <td>A1D87F6ZCVE5NK</td>\n",
              "      <td>ABXLMWJIXXAIN</td>\n",
              "      <td>A395BORC6FGVXV</td>\n",
              "      <td>A1UQRSCLF8GW1T</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ProfileName</th>\n",
              "      <td>delmartian</td>\n",
              "      <td>dll pa</td>\n",
              "      <td>Natalia Corres \"Natalia Corres\"</td>\n",
              "      <td>Karl</td>\n",
              "      <td>Michael D. Bigham \"M. Wassir\"</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>HelpfulnessNumerator</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>HelpfulnessDenominator</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Score</th>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Time</th>\n",
              "      <td>1303862400</td>\n",
              "      <td>1346976000</td>\n",
              "      <td>1219017600</td>\n",
              "      <td>1307923200</td>\n",
              "      <td>1350777600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Summary</th>\n",
              "      <td>Good Quality Dog Food</td>\n",
              "      <td>Not as Advertised</td>\n",
              "      <td>\"Delight\" says it all</td>\n",
              "      <td>Cough Medicine</td>\n",
              "      <td>Great taffy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Text</th>\n",
              "      <td>I have bought several of the Vitality canned d...</td>\n",
              "      <td>Product arrived labeled as Jumbo Salted Peanut...</td>\n",
              "      <td>This is a confection that has been around a fe...</td>\n",
              "      <td>If you are looking for the secret ingredient i...</td>\n",
              "      <td>Great taffy at a great price.  There was a wid...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                                        0  ...                                                  4\n",
              "Id                                                                      1  ...                                                  5\n",
              "ProductId                                                      B001E4KFG0  ...                                         B006K2ZZ7K\n",
              "UserId                                                     A3SGXH7AUHU8GW  ...                                     A1UQRSCLF8GW1T\n",
              "ProfileName                                                    delmartian  ...                      Michael D. Bigham \"M. Wassir\"\n",
              "HelpfulnessNumerator                                                    1  ...                                                  0\n",
              "HelpfulnessDenominator                                                  1  ...                                                  0\n",
              "Score                                                                   5  ...                                                  5\n",
              "Time                                                           1303862400  ...                                         1350777600\n",
              "Summary                                             Good Quality Dog Food  ...                                        Great taffy\n",
              "Text                    I have bought several of the Vitality canned d...  ...  Great taffy at a great price.  There was a wid...\n",
              "\n",
              "[10 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2le6E9ky7pHz",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "food_reviews_df = food_reviews_df[['Text','Score']].dropna()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QChgdphu7pOK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 262
        },
        "outputId": "a6a4356f-ea49-491c-bf00-737e72063d56"
      },
      "source": [
        "ax=food_reviews_df.Score.value_counts().plot(kind='bar')\n",
        "fig = ax.get_figure()\n",
        "fig.savefig(\"score.png\");"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rsxgQuci7pT9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 187
        },
        "outputId": "492e2270-3f70-421c-814d-13115d6335df"
      },
      "source": [
        "food_reviews_df.Score[food_reviews_df.Score<=3]=0\n",
        "food_reviews_df.Score[food_reviews_df.Score>=4]=1"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \"\"\"Entry point for launching an IPython kernel.\n",
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Aaand3Jm7pZ5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 262
        },
        "outputId": "83a47f2b-182e-41c8-f422-50dc34636fea"
      },
      "source": [
        "ax=food_reviews_df.Score.value_counts().plot(kind='bar')\n",
        "fig = ax.get_figure()\n",
        "fig.savefig(\"score_boolean.png\");"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GRGeWgeV7pf-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "fb00b0a3-6070-4e71-a0ed-71234b11da16"
      },
      "source": [
        "food_reviews_df.head()"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Text</th>\n",
              "      <th>Score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>I have bought several of the Vitality canned d...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Product arrived labeled as Jumbo Salted Peanut...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>This is a confection that has been around a fe...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>If you are looking for the secret ingredient i...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Great taffy at a great price.  There was a wid...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                Text  Score\n",
              "0  I have bought several of the Vitality canned d...      1\n",
              "1  Product arrived labeled as Jumbo Salted Peanut...      0\n",
              "2  This is a confection that has been around a fe...      1\n",
              "3  If you are looking for the secret ingredient i...      0\n",
              "4  Great taffy at a great price.  There was a wid...      1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BznFsHar7pmP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train_pos_df=food_reviews_df[food_reviews_df.Score==1][:50000]\n",
        "train_neg_df=food_reviews_df[food_reviews_df.Score==0][:50000]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cGEFP4ft7prt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "02308808-06ec-4462-ce4e-9d93b165b07e"
      },
      "source": [
        "train_df=train_pos_df.append(train_neg_df)\n",
        "train_df.shape"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(100000, 2)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5zMPvPpf7pxO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "91ea6a1f-f35f-4f58-a642-594058134e0c"
      },
      "source": [
        "spacy_tok = spacy.load('en_core_web_sm')\n",
        "sample_review=food_reviews_df.Text[54]\n",
        "sample_review"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "\"I roast at home with a stove-top popcorn popper (but I do it outside, of course). These beans (Coffee Bean Direct Green Mexican Altura) seem to be well-suited for this method. The first and second cracks are distinct, and I've roasted the beans from medium to slightly dark with great results every time. The aroma is strong and persistent. The taste is smooth, velvety, yet lively.\""
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WtcBnoOd7p2O",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "fc1b0317-14dd-4eb0-a747-b75ba2a24920"
      },
      "source": [
        "parsed_review = spacy_tok(sample_review)\n",
        "parsed_review"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "I roast at home with a stove-top popcorn popper (but I do it outside, of course). These beans (Coffee Bean Direct Green Mexican Altura) seem to be well-suited for this method. The first and second cracks are distinct, and I've roasted the beans from medium to slightly dark with great results every time. The aroma is strong and persistent. The taste is smooth, velvety, yet lively."
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gEqy59Rv_52R",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "e9624c4e-95fb-4a1f-ad1b-baa3b5750574"
      },
      "source": [
        "!wget https://raw.githubusercontent.com/tylerneylon/explacy/master/explacy.py"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-05-29 21:44:31--  https://raw.githubusercontent.com/tylerneylon/explacy/master/explacy.py\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 6863 (6.7K) [text/plain]\n",
            "Saving to: ‘explacy.py.2’\n",
            "\n",
            "\rexplacy.py.2          0%[                    ]       0  --.-KB/s               \rexplacy.py.2        100%[===================>]   6.70K  --.-KB/s    in 0.001s  \n",
            "\n",
            "2020-05-29 21:44:31 (4.58 MB/s) - ‘explacy.py.2’ saved [6863/6863]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a-blxz3E7p6z",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 153
        },
        "outputId": "be2e8823-0ee1-429b-f5cf-062c9e7f17c0"
      },
      "source": [
        "import explacy\n",
        "explacy.print_parse_info(spacy_tok, 'The salad was surprisingly tasty.')"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Dep tree Token        Dep type Lemma        Part of Sp\n",
            "──────── ──────────── ──────── ──────────── ──────────\n",
            "    ┌─►  The          det      the          DET       \n",
            " ┌─►└──  salad        nsubj    salad        NOUN      \n",
            "┌┼─────  was          ROOT     be           AUX       \n",
            "││  ┌─►  surprisingly advmod   surprisingly ADV       \n",
            "│└─►└──  tasty        acomp    tasty        ADJ       \n",
            "└─────►  .            punct    .            PUNCT     \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v67o-nlZ8hf9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 935
        },
        "outputId": "1799aa04-fe6c-4aaa-994e-1d7fea18ba60"
      },
      "source": [
        "explacy.print_parse_info(spacy_tok,food_reviews_df.Text[0])"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Dep tree              Token       Dep type Lemma      Part of Sp\n",
            "───────────────────── ─────────── ──────── ────────── ──────────\n",
            "                 ┌──► I           nsubj    -PRON-     PRON      \n",
            "                 │┌─► have        aux      have       AUX       \n",
            "┌┬┬┬─────────────┴┴── bought      ROOT     buy        VERB      \n",
            "│││└─►┌────────────── several     dobj     several    ADJ       \n",
            "│││   └─►┌─────────── of          prep     of         ADP       \n",
            "│││      │  ┌───────► the         det      the        DET       \n",
            "│││      │  │┌──────► Vitality    nmod     Vitality   PROPN     \n",
            "│││      │  ││┌─────► canned      amod     can        VERB      \n",
            "│││      │  │││   ┌─► dog         compound dog        NOUN      \n",
            "│││      │  │││┌─►└── food        compound food       NOUN      \n",
            "│││      └─►└┴┴┴───── products    pobj     product    NOUN      \n",
            "││└─────────────────► and         cc       and        CCONJ     \n",
            "││                ┌─► have        aux      have       AUX       \n",
            "│└──────►┌────────┴── found       conj     find       VERB      \n",
            "│        │     ┌─►┌── them        nsubj    -PRON-     PRON      \n",
            "│        │     │  └─► all         appos    all        DET       \n",
            "│        │     │  ┌─► to          aux      to         PART      \n",
            "│        └─►┌──┴──┴── be          ccomp    be         AUX       \n",
            "│           └─►┌───── of          prep     of         ADP       \n",
            "│              │  ┌─► good        amod     good       ADJ       \n",
            "│              └─►└── quality     pobj     quality    NOUN      \n",
            "└───────────────────► .           punct    .          PUNCT     \n",
            "                  ┌─► The         det      the        DET       \n",
            "               ┌─►└── product     nsubj    product    NOUN      \n",
            "   ┌┬┬─────────┴───── looks       ROOT     look       VERB      \n",
            "   │││            ┌─► more        advmod   more       ADV       \n",
            "   ││└─►┌─────────┴── like        prep     like       SCONJ     \n",
            "   ││   │         ┌─► a           det      a          DET       \n",
            "   ││   └─►┌──────┴── stew        pobj     stew       NOUN      \n",
            "   ││      └─►┌────── than        prep     than       SCONJ     \n",
            "   ││         │  ┌──► a           det      a          DET       \n",
            "   ││         │  │┌─► processed   amod     process    VERB      \n",
            "   ││         └─►└┴── meat        pobj     meat       NOUN      \n",
            "   │└───────────────► and         cc       and        CCONJ     \n",
            "   │              ┌─► it          nsubj    -PRON-     PRON      \n",
            "   └────────────►┌┼── smells      conj     smell      VERB      \n",
            "                 │└─► better      advmod   better     ADV       \n",
            "                 └──► .           punct    .          PUNCT     \n",
            "                  ┌─► My          poss     -PRON-     DET       \n",
            "               ┌─►└── Labrador    nsubj    Labrador   PROPN     \n",
            "       ┌───────┴─┬┬── is          ROOT     be         AUX       \n",
            "       │         │└─► finicky     acomp    finicky    ADJ       \n",
            "       │         └──► and         cc       and        CCONJ     \n",
            "       │          ┌─► she         nsubj    -PRON-     PRON      \n",
            "       └─►┌┬┬──┬──┴── appreciates conj     appreciate VERB      \n",
            "          │││  │  ┌─► this        det      this       DET       \n",
            "          │││  └─►└── product     dobj     product    NOUN      \n",
            "          ││└─►┌───── better      advmod   well       ADJ       \n",
            "          ││   └─►┌── than        prep     than       SCONJ     \n",
            "          ││      └─►                                 SPACE     \n",
            "          │└────────► most        advmod   most       ADV       \n",
            "          └─────────► .           punct    .          PUNCT     \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JiObOJWt85of",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 669
        },
        "outputId": "f38c1bd8-900c-4bdf-dad3-9f86aae4313a"
      },
      "source": [
        "tokenized_text = pd.DataFrame()\n",
        "\n",
        "for i, token in enumerate(parsed_review):\n",
        "    tokenized_text.loc[i, 'text'] = token.text\n",
        "    tokenized_text.loc[i, 'lemma'] = token.lemma_,\n",
        "    tokenized_text.loc[i, 'pos'] = token.pos_\n",
        "    tokenized_text.loc[i, 'tag'] = token.tag_\n",
        "    tokenized_text.loc[i, 'dep'] = token.dep_\n",
        "    tokenized_text.loc[i, 'shape'] = token.shape_\n",
        "    tokenized_text.loc[i, 'is_alpha'] = token.is_alpha\n",
        "    tokenized_text.loc[i, 'is_stop'] = token.is_stop\n",
        "    tokenized_text.loc[i, 'is_punctuation'] = token.is_punct\n",
        "\n",
        "tokenized_text[:20]"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "      <th>lemma</th>\n",
              "      <th>pos</th>\n",
              "      <th>tag</th>\n",
              "      <th>dep</th>\n",
              "      <th>shape</th>\n",
              "      <th>is_alpha</th>\n",
              "      <th>is_stop</th>\n",
              "      <th>is_punctuation</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>I</td>\n",
              "      <td>-PRON-</td>\n",
              "      <td>PRON</td>\n",
              "      <td>PRP</td>\n",
              "      <td>nsubj</td>\n",
              "      <td>X</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>roast</td>\n",
              "      <td>(roast,)</td>\n",
              "      <td>VERB</td>\n",
              "      <td>VBP</td>\n",
              "      <td>ROOT</td>\n",
              "      <td>xxxx</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>at</td>\n",
              "      <td>(at,)</td>\n",
              "      <td>ADP</td>\n",
              "      <td>IN</td>\n",
              "      <td>prep</td>\n",
              "      <td>xx</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>home</td>\n",
              "      <td>(home,)</td>\n",
              "      <td>NOUN</td>\n",
              "      <td>NN</td>\n",
              "      <td>pobj</td>\n",
              "      <td>xxxx</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>with</td>\n",
              "      <td>(with,)</td>\n",
              "      <td>ADP</td>\n",
              "      <td>IN</td>\n",
              "      <td>prep</td>\n",
              "      <td>xxxx</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>a</td>\n",
              "      <td>(a,)</td>\n",
              "      <td>DET</td>\n",
              "      <td>DT</td>\n",
              "      <td>det</td>\n",
              "      <td>x</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>stove</td>\n",
              "      <td>(stove,)</td>\n",
              "      <td>ADJ</td>\n",
              "      <td>JJ</td>\n",
              "      <td>npadvmod</td>\n",
              "      <td>xxxx</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>-</td>\n",
              "      <td>(-,)</td>\n",
              "      <td>PUNCT</td>\n",
              "      <td>HYPH</td>\n",
              "      <td>punct</td>\n",
              "      <td>-</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>top</td>\n",
              "      <td>(top,)</td>\n",
              "      <td>NOUN</td>\n",
              "      <td>NN</td>\n",
              "      <td>amod</td>\n",
              "      <td>xxx</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>popcorn</td>\n",
              "      <td>(popcorn,)</td>\n",
              "      <td>NOUN</td>\n",
              "      <td>NN</td>\n",
              "      <td>compound</td>\n",
              "      <td>xxxx</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>popper</td>\n",
              "      <td>(popper,)</td>\n",
              "      <td>NOUN</td>\n",
              "      <td>NN</td>\n",
              "      <td>pobj</td>\n",
              "      <td>xxxx</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>(</td>\n",
              "      <td>((,)</td>\n",
              "      <td>PUNCT</td>\n",
              "      <td>-LRB-</td>\n",
              "      <td>punct</td>\n",
              "      <td>(</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>but</td>\n",
              "      <td>(but,)</td>\n",
              "      <td>CCONJ</td>\n",
              "      <td>CC</td>\n",
              "      <td>cc</td>\n",
              "      <td>xxx</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>I</td>\n",
              "      <td>(-PRON-,)</td>\n",
              "      <td>PRON</td>\n",
              "      <td>PRP</td>\n",
              "      <td>nsubj</td>\n",
              "      <td>X</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>do</td>\n",
              "      <td>(do,)</td>\n",
              "      <td>AUX</td>\n",
              "      <td>VBP</td>\n",
              "      <td>conj</td>\n",
              "      <td>xx</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>it</td>\n",
              "      <td>(-PRON-,)</td>\n",
              "      <td>PRON</td>\n",
              "      <td>PRP</td>\n",
              "      <td>dobj</td>\n",
              "      <td>xx</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>outside</td>\n",
              "      <td>(outside,)</td>\n",
              "      <td>ADV</td>\n",
              "      <td>RB</td>\n",
              "      <td>advmod</td>\n",
              "      <td>xxxx</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>,</td>\n",
              "      <td>(,,)</td>\n",
              "      <td>PUNCT</td>\n",
              "      <td>,</td>\n",
              "      <td>punct</td>\n",
              "      <td>,</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>of</td>\n",
              "      <td>(of,)</td>\n",
              "      <td>ADP</td>\n",
              "      <td>IN</td>\n",
              "      <td>prep</td>\n",
              "      <td>xx</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>course</td>\n",
              "      <td>(course,)</td>\n",
              "      <td>NOUN</td>\n",
              "      <td>NN</td>\n",
              "      <td>pobj</td>\n",
              "      <td>xxxx</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       text       lemma    pos    tag  ... shape is_alpha is_stop is_punctuation\n",
              "0         I      -PRON-   PRON    PRP  ...     X     True    True          False\n",
              "1     roast    (roast,)   VERB    VBP  ...  xxxx     True   False          False\n",
              "2        at       (at,)    ADP     IN  ...    xx     True    True          False\n",
              "3      home     (home,)   NOUN     NN  ...  xxxx     True   False          False\n",
              "4      with     (with,)    ADP     IN  ...  xxxx     True    True          False\n",
              "5         a        (a,)    DET     DT  ...     x     True    True          False\n",
              "6     stove    (stove,)    ADJ     JJ  ...  xxxx     True   False          False\n",
              "7         -        (-,)  PUNCT   HYPH  ...     -    False   False           True\n",
              "8       top      (top,)   NOUN     NN  ...   xxx     True    True          False\n",
              "9   popcorn  (popcorn,)   NOUN     NN  ...  xxxx     True   False          False\n",
              "10   popper   (popper,)   NOUN     NN  ...  xxxx     True   False          False\n",
              "11        (        ((,)  PUNCT  -LRB-  ...     (    False   False           True\n",
              "12      but      (but,)  CCONJ     CC  ...   xxx     True    True          False\n",
              "13        I   (-PRON-,)   PRON    PRP  ...     X     True    True          False\n",
              "14       do       (do,)    AUX    VBP  ...    xx     True    True          False\n",
              "15       it   (-PRON-,)   PRON    PRP  ...    xx     True    True          False\n",
              "16  outside  (outside,)    ADV     RB  ...  xxxx     True   False          False\n",
              "17        ,        (,,)  PUNCT      ,  ...     ,    False   False           True\n",
              "18       of       (of,)    ADP     IN  ...    xx     True    True          False\n",
              "19   course   (course,)   NOUN     NN  ...  xxxx     True   False          False\n",
              "\n",
              "[20 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9xuuu4E685zt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 87
        },
        "outputId": "1c99c10c-c9a4-43a3-d5f7-44abe1254cd3"
      },
      "source": [
        "spacy.displacy.render(parsed_review, style='ent', jupyter=True)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">I roast at home with a stove-top popcorn popper (but I do it outside, of course). These beans (Coffee Bean Direct Green \n",
              "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    Mexican\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
              "</mark>\n",
              " Altura) seem to be well-suited for this method. The \n",
              "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    first\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
              "</mark>\n",
              " and \n",
              "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    second\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
              "</mark>\n",
              " cracks are distinct, and I've roasted the beans from medium to slightly dark with great results every time. The aroma is strong and persistent. The taste is smooth, velvety, yet lively.</div></span>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s2PDQfcj857q",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "cefc9dc5-b30a-423d-b044-41dcf9905634"
      },
      "source": [
        "spacy.explain('GPE') # to explain POS tag"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Countries, cities, states'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i9YKDilm86Eg",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        },
        "outputId": "32a6bdf7-e58b-4ef5-b967-ac9f7c499dc6"
      },
      "source": [
        "sentence_spans = list(parsed_review.sents)\n",
        "sentence_spans"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[I roast at home with a stove-top popcorn popper (but I do it outside, of course).,\n",
              " These beans (Coffee Bean Direct Green Mexican Altura) seem to be well-suited for this method.,\n",
              " The first and second cracks are distinct, and I've roasted the beans from medium to slightly dark with great results every time.,\n",
              " The aroma is strong and persistent.,\n",
              " The taste is smooth, velvety, yet lively.]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mQDLCB3A86K8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 878
        },
        "outputId": "bd45889f-0e13-46c9-b408-d61ae96d1628"
      },
      "source": [
        "displacy.render(parsed_review, style='dep', jupyter=True,options={'distance': 140})"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<span class=\"tex2jax_ignore\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"ac01063b26f145b780d26b6c78be7722-0\" class=\"displacy\" width=\"9710\" height=\"837.0\" direction=\"ltr\" style=\"max-width: none; height: 837.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">I</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">PRON</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"190\">roast</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"190\">VERB</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"330\">at</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"330\">ADP</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"470\">home</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"470\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"610\">with</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"610\">ADP</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"750\">a</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">DET</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"890\">stove-</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"890\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1030\">top</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1030\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1170\">popcorn</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1170\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1310\">popper (</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1310\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1450\">but</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1450\">CCONJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1590\">I</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1590\">PRON</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1730\">do</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1730\">AUX</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1870\">it</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1870\">PRON</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2010\">outside,</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2010\">ADV</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2150\">of</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2150\">ADP</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2290\">course).</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2290\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2430\">These</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2430\">DET</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2570\">beans (</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2570\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2710\">Coffee</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2710\">PROPN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2850\">Bean</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2850\">PROPN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2990\">Direct</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2990\">PROPN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3130\">Green</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3130\">PROPN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3270\">Mexican</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3270\">PROPN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3410\">Altura)</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3410\">PROPN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3550\">seem</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3550\">VERB</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3690\">to</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3690\">PART</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3830\">be</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3830\">AUX</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3970\">well-</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3970\">ADV</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4110\">suited</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4110\">VERB</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4250\">for</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4250\">ADP</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4390\">this</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4390\">DET</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4530\">method.</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4530\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4670\">The</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4670\">DET</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4810\">first</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4810\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4950\">and</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4950\">CCONJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5090\">second</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5090\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5230\">cracks</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5230\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5370\">are</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5370\">AUX</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5510\">distinct,</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5510\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5650\">and</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5650\">CCONJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5790\">I</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5790\">PRON</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5930\">'ve</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5930\">AUX</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6070\">roasted</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6070\">VERB</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6210\">the</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6210\">DET</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6350\">beans</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6350\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6490\">from</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6490\">ADP</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6630\">medium</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6630\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6770\">to</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6770\">PART</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6910\">slightly</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6910\">ADV</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7050\">dark</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7050\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7190\">with</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7190\">ADP</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7330\">great</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7330\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7470\">results</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7470\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7610\">every</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7610\">DET</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7750\">time.</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7750\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7890\">The</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7890\">DET</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8030\">aroma</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8030\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8170\">is</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8170\">AUX</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8310\">strong</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8310\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8450\">and</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8450\">CCONJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8590\">persistent.</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8590\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8730\">The</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8730\">DET</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8870\">taste</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8870\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9010\">is</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9010\">AUX</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9150\">smooth,</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9150\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9290\">velvety,</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9290\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9430\">yet</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9430\">CCONJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9570\">lively.</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9570\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<g class=\"displacy-arrow\">\n",
              "    <path class=\"displacy-arc\" id=\"arrow-ac01063b26f145b780d26b6c78be7722-0-0\" stroke-width=\"2px\" d=\"M70,702.0 C70,632.0 145.0,632.0 145.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
              "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
              "        <textPath xlink:href=\"#arrow-ac01063b26f145b780d26b6c78be7722-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
              "    </text>\n",
              "    <path class=\"displacy-arrowhead\" d=\"M70,704.0 L62,692.0 78,692.0\" fill=\"currentColor\"/>\n",
              "</g>\n",
              "\n",
              "<g class=\"displacy-arrow\">\n",
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              "    </text>\n",
              "    <path class=\"displacy-arrowhead\" d=\"M9530.0,704.0 L9538.0,692.0 9522.0,692.0\" fill=\"currentColor\"/>\n",
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            "text/plain": [
              "<IPython.core.display.HTML object>"
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          "metadata": {
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      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BtT39SZm86Q4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 878
        },
        "outputId": "1f79c428-8b47-429f-fa32-ddbe24a0ed45"
      },
      "source": [
        "options = {'compact': True, 'bg': 'blue','distance': 140,\n",
        "           'color': 'white', 'font': 'Trebuchet MS'}\n",
        "displacy.render(parsed_review, jupyter=True, style='dep', options=options)"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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              "\n",
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              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5650\">and</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5650\">CCONJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5790\">I</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5790\">PRON</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5930\">'ve</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5930\">AUX</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6070\">roasted</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6070\">VERB</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6210\">the</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6210\">DET</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6350\">beans</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6350\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6490\">from</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6490\">ADP</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6630\">medium</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6630\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6770\">to</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6770\">PART</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6910\">slightly</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6910\">ADV</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7050\">dark</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7050\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7190\">with</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7190\">ADP</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7330\">great</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7330\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7470\">results</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7470\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7610\">every</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7610\">DET</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7750\">time.</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7750\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7890\">The</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7890\">DET</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8030\">aroma</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8030\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8170\">is</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8170\">AUX</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8310\">strong</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8310\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8450\">and</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8450\">CCONJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8590\">persistent.</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8590\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8730\">The</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8730\">DET</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8870\">taste</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8870\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9010\">is</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9010\">AUX</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9150\">smooth,</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9150\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9290\">velvety,</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9290\">NOUN</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9430\">yet</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9430\">CCONJ</tspan>\n",
              "</text>\n",
              "\n",
              "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
              "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9570\">lively.</tspan>\n",
              "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9570\">ADJ</tspan>\n",
              "</text>\n",
              "\n",
              "<g class=\"displacy-arrow\">\n",
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              "\n",
              "<g class=\"displacy-arrow\">\n",
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              "\n",
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              "    </text>\n",
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              "\n",
              "<g class=\"displacy-arrow\">\n",
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              "\n",
              "<g class=\"displacy-arrow\">\n",
              "    <path class=\"displacy-arc\" id=\"arrow-656718688f6e40e6b5e74fa44b37316b-0-5\" stroke-width=\"2px\" d=\"M902,702.0 902,678.6666666666666 1003.0,678.6666666666666 1003.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
              "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
              "        <textPath xlink:href=\"#arrow-656718688f6e40e6b5e74fa44b37316b-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">npadvmod</textPath>\n",
              "    </text>\n",
              "    <path class=\"displacy-arrowhead\" d=\"M902,704.0 L898,696.0 906,696.0\" fill=\"currentColor\"/>\n",
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              "\n",
              "<g class=\"displacy-arrow\">\n",
              "    <path class=\"displacy-arc\" id=\"arrow-656718688f6e40e6b5e74fa44b37316b-0-6\" stroke-width=\"2px\" d=\"M1042,702.0 1042,655.3333333333334 1286.0,655.3333333333334 1286.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
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              "        <textPath xlink:href=\"#arrow-656718688f6e40e6b5e74fa44b37316b-0-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
              "    </text>\n",
              "    <path class=\"displacy-arrowhead\" d=\"M1042,704.0 L1038,696.0 1046,696.0\" fill=\"currentColor\"/>\n",
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              "\n",
              "<g class=\"displacy-arrow\">\n",
              "    <path class=\"displacy-arc\" id=\"arrow-656718688f6e40e6b5e74fa44b37316b-0-7\" stroke-width=\"2px\" d=\"M1182,702.0 1182,678.6666666666666 1283.0,678.6666666666666 1283.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
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              "        <textPath xlink:href=\"#arrow-656718688f6e40e6b5e74fa44b37316b-0-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">compound</textPath>\n",
              "    </text>\n",
              "    <path class=\"displacy-arrowhead\" d=\"M1182,704.0 L1178,696.0 1186,696.0\" fill=\"currentColor\"/>\n",
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              "\n",
              "<g class=\"displacy-arrow\">\n",
              "    <path class=\"displacy-arc\" id=\"arrow-656718688f6e40e6b5e74fa44b37316b-0-8\" stroke-width=\"2px\" d=\"M622,702.0 622,585.3333333333334 1295.0,585.3333333333334 1295.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
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              "\n",
              "<g class=\"displacy-arrow\">\n",
              "    <path class=\"displacy-arc\" id=\"arrow-656718688f6e40e6b5e74fa44b37316b-0-9\" stroke-width=\"2px\" d=\"M202,702.0 202,515.3333333333334 1444.0,515.3333333333334 1444.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
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              "<g class=\"displacy-arrow\">\n",
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            "text/plain": [
              "<IPython.core.display.HTML object>"
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          },
          "metadata": {
            "tags": []
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      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OkPQSzPL86V1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "ea56c4c3-7c8a-41f0-ab19-b67a7ef83529"
      },
      "source": [
        "spacy.explain(\"ADJ\") ,spacy.explain(\"det\") ,spacy.explain(\"ADP\") ,spacy.explain(\"prep\")  # to understand tags"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "('adjective', 'determiner', 'adposition', 'prepositional modifier')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8vSVK9cp86oV",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 545
        },
        "outputId": "d693dca0-b81e-4293-9102-a3d94d25ed63"
      },
      "source": [
        "noun_chunks_df = pd.DataFrame()\n",
        "\n",
        "for i, chunk in enumerate(parsed_review.noun_chunks):\n",
        "    noun_chunks_df.loc[i, 'text'] = chunk.text\n",
        "    noun_chunks_df.loc[i, 'root'] = chunk.root,\n",
        "    noun_chunks_df.loc[i, 'root.text'] = chunk.root.text,\n",
        "    noun_chunks_df.loc[i, 'root.dep_'] = chunk.root.dep_\n",
        "    noun_chunks_df.loc[i, 'root.head.text'] = chunk.root.head.text\n",
        "\n",
        "noun_chunks_df[:20]"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>text</th>\n",
              "      <th>root</th>\n",
              "      <th>root.text</th>\n",
              "      <th>root.dep_</th>\n",
              "      <th>root.head.text</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>I</td>\n",
              "      <td>I</td>\n",
              "      <td>I</td>\n",
              "      <td>nsubj</td>\n",
              "      <td>roast</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>home</td>\n",
              "      <td>(home,)</td>\n",
              "      <td>(home,)</td>\n",
              "      <td>pobj</td>\n",
              "      <td>at</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>a stove-top popcorn popper</td>\n",
              "      <td>(popper,)</td>\n",
              "      <td>(popper,)</td>\n",
              "      <td>pobj</td>\n",
              "      <td>with</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>I</td>\n",
              "      <td>(I,)</td>\n",
              "      <td>(I,)</td>\n",
              "      <td>nsubj</td>\n",
              "      <td>do</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>it</td>\n",
              "      <td>(it,)</td>\n",
              "      <td>(it,)</td>\n",
              "      <td>dobj</td>\n",
              "      <td>do</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>course</td>\n",
              "      <td>(course,)</td>\n",
              "      <td>(course,)</td>\n",
              "      <td>pobj</td>\n",
              "      <td>of</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>These beans</td>\n",
              "      <td>(beans,)</td>\n",
              "      <td>(beans,)</td>\n",
              "      <td>nsubj</td>\n",
              "      <td>seem</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Coffee Bean Direct Green Mexican Altura</td>\n",
              "      <td>(Altura,)</td>\n",
              "      <td>(Altura,)</td>\n",
              "      <td>appos</td>\n",
              "      <td>beans</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>this method</td>\n",
              "      <td>(method,)</td>\n",
              "      <td>(method,)</td>\n",
              "      <td>pobj</td>\n",
              "      <td>for</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>The first and second cracks</td>\n",
              "      <td>(cracks,)</td>\n",
              "      <td>(cracks,)</td>\n",
              "      <td>nsubj</td>\n",
              "      <td>are</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>I</td>\n",
              "      <td>(I,)</td>\n",
              "      <td>(I,)</td>\n",
              "      <td>nsubj</td>\n",
              "      <td>roasted</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>the beans</td>\n",
              "      <td>(beans,)</td>\n",
              "      <td>(beans,)</td>\n",
              "      <td>dobj</td>\n",
              "      <td>roasted</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>medium</td>\n",
              "      <td>(medium,)</td>\n",
              "      <td>(medium,)</td>\n",
              "      <td>pobj</td>\n",
              "      <td>from</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>great results</td>\n",
              "      <td>(results,)</td>\n",
              "      <td>(results,)</td>\n",
              "      <td>pobj</td>\n",
              "      <td>with</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>The aroma</td>\n",
              "      <td>(aroma,)</td>\n",
              "      <td>(aroma,)</td>\n",
              "      <td>nsubj</td>\n",
              "      <td>is</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>The taste</td>\n",
              "      <td>(taste,)</td>\n",
              "      <td>(taste,)</td>\n",
              "      <td>nsubj</td>\n",
              "      <td>is</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                       text  ... root.head.text\n",
              "0                                         I  ...          roast\n",
              "1                                      home  ...             at\n",
              "2                a stove-top popcorn popper  ...           with\n",
              "3                                         I  ...             do\n",
              "4                                        it  ...             do\n",
              "5                                    course  ...             of\n",
              "6                               These beans  ...           seem\n",
              "7   Coffee Bean Direct Green Mexican Altura  ...          beans\n",
              "8                               this method  ...            for\n",
              "9               The first and second cracks  ...            are\n",
              "10                                        I  ...        roasted\n",
              "11                                the beans  ...        roasted\n",
              "12                                   medium  ...           from\n",
              "13                            great results  ...           with\n",
              "14                                The aroma  ...             is\n",
              "15                                The taste  ...             is\n",
              "\n",
              "[16 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0Lzcv0TaPIyQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        },
        "outputId": "6e1564c8-50cc-451c-ea54-3126ce6fd843"
      },
      "source": [
        "pip install scattertext"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: scattertext in /usr/local/lib/python3.6/dist-packages (0.0.2.64)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from scattertext) (1.12.0)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (from scattertext) (1.0.3)\n",
            "Requirement already satisfied: mock in /usr/local/lib/python3.6/dist-packages (from scattertext) (4.0.2)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from scattertext) (1.18.4)\n",
            "Requirement already satisfied: statsmodels in /usr/local/lib/python3.6/dist-packages (from scattertext) (0.10.2)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.6/dist-packages (from scattertext) (0.22.2.post1)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.6/dist-packages (from scattertext) (1.4.1)\n",
            "Requirement already satisfied: python-dateutil>=2.6.1 in /usr/local/lib/python3.6/dist-packages (from pandas->scattertext) (2.8.1)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas->scattertext) (2018.9)\n",
            "Requirement already satisfied: patsy>=0.4.0 in /usr/local/lib/python3.6/dist-packages (from statsmodels->scattertext) (0.5.1)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from scikit-learn->scattertext) (0.15.1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pcLAJCW89Soq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import scattertext as st\n",
        "nlp = spacy.load('en',disable_pipes=[\"tagger\",\"ner\"])\n",
        "train_df['parsed'] = train_df.Text[49500:50500].apply(nlp)\n",
        "corpus = st.CorpusFromParsedDocuments(train_df[49500:50500],\n",
        "                             category_col='Score',\n",
        "                             parsed_col='parsed').build()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Tzl1kUqw9SuB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "html = st.produce_scattertext_explorer(corpus,\n",
        "          category=1,\n",
        "          category_name='Positive',\n",
        "          not_category_name='Negative',\n",
        "          width_in_pixels=700,\n",
        "          minimum_term_frequency=15,\n",
        "          term_significance = st.LogOddsRatioUninformativeDirichletPrior(),\n",
        "          )"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f25x049HSYtv",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 374
        },
        "outputId": "e9f1ca54-a923-440c-e68d-4b6ea76ef68e"
      },
      "source": [
        "pip install sense2vec"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: sense2vec in /usr/local/lib/python3.6/dist-packages (1.0.2)\n",
            "Requirement already satisfied: catalogue>=0.0.4 in /usr/local/lib/python3.6/dist-packages (from sense2vec) (1.0.0)\n",
            "Requirement already satisfied: wasabi<1.1.0,>=0.4.0 in /usr/local/lib/python3.6/dist-packages (from sense2vec) (0.6.0)\n",
            "Requirement already satisfied: numpy>=1.15.0 in /usr/local/lib/python3.6/dist-packages (from sense2vec) (1.18.4)\n",
            "Requirement already satisfied: spacy<3.0.0,>=2.2.3 in /usr/local/lib/python3.6/dist-packages (from sense2vec) (2.2.4)\n",
            "Requirement already satisfied: importlib-metadata>=0.20; python_version < \"3.8\" in /usr/local/lib/python3.6/dist-packages (from sense2vec) (1.6.0)\n",
            "Requirement already satisfied: srsly>=0.2.0 in /usr/local/lib/python3.6/dist-packages (from sense2vec) (1.0.2)\n",
            "Requirement already satisfied: plac<1.2.0,>=0.9.6 in /usr/local/lib/python3.6/dist-packages (from spacy<3.0.0,>=2.2.3->sense2vec) (1.1.3)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from spacy<3.0.0,>=2.2.3->sense2vec) (46.4.0)\n",
            "Requirement already satisfied: blis<0.5.0,>=0.4.0 in /usr/local/lib/python3.6/dist-packages (from spacy<3.0.0,>=2.2.3->sense2vec) (0.4.1)\n",
            "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.6/dist-packages (from spacy<3.0.0,>=2.2.3->sense2vec) (2.0.3)\n",
            "Requirement already satisfied: requests<3.0.0,>=2.13.0 in /usr/local/lib/python3.6/dist-packages (from spacy<3.0.0,>=2.2.3->sense2vec) (2.23.0)\n",
            "Requirement already satisfied: thinc==7.4.0 in /usr/local/lib/python3.6/dist-packages (from spacy<3.0.0,>=2.2.3->sense2vec) (7.4.0)\n",
            "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.6/dist-packages (from spacy<3.0.0,>=2.2.3->sense2vec) (1.0.2)\n",
            "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from spacy<3.0.0,>=2.2.3->sense2vec) (3.0.2)\n",
            "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /usr/local/lib/python3.6/dist-packages (from spacy<3.0.0,>=2.2.3->sense2vec) (4.41.1)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.6/dist-packages (from importlib-metadata>=0.20; python_version < \"3.8\"->sense2vec) (3.1.0)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.0.0,>=2.2.3->sense2vec) (2.9)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.0.0,>=2.2.3->sense2vec) (1.24.3)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.0.0,>=2.2.3->sense2vec) (3.0.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.0.0,>=2.2.3->sense2vec) (2020.4.5.1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8Jfe_4We9Sy4",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import sense2vec\n",
        "from sense2vec import Sense2VecComponent\n",
        "\n",
        "s2v = Sense2VecComponent('/reddit-vectors-for-sense2vec-spacy/reddit_vectors-1.1.0/reddit_vectors-1.1.0/')\n",
        "spacy_tok.add_pipe(s2v)\n",
        "doc = spacy_tok(u\"dessert\")\n",
        "freq = doc[0]._.s2v_freq\n",
        "vector = doc[0]._.s2v_vec\n",
        "most_similar = doc[0]._.s2v_most_similar(5)\n",
        "most_similar,freq\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OKO7DMgs9S4U",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "doc = spacy_tok(u\"burger\")\n",
        "most_similar = doc[0]._.s2v_most_similar(4)\n",
        "most_similar"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T15JEoSY9TBW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "57487335-b99e-4ab9-b1da-6423f9be359a"
      },
      "source": [
        "doc = spacy_tok(u\"peanut butter\")\n",
        "most_similar = doc[0]._.s2v_most_similar(4)\n",
        "most_similar\n"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g46wsAlj9S_t",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 71
        },
        "outputId": "1a6a728a-03cd-4e30-96c4-4316d0904756"
      },
      "source": [
        "train_df['tuples'] = train_df.apply(\n",
        "    lambda row: (row['Text'],row['Score']), axis=1)\n",
        "train = train_df['tuples'].tolist()\n",
        "train[:1]"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('I have bought several of the Vitality canned dog food products and have found them all to be of good quality. The product looks more like a stew than a processed meat and it smells better. My Labrador is finicky and she appreciates this product better than  most.',\n",
              "  1)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EbhfPhrZ9S85",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 105
        },
        "outputId": "4458ddb6-8073-4609-8dbb-a35bc84a297f"
      },
      "source": [
        "train[-2:]"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(\"I ordered this product specifically to try out the three different types of products. However, when I received the product, I opened it up only to find three of the Barn Burner salsas - obviously not what I had ordered.<br /><br />Buy at your own risk - who knows what you'll end up getting.\",\n",
              "  0),\n",
              " ('Terrific - easy to use and great taste.  Only complaint is that the price is MUCH too high.',\n",
              "  0)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XujGDgfd8hlE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#functions from spacy documentation\n",
        "def load_data(limit=0, split=0.8):\n",
        "    train_data = train\n",
        "    np.random.shuffle(train_data)\n",
        "    train_data = train_data[-limit:]\n",
        "    texts, labels = zip(*train_data)\n",
        "    cats = [{'POSITIVE': bool(y)} for y in labels]\n",
        "    split = int(len(train_data) * split)\n",
        "    return (texts[:split], cats[:split]), (texts[split:], cats[split:])\n",
        "\n",
        "def evaluate(tokenizer, textcat, texts, cats):\n",
        "    docs = (tokenizer(text) for text in texts)\n",
        "    tp = 1e-8  # True positives\n",
        "    fp = 1e-8  # False positives\n",
        "    fn = 1e-8  # False negatives\n",
        "    tn = 1e-8  # True negatives\n",
        "    for i, doc in enumerate(textcat.pipe(docs)):\n",
        "        gold = cats[i]\n",
        "        for label, score in doc.cats.items():\n",
        "            if label not in gold:\n",
        "                continue\n",
        "            if score >= 0.5 and gold[label] >= 0.5:\n",
        "                tp += 1.\n",
        "            elif score >= 0.5 and gold[label] < 0.5:\n",
        "                fp += 1.\n",
        "            elif score < 0.5 and gold[label] < 0.5:\n",
        "                tn += 1\n",
        "            elif score < 0.5 and gold[label] >= 0.5:\n",
        "                fn += 1\n",
        "    precision = tp / (tp + fp)\n",
        "    recall = tp / (tp + fn)\n",
        "    f_score = 2 * (precision * recall) / (precision + recall)\n",
        "    return {'textcat_p': precision, 'textcat_r': recall, 'textcat_f': f_score}\n",
        "\n",
        "#(\"Number of texts to train from\",\"t\" , int)\n",
        "n_texts=35000\n",
        "#You can increase texts count if you have more computational power.\n",
        "\n",
        "#(\"Number of training iterations\", \"n\", int))\n",
        "n_iter=30"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dj05N29G8hp_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "nlp = spacy.load('en_core_web_sm')  # create english Language class"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s9LtqVOOV7_8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 289
        },
        "outputId": "bbfa3d1f-f8dc-4780-eb53-88126ccafd12"
      },
      "source": [
        "!pip install -U 'cupy-cuda100==7.3.0'"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting cupy-cuda100==7.3.0\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/24/bd/5203a657bcfa2c2d95a51d5358c987608f7845b5eb076df9bf4a6e6aa054/cupy_cuda100-7.3.0-cp36-cp36m-manylinux1_x86_64.whl (335.2MB)\n",
            "\u001b[K     |████████████████████████████████| 335.2MB 47kB/s \n",
            "\u001b[?25hRequirement already satisfied, skipping upgrade: six>=1.9.0 in /usr/local/lib/python3.6/dist-packages (from cupy-cuda100==7.3.0) (1.12.0)\n",
            "Requirement already satisfied, skipping upgrade: fastrlock>=0.3 in /usr/local/lib/python3.6/dist-packages (from cupy-cuda100==7.3.0) (0.4)\n",
            "Requirement already satisfied, skipping upgrade: numpy>=1.9.0 in /usr/local/lib/python3.6/dist-packages (from cupy-cuda100==7.3.0) (1.18.4)\n",
            "Installing collected packages: cupy-cuda100\n",
            "  Found existing installation: cupy-cuda100 8.0.0b3\n",
            "    Uninstalling cupy-cuda100-8.0.0b3:\n",
            "      Successfully uninstalled cupy-cuda100-8.0.0b3\n",
            "Successfully installed cupy-cuda100-7.3.0\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "cupy",
                  "cupyx"
                ]
              }
            }
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "76k4qXW_91ec",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "0a9222c0-e008-43f9-a1aa-58aa347a17ea"
      },
      "source": [
        "# add the text classifier to the pipeline if it doesn't exist\n",
        "# nlp.create_pipe works for built-ins that are registered with spaCy\n",
        "if 'textcat' not in nlp.pipe_names:\n",
        "    textcat = nlp.create_pipe('textcat')\n",
        "    nlp.add_pipe(textcat, last=True)\n",
        "# otherwise, get it, so we can add labels to it\n",
        "else:\n",
        "    textcat = nlp.get_pipe('textcat')\n",
        "\n",
        "# add label to text classifier\n",
        "textcat.add_label('POSITIVE')\n",
        "\n",
        "# load the dataset\n",
        "print(\"Loading food reviews data...\")\n",
        "(train_texts, train_cats), (dev_texts, dev_cats) = load_data(limit=n_texts)\n",
        "print(\"Using {} examples ({} training, {} evaluation)\"\n",
        "      .format(n_texts, len(train_texts), len(dev_texts)))\n",
        "train_data = list(zip(train_texts,\n",
        "                      [{'cats': cats} for cats in train_cats]))"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loading food reviews data...\n",
            "Using 35000 examples (28000 training, 7000 evaluation)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sgXOAi6491lY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 561
        },
        "outputId": "4c68e311-c5b1-49f6-8cd0-dcdab8f78680"
      },
      "source": [
        "# get names of other pipes to disable them during training\n",
        "other_pipes = [pipe for pipe in nlp.pipe_names if pipe != 'textcat']\n",
        "with nlp.disable_pipes(*other_pipes):  # only train textcat\n",
        "    optimizer = nlp.begin_training()\n",
        "    print(\"Training the model...\")\n",
        "    print('{:^5}\\t{:^5}\\t{:^5}\\t{:^5}'.format('LOSS', 'P', 'R', 'F'))\n",
        "    for i in range(n_iter):\n",
        "        losses = {}\n",
        "        # batch up the examples using spaCy's minibatch\n",
        "        batches = minibatch(train_data, size=compounding(4., 32., 1.001))\n",
        "        for batch in batches:\n",
        "            texts, annotations = zip(*batch)\n",
        "            nlp.update(texts, annotations, sgd=optimizer, drop=0.2,\n",
        "                       losses=losses)\n",
        "        with textcat.model.use_params(optimizer.averages):\n",
        "            # evaluate on the dev data split off in load_data()\n",
        "            scores = evaluate(nlp.tokenizer, textcat, dev_texts, dev_cats)\n",
        "        print('{0:.3f}\\t{1:.3f}\\t{2:.3f}\\t{3:.3f}'  # print a simple table\n",
        "              .format(losses['textcat'], scores['textcat_p'],\n",
        "                      scores['textcat_r'], scores['textcat_f']))"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training the model...\n",
            "LOSS \t  P  \t  R  \t  F  \n",
            "7.824\t0.861\t0.829\t0.845\n",
            "4.342\t0.872\t0.862\t0.867\n",
            "3.021\t0.870\t0.868\t0.869\n",
            "2.291\t0.875\t0.860\t0.867\n",
            "1.951\t0.872\t0.867\t0.869\n",
            "1.596\t0.870\t0.864\t0.867\n",
            "1.830\t0.867\t0.860\t0.863\n",
            "1.848\t0.867\t0.844\t0.855\n",
            "2.139\t0.860\t0.852\t0.856\n",
            "2.218\t0.859\t0.842\t0.851\n",
            "2.102\t0.859\t0.830\t0.844\n",
            "2.059\t0.867\t0.821\t0.843\n",
            "2.521\t0.831\t0.857\t0.844\n",
            "3.030\t0.832\t0.848\t0.840\n",
            "2.587\t0.842\t0.846\t0.844\n",
            "2.198\t0.853\t0.844\t0.849\n",
            "2.235\t0.856\t0.846\t0.851\n",
            "2.205\t0.859\t0.847\t0.853\n",
            "2.245\t0.858\t0.846\t0.852\n",
            "2.538\t0.853\t0.848\t0.851\n",
            "2.347\t0.845\t0.843\t0.844\n",
            "2.072\t0.853\t0.849\t0.851\n",
            "2.121\t0.855\t0.849\t0.852\n",
            "2.060\t0.856\t0.848\t0.852\n",
            "2.046\t0.856\t0.848\t0.852\n",
            "1.934\t0.856\t0.848\t0.852\n",
            "2.011\t0.856\t0.850\t0.853\n",
            "1.974\t0.857\t0.850\t0.854\n",
            "2.038\t0.861\t0.850\t0.856\n",
            "2.132\t0.861\t0.850\t0.855\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SPt93uqa91rz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "ed65661e-94ac-4551-ea57-8801a14be733"
      },
      "source": [
        "# test the trained model\n",
        "test_text1 = 'This tea is fun to watch as the flower expands in the water. Very smooth taste and can be used again and again in the same day. If you love tea, you gotta try these \"flowering teas\"'\n",
        "test_text2=\"I bought this product at a local store, not from this seller.  I usually use Wellness canned food, but thought my cat was bored and wanted something new.  So I picked this up, knowing that Evo is a really good brand (like Wellness).<br /><br />It is one of the most disgusting smelling cat foods I've ever had the displeasure of using.  I was gagging while trying to put it into the bowl.  My cat took one taste and walked away, and chose to eat nothing until I replaced it 12 hours later with some dry food.  I would try another flavor of their food - since I know it's high quality - but I wouldn't buy the duck flavor again.\"\n",
        "doc = nlp(test_text1)\n",
        "test_text1, doc.cats"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "('This tea is fun to watch as the flower expands in the water. Very smooth taste and can be used again and again in the same day. If you love tea, you gotta try these \"flowering teas\"',\n",
              " {'POSITIVE': 0.9355192184448242})"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VDG7ZwvD91xl",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 71
        },
        "outputId": "789819f6-bd28-4d19-9919-edcc963d8c54"
      },
      "source": [
        "doc2 = nlp(test_text2)\n",
        "test_text2, doc2.cats"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(\"I bought this product at a local store, not from this seller.  I usually use Wellness canned food, but thought my cat was bored and wanted something new.  So I picked this up, knowing that Evo is a really good brand (like Wellness).<br /><br />It is one of the most disgusting smelling cat foods I've ever had the displeasure of using.  I was gagging while trying to put it into the bowl.  My cat took one taste and walked away, and chose to eat nothing until I replaced it 12 hours later with some dry food.  I would try another flavor of their food - since I know it's high quality - but I wouldn't buy the duck flavor again.\",\n",
              " {'POSITIVE': 0.02191326394677162})"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KFSpoTjh913l",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "300682c8-c903-4b51-d3a4-5da55087b8a9"
      },
      "source": [
        "output_dir=%pwd\n",
        "nlp.to_disk(output_dir)\n",
        "print(\"Saved model to\", output_dir)"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Saved model to /content/drive/My Drive/ML-work/NLP/Advanced text classification with spacy\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MplaoPYa919q",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 71
        },
        "outputId": "4affc97e-2d3b-42ef-9d2c-4d0e7d519813"
      },
      "source": [
        "# test the saved model\n",
        "print(\"Loading from\", output_dir)\n",
        "nlp2 = spacy.load(output_dir)\n",
        "doc2 = nlp2(test_text2)\n",
        "print(test_text2, doc2.cats)"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loading from /content/drive/My Drive/ML-work/NLP/Advanced text classification with spacy\n",
            "I bought this product at a local store, not from this seller.  I usually use Wellness canned food, but thought my cat was bored and wanted something new.  So I picked this up, knowing that Evo is a really good brand (like Wellness).<br /><br />It is one of the most disgusting smelling cat foods I've ever had the displeasure of using.  I was gagging while trying to put it into the bowl.  My cat took one taste and walked away, and chose to eat nothing until I replaced it 12 hours later with some dry food.  I would try another flavor of their food - since I know it's high quality - but I wouldn't buy the duck flavor again. {'POSITIVE': 0.02191326394677162}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XNLZ5dE292C5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}